diff --git a/.github/workflows/check-ui-api-types.yml b/.github/workflows/check-ui-api-types.yml index 285676a0ddd..312a80103f8 100644 --- a/.github/workflows/check-ui-api-types.yml +++ b/.github/workflows/check-ui-api-types.yml @@ -83,6 +83,24 @@ jobs: if: steps.changes.outputs.relevant == 'true' run: uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma + - name: Regenerate the lazy OpenAPI snapshot + if: steps.changes.outputs.relevant == 'true' + run: uv run --no-sync python -m litellm.proxy._lazy_openapi_snapshot + + - name: Fail if the lazy OpenAPI snapshot is stale + if: steps.changes.outputs.relevant == 'true' + run: | + if ! git diff --exit-code -- litellm/proxy/_lazy_openapi_snapshot.json; then + echo "::error file=litellm/proxy/_lazy_openapi_snapshot.json::The lazy OpenAPI snapshot is out of sync with the lazily loaded routes." + echo "" + echo "A lazily loaded route or model changed without regenerating the snapshot that /openapi.json serves for unloaded features." + echo "To fix, run from the repo root:" + echo " uv run python -m litellm.proxy._lazy_openapi_snapshot" + echo "then run npm run gen:api from ui/litellm-dashboard and commit both files." + exit 1 + fi + echo "_lazy_openapi_snapshot.json is in sync with the lazily loaded routes." + - name: Set up Node.js if: steps.changes.outputs.relevant == 'true' uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0 diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json index 3357212a6c8..e9b5afba9ea 100644 --- a/basedpyright-code-budget.json +++ b/basedpyright-code-budget.json @@ -84,7 +84,7 @@ "limit": 56 }, "reportPrivateUsage": { - "limit": 1810 + "limit": 1808 }, "reportRedeclaration": { "limit": 8 @@ -135,7 +135,7 @@ "limit": 21 }, "reportUnusedFunction": { - "limit": 139 + "limit": 138 }, "reportUnusedImport": { "limit": 544 diff --git a/db_scripts/partition_spend_logs.sql b/db_scripts/partition_spend_logs.sql index 08fcbddb6f8..4e4a93539d7 100644 --- a/db_scripts/partition_spend_logs.sql +++ b/db_scripts/partition_spend_logs.sql @@ -10,6 +10,11 @@ -- partitioned, so existing installs are unaffected until you run this. -- -- IMPORTANT +-- * After partitioning, `prisma db push` (including the proxy's +-- --use_prisma_db_push startup mode) is NOT supported: it tries to rewrite +-- the primary key back to ("request_id"), which Postgres rejects on a +-- partitioned table. The proxy detects this and exits with guidance. +-- Use the default startup path (`prisma migrate deploy`) instead. -- * Test on a staging copy first and take a backup. -- * Postgres cannot convert a populated table to partitioned in place, so this -- renames the old table aside and creates a fresh partitioned table. diff --git a/enterprise/litellm_enterprise/proxy/common_utils/check_responses_cost.py b/enterprise/litellm_enterprise/proxy/common_utils/check_responses_cost.py index 27837b0b5e4..06cf5fcf82f 100644 --- a/enterprise/litellm_enterprise/proxy/common_utils/check_responses_cost.py +++ b/enterprise/litellm_enterprise/proxy/common_utils/check_responses_cost.py @@ -1,6 +1,8 @@ """ Polls LiteLLM_ManagedObjectTable to check if the response is complete. -Cost tracking is handled automatically by the get-responses call. +Cost tracking is handled by the get-responses call, which prices normally only because the +poll stamps itself with BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN; user-facing reads of the +same route are non-inference and free. """ from datetime import datetime, timedelta, timezone @@ -9,12 +11,14 @@ from typing import TYPE_CHECKING, Dict, Optional, cast import litellm from litellm._logging import verbose_proxy_logger from litellm.constants import ( + INTERNAL_CALL_ORIGIN_METADATA_KEY, MANAGED_OBJECT_STALENESS_CUTOFF_DAYS, MAX_OBJECTS_PER_POLL_CYCLE, STALE_OBJECT_CLEANUP_BATCH_SIZE, ) from litellm.responses.utils import ResponsesAPIRequestUtils from litellm.types.llms.openai import ResponsesAPIResponse +from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN if TYPE_CHECKING: from litellm.proxy.utils import PrismaClient, ProxyLogging @@ -113,7 +117,8 @@ class CheckResponsesCost: Check if background responses are complete and track their cost. - Get all status="queued" or "in_progress" and file_purpose="response" jobs - Query the provider to check if response is complete - - Cost is automatically tracked by the get-responses call + - Cost is tracked by the get-responses call, billed because the poll is stamped + with BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN - Mark responses in a terminal state as complete in the database """ try: @@ -153,6 +158,7 @@ class CheckResponsesCost: # Prepare metadata with model information for cost tracking litellm_metadata = { "user_api_key_user_id": job.created_by or "default-user-id", + INTERNAL_CALL_ORIGIN_METADATA_KEY: BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN, } # Add model information if available diff --git a/litellm-proxy-extras/litellm_proxy_extras/utils.py b/litellm-proxy-extras/litellm_proxy_extras/utils.py index 5118865e43a..b27221c9beb 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/utils.py +++ b/litellm-proxy-extras/litellm_proxy_extras/utils.py @@ -40,6 +40,65 @@ def _get_prisma_env() -> dict: _MIGRATION_TS_RE = re.compile(r"^(\d{14})_") +_SPEND_LOGS_ALTER_RE = re.compile(r'^ALTER\s+TABLE\s+"LiteLLM_SpendLogs"\s', re.IGNORECASE) +_SPEND_LOGS_ARTIFACT_DROP_RE = re.compile( + r'^DROP\s+TABLE\s+"LiteLLM_SpendLogs_[^"]*"', re.IGNORECASE +) +_SPEND_LOGS_PK_CLAUSE_RE = re.compile( + r'^(?:DROP\s+CONSTRAINT\s+"[^"]*_pkey"' + r'|ADD\s+(?:CONSTRAINT\s+"[^"]*"\s+)?PRIMARY\s+KEY\s*\([^)]*\))$', + re.IGNORECASE, +) + +PARTITIONED_SPEND_LOGS_PUSH_ERROR = ( + "LiteLLM_SpendLogs is a partitioned table (see db_scripts/partition_spend_logs.sql), " + "so its primary key must include the partition key (\"startTime\"). `prisma db push` " + "reconciles the database against schema.prisma, which declares the unpartitioned " + "primary key (\"request_id\"), and Postgres rejects that rewrite with: unique " + "constraint on partitioned table must include all partitioning columns. Start the " + "proxy without --use_prisma_db_push so it uses `prisma migrate deploy`, which only " + "applies shipped migrations and leaves the partitioned primary key alone." +) + + +def _without_sql_comments(statement: str) -> str: + return "\n".join( + line + for line in statement.splitlines() + if line.strip() and not line.strip().startswith("--") + ).strip() + + +def _without_spend_logs_pk_clauses(statement: str) -> Optional[str]: + prefix_match = _SPEND_LOGS_ALTER_RE.match(statement) + if not prefix_match: + return statement + kept = tuple( + clause.strip() + for clause in statement[prefix_match.end():].split(",\n") + if not _SPEND_LOGS_PK_CLAUSE_RE.match(clause.strip()) + ) + if not kept: + return None + return statement[: prefix_match.end()] + ",\n".join(kept) + + +def filter_partitioned_spend_logs_diff(diff_sql: str) -> str: + """Drop statements from a `prisma migrate diff` script that fight the + SpendLogs partitioning runbook (db_scripts/partition_spend_logs.sql): the + primary-key rewrite on "LiteLLM_SpendLogs", which Postgres rejects on a + partitioned table, and drops of runbook artifacts such as + "LiteLLM_SpendLogs_legacy".""" + kept = tuple( + filtered + for statement in diff_sql.split(";") + for bare in (_without_sql_comments(statement),) + if bare and not _SPEND_LOGS_ARTIFACT_DROP_RE.match(bare) + for filtered in (_without_spend_logs_pk_clauses(bare),) + if filtered is not None + ) + return "".join(f"{statement};\n\n" for statement in kept) + def _migration_timestamp(name: str) -> int: """Extract the leading `YYYYMMDDHHMMSS` timestamp from a migration name. @@ -355,7 +414,24 @@ class ProxyExtrasDBManager: return logger.info(f"Migration diff created at {diff_sql_path}") + if ProxyExtrasDBManager.spend_logs_is_partitioned(): + filtered_sql = filter_partitioned_spend_logs_diff( + diff_sql_path.read_text() + ) + diff_sql_path.write_text(filtered_sql) + logger.info( + "LiteLLM_SpendLogs is partitioned; removed its primary-key " + "rewrite and partitioning artifacts from the drift script" + ) + if not filtered_sql.strip(): + logger.info("Drift script is empty after filtering; nothing to apply") + if not mark_all_applied: + return + ProxyExtrasDBManager._mark_migrations_applied(migrations_dir) + return + # 2. Run prisma db execute to apply the migration + applied_ok = False try: logger.info("Running prisma db execute to apply the migration diff...") result = subprocess.run( @@ -376,6 +452,7 @@ class ProxyExtrasDBManager: ) logger.info(f"prisma db execute stdout: {result.stdout}") logger.info("✅ Migration diff applied successfully") + applied_ok = True except subprocess.CalledProcessError as e: logger.warning(f"Failed to apply migration diff: {e.stderr}") except subprocess.TimeoutExpired: @@ -384,6 +461,16 @@ class ProxyExtrasDBManager: # 3. Mark all migrations as applied if not mark_all_applied: return + if not applied_ok: + logger.warning( + "Drift script failed to apply; NOT marking migrations as " + "applied so a later migration run can retry them" + ) + return + ProxyExtrasDBManager._mark_migrations_applied(migrations_dir) + + @staticmethod + def _mark_migrations_applied(migrations_dir: str): migration_names = ProxyExtrasDBManager._get_migration_names(migrations_dir) logger.info(f"Resolving {len(migration_names)} migrations") for migration_name in migration_names: @@ -410,6 +497,55 @@ class ProxyExtrasDBManager: f"Failed to resolve migration {migration_name}: {e.stderr}" ) + @staticmethod + def spend_logs_is_partitioned() -> bool: + """True when the connected database's LiteLLM_SpendLogs is a + partitioned table in Prisma's target schema (the `schema` URL param, + falling back to Prisma's default target, public), i.e. the operator + ran db_scripts/partition_spend_logs.sql. Returns False when psycopg is + unavailable or the database cannot be reached, preserving the + pre-existing behavior in those cases.""" + database_url = os.getenv("DATABASE_URL") + if not database_url: + return False + + try: + import psycopg + except ImportError: + return False + + cleaned_url = ProxyExtrasDBManager._strip_prisma_query_params(database_url) + try: + with psycopg.connect( + cleaned_url, connect_timeout=10, autocommit=True + ) as conn: + row = conn.execute( + "SELECT 1 " + "FROM pg_partitioned_table pt " + "JOIN pg_class c ON c.oid = pt.partrelid " + "JOIN pg_namespace n ON n.oid = c.relnamespace " + "WHERE c.relname = 'LiteLLM_SpendLogs' " + " AND n.nspname = %s", + ( + ProxyExtrasDBManager._prisma_schema_param(database_url) + or "public", + ), + ).fetchone() + except (psycopg.OperationalError, psycopg.DatabaseError): + return False + return row is not None + + @staticmethod + def _prisma_schema_param(url: str) -> Optional[str]: + """The `schema` query param Prisma uses to pick its target schema, + or None when the URL does not set one.""" + from urllib.parse import urlparse, parse_qsl + + return next( + (v for k, v in parse_qsl(urlparse(url).query) if k == "schema"), + None, + ) + @staticmethod def _strip_prisma_query_params(url: str) -> str: """Remove Prisma-specific query params (connection_limit, pool_timeout, @@ -528,7 +664,8 @@ class ProxyExtrasDBManager: migrations_dir = ProxyExtrasDBManager._get_prisma_dir() if not use_migrate: - # Preserve `prisma db push` path unchanged. + if ProxyExtrasDBManager.spend_logs_is_partitioned(): + raise RuntimeError(PARTITIONED_SPEND_LOGS_PUSH_ERROR) original_dir = os.getcwd() os.chdir(migrations_dir) try: @@ -972,6 +1109,8 @@ class ProxyExtrasDBManager: ) raise else: + if ProxyExtrasDBManager.spend_logs_is_partitioned(): + raise RuntimeError(PARTITIONED_SPEND_LOGS_PUSH_ERROR) # Use prisma db push with increased timeout subprocess.run( [_get_prisma_command(), "db", "push", "--accept-data-loss"], diff --git a/litellm/__init__.py b/litellm/__init__.py index eebd2dad91e..ec2960c196e 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -445,6 +445,7 @@ max_ui_session_budget: Optional[float] = ( 1.0 # USD budget for each dashboard login session (playground, test connection) ) internal_user_budget_duration: Optional[str] = None +budget_rollover: bool = False # carry spend beyond max_budget into the next window instead of zeroing it tag_budget_config: Optional[Dict[str, "BudgetConfig"]] = None max_end_user_budget: Optional[float] = None max_end_user_budget_id: Optional[str] = None diff --git a/litellm/constants.py b/litellm/constants.py index e4a559eb7d8..4f53d98d5b8 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -1473,6 +1473,12 @@ LITELLM_PROXY_MASTER_KEY_ALIAS: Final = "litellm_proxy_master_key" # ``ProxyLogging._handle_logging_proxy_only_error``. LITELLM_LOGGING_NO_UPSTREAM_LLM_CALL: Final = "litellm_no_upstream_llm_call" +# Key/team metadata fields naming the OTel Resource ``service.name``, highest +# precedence first. Shared between the OTel v2 tenant router (which reads them +# out of ``user_api_key_auth_metadata``) and proxy request setup (which re-applies +# the key's values after the team metadata merge so a key outranks its team). +OTEL_SERVICE_NAME_METADATA_KEYS: Final = ("otel_service_name_override", "otel_service_name") + # Key Rotation Constants LITELLM_KEY_ROTATION_ENABLED: Final = os.getenv("LITELLM_KEY_ROTATION_ENABLED", "false") LITELLM_KEY_ROTATION_CHECK_INTERVAL_SECONDS: Final = int( @@ -1647,6 +1653,7 @@ LITELLM_SETTINGS_SAFE_DB_OVERRIDES: Final = [ "enable_anthropic_prompt_caching", "anthropic_prompt_caching_ttl", "max_ui_session_budget", + "budget_rollover", ] SPECIAL_LITELLM_AUTH_TOKEN: Final = ["ui-token"] DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL = int(os.getenv("DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL", 60)) @@ -1813,6 +1820,43 @@ BROWSER_SECURITY_HEADERS: Final[frozenset[str]] = frozenset( UNSAFE_PROXY_RESPONSE_HEADERS: Final[frozenset[str]] = HTTP_FRAMING_HEADERS | BROWSER_SECURITY_HEADERS +# A retrieved response replays the usage of the call that created it, so pricing these +# read/management routes like inference bills the same tokens twice. +NON_INFERENCE_CALL_TYPES: Final[frozenset[str]] = frozenset( + { + "get_responses", + "aget_responses", + "delete_responses", + "adelete_responses", + "cancel_responses", + "acancel_responses", + "list_input_items", + "alist_input_items", + "vector_store_create", + "avector_store_create", + "vector_store_retrieve", + "avector_store_retrieve", + "vector_store_list", + "avector_store_list", + "vector_store_update", + "avector_store_update", + "vector_store_delete", + "avector_store_delete", + "vector_store_file_create", + "avector_store_file_create", + "vector_store_file_list", + "avector_store_file_list", + "vector_store_file_retrieve", + "avector_store_file_retrieve", + "vector_store_file_content", + "avector_store_file_content", + "vector_store_file_update", + "avector_store_file_update", + "vector_store_file_delete", + "avector_store_file_delete", + } +) + # PTU reservation rollup writes rows to LiteLLM_DailyTeamSpend with this # sentinel api_key so PTU flat cost stays distinguishable from real per-request # spend under the table's composite unique constraint. diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py index 37a79e2f6d4..457baddd232 100644 --- a/litellm/cost_calculator.py +++ b/litellm/cost_calculator.py @@ -557,9 +557,10 @@ def cost_per_token( ) elif call_type == "atranscription" or call_type == "transcription": if _transcription_usage_has_token_details(usage_block): - return openai_cost_per_token( + return generic_cost_per_token( model=model_without_prefix, usage=usage_block, + custom_llm_provider=custom_llm_provider, service_tier=service_tier, data_residency=data_residency, ) diff --git a/litellm/integrations/custom_batch_logger.py b/litellm/integrations/custom_batch_logger.py index c9e24913900..bfc78b93715 100644 --- a/litellm/integrations/custom_batch_logger.py +++ b/litellm/integrations/custom_batch_logger.py @@ -45,7 +45,7 @@ class CustomBatchLogger(CustomLogger): super().__init__(**kwargs) - async def periodic_flush(self): + async def periodic_flush(self) -> None: while True: await asyncio.sleep(self.flush_interval) verbose_logger.debug("CustomLogger periodic flush after %s seconds", self.flush_interval) diff --git a/litellm/integrations/dotprompt/prompt_manager.py b/litellm/integrations/dotprompt/prompt_manager.py index a0d5be71392..fd0b17ba746 100644 --- a/litellm/integrations/dotprompt/prompt_manager.py +++ b/litellm/integrations/dotprompt/prompt_manager.py @@ -149,7 +149,6 @@ class PromptManager: ) self.prompts[template_id] = template except Exception: - # Optional: print(f"Error loading prompt from JSON: {template_id}") pass def _load_prompt_file(self, file_path: str | Path, prompt_id: str) -> PromptTemplate: diff --git a/litellm/integrations/newrelic/newrelic_metrics.py b/litellm/integrations/newrelic/newrelic_metrics.py new file mode 100644 index 00000000000..25dbfc2bdb2 --- /dev/null +++ b/litellm/integrations/newrelic/newrelic_metrics.py @@ -0,0 +1,395 @@ +""" +New Relic Metric API Integration - sends per-team cost/usage metrics to /metric/v1 + +NR Reference API: https://docs.newrelic.com/docs/data-apis/ingest-apis/metric-api/introduction-metric-api/ + +`async_log_success_event` / `async_log_failure_event` queue one record per request; +at flush the queue is aggregated by (team, model group, model, provider, status) +into count/summary metrics. `interval.ms` is the real window between flushes, +computed at flush time. + +Team-scoped by construction: the ingest key is injected explicitly and there is +deliberately no environment-variable fallback, so a team's metrics are never sent +with the proxy operator's credentials (mirrors ``allow_env_credentials=False`` on +the Datadog team logger). + +Error policy on flush: 4xx drops the batch (a retry would fail identically; 403 +is a permanent credential failure), 5xx/network re-queues capped at +``max_queue_size`` records with the oldest dropped. + +For batching specific details see CustomBatchLogger class +""" + +import asyncio +import gzip +import time +import traceback +from collections.abc import Mapping +from math import ceil +from types import MappingProxyType +from typing import Final + +from httpx import HTTPStatusError, Response + +from litellm._logging import verbose_logger +from litellm.integrations.custom_batch_logger import CustomBatchLogger +from litellm.litellm_core_utils.safe_json_dumps import safe_dumps +from litellm.llms.custom_httpx.http_handler import ( + get_async_httpx_client, + httpxSpecialProvider, +) +from litellm.types.integrations.newrelic import ( + NEWRELIC_DEFAULT_REGION, + NEWRELIC_METRIC_ATTRIBUTE_MAX_LEN, + NEWRELIC_METRIC_COMPLETION_TOKENS, + NEWRELIC_METRIC_COST_USD, + NEWRELIC_METRIC_ENDPOINT_BY_REGION, + NEWRELIC_METRIC_PROMPT_TOKENS, + NEWRELIC_METRIC_REQUEST_DURATION_MS, + NEWRELIC_METRIC_REQUESTS, + NEWRELIC_METRIC_TOTAL_TOKENS, + NEWRELIC_METRICS_MAX_BATCH_SIZE, + NEWRELIC_METRICS_MAX_DRAIN_PASSES, + NEWRELIC_METRICS_MAX_RETRY_QUEUE_SIZE, + NewRelicCountMetric, + NewRelicMetric, + NewRelicMetricCommon, + NewRelicMetricEnvelope, + NewRelicMetricRecord, + NewRelicSummaryMetric, + NewRelicSummaryValue, +) +from litellm.types.utils import StandardLoggingPayload + +# 408 (request timeout) and 429 (rate limit) are transient client errors the +# Metric API expects a retry on, unlike 400/403 which a retry would only repeat. +_RETRYABLE_CLIENT_STATUSES: Final = frozenset({408, 429}) + + +def resolve_newrelic_metric_endpoint(newrelic_region: str | None) -> str: + if not newrelic_region: + return NEWRELIC_METRIC_ENDPOINT_BY_REGION[NEWRELIC_DEFAULT_REGION] + endpoint: Final = NEWRELIC_METRIC_ENDPOINT_BY_REGION.get(newrelic_region.lower()) + if endpoint is None: + verbose_logger.warning( + "New Relic: unknown newrelic_region %r; supported regions: %s. Using the default (US) endpoint.", + newrelic_region, + ", ".join(sorted(NEWRELIC_METRIC_ENDPOINT_BY_REGION)), + ) + return NEWRELIC_METRIC_ENDPOINT_BY_REGION[NEWRELIC_DEFAULT_REGION] + return endpoint + + +def _metric_record_from_payload(standard_logging_object: StandardLoggingPayload) -> NewRelicMetricRecord: + metadata: Final = standard_logging_object.get("metadata") + team_id: Final = ((metadata.get("user_api_key_team_id") or metadata.get("team_id")) if metadata else None) or "" + team_alias: Final = ( + (metadata.get("user_api_key_team_alias") or metadata.get("team_alias")) if metadata else None + ) or "" + return NewRelicMetricRecord( + team_id=team_id, + team_alias=team_alias, + model_group=standard_logging_object.get("model_group") or "", + model=standard_logging_object.get("model") or "", + custom_llm_provider=standard_logging_object.get("custom_llm_provider") or "", + status=str(standard_logging_object.get("status") or "success"), + response_cost=float(standard_logging_object.get("response_cost") or 0.0), + prompt_tokens=int(standard_logging_object.get("prompt_tokens") or 0), + completion_tokens=int(standard_logging_object.get("completion_tokens") or 0), + total_tokens=int(standard_logging_object.get("total_tokens") or 0), + duration_ms=float(standard_logging_object.get("response_time") or 0.0) * 1000.0, + ) + + +def _bucket_metrics(bucket_records: tuple[NewRelicMetricRecord, ...]) -> tuple[NewRelicMetric, ...]: + first: Final = bucket_records[0] + attributes: Final[Mapping[str, str]] = { # mutable-ok: JSON leaf; safe_dumps stringifies MappingProxyType + key: value[:NEWRELIC_METRIC_ATTRIBUTE_MAX_LEN] + for key, value in ( + ("team_id", first.team_id), + ("team_alias", first.team_alias), + ("model_group", first.model_group), + ("model", first.model), + ("custom_llm_provider", first.custom_llm_provider), + ("status", first.status), + ) + if value + } + durations: Final = tuple(record.duration_ms for record in bucket_records) + counts: Final[tuple[tuple[str, float], ...]] = ( + (NEWRELIC_METRIC_REQUESTS, float(len(bucket_records))), + (NEWRELIC_METRIC_COST_USD, sum(record.response_cost for record in bucket_records)), + (NEWRELIC_METRIC_PROMPT_TOKENS, float(sum(record.prompt_tokens for record in bucket_records))), + (NEWRELIC_METRIC_COMPLETION_TOKENS, float(sum(record.completion_tokens for record in bucket_records))), + (NEWRELIC_METRIC_TOTAL_TOKENS, float(sum(record.total_tokens for record in bucket_records))), + ) + count_metrics: Final[tuple[NewRelicMetric, ...]] = tuple( + NewRelicCountMetric(name=name, type="count", value=value, attributes=attributes) for name, value in counts + ) + summary_metric: Final = NewRelicSummaryMetric( + name=NEWRELIC_METRIC_REQUEST_DURATION_MS, + type="summary", + value=NewRelicSummaryValue( + count=len(durations), + sum=sum(durations), + min=min(durations), + max=max(durations), + ), + attributes=attributes, + ) + return (*count_metrics, summary_metric) + + +def build_metric_payload( + records: tuple[NewRelicMetricRecord, ...], + *, + window_start: float, + now: float, +) -> tuple[NewRelicMetricEnvelope, ...]: + """Aggregates records into one Metric API envelope for the flush window.""" + interval_ms: Final = max(1, int((now - window_start) * 1000)) + bucket_keys: Final = tuple(dict.fromkeys(record.bucket_key for record in records)) + metrics: Final = tuple( + metric + for key in bucket_keys + for metric in _bucket_metrics(tuple(record for record in records if record.bucket_key == key)) + ) + common: Final[NewRelicMetricCommon] = { + "timestamp": int(window_start * 1000), + "interval.ms": interval_ms, + } + return (NewRelicMetricEnvelope(common=common, metrics=metrics),) + + +class NewRelicMetricsLogger(CustomBatchLogger): + def __init__( + self, + newrelic_api_key: str, + newrelic_region: str | None = None, + ) -> None: + if not newrelic_api_key: + raise ValueError( + "newrelic_api_key is required for NewRelicMetricsLogger; " + "team-scoped metrics never fall back to environment credentials" + ) + self.newrelic_api_key: Final = newrelic_api_key + self.metric_api_url: Final = resolve_newrelic_metric_endpoint(newrelic_region) + self.async_client = get_async_httpx_client(llm_provider=httpxSpecialProvider.LoggingCallback) + self._stopped: bool = False + self._drain_lock = asyncio.Lock() + asyncio.create_task(self.periodic_flush()) + self.flush_lock = asyncio.Lock() + super().__init__( + flush_lock=self.flush_lock, + batch_size=NEWRELIC_METRICS_MAX_BATCH_SIZE, + max_queue_size=NEWRELIC_METRICS_MAX_RETRY_QUEUE_SIZE, + ) + + def stop(self) -> None: + """Ends the periodic flush loop; called on DynamicLoggingCache eviction. + + Schedules one final drain of anything still queued, so eviction never + silently discards records. Guarded so it can never raise into the + cache's eviction path. + """ + self._stopped = True + try: + asyncio.get_running_loop().create_task(self._final_drain()) + except Exception: # noqa: BLE001 # no running loop / shutdown; the periodic loop's final drain still runs + verbose_logger.debug("New Relic Metrics: could not schedule final drain on stop()", exc_info=True) + + async def _drain_with_retry(self) -> None: + """Deliver everything queued on a stopped logger, or drop it with a log. + + A stopped logger has no periodic loop left, so every post-stop path + funnels through here. ``_drain_lock`` serializes drains: a callback that + appends and starts its own drain queues behind the running one instead + of racing it. Each pass attempts the whole current queue in + ``batch_size`` chunks, unlike the periodic path it does not stop at the + first failing chunk, so a persistently failing head never starves the + tail. Only after ``_MAX_DRAIN_PASSES`` against a permanently failing + destination is the remainder dropped, and then only the records that were + queued when this drain began, so every dropped record got the full retry + budget: a record a callback appended mid-drain is not in that snapshot, + so it is left for its own serialized drain rather than dropped after + fewer attempts, and is never stranded. + """ + async with self._drain_lock: + attempted: Final = tuple(self.log_queue) + for _pass in range(NEWRELIC_METRICS_MAX_DRAIN_PASSES): + await self._drain_flush_once() + if not self.log_queue: + return + if _pass < NEWRELIC_METRICS_MAX_DRAIN_PASSES - 1: + await asyncio.sleep(2**_pass) + async with self.flush_lock: + tried_ids: Final = frozenset(id(record) for record in attempted) + survivors: Final = tuple(record for record in self.log_queue if id(record) not in tried_ids) + dropped: Final = len(self.log_queue) - len(survivors) + if dropped: + verbose_logger.warning( + "New Relic Metrics: dropping %s records after %s drain passes", + dropped, + NEWRELIC_METRICS_MAX_DRAIN_PASSES, + ) + self.log_queue[:] = list(survivors) # mutable-ok: leave late arrivals for the next serialized drain + + async def _drain_flush_once(self) -> None: + """Attempt every queued record once, in ``batch_size`` chunks, without + stopping at the first failing chunk so a persistently failing head does + not starve the tail (the periodic ``flush_queue`` deliberately stops + instead). Takes the queue under ``flush_lock`` and re-queues only the + chunks a 5xx/network error left undelivered, so records a concurrent + request appends during the sends survive for the next pass.""" + async with self.flush_lock: + pending: Final = tuple(self.log_queue) + window_start: Final = self.last_flush_time + self.last_flush_time = time.time() + del self.log_queue[:] + if not pending: + return + chunks: Final = tuple( + pending[start : start + self.batch_size] for start in range(0, len(pending), self.batch_size) + ) + delivered: Final = tuple([await self._classify_and_send(chunk, window_start) for chunk in chunks]) + failed: Final = tuple(record for chunk, ok in zip(chunks, delivered) for record in (() if ok else chunk)) + if failed: + self._requeue(failed) + + async def _final_drain(self) -> None: + await self._drain_with_retry() + + async def periodic_flush(self) -> None: + while not self._stopped: + await asyncio.sleep(self.flush_interval) + if self._stopped: + break + await self.flush_queue() + await self._final_drain() + + async def async_log_success_event(self, kwargs, response_obj, start_time, end_time) -> None: + try: + await self._log_async_event(standard_logging_object=kwargs.get("standard_logging_object", None)) + except Exception as e: # noqa: BLE001 # logging must never break the request path + verbose_logger.exception("New Relic Metrics Layer Error - %s\n%s", e, traceback.format_exc()) + + async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time) -> None: + try: + await self._log_async_event(standard_logging_object=kwargs.get("standard_logging_object", None)) + except Exception as e: # noqa: BLE001 # logging must never break the request path + verbose_logger.exception("New Relic Metrics Layer Error - %s\n%s", e, traceback.format_exc()) + + async def _log_async_event(self, standard_logging_object: StandardLoggingPayload | None) -> None: + if standard_logging_object is None: + raise ValueError("standard_logging_object not found in kwargs") + self.log_queue.append(_metric_record_from_payload(standard_logging_object)) + if self._stopped: + # A stopped logger has no periodic loop left; an in-flight callback + # that appends after the eviction drain delivers its own record. + await self._drain_with_retry() + return + if len(self.log_queue) >= self.batch_size: + await self.flush_queue() + + async def flush_queue(self) -> None: + async with self.flush_lock: + window_start: Final = self.last_flush_time + self.last_flush_time = time.time() + queued: Final = len(self.log_queue) + if not queued: + return + verbose_logger.debug("New Relic Metrics: Flushing %s queued records", queued) + # Bounded by what is queued now: records appended mid-flush belong to + # the next window, and looping until empty would never end under load. + for _chunk in range(ceil(queued / self.batch_size)): + if not await self.async_send_batch(window_start=window_start): + return + + async def async_send_batch(self, window_start: float | None = None) -> bool: + """Sends the oldest ``batch_size`` records only, so a queue grown past that + by re-queues cannot breach the Metric API data point cap in one request. + Returns False once a chunk fails and is re-queued, so the caller stops.""" + if not self.log_queue: + return False + + batch_to_send: Final[tuple[NewRelicMetricRecord, ...]] = tuple(self.log_queue[: self.batch_size]) + del self.log_queue[: len(batch_to_send)] + + delivered: Final = await self._classify_and_send( + batch_to_send, window_start if window_start is not None else self.last_flush_time + ) + if not delivered: + self._requeue(batch_to_send) + return delivered + + async def _classify_and_send(self, batch: tuple[NewRelicMetricRecord, ...], window_start: float) -> bool: + """Send one chunk and classify the outcome, never touching the queue. + Returns True when the batch is done with (delivered on any 2xx, or a 4xx + a retry would only repeat, 403 being a permanent bad-key rejection), and + False when a 5xx or network error means the caller should re-queue it. + + ``AsyncHTTPHandler.post`` raises ``HTTPStatusError`` on any non-2xx, so a + 4xx never returns a response here; the status is read off the raised + error to keep the client-error path (drop) distinct from 5xx (retry).""" + payload: Final = build_metric_payload(records=batch, window_start=window_start, now=time.time()) + try: + status = ( + await self.async_send_compressed_data(payload) + ).status_code # rebind-ok: reassigned from the raised HTTPStatusError below + except HTTPStatusError as e: + status = e.response.status_code + except Exception as e: # noqa: BLE001 # transport/network failure re-queues the batch + verbose_logger.warning( + "New Relic Metrics: network error sending %s records, will retry - %s", + len(batch), + e, + ) + return False + + if 200 <= status < 300: + return True + + if 400 <= status < 500 and status not in _RETRYABLE_CLIENT_STATUSES: + verbose_logger.warning( + "New Relic Metrics: %s from Metric API%s, dropping %s records.", + status, + " (permanent credential failure: invalid or revoked team ingest key)" if status == 403 else "", + len(batch), + ) + return True + + verbose_logger.warning( + "New Relic Metrics: %s from Metric API, will retry %s records", + status, + len(batch), + ) + return False + + def _requeue(self, batch: tuple[NewRelicMetricRecord, ...]) -> None: + """Prepends ``batch`` in place (never by assignment: records appended by + concurrent requests during the flush await must survive), keeping + chronological order so the cap drops the oldest records first.""" + self.log_queue[:0] = batch + overflow: Final = len(self.log_queue) - self.max_queue_size + if overflow > 0: + del self.log_queue[:overflow] + verbose_logger.warning( + "New Relic Metrics: retry queue exceeded max_queue_size=%s; dropped %s oldest records.", + self.max_queue_size, + overflow, + ) + + async def async_send_compressed_data(self, payload: tuple[NewRelicMetricEnvelope, ...]) -> Response: + compressed_data: Final = gzip.compress(safe_dumps(payload).encode("utf-8")) + headers: Final[Mapping[str, str]] = MappingProxyType( + { + "Content-Type": "application/json", + "Content-Encoding": "gzip", + "Api-Key": self.newrelic_api_key, + } + ) + return await self.async_client.post( + url=self.metric_api_url, + data=compressed_data, + headers=headers, + ) diff --git a/litellm/integrations/newrelic/newrelic_team_handler.py b/litellm/integrations/newrelic/newrelic_team_handler.py new file mode 100644 index 00000000000..ae52a6d4efb --- /dev/null +++ b/litellm/integrations/newrelic/newrelic_team_handler.py @@ -0,0 +1,90 @@ +""" +New Relic Team Handler + +Used to get the NewRelicMetricsLogger for a given request. +Handles Key/Team Based New Relic metrics, following the same pattern as DataDogHandler. +""" + +from typing import TYPE_CHECKING, Final + +from typing_extensions import ReadOnly, TypedDict + +from litellm._logging import verbose_logger +from litellm.litellm_core_utils.litellm_logging import StandardCallbackDynamicParams + +from .newrelic_metrics import NewRelicMetricsLogger + +if TYPE_CHECKING: + from litellm.litellm_core_utils.litellm_logging import DynamicLoggingCache + + +class NewRelicLoggingConfig(TypedDict): + newrelic_api_key: ReadOnly[str | None] + newrelic_region: ReadOnly[str | None] + + +class NewRelicHandler: + @staticmethod + def get_newrelic_logger_for_request( + standard_callback_dynamic_params: StandardCallbackDynamicParams, + in_memory_dynamic_logger_cache: "DynamicLoggingCache", + ) -> NewRelicMetricsLogger: + """ + Get a team-scoped NewRelicMetricsLogger for a given request. + + Resolves and caches per-team NewRelicMetricsLogger instances using + DynamicLoggingCache, keyed by the team's New Relic credentials. Each unique + set of credentials gets its own logger instance with its own batch/flush loop. + + Note: This handler is only called when a team-scoped newrelic_api_key is + present. The trace logger for the ``newrelic`` callback (OTel v2 / legacy + agent) is managed separately by _init_custom_logger_compatible_class via + _in_memory_loggers. + """ + _credentials: Final = NewRelicHandler.get_dynamic_newrelic_logging_config( + standard_callback_dynamic_params=standard_callback_dynamic_params, + ) + + temp_newrelic_logger = in_memory_dynamic_logger_cache.get_cache( + credentials=_credentials, service_name="newrelic" + ) + + if temp_newrelic_logger is None: + temp_newrelic_logger = NewRelicHandler._create_newrelic_logger_from_credentials( + credentials=_credentials, + in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache, + ) + + return temp_newrelic_logger + + @staticmethod + def _create_newrelic_logger_from_credentials( + credentials: NewRelicLoggingConfig, + in_memory_dynamic_logger_cache: "DynamicLoggingCache", + ) -> NewRelicMetricsLogger: + newrelic_logger: Final = NewRelicMetricsLogger( + newrelic_api_key=credentials.get("newrelic_api_key") or "", + newrelic_region=credentials.get("newrelic_region"), + ) + in_memory_dynamic_logger_cache.set_cache( + credentials=credentials, + service_name="newrelic", + logging_obj=newrelic_logger, + ) + verbose_logger.debug("New Relic: Created and cached new NewRelicMetricsLogger for team-scoped credentials") + return newrelic_logger + + @staticmethod + def get_dynamic_newrelic_logging_config( + standard_callback_dynamic_params: StandardCallbackDynamicParams, + ) -> NewRelicLoggingConfig: + return NewRelicLoggingConfig( + newrelic_api_key=standard_callback_dynamic_params.get("newrelic_api_key"), + newrelic_region=standard_callback_dynamic_params.get("newrelic_region"), + ) + + @staticmethod + def _dynamic_newrelic_credentials_are_passed( + standard_callback_dynamic_params: StandardCallbackDynamicParams, + ) -> bool: + return standard_callback_dynamic_params.get("newrelic_api_key") is not None diff --git a/litellm/integrations/opentelemetry.py b/litellm/integrations/opentelemetry.py index 9402c0ddc3c..e8f3b305139 100644 --- a/litellm/integrations/opentelemetry.py +++ b/litellm/integrations/opentelemetry.py @@ -22,6 +22,7 @@ from litellm.integrations.opentelemetry_utils.gen_ai_semconv import ( ) from litellm.integrations.otel.model.db_endpoint import db_span_attributes from litellm.integrations.otel.model.semconv import Metric +from litellm.litellm_core_utils.internal_call_metadata import is_unbilled_non_inference_call_from_params from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.litellm_core_utils.secret_redaction import redact_string from litellm.litellm_core_utils.service_tier_utils import ( @@ -1643,7 +1644,12 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): if self._operation_duration_histogram: self._operation_duration_histogram.record(duration_s, attributes=common_attrs) - if response_obj and (usage := response_obj.get("usage")) and self._token_usage_histogram: + if ( + self._token_usage_histogram + and response_obj + and not is_unbilled_non_inference_call_from_params(kwargs.get("call_type"), params, response_obj) + and (usage := response_obj.get("usage")) + ): in_attrs: Final = {**common_attrs, TOKEN_TYPE_ATTRIBUTE: "input"} out_attrs: Final = {**common_attrs, TOKEN_TYPE_ATTRIBUTE: "output"} self._token_usage_histogram.record(usage.get("prompt_tokens", 0), attributes=in_attrs) @@ -1719,6 +1725,11 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): if not self._time_per_output_token_histogram: return + if is_unbilled_non_inference_call_from_params( + kwargs.get("call_type"), kwargs.get("litellm_params"), response_obj + ): + return + # Get completion tokens from response_obj completion_tokens = None if response_obj and (usage := response_obj.get("usage")): @@ -2488,7 +2499,14 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): self._set_service_tier_attributes(span=span, standard_logging_payload=standard_logging_payload) - usage: Final = response_obj and response_obj.get("usage") + usage: Final = ( + response_obj.get("usage") + if response_obj + and not is_unbilled_non_inference_call_from_params( + kwargs.get("call_type"), litellm_params, response_obj + ) + else None + ) if usage: self.safe_set_attribute( span=span, diff --git a/litellm/integrations/otel/model/semconv.py b/litellm/integrations/otel/model/semconv.py index d05c2545b62..4ad0cb5d1b4 100644 --- a/litellm/integrations/otel/model/semconv.py +++ b/litellm/integrations/otel/model/semconv.py @@ -32,6 +32,7 @@ class GenAIOperation(str, Enum): EXECUTE_TOOL = "execute_tool" # MCP tool-call spans LITELLM_VECTOR_STORE_MANAGEMENT = "litellm.vector_store_management" LITELLM_VECTOR_STORE_FILE_MANAGEMENT = "litellm.vector_store_file_management" + LITELLM_RESPONSES_MANAGEMENT = "litellm.responses_management" LITELLM_MODERATION = "litellm.moderation" @@ -383,6 +384,14 @@ _OPERATION_BY_CALL_TYPE: Final[dict[str, GenAIOperation]] = { "aembedding": GenAIOperation.EMBEDDINGS, "responses": GenAIOperation.CHAT, "aresponses": GenAIOperation.CHAT, + "get_responses": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, + "aget_responses": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, + "delete_responses": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, + "adelete_responses": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, + "cancel_responses": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, + "acancel_responses": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, + "list_input_items": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, + "alist_input_items": GenAIOperation.LITELLM_RESPONSES_MANAGEMENT, "image_generation": GenAIOperation.GENERATE_CONTENT, "aimage_generation": GenAIOperation.GENERATE_CONTENT, "moderation": GenAIOperation.LITELLM_MODERATION, diff --git a/litellm/integrations/otel/plumbing/metrics.py b/litellm/integrations/otel/plumbing/metrics.py index 548a6440126..c7e491c002a 100644 --- a/litellm/integrations/otel/plumbing/metrics.py +++ b/litellm/integrations/otel/plumbing/metrics.py @@ -32,6 +32,7 @@ from litellm.integrations.otel.model.semconv import ( resolve_provider, ) from litellm.integrations.otel.model.utils import to_seconds +from litellm.litellm_core_utils.internal_call_metadata import is_unbilled_non_inference_call_from_params from litellm.litellm_core_utils.safe_json_dumps import safe_dumps @@ -198,16 +199,21 @@ class GenAIMetricRecorder: ) -> None: common_attrs: Final = self._filter_attributes(self._bounded_attributes(kwargs)) duration_s: Final = (end_time - start_time).total_seconds() + usage_is_replayed: Final = is_unbilled_non_inference_call_from_params( + kwargs.get("call_type"), kwargs.get("litellm_params"), response_obj + ) self._metrics.operation_duration.record(duration_s, attributes=common_attrs) - self._record_token_usage(response_obj, common_attrs) + if not usage_is_replayed: + self._record_token_usage(response_obj, common_attrs) cost: Final = kwargs.get("response_cost") if cost: self._metrics.token_cost.record(cost, attributes=common_attrs) self._record_time_to_first_token(kwargs, common_attrs) - self._record_time_per_output_token(kwargs, response_obj, end_time, duration_s, common_attrs) + if not usage_is_replayed: + self._record_time_per_output_token(kwargs, response_obj, end_time, duration_s, common_attrs) self._record_response_duration(kwargs, end_time, common_attrs) def record_failure( diff --git a/litellm/integrations/otel/plumbing/routing.py b/litellm/integrations/otel/plumbing/routing.py index d2457b9ce57..dc2db823a8d 100644 --- a/litellm/integrations/otel/plumbing/routing.py +++ b/litellm/integrations/otel/plumbing/routing.py @@ -2,12 +2,13 @@ When a request carries team/key vendor credentials in ``standard_callback_dynamic_params``, or the key/team config resolved at auth -names a destination project, its spans must export through a -``TracerProvider`` whose OTLP headers carry those credentials / that project. -``TenantTracerCache`` builds and caches one provider per distinct -(credentials, project) pair, and otherwise hands back the logger's default -tracer. This lets a single logger fan requests out to many tenants without -needing a logger per tenant. +names a destination project or a service name, its spans must export through a +``TracerProvider`` whose OTLP headers carry those credentials / that project, +or whose Resource carries that ``service.name``. ``TenantTracerCache`` builds +and caches one provider per distinct (credentials, project, service name) +tuple, and otherwise hands back the logger's default tracer. This lets a +single logger fan requests out to many tenants without needing a logger per +tenant. """ import threading @@ -22,6 +23,7 @@ from opentelemetry.sdk.trace import TracerProvider from opentelemetry.trace import Tracer from litellm._logging import verbose_logger +from litellm.constants import OTEL_SERVICE_NAME_METADATA_KEYS from litellm.integrations.otel.model.config import ExporterSpec, OpenTelemetryV2Config from litellm.integrations.otel.plumbing.providers import ( build_tracer_provider, @@ -65,8 +67,30 @@ _MAX_RETIRED_PROVIDERS: Final = 64 _HeaderItems: TypeAlias = tuple[tuple[str, str], ...] +_RouteKey: TypeAlias = tuple[_HeaderItems, _HeaderItems, str | None, str | None] + _NO_HEADERS: Final[Mapping[str, str]] = MappingProxyType({}) +#: Key/team config fields naming the Resource ``service.name``, highest +#: precedence first. Read only from ``user_api_key_auth_metadata`` (the config +#: the proxy resolved at auth), never from client-supplied request metadata: +#: the service name picks the dataset/service traces land in (Honeycomb routes +#: datasets by it), so a caller must not be able to choose one. +_SERVICE_NAME_KEYS: Final = OTEL_SERVICE_NAME_METADATA_KEYS + + +def tenant_service_name(auth_metadata: Mapping[str, str] | None) -> str | None: + """The per-request ``service.name`` override for this key/team, if any. + + ``None`` keeps the env-configured default (``OTEL_SERVICE_NAME``). + """ + if not auth_metadata: + return None + return next( + (stripped for key in _SERVICE_NAME_KEYS if (stripped := (auth_metadata.get(key) or "").strip())), + None, + ) + def _shutdown_provider(provider: TracerProvider) -> None: """Flush + stop an evicted provider's processors (reclaims their threads). @@ -116,7 +140,7 @@ class TenantRoute: class TenantTracerCache: - """Credential/project-scoped ``TracerProvider`` cache keyed by the routing headers.""" + """Tenant-scoped ``TracerProvider`` cache keyed by routing headers and service name.""" def __init__( self, @@ -131,7 +155,7 @@ class TenantTracerCache: # thread-pool workers concurrently with the event loop, so cache # updates, span counts, and retirement must be atomic. self._lock: Final = threading.Lock() - self._providers: OrderedDict[tuple[_HeaderItems, _HeaderItems, str | None], TracerProvider] = ( + self._providers: OrderedDict[_RouteKey, TracerProvider] = ( OrderedDict() # mutable-ok: bounded LRU; eviction needs in-place ordered mutation ) self._open_span_counts: dict[TracerProvider, int] = {} # mutable-ok: live refcount state @@ -172,10 +196,11 @@ class TenantTracerCache: ) -> TenantRoute: """Return the tracer (and trace-detachment flag) for this request. - Use ``default`` unless the request's dynamic credentials or its key/team - project require a scoped tracer, in which case build (or reuse) one. The - cache is a bounded LRU: the least-recently-used provider is flushed and - shut down on overflow so its exporter threads don't accumulate. + Use ``default`` unless the request's dynamic credentials, its key/team + project, or its key/team service name require a scoped tracer, in + which case build (or reuse) one. The cache is a bounded LRU: the + least-recently-used provider is flushed and shut down on overflow so + its exporter threads don't accumulate. A routed provider is returned already held — its open-span count is incremented in the same critical section as the cache update — so a @@ -184,7 +209,8 @@ class TenantTracerCache: """ credential_headers: Final = dynamic_otlp_headers(self._callback_name, dynamic_params) or _NO_HEADERS project_headers: Final = self._project_headers(auth_metadata) - if not credential_headers and not project_headers: + service_name: Final = tenant_service_name(auth_metadata) + if not credential_headers and not project_headers and service_name is None: return TenantRoute(tracer=default, detached=False) # A fixed per-integration region endpoint (New Relic us/eu), never a # caller-supplied host; ``None`` keeps the preset's own endpoint. @@ -193,9 +219,12 @@ class TenantTracerCache: tuple(sorted(credential_headers.items())), tuple(sorted(project_headers.items())), endpoint, + service_name, ) with self._lock: - provider: Final = self._cached_provider_locked(cache_key, credential_headers, project_headers, endpoint) + provider: Final = self._cached_provider_locked( + cache_key, credential_headers, project_headers, endpoint, service_name + ) self._open_span_counts[provider] = self._open_span_counts.get(provider, 0) + 1 evicted: Final = self._evicted_on_overflow_locked() if evicted is not None: @@ -208,16 +237,19 @@ class TenantTracerCache: def _cached_provider_locked( self, - cache_key: tuple[_HeaderItems, _HeaderItems, str | None], + cache_key: _RouteKey, credential_headers: Mapping[str, str], project_headers: Mapping[str, str], endpoint: str | None, + service_name: str | None, ) -> TracerProvider: cached: Final = self._providers.get(cache_key) if cached is not None: self._providers.move_to_end(cache_key) return cached - built: Final = build_tracer_provider(self._routed_config(credential_headers, project_headers, endpoint)) + built: Final = build_tracer_provider( + self._routed_config(credential_headers, project_headers, endpoint, service_name) + ) self._providers[cache_key] = built return built @@ -267,6 +299,7 @@ class TenantTracerCache: credential_headers: Mapping[str, str], project_headers: Mapping[str, str], endpoint: str | None = None, + service_name: str | None = None, ) -> OpenTelemetryV2Config: """Clone the config, rewriting headers on the callback's own exporter. @@ -285,7 +318,10 @@ class TenantTracerCache: self._routed_exporter(spec, credential_headers, project_headers, endpoint) for spec in self._config.exporters ] - return self._config.model_copy(update={"exporters": exporters}) + update: Final = ( + {"exporters": exporters} if service_name is None else {"exporters": exporters, "service_name": service_name} + ) + return self._config.model_copy(update=update) def _routed_exporter( self, diff --git a/litellm/litellm_core_utils/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py index dc245d42862..70374f87b99 100644 --- a/litellm/litellm_core_utils/exception_mapping_utils.py +++ b/litellm/litellm_core_utils/exception_mapping_utils.py @@ -2341,6 +2341,7 @@ def exception_type( litellm_response_headers: Final = _get_response_headers(original_exception=original_exception) try: error_str = redact_string(str(original_exception)) if _ENABLE_SECRET_REDACTION else str(original_exception) + extra_information = "" if model or custom_llm_provider: if hasattr(original_exception, "message"): error_str = ( @@ -2357,7 +2358,6 @@ def exception_type( # Common Extra information needed for all providers # We pass num retries, api_base, vertex_deployment etc to the exception here ################################################################################ - extra_information = "" try: _api_base: Final = litellm.get_api_base(model=model, optional_params=extra_kwargs) messages: Final = litellm.get_first_chars_messages(kwargs=completion_kwargs) diff --git a/litellm/litellm_core_utils/internal_call_metadata.py b/litellm/litellm_core_utils/internal_call_metadata.py index 6815727de69..34d5797a6d8 100644 --- a/litellm/litellm_core_utils/internal_call_metadata.py +++ b/litellm/litellm_core_utils/internal_call_metadata.py @@ -20,8 +20,8 @@ from __future__ import annotations from collections.abc import Mapping from typing import Final -from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY -from litellm.types.utils import InternalCallOrigin +from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY, NON_INFERENCE_CALL_TYPES +from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN, InternalCallOrigin BUDGET_RESERVATION_METADATA_KEYS: Final = frozenset({"user_api_key_budget_reservation"}) @@ -45,6 +45,60 @@ budget-checked like the request that spawned it. Everything else on the parent's be a lie on a sub-call that runs after it returned.""" +def is_background_response(response: object) -> bool: + """Whether a retrieved object is a response created with ``background=true``. + + Such a create returns ``status="queued"`` and no usage at all, so nothing has billed the + job by the time anyone reads it back. Accepts the response as a mapping or a model, + because the callers hold it in both shapes. + """ + if isinstance(response, Mapping): + return response.get("background") is True + return getattr(response, "background", None) is True + + +def is_unbilled_non_inference_call( + call_type: str | None, + metadata: Mapping[str, object] | None, + response: object, +) -> bool: + """A read/management route priced at zero, because the usage it reports belongs to the + call that created the object it just read. + + Retrieving a background response is the exception, and the enterprise cost poller's read + is the same exception seen from the other side: that job's create billed nothing, so its + retrieval is the only place the spend is ever visible. Pricing those at zero would lose + the spend rather than deduplicate it. + """ + if call_type not in NON_INFERENCE_CALL_TYPES: + return False + if is_background_response(response): + return False + if metadata is None: + return True + return metadata.get(INTERNAL_CALL_ORIGIN_METADATA_KEY) != BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN + + +def is_unbilled_non_inference_call_from_params( + call_type: str | None, + litellm_params: Mapping[str, object] | None, + response: object, +) -> bool: + """:func:`is_unbilled_non_inference_call` for callers holding raw ``litellm_params``. + + The call-type membership test runs first so that inference traffic, which is every + request in a normal workload, never pays for the metadata merge behind it. + """ + if call_type not in NON_INFERENCE_CALL_TYPES: + return False + from litellm.litellm_core_utils.litellm_logging import StandardLoggingPayloadSetup + + metadata: Final = ( + StandardLoggingPayloadSetup.merge_litellm_metadata(litellm_params) if litellm_params is not None else None + ) + return is_unbilled_non_inference_call(call_type, metadata, response) + + def sanitize_user_api_key_auth(auth: object) -> object: """Copy of the auth object with its budget reservation removed; the cost callback falls back to reading the reservation from inside the auth object.""" diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index fd2200c59cc..3018f0c4d24 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -64,6 +64,7 @@ from litellm.integrations.mlflow import MlflowLogger from litellm.integrations.sqs import SQSLogger from litellm.litellm_core_utils.core_helpers import is_expected_client_error, reconstruct_model_name from litellm.litellm_core_utils.get_litellm_params import get_litellm_params +from litellm.litellm_core_utils.internal_call_metadata import is_unbilled_non_inference_call from litellm.litellm_core_utils.llm_cost_calc.guardrail_cost import ( cost_breakdown_with_guardrail, guardrail_information_cost, @@ -612,37 +613,60 @@ class Logging(LiteLLMLoggingBaseClass): processed_list: Final[list[str | Callable | CustomLogger]] = [] for callback in callback_list: if isinstance(callback, str) and callback in litellm._known_custom_logger_compatible_callbacks: - # For callbacks that support team-scoped credentials (e.g. datadog), - # pass only the relevant dynamic params as custom_logger_init_args. - _custom_logger_init_args: dict | None = None - if callback == "datadog": - # dd_* params are blocked from standard_callback_dynamic_params - # (request-level security); only the proxy-stamped team/key - # callback vars are admin-configured and trusted. - _custom_logger_init_args = {k: v for k, v in self._trusted_callback_vars if k.startswith("dd_")} - - callback_class = _init_custom_logger_compatible_class( - callback, - internal_usage_cache=None, - llm_router=None, - custom_logger_init_args=_custom_logger_init_args, - ) - if callback_class is not None: - processed_list.append(callback_class) + for callback_instance in self._resolve_dynamic_callback_string(callback): + processed_list.append(callback_instance) # If processing dynamic_success_callbacks, add to dynamic_async_success_callbacks if dynamic_callbacks_type == "success": if self.dynamic_async_success_callbacks is None: self.dynamic_async_success_callbacks = [] - self.dynamic_async_success_callbacks.append(callback_class) + self.dynamic_async_success_callbacks.append(callback_instance) elif dynamic_callbacks_type == "failure": if self.dynamic_async_failure_callbacks is None: self.dynamic_async_failure_callbacks = [] - self.dynamic_async_failure_callbacks.append(callback_class) + self.dynamic_async_failure_callbacks.append(callback_instance) else: processed_list.append(callback) return processed_list + def _resolve_dynamic_callback_string(self, callback: str) -> "tuple[CustomLogger, ...]": + """ + Resolve a known callback name to the logger instance(s) it dispatches to. + + For callbacks that support team-scoped credentials (datadog, newrelic), + only the proxy-stamped team/key callback vars are passed as + custom_logger_init_args: dd_*/newrelic_* params are blocked from + standard_callback_dynamic_params (request-level security), so the + trusted-vars channel is the only way credentials reach a per-team logger. + """ + _trusted_var_prefix: Final = "dd_" if callback == "datadog" else "newrelic_" if callback == "newrelic" else None + _custom_logger_init_args: Final[dict | None] = ( + {k: v for k, v in self._trusted_callback_vars if k.startswith(_trusted_var_prefix)} + if _trusted_var_prefix is not None + else None + ) + + callback_class: Final = _init_custom_logger_compatible_class( + callback, + internal_usage_cache=None, + llm_router=None, + custom_logger_init_args=_custom_logger_init_args, + ) + if callback_class is None: + return () + + # With team creds, "newrelic" resolves to the per-team METRICS logger; + # resolve the name again without creds so the trace logger (OTel v2 / + # legacy agent) keeps receiving this request. + _newrelic_trace_class: Final = ( + _init_custom_logger_compatible_class(callback, internal_usage_cache=None, llm_router=None) + if callback == "newrelic" and _custom_logger_init_args and _custom_logger_init_args.get("newrelic_api_key") + else None + ) + if _newrelic_trace_class is not None and _newrelic_trace_class is not callback_class: + return (callback_class, _newrelic_trace_class) + return (callback_class,) + def initialize_standard_callback_dynamic_params(self, kwargs: dict | None = None) -> StandardCallbackDynamicParams: """ Initialize the standard callback dynamic params from the kwargs @@ -1586,6 +1610,11 @@ class Logging(LiteLLMLoggingBaseClass): if cache_hit is True: return 0.0 + if is_unbilled_non_inference_call( + self.call_type, StandardLoggingPayloadSetup.merge_litellm_metadata(self.litellm_params), result + ): + return 0.0 + transformed_result: Final = self._generate_content_result_as_model_response(result) if transformed_result is not None: result = transformed_result @@ -4636,6 +4665,19 @@ def _init_custom_logger_compatible_class( _in_memory_loggers.append(gitlab_logger) return gitlab_logger elif logging_integration == "newrelic": + if custom_logger_init_args.get("newrelic_api_key"): + # Team-scoped credentials: per-team METRICS logger, isolated per + # credential set via DynamicLoggingCache. The trace logger for + # this name stays on the global path below. + from litellm.integrations.newrelic.newrelic_team_handler import ( + NewRelicHandler, + ) + + return NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=custom_logger_init_args, + in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache, + ) + _v2 = _maybe_construct_otel_v2("newrelic", _in_memory_loggers) if _v2 is not None: return _v2 @@ -5057,7 +5099,7 @@ class StandardLoggingPayloadSetup: return messages @staticmethod - def merge_litellm_metadata(litellm_params: dict) -> dict: + def merge_litellm_metadata(litellm_params: Mapping[str, object]) -> dict: """ Merge both litellm_metadata and metadata from litellm_params. @@ -5819,7 +5861,7 @@ def get_standard_logging_object_payload( cache_hit: Final = kwargs.get("cache_hit", False) # Extract usage as a plain dict, avoiding Pydantic round-trip raw_usage_dict: Final = StandardLoggingPayloadSetup.get_usage_as_dict( - response_obj=response_obj, + response_obj=None if is_unbilled_non_inference_call(call_type, metadata, response_obj) else response_obj, combined_usage_object=cast(Usage | None, kwargs.get("combined_usage_object")), ) usage_dict: Final = ( diff --git a/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py b/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py index 875e4e156c7..9250b92e268 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py +++ b/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py @@ -7,7 +7,9 @@ from typing import Any, Final, Literal import litellm from litellm.constants import OPENAI_FILE_SEARCH_COST_PER_1K_CALLS -from litellm.litellm_core_utils.llm_cost_calc.utils import _get_web_search_requests +from litellm.litellm_core_utils.llm_cost_calc.utils import ( + get_web_search_requests_from_usage, +) from litellm.types.llms.openai import ( FileSearchTool, ResponsesAPIResponse, @@ -368,7 +370,7 @@ class StandardBuiltInToolCostTracking: get_anthropic_web_search_requests_from_response, ) - if usage is not None and (_get_web_search_requests(getattr(usage, "server_tool_use", None)) is not None): + if usage is not None and (get_web_search_requests_from_usage(usage) is not None): return usage web_search_requests: Final = get_anthropic_web_search_requests_from_response(response_object) if web_search_requests is None: @@ -416,7 +418,7 @@ class StandardBuiltInToolCostTracking: # Anthropic Claude (direct API and Vertex AI) uses server_tool_use.web_search_requests. # Without this check, Claude ModelResponse always falls through to return False # and _handle_web_search_cost() is never called. - if hasattr(usage, "server_tool_use") and _get_web_search_requests(usage.server_tool_use) is not None: + if get_web_search_requests_from_usage(usage) is not None: return True # xAI reports usage.server_side_tool_usage_details.web_search_calls; a searched # answer with no url_citation annotations has no other chat-path signal @@ -429,16 +431,12 @@ class StandardBuiltInToolCostTracking: response_object=response_object, output_type="web_search_call" ) elif usage is not None: - if ( - hasattr(usage, "server_tool_use") - and _get_web_search_requests(usage.server_tool_use) is not None - or ( - hasattr(usage, "prompt_tokens_details") - and usage.prompt_tokens_details is not None - and isinstance(usage.prompt_tokens_details, PromptTokensDetailsWrapper) - and hasattr(usage.prompt_tokens_details, "web_search_requests") - and usage.prompt_tokens_details.web_search_requests is not None - ) + if get_web_search_requests_from_usage(usage) is not None or ( + hasattr(usage, "prompt_tokens_details") + and usage.prompt_tokens_details is not None + and isinstance(usage.prompt_tokens_details, PromptTokensDetailsWrapper) + and hasattr(usage.prompt_tokens_details, "web_search_requests") + and usage.prompt_tokens_details.web_search_requests is not None ): return True if _usage_reports_server_side_web_search_calls(usage): diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index 3f533de4f44..bdbaee00c19 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -72,7 +72,7 @@ def _get_token_detail_value(details: object, key: str) -> int | None: return value if isinstance(value, int) else None -def _get_web_search_requests(server_tool_use: Any) -> int | None: +def get_web_search_requests(server_tool_use: Any) -> int | None: """ Tolerantly read ``web_search_requests`` from a ``server_tool_use`` value that may be ``None``, a ``dict``, a ``ServerToolUse`` pydantic instance, @@ -92,6 +92,16 @@ def _get_web_search_requests(server_tool_use: Any) -> int | None: return getattr(server_tool_use, "web_search_requests", None) +def get_web_search_requests_from_usage(usage: Usage) -> int | None: + """Read ``web_search_requests`` from a ``Usage``'s ``server_tool_use``. + + ``Usage`` deletes unset optional fields from ``__dict__`` (see + ``SafeAttributeModel``), so direct attribute access can raise + ``AttributeError``; ``getattr`` with a default is required here. + """ + return get_web_search_requests(getattr(usage, "server_tool_use", None)) + + def _is_above_128k(tokens: float) -> bool: if tokens > 128000: return True @@ -889,11 +899,22 @@ def generic_cost_per_token( total_details: Final = text_tokens + cache_hit + audio_tokens + cache_creation + image_tokens + video_tokens has_double_counting: Final = (cache_hit > 0 or cache_creation > 0) and total_details > usage.prompt_tokens - if (text_tokens == 0 and prompt_tokens_details["image_count"] == 0) or has_double_counting: - text_tokens = usage.prompt_tokens - cache_hit - audio_tokens - cache_creation - image_tokens - video_tokens + if has_double_counting: + # cached and per-modality counts are both subsets of prompt_tokens and may overlap, so a + # modality can only bill what the cache did not already cover or the overlap is billed twice + uncached_budget: Final = max(usage.prompt_tokens - cache_hit - cache_creation, 0) + billable_audio: Final = min(audio_tokens, uncached_budget) + billable_image: Final = min(image_tokens, uncached_budget - billable_audio) + billable_video: Final = min(video_tokens, uncached_budget - billable_audio - billable_image) + prompt_tokens_details["audio_tokens"] = billable_audio + prompt_tokens_details["image_tokens"] = billable_image + prompt_tokens_details["video_tokens"] = billable_video + prompt_tokens_details["text_tokens"] = uncached_budget - billable_audio - billable_image - billable_video + elif text_tokens == 0 and prompt_tokens_details["image_count"] == 0: # Clamp to zero: inconsistent streaming usage - text_tokens = max(text_tokens, 0) - prompt_tokens_details["text_tokens"] = text_tokens + prompt_tokens_details["text_tokens"] = max( + usage.prompt_tokens - cache_hit - audio_tokens - cache_creation - image_tokens - video_tokens, 0 + ) ( prompt_base_cost, diff --git a/litellm/litellm_core_utils/realtime_streaming.py b/litellm/litellm_core_utils/realtime_streaming.py index 10056d64a20..2da63554b75 100644 --- a/litellm/litellm_core_utils/realtime_streaming.py +++ b/litellm/litellm_core_utils/realtime_streaming.py @@ -955,6 +955,7 @@ class RealTimeStreaming: transcript = event.get("transcript", "") self._collect_user_input_from_backend_event(cast(dict, event)) self.store_message(event_str) + self._capture_transcription_usage(event) await self._send_event_to_client(event, event_str) blocked = await self.run_realtime_guardrails( cast(str, transcript), diff --git a/litellm/litellm_core_utils/specialty_caches/dynamic_logging_cache.py b/litellm/litellm_core_utils/specialty_caches/dynamic_logging_cache.py index f63c60dd430..da3ac366bfd 100644 --- a/litellm/litellm_core_utils/specialty_caches/dynamic_logging_cache.py +++ b/litellm/litellm_core_utils/specialty_caches/dynamic_logging_cache.py @@ -13,6 +13,7 @@ import json from typing import Any, Final import litellm +from litellm._logging import verbose_logger from litellm.constants import _DEFAULT_TTL_FOR_HTTPX_CLIENTS from ...caching import InMemoryCache @@ -46,6 +47,15 @@ class LangfuseInMemoryCache(InMemoryCache): _created_langfuse_logger.Langfuse.flush() _created_langfuse_logger.Langfuse.shutdown() + # Loggers with a periodic flush task (e.g. NewRelicMetricsLogger) expose + # stop() so eviction actually ends the task instead of leaking it. + _evicted_stop: Final = getattr(self.cache_dict[key], "stop", None) + if callable(_evicted_stop): + try: + _evicted_stop() + except Exception: # noqa: BLE001 # a failing stop() must not block eviction + verbose_logger.debug("DynamicLoggingCache: stop() raised during eviction", exc_info=True) + ######################################################### # Call parent class to remove key from cache ######################################################### diff --git a/litellm/llms/anthropic/cost_calculation.py b/litellm/llms/anthropic/cost_calculation.py index f2f9d1c730d..95615b8e748 100644 --- a/litellm/llms/anthropic/cost_calculation.py +++ b/litellm/llms/anthropic/cost_calculation.py @@ -8,9 +8,9 @@ from typing import TYPE_CHECKING, Final, Optional from pydantic import BaseModel, ValidationError from litellm.litellm_core_utils.llm_cost_calc.utils import ( - _get_web_search_requests, generic_cost_per_token, get_provider_specific_geo_multiplier, + get_web_search_requests_from_usage, ) if TYPE_CHECKING: @@ -104,7 +104,7 @@ def get_cost_for_anthropic_web_search( if usage is None: return 0.0 - web_search_requests: Final = _get_web_search_requests(getattr(usage, "server_tool_use", None)) + web_search_requests: Final = get_web_search_requests_from_usage(usage) if web_search_requests is None: return 0.0 diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py index 109017bda27..3597b8c329e 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py @@ -99,6 +99,7 @@ from litellm.types.llms.anthropic import ( ContextManagementResponse, MessageBlockDelta, MessageDelta, + ServerToolUsage, StreamingContentBlockDeltaType, UsageDelta, UsageIteration, @@ -1354,10 +1355,22 @@ class LiteLLMAnthropicMessagesAdapter: return explicit_value return cls._first_positive_prompt_tokens_detail_value(usage, ("cache_creation_tokens", "cache_write_tokens")) + @classmethod + def _get_web_search_request_count(cls, usage: Usage) -> int: + from litellm.litellm_core_utils.llm_cost_calc.utils import ( + get_web_search_requests_from_usage, + ) + + from_server_tool_use: Final = cls._positive_int(get_web_search_requests_from_usage(usage)) + if from_server_tool_use > 0: + return from_server_tool_use + return cls._first_positive_prompt_tokens_detail_value(usage, ("web_search_requests",)) + @classmethod def _translate_openai_usage_to_anthropic_usage_delta(cls, usage: Usage) -> UsageDelta: cache_read_input_tokens: Final = cls._get_cache_read_input_tokens(usage) cache_creation_input_tokens: Final = cls._get_cache_creation_input_tokens(usage) + web_search_requests: Final = cls._get_web_search_request_count(usage) input_tokens: Final = max( (usage.prompt_tokens or 0) - cache_read_input_tokens - cache_creation_input_tokens, 0, @@ -1371,6 +1384,11 @@ class LiteLLMAnthropicMessagesAdapter: usage_delta["cache_creation_input_tokens"] = cache_creation_input_tokens if cache_read_input_tokens > 0: usage_delta["cache_read_input_tokens"] = cache_read_input_tokens + if web_search_requests > 0: + return UsageDelta( + **usage_delta, + server_tool_use=ServerToolUsage(web_search_requests=web_search_requests), + ) return usage_delta @classmethod diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py index db6f2c0d491..4332848e545 100644 --- a/litellm/llms/bedrock/base_aws_llm.py +++ b/litellm/llms/bedrock/base_aws_llm.py @@ -1434,9 +1434,12 @@ class BaseAWSLLM: data: str | bytes, headers: dict, api_key: str | None = None, + supports_bearer_token: bool = True, ) -> AWSPreparedRequest: - if api_key is not None: - aws_bearer_token: str | None = api_key + if not supports_bearer_token: + aws_bearer_token: str | None = None + elif api_key is not None: + aws_bearer_token = api_key else: aws_bearer_token = get_secret_str("AWS_BEARER_TOKEN_BEDROCK") diff --git a/litellm/llms/bedrock/rerank/handler.py b/litellm/llms/bedrock/rerank/handler.py index a2a1acec80c..4860c99268e 100644 --- a/litellm/llms/bedrock/rerank/handler.py +++ b/litellm/llms/bedrock/rerank/handler.py @@ -138,11 +138,6 @@ class BedrockRerankHandler(BaseAWSLLM): data: dict, optional_params: dict, ) -> BedrockPreparedRequest: - try: - from botocore.auth import SigV4Auth - from botocore.awsrequest import AWSRequest - except ImportError: - raise ImportError("Missing boto3 to call bedrock. Run 'pip install boto3'.") boto3_credentials_info: Final = self._get_boto_credentials_from_optional_params(optional_params, model) ### SET RUNTIME ENDPOINT ### @@ -153,24 +148,21 @@ class BedrockRerankHandler(BaseAWSLLM): ) proxy_endpoint_url = proxy_endpoint_url.replace("bedrock-runtime", "bedrock-agent-runtime") proxy_endpoint_url = f"{proxy_endpoint_url}/rerank" - sigv4: Final = SigV4Auth( - boto3_credentials_info.credentials, - "bedrock", - boto3_credentials_info.aws_region_name, - ) - # Make POST Request - body: Final = json.dumps(data).encode("utf-8") + body: Final = json.dumps(data).encode("utf-8") headers = {"Content-Type": "application/json"} if extra_headers is not None: headers = {"Content-Type": "application/json", **extra_headers} - request: Final = AWSRequest(method="POST", url=proxy_endpoint_url, data=body, headers=headers) - sigv4.add_auth(request) - if ( - extra_headers is not None and "Authorization" in extra_headers - ): # prevent sigv4 from overwriting the auth header - request.headers["Authorization"] = extra_headers["Authorization"] - prepped: Final = request.prepare() + + prepped: Final = self.get_request_headers( + credentials=boto3_credentials_info.credentials, + aws_region_name=boto3_credentials_info.aws_region_name, + extra_headers=extra_headers, + endpoint_url=proxy_endpoint_url, + data=body, + headers=headers, + supports_bearer_token=False, + ) return BedrockPreparedRequest( endpoint_url=proxy_endpoint_url, diff --git a/litellm/llms/gemini/audio_transcription/__init__.py b/litellm/llms/gemini/audio_transcription/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/litellm/llms/gemini/audio_transcription/transformation.py b/litellm/llms/gemini/audio_transcription/transformation.py new file mode 100644 index 00000000000..8b7733fa3c8 --- /dev/null +++ b/litellm/llms/gemini/audio_transcription/transformation.py @@ -0,0 +1,250 @@ +import base64 +from collections.abc import Mapping, Sequence +from typing import Final + +from httpx import Headers, Response + +from litellm.litellm_core_utils.audio_utils.utils import ( + normalize_transcription_language_to_bcp47, + process_audio_file, +) +from litellm.llms.base_llm.audio_transcription.transformation import ( + AudioTranscriptionRequestData, + BaseAudioTranscriptionConfig, +) +from litellm.llms.base_llm.chat.transformation import BaseLLMException +from litellm.llms.gemini.common_utils import GeminiError, GeminiModelInfo +from litellm.types.llms.gemini_audio_transcription import ( + GeminiTranscriptionAudioInput, + GeminiTranscriptionConfig, + GeminiTranscriptionInteractionRequest, + GeminiTranscriptionInteractionResponse, + GeminiTranscriptionWordAnnotation, +) +from litellm.types.llms.openai import ( + AllMessageValues, + OpenAIAudioTranscriptionOptionalParams, +) +from litellm.types.utils import ( + FileTypes, + TranscriptionResponse, + TranscriptionUsageInputTokenDetailsObject, + TranscriptionUsageTokensObject, +) + +INTERACTIONS_API_REVISION: Final = "2026-05-20" +WORD_INFO_ANNOTATION_TYPE: Final = "word_info" + + +class GeminiAudioTranscriptionConfig(BaseAudioTranscriptionConfig): + """ + Maps OpenAI /v1/audio/transcriptions onto the Gemini Interactions API + (POST /v1beta/interactions) for transcription models like + gemini-3.5-transcribe. https://ai.google.dev/gemini-api/docs/transcribe + """ + + def get_supported_openai_params( + self, model: str + ) -> list[OpenAIAudioTranscriptionOptionalParams]: # mutable-ok: BaseAudioTranscriptionConfig signature + return ["language", "response_format", "timestamp_granularities"] # mutable-ok: base contract returns a list + + def map_openai_params( + self, + non_default_params: Mapping[str, object], + optional_params: Mapping[str, object], + model: str, + drop_params: bool, + ) -> dict: # mutable-ok: BaseAudioTranscriptionConfig signature + supported_params: Final = frozenset(self.get_supported_openai_params(model)) + accepted: Final = tuple((k, v) for k, v in non_default_params.items() if k in supported_params) + return dict((*optional_params.items(), *accepted)) # mutable-ok: base contract returns a plain dict + + def get_error_class( + self, + error_message: str, + status_code: int, + headers: dict | Headers, # mutable-ok: base signature and BaseLLMException take dict | Headers + ) -> BaseLLMException: + return GeminiError(status_code=status_code, message=error_message, headers=headers) + + def validate_environment( + self, + headers: Mapping[str, str], + model: str, + messages: Sequence[AllMessageValues], + optional_params: Mapping[str, object], + litellm_params: Mapping[str, object], + api_key: str | None = None, + api_base: str | None = None, + ) -> dict: # mutable-ok: BaseAudioTranscriptionConfig signature + resolved_api_key: Final = GeminiModelInfo.get_api_key(api_key) + if not resolved_api_key: + raise GeminiError( + status_code=401, + message="Google API key is required. Set GOOGLE_API_KEY or GEMINI_API_KEY environment variable.", + ) + return { # mutable-ok: the http handler passes these headers straight to httpx + **headers, + "Content-Type": "application/json", + "x-goog-api-key": resolved_api_key, + "Api-Revision": INTERACTIONS_API_REVISION, + } + + def get_complete_url( + self, + api_base: str | None, + api_key: str | None, + model: str, + optional_params: Mapping[str, object], + litellm_params: Mapping[str, object], + stream: bool | None = None, + ) -> str: + resolved_api_base: Final = GeminiModelInfo.get_api_base(api_base) + return f"{resolved_api_base}/v1beta/interactions" + + def transform_audio_transcription_request( + self, + model: str, + audio_file: FileTypes, + optional_params: Mapping[str, object], + litellm_params: Mapping[str, object], + ) -> AudioTranscriptionRequestData: + processed_audio: Final = process_audio_file(audio_file) + audio_input: Final = GeminiTranscriptionAudioInput( + type="audio", + data=base64.b64encode(processed_audio.file_content).decode("utf-8"), + mime_type=processed_audio.content_type, + ) + request: Final = _build_interaction_request( + model=model, + audio_input=audio_input, + transcription_config=_build_transcription_config(optional_params), + ) + return AudioTranscriptionRequestData(data=dict(request)) # mutable-ok: AudioTranscriptionRequestData wants dict + + def transform_audio_transcription_response( + self, + raw_response: Response, + ) -> TranscriptionResponse: + try: + response_json: Final = raw_response.json() + except ValueError: + raise GeminiError( + status_code=raw_response.status_code, + message=f"Received non-JSON response from Gemini Interactions API: {raw_response.text}", + ) + parsed: Final = GeminiTranscriptionInteractionResponse.model_validate(response_json) + if parsed.status != "completed": + raise GeminiError( + status_code=raw_response.status_code, + message=f"Gemini transcription interaction did not complete (status={parsed.status}): {raw_response.text}", + ) + text_contents: Final = tuple( + content + for step in parsed.steps + for content in step.content + if content.type == "text" and content.text is not None + ) + response: Final = TranscriptionResponse(text=" ".join(content.text or "" for content in text_contents)) + response["task"] = "transcribe" + words: Final = tuple( + word + for content in text_contents + for annotation in content.annotations + if (word := _annotation_to_word(annotation)) is not None + ) + if words: + response["words"] = list(words) # mutable-ok: verbose_json words is a JSON array + last_word_end: Final = words[-1].get("end") + if last_word_end is not None: + response["duration"] = last_word_end + if parsed.usage is not None: + audio_tokens: Final = sum( + by_modality.tokens + for by_modality in parsed.usage.input_tokens_by_modality + if by_modality.modality == "audio" + ) + response.usage = TranscriptionUsageTokensObject( + type="tokens", + input_tokens=parsed.usage.total_input_tokens, + output_tokens=parsed.usage.total_output_tokens, + total_tokens=parsed.usage.total_tokens, + input_token_details=TranscriptionUsageInputTokenDetailsObject( + audio_tokens=audio_tokens, + text_tokens=parsed.usage.total_input_tokens - audio_tokens, + ), + ) + return response + + +_EMPTY_TRANSCRIPTION_CONFIG: Final[GeminiTranscriptionConfig] = {} +_WORD_TIMESTAMP_CONFIG: Final[GeminiTranscriptionConfig] = { + "mode": { + "type": "verbatim", + "timestamp_granularities": ("word",), + "diarization_mode": "speaker", + }, +} + + +def _build_interaction_request( + model: str, + audio_input: GeminiTranscriptionAudioInput, + transcription_config: GeminiTranscriptionConfig, +) -> GeminiTranscriptionInteractionRequest: + if not transcription_config: + bare_request: Final[GeminiTranscriptionInteractionRequest] = { + "model": model.removeprefix("gemini/"), + "input": (audio_input,), + } + return bare_request + configured_request: Final[GeminiTranscriptionInteractionRequest] = { + "model": model.removeprefix("gemini/"), + "input": (audio_input,), + "generation_config": {"transcription_config": transcription_config}, + } + return configured_request + + +def _language_config(language: object) -> GeminiTranscriptionConfig: + if not isinstance(language, str) or not language: + return _EMPTY_TRANSCRIPTION_CONFIG + language_config: Final[GeminiTranscriptionConfig] = { + "language_codes": (normalize_transcription_language_to_bcp47(language),), + } + return language_config + + +def _timestamp_config(timestamp_granularities: object) -> GeminiTranscriptionConfig: + if isinstance(timestamp_granularities, list) and "word" in timestamp_granularities: + return _WORD_TIMESTAMP_CONFIG + return _EMPTY_TRANSCRIPTION_CONFIG + + +def _build_transcription_config(optional_params: Mapping[str, object]) -> GeminiTranscriptionConfig: + transcription_config: Final[GeminiTranscriptionConfig] = { + **_language_config(optional_params.get("language")), + **_timestamp_config(optional_params.get("timestamp_granularities")), + } + return transcription_config + + +def _annotation_to_word(annotation: GeminiTranscriptionWordAnnotation) -> Mapping[str, str | float] | None: + if annotation.type != WORD_INFO_ANNOTATION_TYPE or annotation.text is None: + return None + entries: Final = ( + ("word", annotation.text), + ("start", _parse_offset_seconds(annotation.start_offset)), + ("end", _parse_offset_seconds(annotation.end_offset)), + ("speaker", annotation.speaker), + ) + return {key: value for key, value in entries if value is not None} # mutable-ok: word entries serialize to JSON + + +def _parse_offset_seconds(offset: str | None) -> float | None: + if offset is None or not offset.endswith("s"): + return None + try: + return float(offset[:-1]) + except ValueError: + return None diff --git a/litellm/llms/gemini/cost_calculator.py b/litellm/llms/gemini/cost_calculator.py index 94326f0e657..b82103b0ff8 100644 --- a/litellm/llms/gemini/cost_calculator.py +++ b/litellm/llms/gemini/cost_calculator.py @@ -39,28 +39,35 @@ def cost_per_web_search_request(usage: "Usage", model_info: "ModelInfo") -> floa ``model_info`` when available, falling back to $0.035 for models not yet updated in the pricing JSON. """ + from litellm.litellm_core_utils.llm_cost_calc.utils import ( + get_web_search_requests_from_usage, + ) from litellm.types.utils import PromptTokensDetailsWrapper _DEFAULT_COST: Final = 35e-3 search_costs: Final = model_info.get("search_context_cost_per_query") or {} _cost: Final = search_costs.get("search_context_size_medium", _DEFAULT_COST) - number_of_web_search_requests = 0 - if ( - usage is not None - and usage.prompt_tokens_details is not None - and isinstance(usage.prompt_tokens_details, PromptTokensDetailsWrapper) - and hasattr(usage.prompt_tokens_details, "web_search_requests") - and usage.prompt_tokens_details.web_search_requests is not None - ): - number_of_web_search_requests = usage.prompt_tokens_details.web_search_requests + requests_from_prompt_details: Final = ( + usage.prompt_tokens_details.web_search_requests + if ( + usage is not None + and usage.prompt_tokens_details is not None + and isinstance(usage.prompt_tokens_details, PromptTokensDetailsWrapper) + and hasattr(usage.prompt_tokens_details, "web_search_requests") + and usage.prompt_tokens_details.web_search_requests is not None + ) + else None + ) + requests_from_server_tool_use: Final = get_web_search_requests_from_usage(usage) + number_of_web_search_requests: Final = requests_from_prompt_details or requests_from_server_tool_use or 0 - # per_prompt billing: clamp to 1 (flat fee per grounded API call) billing_mode: Final = model_info.get("web_search_billing_unit") or "per_prompt" - if number_of_web_search_requests > 0 and billing_mode == "per_prompt": - number_of_web_search_requests = 1 + billable_requests: Final = ( + 1 if (number_of_web_search_requests > 0 and billing_mode == "per_prompt") else number_of_web_search_requests + ) - return _cost * number_of_web_search_requests + return _cost * billable_requests GOOGLE_MAPS_GROUNDING_DEFAULT_COST_PER_QUERY: Final = 14e-3 diff --git a/litellm/llms/gemini/realtime/transformation.py b/litellm/llms/gemini/realtime/transformation.py index 51801e91356..a3b6381306e 100644 --- a/litellm/llms/gemini/realtime/transformation.py +++ b/litellm/llms/gemini/realtime/transformation.py @@ -4,7 +4,7 @@ This file contains the transformation logic for the Gemini realtime API. import json from collections import OrderedDict -from collections.abc import Mapping +from collections.abc import Mapping, Sequence from typing import Any, Final, cast import litellm @@ -53,6 +53,7 @@ from litellm.types.llms.vertex_ai import ( ) from litellm.types.realtime import ( ALL_DELTA_TYPES, + RealtimeInputAudioTranscriptionUsage, RealtimeModalityResponseTransformOutput, RealtimeResponseTransformInput, RealtimeResponseTypedDict, @@ -95,6 +96,18 @@ def _gemini_live_speech_config(voice: object) -> Mapping[str, object] | None: return VertexGeminiConfig()._map_audio_params({"voice": voice}) +# Google bills Live transcription at an estimated 25 audio tokens/sec of input and +# 175 text tokens/min of output (ai.google.dev/gemini-api/docs/pricing). +GEMINI_LIVE_TRANSCRIBE_AUDIO_TOKENS_PER_SECOND: Final = 25 +GEMINI_LIVE_TRANSCRIBE_OUTPUT_TEXT_TOKENS_PER_MINUTE: Final = 175 +PCM16_INPUT_AUDIO_BYTES_PER_SECOND: Final = 48000 + + +def _base64_decoded_byte_count(data: str) -> int: + padding: Final = 2 if data.endswith("==") else 1 if data.endswith("=") else 0 + return max(len(data) * 3 // 4 - padding, 0) + + class GeminiRealtimeConfig(BaseRealtimeConfig): _TOOL_CALL_ID_TO_NAME_MAX = 256 # LRU cap for call_id→name mapping @@ -104,6 +117,7 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): # Gemini Live sometimes emits usageMetadata in a standalone frame between # turns; buffer it here so the next response.done carries the token counts. self._pending_usage_metadata: dict | None = None + self._unbilled_input_audio_bytes: int = 0 def is_setup_message(self, msg_obj: dict) -> bool: return "setup" in msg_obj @@ -384,17 +398,25 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): return bool(entry.get("gemini_native_audio") or entry.get("gemini_audio_only_live")) @staticmethod - def _coerce_response_modalities(model: str, modalities: list[Any]) -> list[str]: - """Map unsupported TEXT responseModalities to AUDIO for audio-only Live models.""" - normalized: Final = [ + def _is_text_only_live_model(model: str) -> bool: + return GeminiRealtimeConfig._model_cost_entry(model).get("mode") == "audio_transcription" + + @staticmethod + def _default_response_modality(model: str) -> GeminiResponseModalities: + return "TEXT" if GeminiRealtimeConfig._is_text_only_live_model(model) else "AUDIO" + + @staticmethod + def _coerce_response_modalities(model: str, modalities: Sequence[Any]) -> tuple[str, ...]: + """Swap responseModalities a Live model cannot produce: TEXT to AUDIO for + audio-only models, AUDIO to TEXT for text-only ones (e.g. transcribe-live).""" + normalized: Final = tuple( modality.upper() if isinstance(modality, str) else str(modality).upper() for modality in modalities - ] - if not GeminiRealtimeConfig._is_audio_only_live_model(model): - return normalized - if "TEXT" not in normalized: - return normalized - without_text: Final = [modality for modality in normalized if modality != "TEXT"] - return without_text if without_text else ["AUDIO"] + ) + if GeminiRealtimeConfig._is_audio_only_live_model(model) and "TEXT" in normalized: + return tuple(modality for modality in normalized if modality != "TEXT") or ("AUDIO",) + if GeminiRealtimeConfig._is_text_only_live_model(model) and "AUDIO" in normalized: + return tuple(modality for modality in normalized if modality != "AUDIO") or ("TEXT",) + return normalized @staticmethod def _finalize_gemini_live_setup(model: str, setup: dict[str, Any]) -> dict[str, Any]: @@ -436,7 +458,7 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): if session_configuration_request is None: generation_config: Final = new_overrides.setdefault("generationConfig", {}) - generation_config.setdefault("responseModalities", ["AUDIO"]) + generation_config.setdefault("responseModalities", [GeminiRealtimeConfig._default_response_modality(model)]) new_overrides.setdefault("inputAudioTranscription", {}) new_overrides["model"] = f"models/{model}" verbose_logger.debug("Gemini Realtime: Sending initial setup with tools to backend") @@ -558,9 +580,10 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): return self._handle_conversation_item(json_message) if msg_type == "input_audio_buffer.append": - realtime_input_dict["audio"] = HttpxBlobType( - mimeType=self.get_audio_mime_type(), data=json_message["audio"] - ) + audio_b64: Final = json_message["audio"] + if isinstance(audio_b64, str): + self._unbilled_input_audio_bytes += _base64_decoded_byte_count(audio_b64) + realtime_input_dict["audio"] = HttpxBlobType(mimeType=self.get_audio_mime_type(), data=audio_b64) realtime_input_dict = cast( BidiGenerateContentRealtimeInput, @@ -1151,6 +1174,23 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): raise ValueError(f"Unknown openai event: {key}, value: {value}") return openai_event + def _consume_input_transcription_usage_estimate(self, model: str) -> RealtimeInputAudioTranscriptionUsage | None: + """Gemini Live sends no usageMetadata for transcribe sessions; estimate billing from streamed audio duration.""" + if self._unbilled_input_audio_bytes <= 0 or not self._is_text_only_live_model(model): + return None + audio_seconds: Final = self._unbilled_input_audio_bytes / PCM16_INPUT_AUDIO_BYTES_PER_SECOND + self._unbilled_input_audio_bytes = 0 + audio_tokens: Final = round(audio_seconds * GEMINI_LIVE_TRANSCRIBE_AUDIO_TOKENS_PER_SECOND) + output_tokens: Final = round(audio_seconds * GEMINI_LIVE_TRANSCRIBE_OUTPUT_TEXT_TOKENS_PER_MINUTE / 60) + usage: Final[RealtimeInputAudioTranscriptionUsage] = { + "type": "tokens", + "input_tokens": audio_tokens, + "output_tokens": output_tokens, + "total_tokens": audio_tokens + output_tokens, + "input_token_details": {"text_tokens": 0, "audio_tokens": audio_tokens}, + } + return usage + def transform_realtime_response( self, message: str | bytes, @@ -1190,6 +1230,7 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): if isinstance(server_content, dict): input_tx: Final = server_content.get("inputTranscription") if isinstance(input_tx, dict) and input_tx.get("text"): + transcription_usage: Final = self._consume_input_transcription_usage_estimate(model) returned_message.append( cast( OpenAIRealtimeEvents, @@ -1199,6 +1240,7 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): "transcript": input_tx["text"], "item_id": f"item_{uuid.uuid4()}", "content_index": 0, + **({} if transcription_usage is None else {"usage": transcription_usage}), }, ) ) @@ -1235,6 +1277,12 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): ) ) + # Transcription-only models emit generationComplete with no prior + # modelTurn delta; there is no started OpenAI response to close, so + # drop it and let siblings (turnComplete, usageMetadata) process. + if current_delta_type is None and "modelTurn" not in server_content: + server_content.pop("generationComplete", None) + # Mark transcription-only serverContent as handled so the main loop # skips it; sibling keys like toolCall are still processed below. _model_content_keys: Final = { @@ -1583,7 +1631,9 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): ``` """ - response_modalities: Final[list[GeminiResponseModalities]] = ["AUDIO"] + response_modalities: Final[list[GeminiResponseModalities]] = [ + GeminiRealtimeConfig._default_response_modality(model) + ] output_audio_transcription: Final = False # if "audio" in model: ## UNCOMMENT THIS WHEN AUDIO IS SUPPORTED # output_audio_transcription = True diff --git a/litellm/main.py b/litellm/main.py index 8ee102f5d07..583c5b3f92a 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -1219,6 +1219,7 @@ def _register_custom_pricing_for_request( shared_key: CustomPricingLiteLLMParams.strip_custom_pricing_fields(entry), }, persist_across_reloads=False, + warning_display_name=shared_key, ) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index dd367e875de..7f5e41d45ce 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -51340,6 +51340,47 @@ "supports_audio_output": true, "tpm": 250000 }, + "gemini/gemini-3.5-transcribe": { + "input_cost_per_audio_token": 2e-06, + "input_cost_per_token": 2e-06, + "litellm_provider": "gemini", + "mode": "audio_transcription", + "output_cost_per_token": 1.2e-05, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_endpoints": [ + "/v1/audio/transcriptions" + ], + "supported_modalities": [ + "text", + "audio" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "tpm": 800000, + "rpm": 2000 + }, + "gemini/gemini-3.5-transcribe-live": { + "input_cost_per_audio_token": 3.5e-06, + "input_cost_per_token": 3.5e-06, + "litellm_provider": "gemini", + "mode": "audio_transcription", + "output_cost_per_token": 2.1e-05, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_endpoints": [ + "/v1/realtime" + ], + "supported_modalities": [ + "audio" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "tpm": 250000, + "rpm": 10 + }, "perplexity/pplx-embed-context-v1-0.6b": { "input_cost_per_token": 8e-09, "litellm_provider": "perplexity", diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py index 281a555dc5c..bd8dfea3621 100644 --- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py +++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py @@ -46,6 +46,7 @@ from litellm.proxy._types import ( ) from litellm.proxy.auth.ip_address_utils import IPAddressUtils from litellm.proxy.auth.user_api_key_auth import ( + _get_bearer_token_or_received_api_key, # pyright: ignore[reportPrivateUsage] # shared x-litellm-api-key parser lives with user_api_key_auth _run_centralized_common_checks, user_api_key_auth, ) @@ -429,7 +430,10 @@ class MCPRequestHandler: # An explicit x-litellm-api-key is always a LiteLLM credential, even # for a delegated server, so validate it: identity / spend / rate # limits resolve and any stored upstream token can be forwarded. - validated_user_api_key_auth = await user_api_key_auth(api_key=litellm_api_key, request=request) + validated_user_api_key_auth = await user_api_key_auth( + api_key=f"Bearer {_get_bearer_token_or_received_api_key(litellm_api_key)}", + request=request, + ) elif MCPRequestHandler._target_servers_delegate_auth_to_upstream( path=request_route, mcp_servers=mcp_servers, diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 308813039ca..6a1b6851d3e 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -5256,7 +5256,9 @@ class MCPServerManager: proxy_logging_obj: Optional ProxyLogging object for hook integration host_progress_callback: Optional callback for progress updates hook_extra_headers: Optional headers injected by pre_mcp_call guardrail - hooks. Merged last (highest priority) into outbound request headers. + hooks. Merged last into outbound request headers, except a hook + Authorization header is dropped when an upstream credential already + occupies the Authorization slot. Returns: CallToolResult from the MCP server @@ -5347,27 +5349,26 @@ class MCPServerManager: if hook_extra_headers: if extra_headers is None: extra_headers = {} - if "Authorization" in hook_extra_headers: - if "Authorization" in extra_headers: - verbose_logger.warning( - "MCPServerManager: hook_extra_headers 'Authorization' will overwrite " - "the existing Authorization header from static_headers. " - "The hook JWT will take precedence." - ) - elif server_auth_header is not None: - # server_auth_header is passed separately to _create_mcp_client as - # auth_value. Both will reach the upstream server — warn so admins - # know two Authorization credentials are being sent. - verbose_logger.warning( - "MCPServerManager: hook_extra_headers injects 'Authorization' while " - "server '%s' already has a configured authentication_token. " - "Both credentials will be sent; the hook header is in extra_headers " - "and the server token is in auth_value — the upstream server decides " - "which one wins. Consider unsetting authentication_token if you want " - "the hook JWT to be the sole credential.", - mcp_server.server_name or mcp_server.name, - ) - extra_headers.update(hook_extra_headers) + hook_has_authorization: Final = any(k.lower() == "authorization" for k in hook_extra_headers) + existing_has_authorization: Final = any(k.lower() == "authorization" for k in extra_headers) + server_auth_occupies_authorization: Final = ( + any(k.lower() == "authorization" for k in server_auth_header) + if isinstance(server_auth_header, dict) + else server_auth_header is not None and mcp_server.auth_type != MCPAuth.api_key + ) + if hook_has_authorization and (existing_has_authorization or server_auth_occupies_authorization): + # Mirror the tools/list signer guard: an upstream credential (user OAuth, + # static header, or configured authentication_token) already occupies the + # Authorization slot, so the hook must not replace it. + verbose_logger.warning( + "MCPServerManager: dropping hook-injected 'Authorization' header for " + "server '%s' because an upstream credential already occupies the " + "Authorization slot; the existing credential is kept.", + mcp_server.server_name or mcp_server.name, + ) + extra_headers.update({k: v for k, v in hook_extra_headers.items() if k.lower() != "authorization"}) + else: + extra_headers.update(hook_extra_headers) # Reset to None if no headers were actually added if extra_headers is not None and len(extra_headers) == 0: diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py index 3ec267c1a06..ab5fa65480e 100644 --- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py @@ -239,5 +239,6 @@ def resolve_bridge_envelope( if opened.identity.server_id != expected_server_id: return BridgeEnvelopeInvalid() grant: Final = opened.grant - upstream_authorization: Final = f"{grant.token_type} {grant.access_token.get_secret_value()}" + authorization_scheme: Final = "Bearer" if grant.token_type.lower() == "bearer" else grant.token_type + upstream_authorization: Final = f"{authorization_scheme} {grant.access_token.get_secret_value()}" return BridgeEnvelopeAdmitted(identity=opened.identity, upstream_authorization=SecretStr(upstream_authorization)) diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json index 0e3cbbfd560..e30750ef565 100644 --- a/litellm/proxy/_lazy_openapi_snapshot.json +++ b/litellm/proxy/_lazy_openapi_snapshot.json @@ -17,6 +17,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -283,6 +290,174 @@ } } }, + "a2a_registration": { + "components": { + "schemas": { + "DiscoverAgentRequest": { + "properties": { + "discovery_mode": { + "$ref": "#/components/schemas/DiscoveryMode", + "default": "well_known_fallback", + "description": "How to locate the upstream card. ``well_known_fallback`` for pure A2A agents (try standard paths); ``langgraph_platform`` for LangGraph Platform deployments where the card is shared across assistants and disambiguated by a query parameter." + }, + "params": { + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "description": "Mode-specific parameters. ``langgraph_platform`` requires ``{'assistant_id': }``. ``well_known_fallback`` ignores this.", + "title": "Params" + }, + "url": { + "description": "Base URL of the upstream agent. Behavior depends on ``discovery_mode``: ``well_known_fallback`` (default) tries /.well-known/agent-card.json, /.well-known/agent.json, /agent.json under this URL in order; ``langgraph_platform`` hits ``/.well-known/agent-card.json?assistant_id=`` instead.", + "title": "Url", + "type": "string" + } + }, + "required": [ + "url" + ], + "title": "DiscoverAgentRequest", + "type": "object" + }, + "DiscoverAgentResponse": { + "properties": { + "agent_card": { + "additionalProperties": true, + "title": "Agent Card", + "type": "object" + }, + "url": { + "title": "Url", + "type": "string" + } + }, + "required": [ + "url", + "agent_card" + ], + "title": "DiscoverAgentResponse", + "type": "object" + }, + "DiscoveryMode": { + "description": "How to locate the upstream agent card.\n\nString-valued so it serializes cleanly over JSON / Pydantic.", + "enum": [ + "well_known_fallback", + "langgraph_platform" + ], + "title": "DiscoveryMode", + "type": "string" + }, + "HTTPValidationError": { + "properties": { + "detail": { + "items": { + "$ref": "#/components/schemas/ValidationError" + }, + "title": "Detail", + "type": "array" + } + }, + "title": "HTTPValidationError", + "type": "object" + }, + "ValidationError": { + "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, + "loc": { + "items": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "integer" + } + ] + }, + "title": "Location", + "type": "array" + }, + "msg": { + "title": "Message", + "type": "string" + }, + "type": { + "title": "Error Type", + "type": "string" + } + }, + "required": [ + "loc", + "msg", + "type" + ], + "title": "ValidationError", + "type": "object" + } + } + }, + "paths": { + "/v1/a2a/discover": { + "post": { + "description": "Fetch the upstream agent's well-known card so the UI can show the admin\nwhich skills/capabilities the agent exposes.\n\nOnly proxy admins can call this \u2014 the UI uses it during agent registration,\nand we don't want arbitrary keys probing internal URLs.\n\nExample:\n```bash\ncurl -X POST \"http://localhost:4000/v1/a2a/discover\" \\\n -H \"Authorization: Bearer \" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"url\": \"https://upstream-agent.example.com\"}'\n```", + "operationId": "discover_agent_card_v1_a2a_discover_post", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/DiscoverAgentRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/DiscoverAgentResponse" + } + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Discover Agent Card", + "tags": [ + "a2a_registration" + ] + } + } + } + }, "access_groups": { "components": { "schemas": { @@ -782,6 +957,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -1939,6 +2121,41 @@ "title": "AgentInterface", "type": "object" }, + "AgentKeySummary": { + "properties": { + "key_alias": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Key Alias" + }, + "key_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Key Name" + }, + "token": { + "title": "Token", + "type": "string" + } + }, + "required": [ + "token" + ], + "title": "AgentKeySummary", + "type": "object" + }, "AgentMakePublicResponse": { "properties": { "message": { @@ -2111,6 +2328,20 @@ ], "title": "Extra Headers" }, + "keys": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/AgentKeySummary" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Keys" + }, "litellm_params": { "anyOf": [ { @@ -2418,6 +2649,11 @@ "title": "Total Api Requests", "type": "integer" }, + "total_autorouter_savings_spend": { + "default": 0.0, + "title": "Total Autorouter Savings Spend", + "type": "number" + }, "total_cache_creation_input_tokens": { "default": 0, "title": "Total Cache Creation Input Tokens", @@ -2433,16 +2669,36 @@ "title": "Total Completion Tokens", "type": "integer" }, + "total_compression_saved_tokens": { + "default": 0, + "title": "Total Compression Saved Tokens", + "type": "integer" + }, + "total_compression_savings_spend": { + "default": 0.0, + "title": "Total Compression Savings Spend", + "type": "number" + }, "total_failed_requests": { "default": 0, "title": "Total Failed Requests", "type": "integer" }, + "total_flat_cost": { + "default": 0.0, + "title": "Total Flat Cost", + "type": "number" + }, "total_pages": { "default": 1, "title": "Total Pages", "type": "integer" }, + "total_prompt_caching_savings_spend": { + "default": 0.0, + "title": "Total Prompt Caching Savings Spend", + "type": "number" + }, "total_prompt_tokens": { "default": 0, "title": "Total Prompt Tokens", @@ -2504,8 +2760,7 @@ }, "required": [ "type", - "scheme", - "bearerFormat" + "scheme" ], "title": "HTTPAuthSecurityScheme", "type": "object" @@ -2670,8 +2925,7 @@ }, "required": [ "type", - "flows", - "oauth2MetadataUrl" + "flows" ], "title": "OAuth2SecurityScheme", "type": "object" @@ -2881,6 +3135,11 @@ "title": "Api Requests", "type": "integer" }, + "autorouter_savings_spend": { + "default": 0.0, + "title": "Autorouter Savings Spend", + "type": "number" + }, "cache_creation_input_tokens": { "default": 0, "title": "Cache Creation Input Tokens", @@ -2896,11 +3155,31 @@ "title": "Completion Tokens", "type": "integer" }, + "compression_saved_tokens": { + "default": 0, + "title": "Compression Saved Tokens", + "type": "integer" + }, + "compression_savings_spend": { + "default": 0.0, + "title": "Compression Savings Spend", + "type": "number" + }, "failed_requests": { "default": 0, "title": "Failed Requests", "type": "integer" }, + "flat_cost": { + "default": 0.0, + "title": "Flat Cost", + "type": "number" + }, + "prompt_caching_savings_spend": { + "default": 0.0, + "title": "Prompt Caching Savings Spend", + "type": "number" + }, "prompt_tokens": { "default": 0, "title": "Prompt Tokens", @@ -2927,6 +3206,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -3171,7 +3457,7 @@ ] }, "post": { - "description": "Create a new agent\n\nExample Request:\n```bash\ncurl -X POST \"http://localhost:4000/v1/agents\" \\\n -H \"Authorization: Bearer \" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"agent_name\": \"my-custom-agent\",\n \"agent_card_params\": {\n \"protocolVersion\": \"1.0\",\n \"name\": \"Hello World Agent\",\n \"description\": \"Just a hello world agent\",\n \"url\": \"http://localhost:9999/\",\n \"version\": \"1.0.0\",\n \"defaultInputModes\": [\"text\"],\n \"defaultOutputModes\": [\"text\"],\n \"capabilities\": {\n \"streaming\": true\n },\n \"skills\": [\n {\n \"id\": \"hello_world\",\n \"name\": \"Returns hello world\",\n \"description\": \"just returns hello world\",\n \"tags\": [\"hello world\"],\n \"examples\": [\"hi\", \"hello world\"]\n }\n ]\n },\n \"litellm_params\": {\n \"make_public\": true\n }\n }'\n```", + "description": "Create a new agent\n\nExample Request:\n```bash\ncurl -X POST \"http://localhost:4000/v1/agents\" \\\n -H \"Authorization: Bearer \" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"agent_name\": \"my-custom-agent\",\n \"agent_card_params\": {\n \"protocolVersion\": \"1.0\",\n \"name\": \"Hello World Agent\",\n \"description\": \"Just a hello world agent\",\n \"url\": \"http://localhost:9999/\",\n \"version\": \"1.0.0\",\n \"defaultInputModes\": [\"text\"],\n \"defaultOutputModes\": [\"text\"],\n \"capabilities\": {\n \"streaming\": true\n },\n \"skills\": [\n {\n \"id\": \"hello_world\",\n \"name\": \"Returns hello world\",\n \"description\": \"just returns hello world\",\n \"tags\": [\"hello world\"],\n \"examples\": [\"hi\", \"hello world\"]\n }\n ]\n },\n \"litellm_params\": {\n \"make_public\": true\n }\n }'\n```", "operationId": "create_agent_v1_agents_post", "requestBody": { "content": { @@ -3265,7 +3551,7 @@ }, "/v1/agents/{agent_id}": { "delete": { - "description": "Delete an agent\n\nExample Request:\n```bash\ncurl -X DELETE \"http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \"\n```\n\nExample Response:\n```json\n{\n \"message\": \"Agent 123e4567-e89b-12d3-a456-426614174000 deleted successfully\"\n}\n```", + "description": "Delete an agent\n\nExample Request:\n```bash\ncurl -X DELETE \"http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \"\n```\n\nExample Response:\n```json\n{\n \"message\": \"Agent 123e4567-e89b-12d3-a456-426614174000 deleted successfully\"\n}\n```", "operationId": "delete_agent_v1_agents__agent_id__delete", "parameters": [ { @@ -3309,7 +3595,7 @@ ] }, "get": { - "description": "Get a specific agent by ID\n\nExample Request:\n```bash\ncurl -X GET \"http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \"\n```", + "description": "Get a specific agent by ID\n\nExample Request:\n```bash\ncurl -X GET \"http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \"\n```", "operationId": "get_agent_by_id_v1_agents__agent_id__get", "parameters": [ { @@ -3355,7 +3641,7 @@ ] }, "patch": { - "description": "Update an existing agent\n\nExample Request:\n```bash\ncurl -X PUT \"http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"agent\": {\n \"agent_name\": \"updated-agent\",\n \"agent_card_params\": {\n \"protocolVersion\": \"1.0\",\n \"name\": \"Updated Agent\",\n \"description\": \"Updated description\",\n \"url\": \"http://localhost:9999/\",\n \"version\": \"1.1.0\",\n \"defaultInputModes\": [\"text\"],\n \"defaultOutputModes\": [\"text\"],\n \"capabilities\": {\n \"streaming\": true\n },\n \"skills\": []\n },\n \"litellm_params\": {\n \"make_public\": false\n }\n }\n }'\n```", + "description": "Update an existing agent\n\nExample Request:\n```bash\ncurl -X PATCH \"http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"agent_name\": \"updated-agent\",\n \"agent_card_params\": {\n \"protocolVersion\": \"1.0\",\n \"name\": \"Updated Agent\",\n \"description\": \"Updated description\",\n \"url\": \"http://localhost:9999/\",\n \"version\": \"1.1.0\",\n \"defaultInputModes\": [\"text\"],\n \"defaultOutputModes\": [\"text\"],\n \"capabilities\": {\n \"streaming\": true\n },\n \"skills\": []\n },\n \"litellm_params\": {\n \"make_public\": false\n }\n }'\n```", "operationId": "patch_agent_v1_agents__agent_id__patch", "parameters": [ { @@ -3411,7 +3697,7 @@ ] }, "put": { - "description": "Update an existing agent\n\nExample Request:\n```bash\ncurl -X PUT \"http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"agent\": {\n \"agent_name\": \"updated-agent\",\n \"agent_card_params\": {\n \"protocolVersion\": \"1.0\",\n \"name\": \"Updated Agent\",\n \"description\": \"Updated description\",\n \"url\": \"http://localhost:9999/\",\n \"version\": \"1.1.0\",\n \"defaultInputModes\": [\"text\"],\n \"defaultOutputModes\": [\"text\"],\n \"capabilities\": {\n \"streaming\": true\n },\n \"skills\": []\n },\n \"litellm_params\": {\n \"make_public\": false\n }\n }\n }'\n```", + "description": "Update an existing agent\n\nExample Request:\n```bash\ncurl -X PUT \"http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000\" \\\n -H \"Authorization: Bearer \" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"agent_name\": \"updated-agent\",\n \"agent_card_params\": {\n \"protocolVersion\": \"1.0\",\n \"name\": \"Updated Agent\",\n \"description\": \"Updated description\",\n \"url\": \"http://localhost:9999/\",\n \"version\": \"1.1.0\",\n \"defaultInputModes\": [\"text\"],\n \"defaultOutputModes\": [\"text\"],\n \"capabilities\": {\n \"streaming\": true\n },\n \"skills\": []\n },\n \"litellm_params\": {\n \"make_public\": false\n }\n }'\n```", "operationId": "update_agent_v1_agents__agent_id__put", "parameters": [ { @@ -3535,6 +3821,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -3989,6 +4282,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -4963,7 +5263,7 @@ ] }, "post": { - "description": "Register a new plugin in the LiteLLM marketplace.\n\nLiteLLM acts as a registry/discovery layer. Plugins are hosted on\nGitHub/GitLab/Bitbucket. Claude Code will clone from the git source\nwhen users install.\n\nThis endpoint is create-only and never overwrites. If a plugin with\nthe same name already exists it returns 409 Conflict; use\nPUT /claude-code/plugins/{plugin_name} to update an existing plugin.\n\nParameters:\n - name: Plugin name (kebab-case)\n - source: Git source reference (github, url, or git-subdir format)\n - version: Semantic version (optional)\n - description: Plugin description (optional)\n - author: Author information (optional)\n - homepage: Plugin homepage URL (optional)\n - keywords: Search keywords (optional)\n - category: Plugin category (optional)\n\nReturns:\n Registration status (action is always \"created\") and plugin information.\n\nExample:\n ```bash\n curl -X POST http://localhost:4000/claude-code/plugins \\\n -H \"Authorization: Bearer sk-...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"name\": \"my-plugin\",\n \"source\": {\"source\": \"github\", \"repo\": \"org/my-plugin\"},\n \"version\": \"1.0.0\",\n \"description\": \"My awesome plugin\"\n }'\n ```", + "description": "Register a new plugin in the LiteLLM marketplace.\n\nLiteLLM acts as a registry/discovery layer. Plugins are hosted on\nGitHub/GitLab/Bitbucket. Claude Code will clone from the git source\nwhen users install.\n\nThis endpoint is create-only and never overwrites. If a plugin with\nthe same name already exists it returns 409 Conflict; use\nPUT /claude-code/plugins/{plugin_name} to update an existing plugin.\n\nRequires a proxy admin API key.\n\nParameters:\n - name: Plugin name (kebab-case)\n - source: Git source reference (github, url, or git-subdir format)\n - version: Semantic version (optional)\n - description: Plugin description (optional)\n - author: Author information (optional)\n - homepage: Plugin homepage URL (optional)\n - keywords: Search keywords (optional)\n - category: Plugin category (optional)\n\nReturns:\n Registration status (action is always \"created\") and plugin information.\n\nExample:\n ```bash\n curl -X POST http://localhost:4000/claude-code/plugins \\\n -H \"Authorization: Bearer sk-...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"name\": \"my-plugin\",\n \"source\": {\"source\": \"github\", \"repo\": \"org/my-plugin\"},\n \"version\": \"1.0.0\",\n \"description\": \"My awesome plugin\"\n }'\n ```", "operationId": "register_plugin_claude_code_plugins_post", "requestBody": { "content": { @@ -5010,7 +5310,7 @@ }, "/claude-code/plugins/{plugin_name}": { "delete": { - "description": "Delete a plugin from the marketplace.\n\nParameters:\n - plugin_name: The name of the plugin to delete", + "description": "Delete a plugin from the marketplace.\n\nRequires a proxy admin API key.\n\nParameters:\n - plugin_name: The name of the plugin to delete", "operationId": "delete_plugin_claude_code_plugins__plugin_name__delete", "parameters": [ { @@ -5098,7 +5398,7 @@ ] }, "put": { - "description": "Update an existing plugin in the LiteLLM marketplace.\n\nThe plugin is identified by its name in the path, which is the resource\nidentity and cannot be changed here. This is a full replace, not a merge:\nthe manifest is rebuilt from the request body, so any optional field left\nout is reset to its default (e.g. an omitted version is cleared, not kept).\nSend the full desired state.\n\nReturns 404 if no plugin with the given name exists; use\nPOST /claude-code/plugins to create a new plugin.\n\nParameters:\n - plugin_name: Name of the plugin to update (path parameter)\n - source: Git source reference (github, url, or git-subdir format)\n - version: Semantic version (optional)\n - description: Plugin description (optional)\n - author: Author information (optional)\n - homepage: Plugin homepage URL (optional)\n - keywords: Search keywords (optional)\n - category: Plugin category (optional)\n\nReturns:\n Update status (action is always \"updated\") and plugin information.\n\nExample:\n ```bash\n curl -X PUT http://localhost:4000/claude-code/plugins/my-plugin \\\n -H \"Authorization: Bearer sk-...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"source\": {\"source\": \"github\", \"repo\": \"org/my-plugin\"},\n \"version\": \"2.0.0\",\n \"description\": \"My awesome plugin\"\n }'\n ```", + "description": "Update an existing plugin in the LiteLLM marketplace.\n\nThe plugin is identified by its name in the path, which is the resource\nidentity and cannot be changed here. This is a full replace, not a merge:\nthe manifest is rebuilt from the request body, so any optional field left\nout is reset to its default (e.g. an omitted version is cleared, not kept).\nSend the full desired state.\n\nReturns 404 if no plugin with the given name exists; use\nPOST /claude-code/plugins to create a new plugin.\n\nRequires a proxy admin API key.\n\nParameters:\n - plugin_name: Name of the plugin to update (path parameter)\n - source: Git source reference (github, url, or git-subdir format)\n - version: Semantic version (optional)\n - description: Plugin description (optional)\n - author: Author information (optional)\n - homepage: Plugin homepage URL (optional)\n - keywords: Search keywords (optional)\n - category: Plugin category (optional)\n\nReturns:\n Update status (action is always \"updated\") and plugin information.\n\nExample:\n ```bash\n curl -X PUT http://localhost:4000/claude-code/plugins/my-plugin \\\n -H \"Authorization: Bearer sk-...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"source\": {\"source\": \"github\", \"repo\": \"org/my-plugin\"},\n \"version\": \"2.0.0\",\n \"description\": \"My awesome plugin\"\n }'\n ```", "operationId": "update_plugin_claude_code_plugins__plugin_name__put", "parameters": [ { @@ -5156,7 +5456,7 @@ }, "/claude-code/plugins/{plugin_name}/disable": { "post": { - "description": "Disable a plugin without deleting it.\n\nParameters:\n - plugin_name: The name of the plugin to disable", + "description": "Disable a plugin without deleting it.\n\nRequires a proxy admin API key.\n\nParameters:\n - plugin_name: The name of the plugin to disable", "operationId": "disable_plugin_claude_code_plugins__plugin_name__disable_post", "parameters": [ { @@ -5202,7 +5502,7 @@ }, "/claude-code/plugins/{plugin_name}/enable": { "post": { - "description": "Enable a disabled plugin.\n\nParameters:\n - plugin_name: The name of the plugin to enable", + "description": "Enable a disabled plugin.\n\nRequires a proxy admin API key.\n\nParameters:\n - plugin_name: The name of the plugin to enable", "operationId": "enable_plugin_claude_code_plugins__plugin_name__enable_post", "parameters": [ { @@ -5517,6 +5817,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -5929,6 +6236,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -6245,6 +6559,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -6283,6 +6604,26 @@ "delete": { "description": "Delete Hashicorp Vault configuration. Idempotent.", "operationId": "delete_hashicorp_vault_config_config_overrides_hashicorp_vault_delete", + "parameters": [ + { + "description": "The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability", + "in": "header", + "name": "litellm-changed-by", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability", + "title": "Litellm-Changed-By" + } + } + ], "responses": { "200": { "content": { @@ -6291,6 +6632,16 @@ } }, "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" } }, "security": [ @@ -6331,6 +6682,26 @@ "post": { "description": "Update Hashicorp Vault secret manager configuration.\nSets environment variables, encrypts sensitive fields, and stores in DB.\nReinitializes the secret manager on this pod.", "operationId": "update_hashicorp_vault_config_config_overrides_hashicorp_vault_post", + "parameters": [ + { + "description": "The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability", + "in": "header", + "name": "litellm-changed-by", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability", + "title": "Litellm-Changed-By" + } + } + ], "requestBody": { "content": { "application/json": { @@ -6932,6 +7303,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -7826,6 +8204,251 @@ } } }, + "gemini_agents": { + "components": { + "schemas": { + "HTTPValidationError": { + "properties": { + "detail": { + "items": { + "$ref": "#/components/schemas/ValidationError" + }, + "title": "Detail", + "type": "array" + } + }, + "title": "HTTPValidationError", + "type": "object" + }, + "ValidationError": { + "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, + "loc": { + "items": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "integer" + } + ] + }, + "title": "Location", + "type": "array" + }, + "msg": { + "title": "Message", + "type": "string" + }, + "type": { + "title": "Error Type", + "type": "string" + } + }, + "required": [ + "loc", + "msg", + "type" + ], + "title": "ValidationError", + "type": "object" + } + } + }, + "paths": { + "/v1beta/agents": { + "get": { + "description": "List all custom agents on the Gemini side.\n\nPass per-request Gemini credentials via the JSON-encoded\n``litellm_params_template`` query parameter. Flat query parameters\n(e.g. ``?api_key=AIza...``) are intentionally ignored \u2014 see\n``_merge_query_params_into_data`` for the rationale.\n\n```bash\ncurl \"http://localhost:4000/v1beta/agents?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D\" \\\n -H \"Authorization: Bearer sk-...\"\n```", + "operationId": "list_gemini_agents_v1beta_agents_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "List Gemini Agents", + "tags": [ + "gemini_agents" + ] + }, + "post": { + "description": "Create a named custom agent on the Gemini side.\n\nExample:\n```bash\ncurl -X POST \"http://localhost:4000/v1beta/agents\" \\\n -H \"Authorization: Bearer sk-...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"name\": \"my-custom-slides-agent\",\n \"base_agent\": \"waverunner\",\n \"instructions\": \"You are a helpful assistant that creates slides.\",\n \"base_environment\": {\n \"type\": \"remote\",\n \"sources\": [\n {\"type\": \"gcs\", \"source\": \"gs://eap-templates/slides-skill\",\n \"target\": \"/.agents/skills/slides-skill\"}\n ]\n }\n }'\n```", + "operationId": "create_gemini_agent_v1beta_agents_post", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Create Gemini Agent", + "tags": [ + "gemini_agents" + ] + } + }, + "/v1beta/agents/{name}": { + "delete": { + "description": "Delete a custom agent by name.\n\nPass per-request Gemini credentials via the JSON-encoded\n``litellm_params_template`` query parameter. Flat query parameters\n(e.g. ``?api_key=AIza...``) are intentionally ignored \u2014 see\n``_merge_query_params_into_data`` for the rationale.\n\n```bash\ncurl -X DELETE \"http://localhost:4000/v1beta/agents/my-custom-slides-agent?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D\" \\\n -H \"Authorization: Bearer sk-...\"\n```", + "operationId": "delete_gemini_agent_v1beta_agents__name__delete", + "parameters": [ + { + "in": "path", + "name": "name", + "required": true, + "schema": { + "title": "Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Delete Gemini Agent", + "tags": [ + "gemini_agents" + ] + }, + "get": { + "description": "Get a specific custom agent by name.\n\nPass per-request Gemini credentials via the JSON-encoded\n``litellm_params_template`` query parameter. Flat query parameters\n(e.g. ``?api_key=AIza...``) are intentionally ignored \u2014 see\n``_merge_query_params_into_data`` for the rationale.\n\n```bash\ncurl \"http://localhost:4000/v1beta/agents/my-custom-slides-agent?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D\" \\\n -H \"Authorization: Bearer sk-...\"\n```", + "operationId": "get_gemini_agent_v1beta_agents__name__get", + "parameters": [ + { + "in": "path", + "name": "name", + "required": true, + "schema": { + "title": "Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Get Gemini Agent", + "tags": [ + "gemini_agents" + ] + } + }, + "/v1beta/agents/{name}/versions": { + "get": { + "description": "List versions of a custom agent.\n\nPass per-request Gemini credentials via the JSON-encoded\n``litellm_params_template`` query parameter. Flat query parameters\n(e.g. ``?api_key=AIza...``) are intentionally ignored \u2014 see\n``_merge_query_params_into_data`` for the rationale.\n\n```bash\ncurl \"http://localhost:4000/v1beta/agents/my-custom-slides-agent/versions?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D\" \\\n -H \"Authorization: Bearer sk-...\"\n```", + "operationId": "list_gemini_agent_versions_v1beta_agents__name__versions_get", + "parameters": [ + { + "in": "path", + "name": "name", + "required": true, + "schema": { + "title": "Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "List Gemini Agent Versions", + "tags": [ + "gemini_agents" + ] + } + } + } + }, "guardrails": { "components": { "schemas": { @@ -7917,7 +8540,7 @@ "title": "ApplyGuardrailResponse", "type": "object" }, - "BaseLitellmParams-Input": { + "BaseLitellmParams": { "additionalProperties": true, "properties": { "additional_provider_specific_params": { @@ -8121,7 +8744,7 @@ } ], "default": true, - "description": "Whether to fail the request if Model Armor encounters an error", + "description": "Whether to fail the request if the guardrail encounters an error. Implemented by guardrail='model_armor' and 'generic_guardrail_api'. True (default) raises the error. False logs a critical error and lets the request proceed, so only a valid guardrail response can block or modify it.", "title": "Fail On Error" }, "guard_name": { @@ -8196,6 +8819,22 @@ "description": "Optional field if guardrail requires a 'model' parameter", "title": "Model" }, + "on_sensitive_data": { + "anyOf": [ + { + "enum": [ + "block", + "route" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Action to take when sensitive data is detected. 'block' raises an exception (default behavior). 'route' reroutes the request to the model specified in sensitive_data_route_to_model.", + "title": "On Sensitive Data" + }, "on_violation": { "anyOf": [ { @@ -8212,6 +8851,19 @@ "description": "For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection.", "title": "On Violation" }, + "only_scan_new_messages": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": false, + "description": "When True, the guardrail only scans messages that have not already been scanned earlier in the same session (identified by litellm_session_id / session_id). Message content is hashed per session and cached; only the diff (new or edited messages) is sent to the guardrail provider on follow-up calls. Falls back to a full scan when the request has no session id or the cache is unavailable. Intended for blocking/detection guardrails; not applied when mask_request_content is set.", + "title": "Only Scan New Messages" + }, "pangea_input_recipe": { "anyOf": [ { @@ -8275,6 +8927,55 @@ "description": "The message the bot speaks aloud when a /v1/realtime guardrail fires. Falls back to violation_message_template if not set.", "title": "Realtime Violation Message" }, + "run_in_parallel": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "description": "When True, this pre_call or post_call guardrail runs concurrently with other opted-in guardrails of the same hook, after the sequential guardrails have run. Use only for block-only guardrails that inspect and reject; do not enable it for guardrails that modify the request or response (e.g. PII masking or sensitive-data routing), since parallel runs share one snapshot and their mutations would race.", + "title": "Run In Parallel" + }, + "sanitize_error_detail": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": true, + "description": "For guardrail='model_armor': omit the raw Model Armor response from caller-facing errors and logs by default. Set False to restore verbose output.", + "title": "Sanitize Error Detail" + }, + "scan_only_tool_results": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "description": "When True, unified guardrails only evaluate tool results, the untrusted data an agent feeds back into the model, and skip system, user, and assistant content. Intended for agent harnesses whose own prompt scaffolding is trusted but often trips prompt-attack detectors.", + "title": "Scan Only Tool Results" + }, + "sensitive_data_route_to_model": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Model to route requests to when sensitive data is detected and on_sensitive_data='route'. This is typically an on-premise model for data privacy. The routing decision persists for the entire session.", + "title": "Sensitive Data Route To Model" + }, "severity_threshold": { "anyOf": [ { @@ -8296,9 +8997,47 @@ "type": "null" } ], - "description": "When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting.", + "description": "When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. For Anthropic /v1/messages, the flag applies only to the trusted top-level system prompt. In-sequence system entries are untrusted client input and remain in texts and structured_messages.", "title": "Skip System Message In Guardrail" }, + "skip_tool_message_in_guardrail": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "description": "When True, unified guardrails skip tool-role messages when building evaluation inputs (texts and structured_messages). When False, tool messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_tool_message_in_guardrail setting.", + "title": "Skip Tool Message In Guardrail" + }, + "skip_unscannable_attachments": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": false, + "description": "Implemented by guardrail='model_armor'. When True, attachment references that carry no inline bytes (file_id, gs://, or http(s) URLs) pass through unscanned instead of blocking, while fail_on_error still governs real Model Armor API errors. Default False blocks them.", + "title": "Skip Unscannable Attachments" + }, + "sticky_session_routing": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": true, + "description": "When True (default), after sensitive data is detected and routed, all subsequent requests in the same session will continue routing to the same model.", + "title": "Sticky Session Routing" + }, "template_id": { "anyOf": [ { @@ -8311,9 +9050,21 @@ "description": "The ID of your Model Armor template", "title": "Template Id" }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "description": "Per-request timeout for the guardrail provider API call (seconds). Accepts int, float, or numeric string; coerced to float on load. Each guardrail handler chooses its own default when unset.", + "title": "Timeout" + }, "unreachable_fallback": { "default": "fail_closed", - "description": "Behavior when a guardrail endpoint is unreachable due to network errors. NOTE: This is currently only implemented by guardrail='generic_guardrail_api'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed.", + "description": "Behavior when a guardrail endpoint is unreachable due to network errors. Implemented by guardrail='generic_guardrail_api', 'akto', 'vigil_guard', 'repelloai', 'headroom', and 'compresr'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed.", "enum": [ "fail_closed", "fail_open" @@ -8337,424 +9088,173 @@ "title": "BaseLitellmParams", "type": "object" }, - "BaseLitellmParams-Output": { - "additionalProperties": true, + "BedrockChecksConfigModel": { + "description": "Inline `checks` config for the resource-less Bedrock InvokeGuardrailChecks API.\n\nInclude only the checks you want to run; at least one must be set.", "properties": { - "additional_provider_specific_params": { + "contentFilter": { "anyOf": [ { - "additionalProperties": true, - "type": "object" + "$ref": "#/components/schemas/BedrockChecksContentFilterModel" }, { "type": "null" } - ], - "description": "Additional provider-specific parameters for generic guardrail APIs", - "title": "Additional Provider Specific Params" + ] }, - "api_base": { + "promptAttack": { "anyOf": [ { - "type": "string" + "$ref": "#/components/schemas/BedrockChecksPromptAttackModel" }, { "type": "null" } - ], - "description": "Base URL for the guardrail service API", - "title": "Api Base" + ] }, - "api_endpoint": { + "sensitiveInformation": { "anyOf": [ { - "type": "string" + "$ref": "#/components/schemas/BedrockChecksSensitiveInformationModel" }, { "type": "null" } - ], - "description": "Optional custom API endpoint for Model Armor", - "title": "Api Endpoint" - }, - "api_key": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "API key for the guardrail service", - "title": "Api Key" - }, - "blocked_words": { - "anyOf": [ - { - "items": { - "$ref": "#/components/schemas/BlockedWord" - }, - "type": "array" - }, - { - "type": "null" - } - ], - "description": "List of blocked words with individual actions", - "title": "Blocked Words" - }, - "blocked_words_file": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Path to YAML file containing blocked_words list", - "title": "Blocked Words File" - }, - "categories": { - "anyOf": [ - { - "items": { - "$ref": "#/components/schemas/ContentFilterCategoryConfig" - }, - "type": "array" - }, - { - "type": "null" - } - ], - "description": "List of prebuilt categories to enable (harmful_*, bias_*)", - "title": "Categories" - }, - "category_thresholds": { - "anyOf": [ - { - "$ref": "#/components/schemas/LakeraCategoryThresholds" - }, - { - "type": "null" - } - ], - "description": "Threshold configuration for Lakera guardrail categories" - }, - "credentials": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Path to Google Cloud credentials JSON file or JSON string", - "title": "Credentials" - }, - "custom_code": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Python-like code containing the apply_guardrail function for custom guardrail logic", - "title": "Custom Code" - }, - "default_on": { - "anyOf": [ - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "description": "Whether the guardrail is enabled by default", - "title": "Default On" - }, - "detect_secrets_config": { - "anyOf": [ - { - "additionalProperties": true, - "type": "object" - }, - { - "type": "null" - } - ], - "description": "Configuration for detect-secrets guardrail", - "title": "Detect Secrets Config" - }, - "end_session_after_n_fails": { - "anyOf": [ - { - "type": "integer" - }, - { - "type": "null" - } - ], - "description": "For /v1/realtime sessions: automatically close the session after this many guardrail violations.", - "title": "End Session After N Fails" - }, - "experimental_use_latest_role_message_only": { - "anyOf": [ - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "default": false, - "description": "When True, guardrails only receive the latest message for the relevant role (e.g., newest user input pre-call, newest assistant output post-call)", - "title": "Experimental Use Latest Role Message Only" - }, - "extra_headers": { - "anyOf": [ - { - "items": { - "type": "string" - }, - "type": "array" - }, - { - "type": "null" - } - ], - "description": "Header names to forward from the client request to the guardrail (e.g. x-request-id). Only these headers' values are sent; others may be omitted or sent as [present]. Used by generic_guardrail_api (similar to MCP extra_headers).", - "title": "Extra Headers" - }, - "fail_on_error": { - "anyOf": [ - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "default": true, - "description": "Whether to fail the request if Model Armor encounters an error", - "title": "Fail On Error" - }, - "guard_name": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Name of the guardrail in guardrails.ai", - "title": "Guard Name" - }, - "keyword_redaction_tag": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Tag to use for keyword redaction", - "title": "Keyword Redaction Tag" - }, - "location": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Google Cloud location/region (e.g., us-central1)", - "title": "Location" - }, - "mask_request_content": { - "anyOf": [ - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "description": "Will mask request content if guardrail makes any changes", - "title": "Mask Request Content" - }, - "mask_response_content": { - "anyOf": [ - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "description": "Will mask response content if guardrail makes any changes", - "title": "Mask Response Content" - }, - "model": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Optional field if guardrail requires a 'model' parameter", - "title": "Model" - }, - "on_violation": { - "anyOf": [ - { - "enum": [ - "warn", - "end_session" - ], - "type": "string" - }, - { - "type": "null" - } - ], - "description": "For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection.", - "title": "On Violation" - }, - "pangea_input_recipe": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Recipe for input (LLM request)", - "title": "Pangea Input Recipe" - }, - "pangea_output_recipe": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Recipe for output (LLM response)", - "title": "Pangea Output Recipe" - }, - "pattern_redaction_format": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Format string for pattern redaction (use {pattern_name} placeholder)", - "title": "Pattern Redaction Format" - }, - "patterns": { - "anyOf": [ - { - "items": { - "$ref": "#/components/schemas/ContentFilterPattern" - }, - "type": "array" - }, - { - "type": "null" - } - ], - "description": "List of patterns (prebuilt or custom regex) to detect", - "title": "Patterns" - }, - "realtime_violation_message": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "The message the bot speaks aloud when a /v1/realtime guardrail fires. Falls back to violation_message_template if not set.", - "title": "Realtime Violation Message" - }, - "severity_threshold": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Minimum severity to block (high, medium, low)", - "title": "Severity Threshold" - }, - "skip_system_message_in_guardrail": { - "anyOf": [ - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "description": "When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting.", - "title": "Skip System Message In Guardrail" - }, - "template_id": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "The ID of your Model Armor template", - "title": "Template Id" - }, - "unreachable_fallback": { - "default": "fail_closed", - "description": "Behavior when a guardrail endpoint is unreachable due to network errors. NOTE: This is currently only implemented by guardrail='generic_guardrail_api'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed.", - "enum": [ - "fail_closed", - "fail_open" - ], - "title": "Unreachable Fallback", - "type": "string" - }, - "violation_message_template": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Custom message when a guardrail blocks an action. Supports placeholders like {tool_name}, {rule_id}, and {default_message}.", - "title": "Violation Message Template" + ] } }, - "title": "BaseLitellmParams", + "title": "BedrockChecksConfigModel", + "type": "object" + }, + "BedrockChecksContentFilterCategoryItem": { + "properties": { + "category": { + "enum": [ + "VIOLENCE", + "HATE", + "SEXUAL", + "MISCONDUCT", + "INSULTS" + ], + "title": "Category", + "type": "string" + } + }, + "required": [ + "category" + ], + "title": "BedrockChecksContentFilterCategoryItem", + "type": "object" + }, + "BedrockChecksContentFilterModel": { + "properties": { + "categories": { + "items": { + "$ref": "#/components/schemas/BedrockChecksContentFilterCategoryItem" + }, + "title": "Categories", + "type": "array" + } + }, + "required": [ + "categories" + ], + "title": "BedrockChecksContentFilterModel", + "type": "object" + }, + "BedrockChecksPromptAttackCategoryItem": { + "properties": { + "category": { + "enum": [ + "JAILBREAK", + "PROMPT_INJECTION", + "PROMPT_LEAKAGE" + ], + "title": "Category", + "type": "string" + } + }, + "required": [ + "category" + ], + "title": "BedrockChecksPromptAttackCategoryItem", + "type": "object" + }, + "BedrockChecksPromptAttackModel": { + "properties": { + "categories": { + "items": { + "$ref": "#/components/schemas/BedrockChecksPromptAttackCategoryItem" + }, + "title": "Categories", + "type": "array" + } + }, + "required": [ + "categories" + ], + "title": "BedrockChecksPromptAttackModel", + "type": "object" + }, + "BedrockChecksSensitiveInformationEntityItem": { + "properties": { + "type": { + "enum": [ + "ADDRESS", + "AGE", + "AWS_ACCESS_KEY", + "AWS_SECRET_KEY", + "CA_HEALTH_NUMBER", + "CA_SOCIAL_INSURANCE_NUMBER", + "CREDIT_DEBIT_CARD_CVV", + "CREDIT_DEBIT_CARD_EXPIRY", + "CREDIT_DEBIT_CARD_NUMBER", + "DRIVER_ID", + "EMAIL", + "INTERNATIONAL_BANK_ACCOUNT_NUMBER", + "IP_ADDRESS", + "LICENSE_PLATE", + "MAC_ADDRESS", + "NAME", + "PASSWORD", + "PHONE", + "PIN", + "SWIFT_CODE", + "UK_NATIONAL_HEALTH_SERVICE_NUMBER", + "UK_NATIONAL_INSURANCE_NUMBER", + "UK_UNIQUE_TAXPAYER_REFERENCE_NUMBER", + "URL", + "USERNAME", + "US_BANK_ACCOUNT_NUMBER", + "US_BANK_ROUTING_NUMBER", + "US_INDIVIDUAL_TAX_IDENTIFICATION_NUMBER", + "US_PASSPORT_NUMBER", + "US_SOCIAL_SECURITY_NUMBER", + "VEHICLE_IDENTIFICATION_NUMBER" + ], + "title": "Type", + "type": "string" + } + }, + "required": [ + "type" + ], + "title": "BedrockChecksSensitiveInformationEntityItem", + "type": "object" + }, + "BedrockChecksSensitiveInformationModel": { + "properties": { + "entities": { + "items": { + "$ref": "#/components/schemas/BedrockChecksSensitiveInformationEntityItem" + }, + "title": "Entities", + "type": "array" + } + }, + "required": [ + "entities" + ], + "title": "BedrockChecksSensitiveInformationModel", "type": "object" }, "BlockedWord": { @@ -8789,6 +9289,187 @@ "title": "BlockedWord", "type": "object" }, + "CiscoAIDefenseGuardrailConfigModelOptionalParams": { + "additionalProperties": true, + "description": "Optional parameters for the Cisco AI Defense guardrail.", + "properties": { + "enabled_rules": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/CiscoAIDefenseRule" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "description": "Explicit list of Cisco AI Defense rules to evaluate. If omitted, the policies configured for the API key in the Cisco AI Defense UI are used.", + "title": "Enabled Rules" + }, + "fallback_on_error": { + "anyOf": [ + { + "enum": [ + "allow", + "block" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "default": "block", + "description": "Behaviour when the Cisco AI Defense API is unavailable: 'allow' proceeds without scanning (high availability), 'block' rejects the request (maximum security).", + "title": "Fallback On Error" + }, + "inspect_path": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Override for the inspection endpoint path. Defaults to /api/v1/inspect/chat when inspection_type='chat' and /api/v1/inspect/mcp when inspection_type='mcp'.", + "title": "Inspect Path" + }, + "inspection_type": { + "default": "chat", + "description": "Which Cisco AI Defense inspection surface to use. 'chat' scans LLM model conversations via /api/v1/inspect/chat. 'mcp' scans MCP tool calls via /api/v1/inspect/mcp. Each guardrail instance targets exactly one surface; configure two guardrails to scan both chat and MCP traffic.", + "enum": [ + "chat", + "mcp" + ], + "title": "Inspection Type", + "type": "string" + }, + "integration_profile_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Integration profile id to apply (advanced).", + "title": "Integration Profile Id" + }, + "integration_profile_version": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Integration profile version to apply (advanced).", + "title": "Integration Profile Version" + }, + "integration_tenant_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Integration tenant id to apply (advanced).", + "title": "Integration Tenant Id" + }, + "integration_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Integration type to apply (advanced).", + "title": "Integration Type" + }, + "on_flagged_action": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": "block", + "description": "Action to take when Cisco AI Defense flags content. 'block' raises an HTTPException; 'monitor' logs the detection and lets the request continue.", + "title": "On Flagged Action" + }, + "timeout": { + "anyOf": [ + { + "maximum": 60.0, + "minimum": 1.0, + "type": "number" + }, + { + "type": "null" + } + ], + "default": 10.0, + "description": "Timeout (seconds) for Cisco AI Defense API calls (1-60).", + "title": "Timeout" + } + }, + "title": "CiscoAIDefenseGuardrailConfigModelOptionalParams", + "type": "object" + }, + "CiscoAIDefenseRule": { + "description": "A single rule to enable for Cisco AI Defense inspection.", + "properties": { + "entity_types": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "description": "Optional list of entity types for the rule (e.g. 'Email Address', 'Phone Number'). Applies to rules such as PII, PCI, and PHI.", + "title": "Entity Types" + }, + "rule_name": { + "description": "The canonical Cisco AI Defense rule name to evaluate.", + "enum": [ + "Code Detection", + "Harassment", + "Hate Speech", + "PCI", + "PHI", + "PII", + "Prompt Injection", + "Profanity", + "Sexual Content & Exploitation", + "Social Division & Polarization", + "Violence & Public Safety Threats" + ], + "title": "Rule Name", + "type": "string" + } + }, + "required": [ + "rule_name" + ], + "title": "CiscoAIDefenseRule", + "type": "object" + }, "ContentFilterAction": { "description": "Action to take when content filter detects a match", "enum": [ @@ -8933,106 +9614,6 @@ "title": "GUARDRAIL_DEFINITION_LOCATION", "type": "string" }, - "GraySwanGuardrailConfigModelOptionalParams": { - "description": "Optional parameters for the Gray Swan guardrail.", - "properties": { - "categories": { - "anyOf": [ - { - "additionalProperties": { - "type": "string" - }, - "type": "object" - }, - { - "type": "null" - } - ], - "description": "Default Gray Swan category definitions to send with each request.", - "title": "Categories" - }, - "fail_open": { - "anyOf": [ - { - "type": "boolean" - }, - { - "type": "null" - } - ], - "default": true, - "description": "If true (default), errors contacting Gray Swan are logged and the request proceeds. If false, errors propagate and block the request.", - "title": "Fail Open" - }, - "guardrail_timeout": { - "anyOf": [ - { - "type": "number" - }, - { - "type": "null" - } - ], - "default": 30.0, - "description": "Timeout in seconds for calling the Gray Swan guardrail service.", - "title": "Guardrail Timeout" - }, - "on_flagged_action": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "default": "passthrough", - "description": "Action when a violation is detected: 'block' rejects the call (400 error), 'monitor' logs only, 'passthrough' replaces response content with violation message (200 status).", - "title": "On Flagged Action" - }, - "policy_id": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Gray Swan policy identifier to apply during monitoring.", - "title": "Policy Id" - }, - "reasoning_mode": { - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "description": "Gray Swan reasoning mode override. Accepted values: 'off', 'hybrid', 'thinking'.", - "title": "Reasoning Mode" - }, - "violation_threshold": { - "anyOf": [ - { - "maximum": 1.0, - "minimum": 0.0, - "type": "number" - }, - { - "type": "null" - } - ], - "default": 0.5, - "description": "Threshold between 0 and 1 at which Gray Swan violations trigger the configured action.", - "title": "Violation Threshold" - } - }, - "title": "GraySwanGuardrailConfigModelOptionalParams", - "type": "object" - }, "Guardrail": { "properties": { "created_at": { @@ -9156,7 +9737,7 @@ "litellm_params": { "anyOf": [ { - "$ref": "#/components/schemas/BaseLitellmParams-Output" + "$ref": "#/components/schemas/BaseLitellmParams" }, { "type": "null" @@ -9506,7 +10087,7 @@ "type": "null" } ], - "description": "Base URL for the Lakera AI API", + "description": "Regional base URL for the Cisco AI Defense Inspection API. Defaults to https://us.api.inspect.aidefense.security.cisco.com. Supported regions: us (us-west-2), ap (ap-ne-1), eu (eu-central-1). The environment variable `CISCO_AI_DEFENSE_API_BASE` is consulted as a fallback. The endpoint path is derived from inspection_type (/api/v1/inspect/chat for 'chat', /api/v1/inspect/mcp for 'mcp').", "title": "Api Base" }, "api_endpoint": { @@ -9542,7 +10123,7 @@ "type": "null" } ], - "description": "API key for the Lakera AI service", + "description": "API key for the Cisco AI Defense inspection endpoint. If not provided, the `CISCO_AI_DEFENSE_API_KEY` environment variable is used. Sent in the `X-Cisco-AI-Defense-API-Key` header. Both the chat and MCP endpoints use this key.", "title": "Api Key" }, "api_version": { @@ -9597,6 +10178,18 @@ "description": "Custom assertions to validate against the output. Each assertion is a string describing a condition.", "title": "Assertions" }, + "asset_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Repello asset ID whose dashboard policies are enforced. Required; the guardrail raises at init if it is missing.", + "title": "Asset Id" + }, "async_mode": { "anyOf": [ { @@ -9887,6 +10480,24 @@ ], "description": "Threshold configuration for Lakera guardrail categories" }, + "checks": { + "anyOf": [ + { + "$ref": "#/components/schemas/BedrockChecksConfigModel" + }, + { + "type": "null" + } + ], + "description": "Inline safeguards for the resource-less InvokeGuardrailChecks API (contentFilter / promptAttack / sensitiveInformation). When set, the guardrail calls InvokeGuardrailChecks instead of ApplyGuardrail and no guardrailIdentifier is required. Mutually exclusive with guardrailIdentifier." + }, + "chunk_budget_chars": { + "default": 25000, + "description": "ApplyGuardrail: batch size, in characters, used to re-send content after AWS has rejected a request as too large. Requests AWS accepts are always sent in a single call, so this has no effect until a rejection happens. Defaults to 25,000; a batch AWS still rejects is bisected automatically, so this value only trades round trips against batch size and cannot fail a request on its own.", + "exclusiveMinimum": 0.0, + "title": "Chunk Budget Chars", + "type": "integer" + }, "confidence_threshold": { "default": 0.5, "default_value": 0.5, @@ -9913,6 +10524,21 @@ "description": "Additional configuration for the guardrail", "title": "Config" }, + "content_filter_threshold": { + "anyOf": [ + { + "maximum": 1.0, + "minimum": 0.0, + "type": "number" + }, + { + "type": "null" + } + ], + "default": 0.5, + "description": "InvokeGuardrailChecks: block when any contentFilter severityScore >= this value (scores are in [0,1]). Set to null to make the content filter detect-only (logged, never blocks).", + "title": "Content Filter Threshold" + }, "content_moderation_check": { "anyOf": [ { @@ -9949,6 +10575,18 @@ "description": "Python-like code containing the apply_guardrail function for custom guardrail logic", "title": "Custom Code" }, + "deepkeep_firewall_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "The DeepKeep Firewall ID to use for guardrail evaluation. If not provided, the `DEEPKEEP_FIREWALL_ID` environment variable is checked.", + "title": "Deepkeep Firewall Id" + }, "default_action": { "default": "deny", "description": "Fallback decision when no rule matches", @@ -10115,7 +10753,7 @@ } ], "default": true, - "description": "Whether to fail the request if Model Armor encounters an error", + "description": "Whether to fail the request if the guardrail encounters an error. Implemented by guardrail='model_armor' and 'generic_guardrail_api'. True (default) raises the error. False logs a critical error and lets the request proceed, so only a valid guardrail response can block or modify it.", "title": "Fail On Error" }, "grounding_check": { @@ -10388,7 +11026,7 @@ "type": "null" } ], - "description": "Optional field if guardrail requires a 'model' parameter", + "description": "Model name forwarded to the headroom /v1/compress endpoint.", "title": "Model" }, "monitor_mode": { @@ -10443,6 +11081,22 @@ "description": "Action to take when content is flagged: 'block' (raise exception) or 'monitor' (log only)", "title": "On Flagged Action" }, + "on_sensitive_data": { + "anyOf": [ + { + "enum": [ + "block", + "route" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Action to take when sensitive data is detected. 'block' raises an exception (default behavior). 'route' reroutes the request to the model specified in sensitive_data_route_to_model.", + "title": "On Sensitive Data" + }, "on_violation": { "anyOf": [ { @@ -10459,10 +11113,23 @@ "description": "For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection.", "title": "On Violation" }, + "only_scan_new_messages": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": false, + "description": "When True, the guardrail only scans messages that have not already been scanned earlier in the same session (identified by litellm_session_id / session_id). Message content is hashed per session and cached; only the diff (new or edited messages) is sent to the guardrail provider on follow-up calls. Falls back to a full scan when the request has no session id or the cache is unavailable. Intended for blocking/detection guardrails; not applied when mask_request_content is set.", + "title": "Only Scan New Messages" + }, "optional_params": { "anyOf": [ { - "$ref": "#/components/schemas/GraySwanGuardrailConfigModelOptionalParams" + "$ref": "#/components/schemas/CiscoAIDefenseGuardrailConfigModelOptionalParams" }, { "type": "null" @@ -10571,6 +11238,21 @@ "description": "Enable PII (Personally Identifiable Information) detection.", "title": "Pii Check" }, + "pii_confidence_threshold": { + "anyOf": [ + { + "maximum": 1.0, + "minimum": 0.0, + "type": "number" + }, + { + "type": "null" + } + ], + "default": 0.5, + "description": "InvokeGuardrailChecks: block when any sensitiveInformation confidenceScore >= this value (scores are in [0,1]). Set to null to make PII detection detect-only.", + "title": "Pii Confidence Threshold" + }, "pii_entities_config": { "anyOf": [ { @@ -10634,6 +11316,30 @@ "title": "Policy Names", "ui_type": "multiselect" }, + "post_checkpoint_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Post-checkpoint ID for the Ovalix Tracker service.", + "title": "Post Checkpoint Id" + }, + "pre_checkpoint_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Pre-checkpoint ID for the Ovalix Tracker service.", + "title": "Pre Checkpoint Id" + }, "presidio_ad_hoc_recognizers": { "anyOf": [ { @@ -10766,6 +11472,21 @@ "description": "Project ID for the Lakera AI project", "title": "Project Id" }, + "prompt_attack_threshold": { + "anyOf": [ + { + "maximum": 1.0, + "minimum": 0.0, + "type": "number" + }, + { + "type": "null" + } + ], + "default": 0.5, + "description": "InvokeGuardrailChecks: block when any promptAttack severityScore >= this value (scores are in [0,1]). Set to null to make prompt-attack detection detect-only.", + "title": "Prompt Attack Threshold" + }, "prompt_injections": { "anyOf": [ { @@ -10805,6 +11526,43 @@ "description": "Ordered allow/deny rules. Patterns use regex for tool names/types and optional regex constraints on tool arguments.", "title": "Rules" }, + "run_in_parallel": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "description": "When True, this pre_call or post_call guardrail runs concurrently with other opted-in guardrails of the same hook, after the sequential guardrails have run. Use only for block-only guardrails that inspect and reject; do not enable it for guardrails that modify the request or response (e.g. PII masking or sensitive-data routing), since parallel runs share one snapshot and their mutations would race.", + "title": "Run In Parallel" + }, + "sanitize_error_detail": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": true, + "description": "For guardrail='model_armor': omit the raw Model Armor response from caller-facing errors and logs by default. Set False to restore verbose output.", + "title": "Sanitize Error Detail" + }, + "scan_only_tool_results": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "description": "When True, unified guardrails only evaluate tool results, the untrusted data an agent feeds back into the model, and skip system, user, and assistant content. Intended for agent harnesses whose own prompt scaffolding is trusted but often trips prompt-attack detectors.", + "title": "Scan Only Tool Results" + }, "send_user_api_key_alias": { "anyOf": [ { @@ -10844,6 +11602,18 @@ "description": "Whether to send user_API_key_user_id in headers", "title": "Send User Api Key User Id" }, + "sensitive_data_route_to_model": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Model to route requests to when sensitive data is detected and on_sensitive_data='route'. This is typically an on-premise model for data privacy. The routing decision persists for the entire session.", + "title": "Sensitive Data Route To Model" + }, "severity_threshold": { "anyOf": [ { @@ -10856,6 +11626,54 @@ "description": "Minimum severity to block (high, medium, low)", "title": "Severity Threshold" }, + "singulr_api_base": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "The Singulr API base URL. Get base URL from Singulr Platform.", + "title": "Singulr Api Base" + }, + "singulr_api_key": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "The Singulr API key. Generate API key from Singulr Platform.", + "title": "Singulr Api Key" + }, + "singulr_application_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "The Singulr application ID. Get application ID from Singulr Platform.", + "title": "Singulr Application Id" + }, + "singulr_guardrail_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "The Singulr Guardrail ID. Get guardrail ID from Singulr Platform.", + "title": "Singulr Guardrail Id" + }, "skip_system_message_in_guardrail": { "anyOf": [ { @@ -10865,9 +11683,47 @@ "type": "null" } ], - "description": "When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting.", + "description": "When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. For Anthropic /v1/messages, the flag applies only to the trusted top-level system prompt. In-sequence system entries are untrusted client input and remain in texts and structured_messages.", "title": "Skip System Message In Guardrail" }, + "skip_tool_message_in_guardrail": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "description": "When True, unified guardrails skip tool-role messages when building evaluation inputs (texts and structured_messages). When False, tool messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_tool_message_in_guardrail setting.", + "title": "Skip Tool Message In Guardrail" + }, + "skip_unscannable_attachments": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": false, + "description": "Implemented by guardrail='model_armor'. When True, attachment references that carry no inline bytes (file_id, gs://, or http(s) URLs) pass through unscanned instead of blocking, while fail_on_error still governs real Model Armor API errors. Default False blocks them.", + "title": "Skip Unscannable Attachments" + }, + "sticky_session_routing": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "default": true, + "description": "When True (default), after sensitive data is detected and routed, all subsequent requests in the same session will continue routing to the same model.", + "title": "Sticky Session Routing" + }, "template_id": { "anyOf": [ { @@ -10880,6 +11736,18 @@ "description": "The ID of your Model Armor template", "title": "Template Id" }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "description": "Per-request timeout for the guardrail provider API call (seconds). Accepts int, float, or numeric string; coerced to float on load. Each guardrail handler chooses its own default when unset.", + "title": "Timeout" + }, "tool_selection_quality_check": { "anyOf": [ { @@ -10892,9 +11760,33 @@ "description": "Enable tool selection quality check to evaluate quality of tool/function calls.", "title": "Tool Selection Quality Check" }, + "tracker_api_base": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Base URL for the Ovalix Tracker service.", + "title": "Tracker Api Base" + }, + "tracker_api_key": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "API key for the Ovalix Tracker service.", + "title": "Tracker Api Key" + }, "unreachable_fallback": { "default": "fail_closed", - "description": "What to do when Akto is unreachable. 'fail_open' = allow, 'fail_closed' = block.", + "description": "Behavior when the headroom compression service is unreachable or errors. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and forwards the request uncompressed instead of blocking it.", "enum": [ "fail_closed", "fail_open" @@ -11046,7 +11938,7 @@ "litellm_params": { "anyOf": [ { - "$ref": "#/components/schemas/BaseLitellmParams-Input" + "$ref": "#/components/schemas/BaseLitellmParams" }, { "type": "null" @@ -11086,6 +11978,9 @@ "US_SSN", "UK_NHS", "UK_NINO", + "UK_PASSPORT", + "UK_POSTCODE", + "UK_VEHICLE_REGISTRATION", "ES_NIF", "ES_NIE", "IT_FISCAL_CODE", @@ -11789,6 +12684,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -13309,6 +14211,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -13609,6 +14518,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -13860,6 +14776,17 @@ }, "MCPCredentials": { "properties": { + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_value": { "anyOf": [ { @@ -13948,6 +14875,17 @@ ], "title": "Aws Session Token" }, + "client_assertion_signing_alg": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Assertion Signing Alg" + }, "client_id": { "anyOf": [ { @@ -13959,6 +14897,28 @@ ], "title": "Client Id" }, + "client_private_key": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key" + }, + "client_private_key_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key Id" + }, "client_secret": { "anyOf": [ { @@ -13970,6 +14930,42 @@ ], "title": "Client Secret" }, + "id_jag_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource" + }, + "id_jag_resource_token_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource Token Endpoint" + }, + "redirect_uris": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Redirect Uris" + }, "scopes": { "anyOf": [ { @@ -13983,11 +14979,113 @@ } ], "title": "Scopes" + }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, + "token_endpoint_auth_method": { + "anyOf": [ + { + "enum": [ + "client_secret_basic", + "client_secret_post" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Endpoint Auth Method" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, + "upstream_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Upstream Resource" } }, "title": "MCPCredentials", "type": "object" }, + "MCPEnvVar": { + "description": "One environment variable for an MCP server.\n\nVariables can be interpolated into ``static_headers`` using ``${NAME}``\nsyntax. ``scope=global`` values are stored on the server. ``scope=user``\nvalues are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by\neach user.", + "properties": { + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description" + }, + "name": { + "title": "Name", + "type": "string" + }, + "scope": { + "$ref": "#/components/schemas/MCPEnvVarScope", + "default": "global" + }, + "value": { + "default": "", + "title": "Value", + "type": "string" + } + }, + "required": [ + "name" + ], + "title": "MCPEnvVar", + "type": "object" + }, + "MCPEnvVarScope": { + "description": "Scope for an MCP server environment variable.\n\n- ``global``: value is provided by the admin and used for all users.\n- ``user``: each user must provide their own value via the per-user\n env-var endpoint. The admin-supplied ``value`` is treated as a\n placeholder/hint and is not used at request time.", + "enum": [ + "global", + "user" + ], + "title": "MCPEnvVarScope", + "type": "string" + }, "NewMCPServerRequest": { "properties": { "alias": { @@ -14039,6 +15137,17 @@ "title": "Args", "type": "array" }, + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_type": { "anyOf": [ { @@ -14050,7 +15159,11 @@ "authorization", "oauth2", "aws_sigv4", - "token" + "token", + "oauth2_token_exchange", + "oauth2_id_jag", + "true_passthrough", + "oauth_delegate" ], "type": "string" }, @@ -14115,6 +15228,22 @@ } ] }, + "dcr_bridge": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Dcr Bridge" + }, + "delegate_auth_to_upstream": { + "default": false, + "title": "Delegate Auth To Upstream", + "type": "boolean" + }, "description": { "anyOf": [ { @@ -14133,6 +15262,20 @@ "title": "Env", "type": "object" }, + "env_vars": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/MCPEnvVar" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Env Vars" + }, "extra_headers": { "anyOf": [ { @@ -14163,6 +15306,28 @@ "title": "Is Byok", "type": "boolean" }, + "issuer": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Issuer" + }, + "max_concurrent_requests": { + "anyOf": [ + { + "type": "integer" + }, + { + "type": "null" + } + ], + "title": "Max Concurrent Requests" + }, "mcp_access_groups": { "items": { "type": "string" @@ -14197,6 +15362,11 @@ ], "title": "Oauth2 Flow" }, + "oauth_passthrough": { + "default": false, + "title": "Oauth Passthrough", + "type": "boolean" + }, "registration_url": { "anyOf": [ { @@ -14266,6 +15436,17 @@ ], "title": "Static Headers" }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, "submitted_at": { "anyOf": [ { @@ -14291,6 +15472,39 @@ "description": "Server-managed: set by the endpoint; caller values are overridden.", "title": "Submitted By" }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Timeout" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, "token_url": { "anyOf": [ { @@ -14357,6 +15571,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -14391,6 +15612,134 @@ } }, "paths": { + "/mcp": { + "delete": { + "description": "Serve the aggregate MCP endpoint on the bare ``/mcp`` spelling: the\n``/mcp`` mount cannot match its bare prefix, and the resulting 307 breaks\nMCP clients behind TLS-terminating proxies.", + "operationId": "aggregate_mcp_route_mcp_delete", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Aggregate Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "get": { + "description": "Serve the aggregate MCP endpoint on the bare ``/mcp`` spelling: the\n``/mcp`` mount cannot match its bare prefix, and the resulting 307 breaks\nMCP clients behind TLS-terminating proxies.", + "operationId": "aggregate_mcp_route_mcp_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Aggregate Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "head": { + "description": "Serve the aggregate MCP endpoint on the bare ``/mcp`` spelling: the\n``/mcp`` mount cannot match its bare prefix, and the resulting 307 breaks\nMCP clients behind TLS-terminating proxies.", + "operationId": "aggregate_mcp_route_mcp_head", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Aggregate Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "options": { + "description": "Serve the aggregate MCP endpoint on the bare ``/mcp`` spelling: the\n``/mcp`` mount cannot match its bare prefix, and the resulting 307 breaks\nMCP clients behind TLS-terminating proxies.", + "operationId": "aggregate_mcp_route_mcp_options", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Aggregate Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "patch": { + "description": "Serve the aggregate MCP endpoint on the bare ``/mcp`` spelling: the\n``/mcp`` mount cannot match its bare prefix, and the resulting 307 breaks\nMCP clients behind TLS-terminating proxies.", + "operationId": "aggregate_mcp_route_mcp_patch", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Aggregate Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "post": { + "description": "Serve the aggregate MCP endpoint on the bare ``/mcp`` spelling: the\n``/mcp`` mount cannot match its bare prefix, and the resulting 307 breaks\nMCP clients behind TLS-terminating proxies.", + "operationId": "aggregate_mcp_route_mcp_post", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Aggregate Mcp Route", + "tags": [ + "mcp_app" + ] + }, + "put": { + "description": "Serve the aggregate MCP endpoint on the bare ``/mcp`` spelling: the\n``/mcp`` mount cannot match its bare prefix, and the resulting 307 breaks\nMCP clients behind TLS-terminating proxies.", + "operationId": "aggregate_mcp_route_mcp_put", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Aggregate Mcp Route", + "tags": [ + "mcp_app" + ] + } + }, "/mcp-rest/test/connection": { "post": { "description": "Test if we can connect to the provided MCP server before adding it", @@ -14508,7 +15857,7 @@ }, "/mcp-rest/tools/list": { "get": { - "description": "List all available tools with information about the server they belong to.\n\nExample response:\n{\n \"tools\": [\n {\n \"name\": \"create_zap\",\n \"description\": \"Create a new zap\",\n \"inputSchema\": \"tool_input_schema\",\n \"mcp_info\": {\n \"server_name\": \"zapier\",\n \"logo_url\": \"https://www.zapier.com/logo.png\",\n }\n }\n ],\n \"error\": null,\n \"message\": \"Successfully retrieved tools\"\n}", + "description": "List all available tools with information about the server they belong to.\n\nExample response:\n{\n \"tools\": [\n {\n \"name\": \"create_zap\",\n \"description\": \"Create a new zap\",\n \"inputSchema\": \"tool_input_schema\",\n \"mcp_info\": {\n \"server_name\": \"zapier\",\n \"logo_url\": \"https://www.zapier.com/logo.png\",\n \"server_id\": \"a1b2c3d4-...\",\n \"alias\": \"zapier_prod\",\n }\n }\n ],\n \"error\": null,\n \"message\": \"Successfully retrieved tools\"\n}", "operationId": "list_tool_rest_api_mcp_rest_tools_list_get_2", "parameters": [ { @@ -14528,6 +15877,54 @@ "description": "The server id to list tools for", "title": "Server Id" } + }, + { + "description": "Filter tools to a single MCP server by name or alias", + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Filter tools to a single MCP server by name or alias", + "title": "Mcp Server Name" + } + }, + { + "description": "Filter tools to a single toolset by name", + "in": "query", + "name": "toolset_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Filter tools to a single toolset by name", + "title": "Toolset Name" + } + }, + { + "description": "Admin only. Return the full server tool catalog without the allowed_tools filter or per-key tool permissions, so the MCP settings UI can configure the allowlist. Ignored for non-admins.", + "in": "query", + "name": "include_disabled_tools", + "required": false, + "schema": { + "default": false, + "description": "Admin only. Return the full server tool catalog without the allowed_tools filter or per-key tool permissions, so the MCP settings UI can configure the allowlist. Ignored for non-admins.", + "title": "Include Disabled Tools", + "type": "boolean" + } } ], "responses": { @@ -14569,13 +15966,635 @@ }, "mcp_byok_oauth": { "components": { - "schemas": {} + "schemas": { + "HTTPValidationError": { + "properties": { + "detail": { + "items": { + "$ref": "#/components/schemas/ValidationError" + }, + "title": "Detail", + "type": "array" + } + }, + "title": "HTTPValidationError", + "type": "object" + }, + "ValidationError": { + "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, + "loc": { + "items": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "integer" + } + ] + }, + "title": "Location", + "type": "array" + }, + "msg": { + "title": "Message", + "type": "string" + }, + "type": { + "title": "Error Type", + "type": "string" + } + }, + "required": [ + "loc", + "msg", + "type" + ], + "title": "ValidationError", + "type": "object" + } + } }, - "paths": {} + "paths": { + "/.well-known/oauth-authorization-server": { + "get": { + "description": "OAuth authorization server discovery endpoint.\n\nSupports both legacy pattern (/{server_name}) and root endpoint.", + "operationId": "oauth_authorization_server_mcp__well_known_oauth_authorization_server_get", + "parameters": [ + { + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Mcp", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-authorization-server/mcp": { + "get": { + "description": "OAuth authorization server discovery for the aggregate /mcp endpoint, the RFC 8414\npath-inserted form for a client that treats {base}/mcp as its authorization base URL.\n\nThe single-segment /mcp is reserved for the aggregate so the discovery chain stays\nconsistent: the aggregate protected-resource document advertises {base}/mcp as its\nauthorization server, so the document served here must have issuer {base}/mcp. A server\nliterally named ``mcp`` therefore does not take this route; it keeps its standard\ntwo-segment discovery at /.well-known/oauth-authorization-server/mcp/mcp. Letting the\nper-server row win here instead would serve an issuer of {base} against a resource that\nadvertised {base}/mcp, which fails the RFC 8414 issuer check and breaks the front door.", + "operationId": "oauth_authorization_server_aggregate__well_known_oauth_authorization_server_mcp_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Oauth Authorization Server Aggregate", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-authorization-server/mcp/{mcp_server_name}": { + "get": { + "description": "OAuth authorization server discovery endpoint using standard MCP URL pattern.\n\nStandard pattern: /mcp/{server_name}\nDiscovery path: /.well-known/oauth-authorization-server/mcp/{server_name}", + "operationId": "oauth_authorization_server_mcp_standard__well_known_oauth_authorization_server_mcp__mcp_server_name__get", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "title": "Mcp Server Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Mcp Standard", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-authorization-server/{mcp_server_name}": { + "get": { + "description": "OAuth authorization server discovery endpoint.\n\nSupports both legacy pattern (/{server_name}) and root endpoint.", + "operationId": "oauth_authorization_server_mcp__well_known_oauth_authorization_server__mcp_server_name__get", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Mcp", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-authorization-server/{mcp_server_name}/mcp": { + "get": { + "description": "OAuth authorization server discovery for legacy /{server_name}/mcp pattern.", + "operationId": "oauth_authorization_server_legacy__well_known_oauth_authorization_server__mcp_server_name__mcp_get", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "title": "Mcp Server Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Legacy", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-protected-resource": { + "get": { + "description": "OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.\n\nLegacy pattern: /{server_name}/mcp\nDiscovery path: /.well-known/oauth-protected-resource/{server_name}/mcp\n\nThis endpoint is kept for backward compatibility. New integrations should\nuse the standard MCP pattern (/mcp/{server_name}) instead.", + "operationId": "oauth_protected_resource_mcp__well_known_oauth_protected_resource_get", + "parameters": [ + { + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Protected Resource Mcp", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-protected-resource/mcp": { + "get": { + "description": "OAuth protected resource discovery for the aggregate /mcp endpoint.\n\nThe single-segment ``/mcp`` path does not collide with any per-server PRM pattern\n(those are two-segment: ``/mcp/{server}`` or ``/{server}/mcp``), so this unambiguously\ndescribes the aggregate resource.", + "operationId": "oauth_protected_resource_aggregate__well_known_oauth_protected_resource_mcp_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Oauth Protected Resource Aggregate", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-protected-resource/mcp/{mcp_server_name}": { + "get": { + "description": "OAuth protected resource discovery endpoint using standard MCP URL pattern.\n\nStandard pattern: /mcp/{server_name}\nDiscovery path: /.well-known/oauth-protected-resource/mcp/{server_name}\n\nThis endpoint is compliant with MCP specification and works with standard\nMCP clients like mcp-inspector and VSCode Copilot.", + "operationId": "oauth_protected_resource_mcp_standard__well_known_oauth_protected_resource_mcp__mcp_server_name__get", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "title": "Mcp Server Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Protected Resource Mcp Standard", + "tags": [ + "mcp_byok_oauth" + ] + } + }, + "/.well-known/oauth-protected-resource/{mcp_server_name}/mcp": { + "get": { + "description": "OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.\n\nLegacy pattern: /{server_name}/mcp\nDiscovery path: /.well-known/oauth-protected-resource/{server_name}/mcp\n\nThis endpoint is kept for backward compatibility. New integrations should\nuse the standard MCP pattern (/mcp/{server_name}) instead.", + "operationId": "oauth_protected_resource_mcp__well_known_oauth_protected_resource__mcp_server_name__mcp_get", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Protected Resource Mcp", + "tags": [ + "mcp_byok_oauth" + ] + } + } + } }, "mcp_discoverable": { "components": { "schemas": { + "Body_authorize_complete_authorize_complete_post": { + "properties": { + "decision": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Decision" + }, + "delivery": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Delivery" + }, + "flow": { + "title": "Flow", + "type": "string" + }, + "team_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Team Id" + } + }, + "required": [ + "flow" + ], + "title": "Body_authorize_complete_authorize_complete_post", + "type": "object" + }, + "Body_revoke_endpoint_revoke_post": { + "properties": { + "client_id": { + "title": "Client Id", + "type": "string" + }, + "token": { + "title": "Token", + "type": "string" + } + }, + "required": [ + "token", + "client_id" + ], + "title": "Body_revoke_endpoint_revoke_post", + "type": "object" + }, + "Body_token_endpoint__mcp_server_name__token_post": { + "properties": { + "client_id": { + "title": "Client Id", + "type": "string" + }, + "client_secret": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Secret" + }, + "code": { + "title": "Code", + "type": "string" + }, + "code_verifier": { + "title": "Code Verifier", + "type": "string" + }, + "grant_type": { + "title": "Grant Type", + "type": "string" + }, + "redirect_uri": { + "title": "Redirect Uri", + "type": "string" + }, + "refresh_token": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Refresh Token" + }, + "resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Resource" + }, + "scope": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Scope" + } + }, + "required": [ + "grant_type", + "client_id" + ], + "title": "Body_token_endpoint__mcp_server_name__token_post", + "type": "object" + }, + "Body_token_endpoint_token_post": { + "properties": { + "client_id": { + "title": "Client Id", + "type": "string" + }, + "client_secret": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Secret" + }, + "code": { + "title": "Code", + "type": "string" + }, + "code_verifier": { + "title": "Code Verifier", + "type": "string" + }, + "grant_type": { + "title": "Grant Type", + "type": "string" + }, + "redirect_uri": { + "title": "Redirect Uri", + "type": "string" + }, + "refresh_token": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Refresh Token" + }, + "resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Resource" + }, + "scope": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Scope" + } + }, + "required": [ + "grant_type", + "client_id" + ], + "title": "Body_token_endpoint_token_post", + "type": "object" + }, "CallbacksByType": { "properties": { "failure": { @@ -14607,67 +16626,7 @@ ], "title": "CallbacksByType", "type": "object" - } - } - }, - "paths": { - "/callbacks/configs": { - "get": { - "description": "Get Available Callback Configurations\n\nReturns the configuration details for all available logging callbacks,\nincluding supported parameters, field types, and descriptions.", - "operationId": "get_callback_configs_callbacks_configs_get", - "responses": { - "200": { - "content": { - "application/json": { - "schema": {} - } - }, - "description": "Successful Response" - } - }, - "security": [ - { - "APIKeyHeader": [] - } - ], - "summary": "Get Callback Configs", - "tags": [ - "mcp_discoverable" - ] - } - }, - "/callbacks/list": { - "get": { - "description": "View List of Active Logging Callbacks", - "operationId": "list_callbacks_callbacks_list_get", - "responses": { - "200": { - "content": { - "application/json": { - "schema": { - "$ref": "#/components/schemas/CallbacksByType" - } - } - }, - "description": "Successful Response" - } - }, - "security": [ - { - "APIKeyHeader": [] - } - ], - "summary": "List Callbacks", - "tags": [ - "mcp_discoverable" - ] - } - } - } - }, - "mcp_management": { - "components": { - "schemas": { + }, "HTTPValidationError": { "properties": { "detail": { @@ -14727,6 +16686,17 @@ "title": "Args", "type": "array" }, + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_type": { "anyOf": [ { @@ -14738,7 +16708,11 @@ "authorization", "oauth2", "aws_sigv4", - "token" + "token", + "oauth2_token_exchange", + "oauth2_id_jag", + "true_passthrough", + "oauth_delegate" ], "type": "string" }, @@ -14793,6 +16767,17 @@ ], "title": "Command" }, + "connected_app_reachable": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Connected App Reachable" + }, "created_at": { "anyOf": [ { @@ -14826,6 +16811,22 @@ } ] }, + "dcr_bridge": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Dcr Bridge" + }, + "delegate_auth_to_upstream": { + "default": false, + "title": "Delegate Auth To Upstream", + "type": "boolean" + }, "description": { "anyOf": [ { @@ -14844,6 +16845,20 @@ "title": "Env", "type": "object" }, + "env_vars": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/MCPEnvVar" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Env Vars" + }, "extra_headers": { "items": { "type": "string" @@ -14889,6 +16904,17 @@ "title": "Is Byok", "type": "boolean" }, + "issuer": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Issuer" + }, "last_health_check": { "anyOf": [ { @@ -14901,6 +16927,17 @@ ], "title": "Last Health Check" }, + "max_concurrent_requests": { + "anyOf": [ + { + "type": "integer" + }, + { + "type": "null" + } + ], + "title": "Max Concurrent Requests" + }, "mcp_access_groups": { "items": { "type": "string" @@ -14920,6 +16957,26 @@ ], "title": "Mcp Info" }, + "oauth2_flow": { + "anyOf": [ + { + "enum": [ + "client_credentials", + "authorization_code" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Oauth2 Flow" + }, + "oauth_passthrough": { + "default": false, + "title": "Oauth Passthrough", + "type": "boolean" + }, "registration_url": { "anyOf": [ { @@ -15023,6 +17080,17 @@ "description": "Health status: 'healthy', 'unhealthy', 'unknown'", "title": "Status" }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, "submitted_at": { "anyOf": [ { @@ -15063,6 +17131,39 @@ "title": "Teams", "type": "array" }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Timeout" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, "token_url": { "anyOf": [ { @@ -15155,6 +17256,17 @@ }, "MCPCredentials": { "properties": { + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_value": { "anyOf": [ { @@ -15243,6 +17355,17 @@ ], "title": "Aws Session Token" }, + "client_assertion_signing_alg": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Assertion Signing Alg" + }, "client_id": { "anyOf": [ { @@ -15254,6 +17377,28 @@ ], "title": "Client Id" }, + "client_private_key": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key" + }, + "client_private_key_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key Id" + }, "client_secret": { "anyOf": [ { @@ -15265,6 +17410,42 @@ ], "title": "Client Secret" }, + "id_jag_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource" + }, + "id_jag_resource_token_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource Token Endpoint" + }, + "redirect_uris": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Redirect Uris" + }, "scopes": { "anyOf": [ { @@ -15278,11 +17459,2947 @@ } ], "title": "Scopes" + }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, + "token_endpoint_auth_method": { + "anyOf": [ + { + "enum": [ + "client_secret_basic", + "client_secret_post" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Endpoint Auth Method" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, + "upstream_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Upstream Resource" } }, "title": "MCPCredentials", "type": "object" }, + "MCPEnvVar": { + "description": "One environment variable for an MCP server.\n\nVariables can be interpolated into ``static_headers`` using ``${NAME}``\nsyntax. ``scope=global`` values are stored on the server. ``scope=user``\nvalues are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by\neach user.", + "properties": { + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description" + }, + "name": { + "title": "Name", + "type": "string" + }, + "scope": { + "$ref": "#/components/schemas/MCPEnvVarScope", + "default": "global" + }, + "value": { + "default": "", + "title": "Value", + "type": "string" + } + }, + "required": [ + "name" + ], + "title": "MCPEnvVar", + "type": "object" + }, + "MCPEnvVarScope": { + "description": "Scope for an MCP server environment variable.\n\n- ``global``: value is provided by the admin and used for all users.\n- ``user``: each user must provide their own value via the per-user\n env-var endpoint. The admin-supplied ``value`` is treated as a\n placeholder/hint and is not used at request time.", + "enum": [ + "global", + "user" + ], + "title": "MCPEnvVarScope", + "type": "string" + }, + "NewMCPServerRequest": { + "properties": { + "alias": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Alias" + }, + "allow_all_keys": { + "default": false, + "title": "Allow All Keys", + "type": "boolean" + }, + "allowed_tools": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Allowed Tools" + }, + "approval_status": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Server-managed: set by the endpoint; caller values are overridden.", + "title": "Approval Status" + }, + "args": { + "items": { + "type": "string" + }, + "title": "Args", + "type": "array" + }, + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, + "auth_type": { + "anyOf": [ + { + "enum": [ + "none", + "api_key", + "bearer_token", + "basic", + "authorization", + "oauth2", + "aws_sigv4", + "token", + "oauth2_token_exchange", + "oauth2_id_jag", + "true_passthrough", + "oauth_delegate" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Auth Type" + }, + "authorization_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Authorization Url" + }, + "available_on_public_internet": { + "default": true, + "title": "Available On Public Internet", + "type": "boolean" + }, + "byok_api_key_help_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Byok Api Key Help Url" + }, + "byok_description": { + "items": { + "type": "string" + }, + "title": "Byok Description", + "type": "array" + }, + "command": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Command" + }, + "credentials": { + "anyOf": [ + { + "$ref": "#/components/schemas/MCPCredentials" + }, + { + "type": "null" + } + ] + }, + "dcr_bridge": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Dcr Bridge" + }, + "delegate_auth_to_upstream": { + "default": false, + "title": "Delegate Auth To Upstream", + "type": "boolean" + }, + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description" + }, + "env": { + "additionalProperties": { + "type": "string" + }, + "title": "Env", + "type": "object" + }, + "env_vars": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/MCPEnvVar" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Env Vars" + }, + "extra_headers": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Extra Headers" + }, + "instructions": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Instructions" + }, + "is_byok": { + "default": false, + "title": "Is Byok", + "type": "boolean" + }, + "issuer": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Issuer" + }, + "max_concurrent_requests": { + "anyOf": [ + { + "type": "integer" + }, + { + "type": "null" + } + ], + "title": "Max Concurrent Requests" + }, + "mcp_access_groups": { + "items": { + "type": "string" + }, + "title": "Mcp Access Groups", + "type": "array" + }, + "mcp_info": { + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Mcp Info" + }, + "oauth2_flow": { + "anyOf": [ + { + "enum": [ + "client_credentials", + "authorization_code" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Oauth2 Flow" + }, + "oauth_passthrough": { + "default": false, + "title": "Oauth Passthrough", + "type": "boolean" + }, + "registration_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Registration Url" + }, + "server_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Server Id" + }, + "server_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Server Name" + }, + "source_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Source Url" + }, + "spec_path": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Spec Path" + }, + "static_headers": { + "anyOf": [ + { + "additionalProperties": { + "type": "string" + }, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Static Headers" + }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, + "submitted_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Server-managed: set by the endpoint; caller values are overridden.", + "title": "Submitted At" + }, + "submitted_by": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Server-managed: set by the endpoint; caller values are overridden.", + "title": "Submitted By" + }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Timeout" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, + "token_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Url" + }, + "tool_name_to_description": { + "anyOf": [ + { + "additionalProperties": { + "type": "string" + }, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Tool Name To Description" + }, + "tool_name_to_display_name": { + "anyOf": [ + { + "additionalProperties": { + "type": "string" + }, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Tool Name To Display Name" + }, + "transport": { + "default": "sse", + "enum": [ + "sse", + "http", + "stdio" + ], + "title": "Transport", + "type": "string" + }, + "url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Url" + } + }, + "title": "NewMCPServerRequest", + "type": "object" + }, + "RegisterGuardrailRequest": { + "description": "Request body for POST /guardrails/register. Follows Generic Guardrail API config.", + "properties": { + "guardrail_info": { + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Guardrail Info" + }, + "guardrail_name": { + "title": "Guardrail Name", + "type": "string" + }, + "litellm_params": { + "additionalProperties": true, + "title": "Litellm Params", + "type": "object" + }, + "team_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Team Id" + } + }, + "required": [ + "guardrail_name", + "litellm_params" + ], + "title": "RegisterGuardrailRequest", + "type": "object" + }, + "RegisterGuardrailResponse": { + "properties": { + "guardrail_id": { + "title": "Guardrail Id", + "type": "string" + }, + "guardrail_name": { + "title": "Guardrail Name", + "type": "string" + }, + "status": { + "title": "Status", + "type": "string" + }, + "submitted_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Submitted At" + } + }, + "required": [ + "guardrail_id", + "guardrail_name", + "status" + ], + "title": "RegisterGuardrailResponse", + "type": "object" + }, + "ValidationError": { + "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, + "loc": { + "items": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "integer" + } + ] + }, + "title": "Location", + "type": "array" + }, + "msg": { + "title": "Message", + "type": "string" + }, + "type": { + "title": "Error Type", + "type": "string" + } + }, + "required": [ + "loc", + "msg", + "type" + ], + "title": "ValidationError", + "type": "object" + } + } + }, + "paths": { + "/.well-known/jwks.json": { + "get": { + "description": "JSON Web Key Set endpoint.\n\nReturns the RSA public key used by MCPJWTSigner to sign outbound MCP tokens.\nMCP servers and gateways use this endpoint to verify liteLLM-issued JWTs.\n\nReturns an empty key set if MCPJWTSigner is not configured.", + "operationId": "jwks_json__well_known_jwks_json_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Jwks Json", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/litellm-cli-auth": { + "get": { + "description": "The versioned contract a native client (``lite login --pkce``, or a CLI in any other\nlanguage) reads to sign a user in through the browser and obtain a proxy credential.", + "operationId": "native_client_auth_discovery__well_known_litellm_cli_auth_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Native Client Auth Discovery", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-authorization-server": { + "get": { + "description": "OAuth authorization server discovery endpoint.\n\nSupports both legacy pattern (/{server_name}) and root endpoint.", + "operationId": "oauth_authorization_server_mcp__well_known_oauth_authorization_server_get_2", + "parameters": [ + { + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Mcp", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-authorization-server/mcp": { + "get": { + "description": "OAuth authorization server discovery for the aggregate /mcp endpoint, the RFC 8414\npath-inserted form for a client that treats {base}/mcp as its authorization base URL.\n\nThe single-segment /mcp is reserved for the aggregate so the discovery chain stays\nconsistent: the aggregate protected-resource document advertises {base}/mcp as its\nauthorization server, so the document served here must have issuer {base}/mcp. A server\nliterally named ``mcp`` therefore does not take this route; it keeps its standard\ntwo-segment discovery at /.well-known/oauth-authorization-server/mcp/mcp. Letting the\nper-server row win here instead would serve an issuer of {base} against a resource that\nadvertised {base}/mcp, which fails the RFC 8414 issuer check and breaks the front door.", + "operationId": "oauth_authorization_server_aggregate__well_known_oauth_authorization_server_mcp_get_2", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Oauth Authorization Server Aggregate", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-authorization-server/mcp/{mcp_server_name}": { + "get": { + "description": "OAuth authorization server discovery endpoint using standard MCP URL pattern.\n\nStandard pattern: /mcp/{server_name}\nDiscovery path: /.well-known/oauth-authorization-server/mcp/{server_name}", + "operationId": "oauth_authorization_server_mcp_standard__well_known_oauth_authorization_server_mcp__mcp_server_name__get_2", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "title": "Mcp Server Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Mcp Standard", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-authorization-server/{mcp_server_name}": { + "get": { + "description": "OAuth authorization server discovery endpoint.\n\nSupports both legacy pattern (/{server_name}) and root endpoint.", + "operationId": "oauth_authorization_server_mcp__well_known_oauth_authorization_server__mcp_server_name__get_2", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Mcp", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-authorization-server/{mcp_server_name}/mcp": { + "get": { + "description": "OAuth authorization server discovery for legacy /{server_name}/mcp pattern.", + "operationId": "oauth_authorization_server_legacy__well_known_oauth_authorization_server__mcp_server_name__mcp_get_2", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "title": "Mcp Server Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Authorization Server Legacy", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-protected-resource": { + "get": { + "description": "OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.\n\nLegacy pattern: /{server_name}/mcp\nDiscovery path: /.well-known/oauth-protected-resource/{server_name}/mcp\n\nThis endpoint is kept for backward compatibility. New integrations should\nuse the standard MCP pattern (/mcp/{server_name}) instead.", + "operationId": "oauth_protected_resource_mcp__well_known_oauth_protected_resource_get_2", + "parameters": [ + { + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Protected Resource Mcp", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-protected-resource/mcp": { + "get": { + "description": "OAuth protected resource discovery for the aggregate /mcp endpoint.\n\nThe single-segment ``/mcp`` path does not collide with any per-server PRM pattern\n(those are two-segment: ``/mcp/{server}`` or ``/{server}/mcp``), so this unambiguously\ndescribes the aggregate resource.", + "operationId": "oauth_protected_resource_aggregate__well_known_oauth_protected_resource_mcp_get_2", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Oauth Protected Resource Aggregate", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-protected-resource/mcp/{mcp_server_name}": { + "get": { + "description": "OAuth protected resource discovery endpoint using standard MCP URL pattern.\n\nStandard pattern: /mcp/{server_name}\nDiscovery path: /.well-known/oauth-protected-resource/mcp/{server_name}\n\nThis endpoint is compliant with MCP specification and works with standard\nMCP clients like mcp-inspector and VSCode Copilot.", + "operationId": "oauth_protected_resource_mcp_standard__well_known_oauth_protected_resource_mcp__mcp_server_name__get_2", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "title": "Mcp Server Name", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Protected Resource Mcp Standard", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/oauth-protected-resource/{mcp_server_name}/mcp": { + "get": { + "description": "OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.\n\nLegacy pattern: /{server_name}/mcp\nDiscovery path: /.well-known/oauth-protected-resource/{server_name}/mcp\n\nThis endpoint is kept for backward compatibility. New integrations should\nuse the standard MCP pattern (/mcp/{server_name}) instead.", + "operationId": "oauth_protected_resource_mcp__well_known_oauth_protected_resource__mcp_server_name__mcp_get_2", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Oauth Protected Resource Mcp", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/.well-known/openid-configuration": { + "get": { + "operationId": "openid_configuration__well_known_openid_configuration_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "summary": "Openid Configuration", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/authorize": { + "get": { + "operationId": "authorize_authorize_get", + "parameters": [ + { + "in": "query", + "name": "redirect_uri", + "required": true, + "schema": { + "title": "Redirect Uri", + "type": "string" + } + }, + { + "in": "query", + "name": "client_id", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Id" + } + }, + { + "in": "query", + "name": "state", + "required": false, + "schema": { + "default": "", + "title": "State", + "type": "string" + } + }, + { + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + }, + { + "in": "query", + "name": "code_challenge", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Code Challenge" + } + }, + { + "in": "query", + "name": "code_challenge_method", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Code Challenge Method" + } + }, + { + "in": "query", + "name": "response_type", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Response Type" + } + }, + { + "in": "query", + "name": "scope", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Scope" + } + }, + { + "in": "query", + "name": "resource", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Resource" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Authorize", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/authorize/complete": { + "post": { + "description": "Finish an aggregate connect flow: mint the gateway authorization code for the\nsigned-in user and hand it back to the DCR client, by 303 redirect (default) or, for\na loopback client on a different machine, as a copyable callback URL\n(``delivery=manual``). POST plus the per-flow HttpOnly cookie set at /authorize; an\nanonymous or bad-flow request just 400s. The native-client consent page adds\n``decision`` (approve or deny) and the ``team_id`` the credential is attributed to.", + "operationId": "authorize_complete_authorize_complete_post", + "requestBody": { + "content": { + "application/x-www-form-urlencoded": { + "schema": { + "$ref": "#/components/schemas/Body_authorize_complete_authorize_complete_post" + } + } + }, + "required": true + }, + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Authorize Complete", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/callback": { + "get": { + "description": "OAuth 2.0 authorization response handler for MCP loopback clients.\n\nAccepts either:\n\n- A successful authorization response (``code`` + ``state``), which is\n forwarded back to the validated client ``redirect_uri`` with the\n original (un-wrapped) ``state``.\n- An error response (``error``[+``error_description``/``error_uri``]), per\n RFC 6749 \u00a74.1.2.1. When ``state`` is present and decodes to a trusted\n ``redirect_uri``, the error params are propagated back to the client so\n its OAuth library can surface them. Otherwise we render an HTML error\n page so the user is not left on an opaque 422 / blank screen.", + "operationId": "callback_callback_get", + "parameters": [ + { + "in": "query", + "name": "code", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Code" + } + }, + { + "in": "query", + "name": "state", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "State" + } + }, + { + "in": "query", + "name": "error", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Error" + } + }, + { + "in": "query", + "name": "error_description", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Error Description" + } + }, + { + "in": "query", + "name": "error_uri", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Error Uri" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Callback", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/callbacks/configs": { + "get": { + "description": "Get Available Callback Configurations\n\nReturns the configuration details for all available logging callbacks,\nincluding supported parameters, field types, and descriptions.", + "operationId": "get_callback_configs_callbacks_configs_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Get Callback Configs", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/callbacks/list": { + "get": { + "description": "View List of Active Logging Callbacks", + "operationId": "list_callbacks_callbacks_list_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/CallbacksByType" + } + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "List Callbacks", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/guardrails/register": { + "post": { + "description": "Register a guardrail for onboarding (team submission).\n\nAccepts a guardrail config in the\n[Generic Guardrail API](https://docs.litellm.ai/docs/adding_provider/generic_guardrail_api) format.\nThe submission is stored with status `pending_review` until an admin approves it.", + "operationId": "register_guardrail_guardrails_register_post_2", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/RegisterGuardrailRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/RegisterGuardrailResponse" + } + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Register Guardrail", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/register": { + "post": { + "operationId": "register_client_register_post", + "parameters": [ + { + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Register Client", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/revoke": { + "post": { + "description": "RFC 7009 revocation for the gateway's refresh tokens (``lite logout``): 200 for a known\nclient whatever the token's state, 503 when the shared single-use record cannot be written;\naccess tokens expire on their own.", + "operationId": "revoke_endpoint_revoke_post", + "requestBody": { + "content": { + "application/x-www-form-urlencoded": { + "schema": { + "$ref": "#/components/schemas/Body_revoke_endpoint_revoke_post" + } + } + }, + "required": true + }, + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Revoke Endpoint", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/token": { + "post": { + "description": "Accept the authorization code from client and exchange it for OAuth token.\nSupports PKCE flow by forwarding code_verifier to upstream provider.\n\n1. Call the token endpoint with PKCE parameters\n2. Store the user's token in the db - and generate a LiteLLM virtual key\n3. Return the token\n4. Return a virtual key in this response", + "operationId": "token_endpoint_token_post", + "parameters": [ + { + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "requestBody": { + "content": { + "application/x-www-form-urlencoded": { + "schema": { + "$ref": "#/components/schemas/Body_token_endpoint_token_post" + } + } + }, + "required": true + }, + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Token Endpoint", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/v1/mcp/server/register": { + "post": { + "description": "Submit a new MCP server for admin review (non-admin users). Mirrors POST /guardrails/register.", + "operationId": "register_mcp_server_v1_mcp_server_register_post_2", + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/NewMCPServerRequest" + } + } + }, + "required": true + }, + "responses": { + "201": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/LiteLLM_MCPServerTable" + } + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Register Mcp Server", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/{mcp_server_name}/authorize": { + "get": { + "operationId": "authorize__mcp_server_name__authorize_get", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + }, + { + "in": "query", + "name": "redirect_uri", + "required": true, + "schema": { + "title": "Redirect Uri", + "type": "string" + } + }, + { + "in": "query", + "name": "client_id", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Id" + } + }, + { + "in": "query", + "name": "state", + "required": false, + "schema": { + "default": "", + "title": "State", + "type": "string" + } + }, + { + "in": "query", + "name": "code_challenge", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Code Challenge" + } + }, + { + "in": "query", + "name": "code_challenge_method", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Code Challenge Method" + } + }, + { + "in": "query", + "name": "response_type", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Response Type" + } + }, + { + "in": "query", + "name": "scope", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Scope" + } + }, + { + "in": "query", + "name": "resource", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Resource" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Authorize", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/{mcp_server_name}/register": { + "post": { + "operationId": "register_client__mcp_server_name__register_post", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Register Client", + "tags": [ + "mcp_discoverable" + ] + } + }, + "/{mcp_server_name}/token": { + "post": { + "description": "Accept the authorization code from client and exchange it for OAuth token.\nSupports PKCE flow by forwarding code_verifier to upstream provider.\n\n1. Call the token endpoint with PKCE parameters\n2. Store the user's token in the db - and generate a LiteLLM virtual key\n3. Return the token\n4. Return a virtual key in this response", + "operationId": "token_endpoint__mcp_server_name__token_post", + "parameters": [ + { + "in": "path", + "name": "mcp_server_name", + "required": true, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Mcp Server Name" + } + } + ], + "requestBody": { + "content": { + "application/x-www-form-urlencoded": { + "schema": { + "$ref": "#/components/schemas/Body_token_endpoint__mcp_server_name__token_post" + } + } + }, + "required": true + }, + "responses": { + "200": { + "content": { + "application/json": { + "schema": {} + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "summary": "Token Endpoint", + "tags": [ + "mcp_discoverable" + ] + } + } + } + }, + "mcp_management": { + "components": { + "schemas": { + "HTTPValidationError": { + "properties": { + "detail": { + "items": { + "$ref": "#/components/schemas/ValidationError" + }, + "title": "Detail", + "type": "array" + } + }, + "title": "HTTPValidationError", + "type": "object" + }, + "LiteLLM_MCPServerTable": { + "description": "Represents a LiteLLM_MCPServerTable record", + "properties": { + "alias": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Alias" + }, + "allow_all_keys": { + "default": false, + "title": "Allow All Keys", + "type": "boolean" + }, + "allowed_tools": { + "items": { + "type": "string" + }, + "title": "Allowed Tools", + "type": "array" + }, + "approval_status": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "default": "active", + "description": "Approval status: 'pending_review', 'active', 'rejected'", + "title": "Approval Status" + }, + "args": { + "items": { + "type": "string" + }, + "title": "Args", + "type": "array" + }, + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, + "auth_type": { + "anyOf": [ + { + "enum": [ + "none", + "api_key", + "bearer_token", + "basic", + "authorization", + "oauth2", + "aws_sigv4", + "token", + "oauth2_token_exchange", + "oauth2_id_jag", + "true_passthrough", + "oauth_delegate" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Auth Type" + }, + "authorization_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Authorization Url" + }, + "available_on_public_internet": { + "default": true, + "title": "Available On Public Internet", + "type": "boolean" + }, + "byok_api_key_help_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Byok Api Key Help Url" + }, + "byok_description": { + "items": { + "type": "string" + }, + "title": "Byok Description", + "type": "array" + }, + "command": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Command" + }, + "connected_app_reachable": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Connected App Reachable" + }, + "created_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Created At" + }, + "created_by": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Created By" + }, + "credentials": { + "anyOf": [ + { + "$ref": "#/components/schemas/MCPCredentials" + }, + { + "type": "null" + } + ] + }, + "dcr_bridge": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Dcr Bridge" + }, + "delegate_auth_to_upstream": { + "default": false, + "title": "Delegate Auth To Upstream", + "type": "boolean" + }, + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description" + }, + "env": { + "additionalProperties": { + "type": "string" + }, + "title": "Env", + "type": "object" + }, + "env_vars": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/MCPEnvVar" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Env Vars" + }, + "extra_headers": { + "items": { + "type": "string" + }, + "title": "Extra Headers", + "type": "array" + }, + "has_user_credential": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Has User Credential" + }, + "health_check_error": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Health Check Error" + }, + "instructions": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Instructions" + }, + "is_byok": { + "default": false, + "title": "Is Byok", + "type": "boolean" + }, + "issuer": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Issuer" + }, + "last_health_check": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Last Health Check" + }, + "max_concurrent_requests": { + "anyOf": [ + { + "type": "integer" + }, + { + "type": "null" + } + ], + "title": "Max Concurrent Requests" + }, + "mcp_access_groups": { + "items": { + "type": "string" + }, + "title": "Mcp Access Groups", + "type": "array" + }, + "mcp_info": { + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Mcp Info" + }, + "oauth2_flow": { + "anyOf": [ + { + "enum": [ + "client_credentials", + "authorization_code" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Oauth2 Flow" + }, + "oauth_passthrough": { + "default": false, + "title": "Oauth Passthrough", + "type": "boolean" + }, + "registration_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Registration Url" + }, + "review_notes": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Review Notes" + }, + "reviewed_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Reviewed At" + }, + "server_id": { + "title": "Server Id", + "type": "string" + }, + "server_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Server Name" + }, + "source_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Source Url" + }, + "spec_path": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Spec Path" + }, + "static_headers": { + "anyOf": [ + { + "additionalProperties": { + "type": "string" + }, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Static Headers" + }, + "status": { + "anyOf": [ + { + "enum": [ + "healthy", + "unhealthy", + "unknown" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "default": "unknown", + "description": "Health status: 'healthy', 'unhealthy', 'unknown'", + "title": "Status" + }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, + "submitted_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Submitted At" + }, + "submitted_by": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Submitted By" + }, + "teams": { + "items": { + "additionalProperties": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ] + }, + "type": "object" + }, + "title": "Teams", + "type": "array" + }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Timeout" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, + "token_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Url" + }, + "tool_name_to_description": { + "anyOf": [ + { + "additionalProperties": { + "type": "string" + }, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Tool Name To Description" + }, + "tool_name_to_display_name": { + "anyOf": [ + { + "additionalProperties": { + "type": "string" + }, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Tool Name To Display Name" + }, + "transport": { + "enum": [ + "sse", + "http", + "stdio" + ], + "title": "Transport", + "type": "string" + }, + "updated_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Updated At" + }, + "updated_by": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Updated By" + }, + "url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Url" + } + }, + "required": [ + "server_id", + "transport" + ], + "title": "LiteLLM_MCPServerTable", + "type": "object" + }, + "MCPCredentials": { + "properties": { + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, + "auth_value": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Auth Value" + }, + "aws_access_key_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Aws Access Key Id" + }, + "aws_region_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Aws Region Name" + }, + "aws_role_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Aws Role Name" + }, + "aws_secret_access_key": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Aws Secret Access Key" + }, + "aws_service_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Aws Service Name" + }, + "aws_session_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Aws Session Name" + }, + "aws_session_token": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Aws Session Token" + }, + "client_assertion_signing_alg": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Assertion Signing Alg" + }, + "client_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Id" + }, + "client_private_key": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key" + }, + "client_private_key_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key Id" + }, + "client_secret": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Secret" + }, + "id_jag_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource" + }, + "id_jag_resource_token_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource Token Endpoint" + }, + "redirect_uris": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Redirect Uris" + }, + "scopes": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Scopes" + }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, + "token_endpoint_auth_method": { + "anyOf": [ + { + "enum": [ + "client_secret_basic", + "client_secret_post" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Endpoint Auth Method" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, + "upstream_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Upstream Resource" + } + }, + "title": "MCPCredentials", + "type": "object" + }, + "MCPEnvVar": { + "description": "One environment variable for an MCP server.\n\nVariables can be interpolated into ``static_headers`` using ``${NAME}``\nsyntax. ``scope=global`` values are stored on the server. ``scope=user``\nvalues are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by\neach user.", + "properties": { + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description" + }, + "name": { + "title": "Name", + "type": "string" + }, + "scope": { + "$ref": "#/components/schemas/MCPEnvVarScope", + "default": "global" + }, + "value": { + "default": "", + "title": "Value", + "type": "string" + } + }, + "required": [ + "name" + ], + "title": "MCPEnvVar", + "type": "object" + }, + "MCPEnvVarScope": { + "description": "Scope for an MCP server environment variable.\n\n- ``global``: value is provided by the admin and used for all users.\n- ``user``: each user must provide their own value via the per-user\n env-var endpoint. The admin-supplied ``value`` is treated as a\n placeholder/hint and is not used at request time.", + "enum": [ + "global", + "user" + ], + "title": "MCPEnvVarScope", + "type": "string" + }, "MCPOAuthUserCredentialRequest": { "description": "Stores a user's OAuth2 token for an OpenAPI MCP server.", "properties": { @@ -15537,6 +20654,112 @@ "title": "MCPUserCredentialResponse", "type": "object" }, + "MCPUserEnvVarSpec": { + "description": "Describes one per-user env var slot for the calling user.\n\nStored values are write-only: the status only reports whether a value\n``is_set`` and never echoes the decrypted secret back to the client.", + "properties": { + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description" + }, + "is_set": { + "default": false, + "title": "Is Set", + "type": "boolean" + }, + "name": { + "title": "Name", + "type": "string" + } + }, + "required": [ + "name" + ], + "title": "MCPUserEnvVarSpec", + "type": "object" + }, + "MCPUserEnvVarsRequest": { + "description": "Payload for storing the calling user's per-user env var values.", + "properties": { + "values": { + "additionalProperties": { + "type": "string" + }, + "title": "Values", + "type": "object" + } + }, + "required": [ + "values" + ], + "title": "MCPUserEnvVarsRequest", + "type": "object" + }, + "MCPUserEnvVarsStatus": { + "description": "Per-user env var status for a single MCP server.", + "properties": { + "alias": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Alias" + }, + "missing_count": { + "default": 0, + "title": "Missing Count", + "type": "integer" + }, + "required": { + "items": { + "$ref": "#/components/schemas/MCPUserEnvVarSpec" + }, + "title": "Required", + "type": "array" + }, + "server_id": { + "title": "Server Id", + "type": "string" + }, + "server_name": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Server Name" + }, + "setup_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Setup Url" + } + }, + "required": [ + "server_id" + ], + "title": "MCPUserEnvVarsStatus", + "type": "object" + }, "MakeMCPServersPublicRequest": { "properties": { "mcp_server_ids": { @@ -15604,6 +20827,17 @@ "title": "Args", "type": "array" }, + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_type": { "anyOf": [ { @@ -15615,7 +20849,11 @@ "authorization", "oauth2", "aws_sigv4", - "token" + "token", + "oauth2_token_exchange", + "oauth2_id_jag", + "true_passthrough", + "oauth_delegate" ], "type": "string" }, @@ -15680,6 +20918,22 @@ } ] }, + "dcr_bridge": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Dcr Bridge" + }, + "delegate_auth_to_upstream": { + "default": false, + "title": "Delegate Auth To Upstream", + "type": "boolean" + }, "description": { "anyOf": [ { @@ -15698,6 +20952,20 @@ "title": "Env", "type": "object" }, + "env_vars": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/MCPEnvVar" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Env Vars" + }, "extra_headers": { "anyOf": [ { @@ -15728,6 +20996,28 @@ "title": "Is Byok", "type": "boolean" }, + "issuer": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Issuer" + }, + "max_concurrent_requests": { + "anyOf": [ + { + "type": "integer" + }, + { + "type": "null" + } + ], + "title": "Max Concurrent Requests" + }, "mcp_access_groups": { "items": { "type": "string" @@ -15762,6 +21052,11 @@ ], "title": "Oauth2 Flow" }, + "oauth_passthrough": { + "default": false, + "title": "Oauth Passthrough", + "type": "boolean" + }, "registration_url": { "anyOf": [ { @@ -15831,6 +21126,17 @@ ], "title": "Static Headers" }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, "submitted_at": { "anyOf": [ { @@ -15856,6 +21162,39 @@ "description": "Server-managed: set by the endpoint; caller values are overridden.", "title": "Submitted By" }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Timeout" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, "token_url": { "anyOf": [ { @@ -16008,6 +21347,17 @@ "title": "Args", "type": "array" }, + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_type": { "anyOf": [ { @@ -16019,7 +21369,11 @@ "authorization", "oauth2", "aws_sigv4", - "token" + "token", + "oauth2_token_exchange", + "oauth2_id_jag", + "true_passthrough", + "oauth_delegate" ], "type": "string" }, @@ -16084,6 +21438,22 @@ } ] }, + "dcr_bridge": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Dcr Bridge" + }, + "delegate_auth_to_upstream": { + "default": false, + "title": "Delegate Auth To Upstream", + "type": "boolean" + }, "description": { "anyOf": [ { @@ -16102,6 +21472,20 @@ "title": "Env", "type": "object" }, + "env_vars": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/MCPEnvVar" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Env Vars" + }, "extra_headers": { "anyOf": [ { @@ -16132,6 +21516,28 @@ "title": "Is Byok", "type": "boolean" }, + "issuer": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Issuer" + }, + "max_concurrent_requests": { + "anyOf": [ + { + "type": "integer" + }, + { + "type": "null" + } + ], + "title": "Max Concurrent Requests" + }, "mcp_access_groups": { "items": { "type": "string" @@ -16151,6 +21557,26 @@ ], "title": "Mcp Info" }, + "oauth2_flow": { + "anyOf": [ + { + "enum": [ + "client_credentials", + "authorization_code" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Oauth2 Flow" + }, + "oauth_passthrough": { + "default": false, + "title": "Oauth Passthrough", + "type": "boolean" + }, "registration_url": { "anyOf": [ { @@ -16213,6 +21639,50 @@ ], "title": "Static Headers" }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Timeout" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, "token_url": { "anyOf": [ { @@ -16331,6 +21801,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -16600,6 +22077,18 @@ "description": "Filter MCP servers by team scope. When provided, returns only servers the team has access to plus globally available (allow_all_keys) servers. Used by the Create Key UI to show team-scoped MCP servers.", "title": "Team Id" } + }, + { + "description": "Annotate each returned server with connected_app_reachable: whether a connected app authorized by the calling user (a gateway OAuth session) is served this server on the aggregate MCP endpoint.", + "in": "query", + "name": "connected_app_view", + "required": false, + "schema": { + "default": false, + "description": "Annotate each returned server with connected_app_reachable: whether a connected app authorized by the calling user (a gateway OAuth session) is served this server on the aggregate MCP endpoint.", + "title": "Connected App View", + "type": "boolean" + } } ], "responses": { @@ -17438,6 +22927,156 @@ ] } }, + "/v1/mcp/server/{server_id}/user-env-vars": { + "delete": { + "description": "Clear the calling user's per-user MCP env var values for this server.", + "operationId": "clear_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_delete", + "parameters": [ + { + "in": "path", + "name": "server_id", + "required": true, + "schema": { + "title": "Server Id", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/MCPUserEnvVarsStatus" + } + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Clear Mcp User Env Vars", + "tags": [ + "mcp_management" + ] + }, + "get": { + "description": "Return the calling user's per-user MCP env var status for this server.", + "operationId": "get_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_get", + "parameters": [ + { + "in": "path", + "name": "server_id", + "required": true, + "schema": { + "title": "Server Id", + "type": "string" + } + } + ], + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/MCPUserEnvVarsStatus" + } + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Get Mcp User Env Vars", + "tags": [ + "mcp_management" + ] + }, + "post": { + "description": "Store the calling user's per-user MCP env var values for this server. Submitted values are merged over any previously stored values, so you only send the fields you want to set or change; a variable omitted (or sent empty) keeps its stored value. Use DELETE to clear all stored values.", + "operationId": "store_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_post", + "parameters": [ + { + "in": "path", + "name": "server_id", + "required": true, + "schema": { + "title": "Server Id", + "type": "string" + } + } + ], + "requestBody": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/MCPUserEnvVarsRequest" + } + } + }, + "required": true + }, + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/MCPUserEnvVarsStatus" + } + } + }, + "description": "Successful Response" + }, + "422": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/HTTPValidationError" + } + } + }, + "description": "Validation Error" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Store Mcp User Env Vars", + "tags": [ + "mcp_management" + ] + } + }, "/v1/mcp/tools": { "get": { "description": "Get all MCP tools available for the current key, including those from access groups", @@ -17746,6 +23385,37 @@ "mcp_management" ] } + }, + "/v1/mcp/user-env-vars/status": { + "get": { + "description": "Per-user MCP env var status across every server the user can access. Used by the dashboard to highlight servers with missing per-user vars.", + "operationId": "list_mcp_user_env_var_status_v1_mcp_user_env_vars_status_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "items": { + "$ref": "#/components/schemas/MCPUserEnvVarsStatus" + }, + "title": "Response List Mcp User Env Var Status V1 Mcp User Env Vars Status Get", + "type": "array" + } + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "List Mcp User Env Var Status", + "tags": [ + "mcp_management" + ] + } } } }, @@ -17767,6 +23437,17 @@ }, "MCPCredentials": { "properties": { + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_value": { "anyOf": [ { @@ -17855,6 +23536,17 @@ ], "title": "Aws Session Token" }, + "client_assertion_signing_alg": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Assertion Signing Alg" + }, "client_id": { "anyOf": [ { @@ -17866,6 +23558,28 @@ ], "title": "Client Id" }, + "client_private_key": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key" + }, + "client_private_key_id": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Client Private Key Id" + }, "client_secret": { "anyOf": [ { @@ -17877,6 +23591,42 @@ ], "title": "Client Secret" }, + "id_jag_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource" + }, + "id_jag_resource_token_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Id Jag Resource Token Endpoint" + }, + "redirect_uris": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Redirect Uris" + }, "scopes": { "anyOf": [ { @@ -17890,11 +23640,113 @@ } ], "title": "Scopes" + }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, + "token_endpoint_auth_method": { + "anyOf": [ + { + "enum": [ + "client_secret_basic", + "client_secret_post" + ], + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Endpoint Auth Method" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, + "upstream_resource": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Upstream Resource" } }, "title": "MCPCredentials", "type": "object" }, + "MCPEnvVar": { + "description": "One environment variable for an MCP server.\n\nVariables can be interpolated into ``static_headers`` using ``${NAME}``\nsyntax. ``scope=global`` values are stored on the server. ``scope=user``\nvalues are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by\neach user.", + "properties": { + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description" + }, + "name": { + "title": "Name", + "type": "string" + }, + "scope": { + "$ref": "#/components/schemas/MCPEnvVarScope", + "default": "global" + }, + "value": { + "default": "", + "title": "Value", + "type": "string" + } + }, + "required": [ + "name" + ], + "title": "MCPEnvVar", + "type": "object" + }, + "MCPEnvVarScope": { + "description": "Scope for an MCP server environment variable.\n\n- ``global``: value is provided by the admin and used for all users.\n- ``user``: each user must provide their own value via the per-user\n env-var endpoint. The admin-supplied ``value`` is treated as a\n placeholder/hint and is not used at request time.", + "enum": [ + "global", + "user" + ], + "title": "MCPEnvVarScope", + "type": "string" + }, "NewMCPServerRequest": { "properties": { "alias": { @@ -17946,6 +23798,17 @@ "title": "Args", "type": "array" }, + "audience": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Audience" + }, "auth_type": { "anyOf": [ { @@ -17957,7 +23820,11 @@ "authorization", "oauth2", "aws_sigv4", - "token" + "token", + "oauth2_token_exchange", + "oauth2_id_jag", + "true_passthrough", + "oauth_delegate" ], "type": "string" }, @@ -18022,6 +23889,22 @@ } ] }, + "dcr_bridge": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Dcr Bridge" + }, + "delegate_auth_to_upstream": { + "default": false, + "title": "Delegate Auth To Upstream", + "type": "boolean" + }, "description": { "anyOf": [ { @@ -18040,6 +23923,20 @@ "title": "Env", "type": "object" }, + "env_vars": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/MCPEnvVar" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Env Vars" + }, "extra_headers": { "anyOf": [ { @@ -18070,6 +23967,28 @@ "title": "Is Byok", "type": "boolean" }, + "issuer": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Issuer" + }, + "max_concurrent_requests": { + "anyOf": [ + { + "type": "integer" + }, + { + "type": "null" + } + ], + "title": "Max Concurrent Requests" + }, "mcp_access_groups": { "items": { "type": "string" @@ -18104,6 +24023,11 @@ ], "title": "Oauth2 Flow" }, + "oauth_passthrough": { + "default": false, + "title": "Oauth Passthrough", + "type": "boolean" + }, "registration_url": { "anyOf": [ { @@ -18173,6 +24097,17 @@ ], "title": "Static Headers" }, + "subject_token_type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Subject Token Type" + }, "submitted_at": { "anyOf": [ { @@ -18198,6 +24133,39 @@ "description": "Server-managed: set by the endpoint; caller values are overridden.", "title": "Submitted By" }, + "timeout": { + "anyOf": [ + { + "type": "number" + }, + { + "type": "null" + } + ], + "title": "Timeout" + }, + "token_exchange_endpoint": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Endpoint" + }, + "token_exchange_profile": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Token Exchange Profile" + }, "token_url": { "anyOf": [ { @@ -18264,6 +24232,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -18415,7 +24390,7 @@ }, "/mcp-rest/tools/list": { "get": { - "description": "List all available tools with information about the server they belong to.\n\nExample response:\n{\n \"tools\": [\n {\n \"name\": \"create_zap\",\n \"description\": \"Create a new zap\",\n \"inputSchema\": \"tool_input_schema\",\n \"mcp_info\": {\n \"server_name\": \"zapier\",\n \"logo_url\": \"https://www.zapier.com/logo.png\",\n }\n }\n ],\n \"error\": null,\n \"message\": \"Successfully retrieved tools\"\n}", + "description": "List all available tools with information about the server they belong to.\n\nExample response:\n{\n \"tools\": [\n {\n \"name\": \"create_zap\",\n \"description\": \"Create a new zap\",\n \"inputSchema\": \"tool_input_schema\",\n \"mcp_info\": {\n \"server_name\": \"zapier\",\n \"logo_url\": \"https://www.zapier.com/logo.png\",\n \"server_id\": \"a1b2c3d4-...\",\n \"alias\": \"zapier_prod\",\n }\n }\n ],\n \"error\": null,\n \"message\": \"Successfully retrieved tools\"\n}", "operationId": "list_tool_rest_api_mcp_rest_tools_list_get", "parameters": [ { @@ -18435,6 +24410,54 @@ "description": "The server id to list tools for", "title": "Server Id" } + }, + { + "description": "Filter tools to a single MCP server by name or alias", + "in": "query", + "name": "mcp_server_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Filter tools to a single MCP server by name or alias", + "title": "Mcp Server Name" + } + }, + { + "description": "Filter tools to a single toolset by name", + "in": "query", + "name": "toolset_name", + "required": false, + "schema": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "description": "Filter tools to a single toolset by name", + "title": "Toolset Name" + } + }, + { + "description": "Admin only. Return the full server tool catalog without the allowed_tools filter or per-key tool permissions, so the MCP settings UI can configure the allowlist. Ignored for non-admins.", + "in": "query", + "name": "include_disabled_tools", + "required": false, + "schema": { + "default": false, + "description": "Admin only. Return the full server tool catalog without the allowed_tools filter or per-key tool permissions, so the MCP settings UI can configure the allowlist. Ignored for non-admins.", + "title": "Include Disabled Tools", + "type": "boolean" + } } ], "responses": { @@ -18655,6 +24678,14 @@ }, "ChatCompletionCachedContent": { "properties": { + "ttl": { + "enum": [ + "5m", + "1h" + ], + "title": "Ttl", + "type": "string" + }, "type": { "const": "ephemeral", "title": "Type", @@ -19053,8 +25084,15 @@ "title": "Cache Control" }, "signature": { - "title": "Signature", - "type": "string" + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Signature" }, "thinking": { "title": "Thinking", @@ -19149,7 +25187,14 @@ }, { "items": { - "$ref": "#/components/schemas/ChatCompletionTextObject" + "anyOf": [ + { + "$ref": "#/components/schemas/ChatCompletionTextObject" + }, + { + "$ref": "#/components/schemas/ChatCompletionImageObject" + } + ] }, "type": "array" } @@ -19176,6 +25221,13 @@ }, "ChatCompletionToolParam": { "properties": { + "allowed_callers": { + "items": { + "type": "string" + }, + "title": "Allowed Callers", + "type": "array" + }, "cache_control": { "$ref": "#/components/schemas/ChatCompletionCachedContent" }, @@ -19437,6 +25489,13 @@ ], "title": "Model" }, + "stream_holdback_chars": { + "items": { + "type": "integer" + }, + "title": "Stream Holdback Chars", + "type": "array" + }, "structured_messages": { "items": { "anyOf": [ @@ -20096,6 +26155,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -22046,7 +28112,7 @@ }, "/policies/list": { "get": { - "description": "List all policies from the database and config.yaml. Optionally filter by version_status.\n\nConfig-defined policies are returned with definition_location \"config\" and are treated\nas production versions. On a name conflict with a DB policy, only the DB policy is returned.\n\nQuery params:\n- version_status: Optional. One of \"draft\", \"published\", \"production\".\n If omitted, all versions are returned.\n\nExample Request:\n```bash\ncurl -X GET \"http://localhost:4000/policies/list\" \\\n -H \"Authorization: Bearer \"\ncurl -X GET \"http://localhost:4000/policies/list?version_status=production\" \\\n -H \"Authorization: Bearer \"\n```\n\nExample Response:\n```json\n{\n \"policies\": [\n {\n \"policy_id\": \"123e4567-e89b-12d3-a456-426614174000\",\n \"policy_name\": \"global-baseline\",\n \"version_number\": 1,\n \"version_status\": \"production\",\n \"inherit\": null,\n \"description\": \"Base guardrails for all requests\",\n \"guardrails_add\": [\"pii_masking\"],\n \"guardrails_remove\": [],\n \"condition\": null,\n \"created_at\": \"2024-01-01T00:00:00Z\",\n \"updated_at\": \"2024-01-01T00:00:00Z\"\n }\n ],\n \"total_count\": 1\n}\n```", + "description": "List all policies from the database and config.yaml. Optionally filter by version_status.\n\nConfig-defined policies are returned with definition_location \"config\" and are treated\nas production versions. On a name conflict with a production DB policy, only the DB policy\nis returned, mirroring runtime resolution where only production DB versions override config.\nA draft or published DB version does not hide the config policy, since the config version\nis still the one being enforced.\n\nQuery params:\n- version_status: Optional. One of \"draft\", \"published\", \"production\".\n If omitted, all versions are returned.\n\nExample Request:\n```bash\ncurl -X GET \"http://localhost:4000/policies/list\" \\\n -H \"Authorization: Bearer \"\ncurl -X GET \"http://localhost:4000/policies/list?version_status=production\" \\\n -H \"Authorization: Bearer \"\n```\n\nExample Response:\n```json\n{\n \"policies\": [\n {\n \"policy_id\": \"123e4567-e89b-12d3-a456-426614174000\",\n \"policy_name\": \"global-baseline\",\n \"version_number\": 1,\n \"version_status\": \"production\",\n \"inherit\": null,\n \"description\": \"Base guardrails for all requests\",\n \"guardrails_add\": [\"pii_masking\"],\n \"guardrails_remove\": [],\n \"condition\": null,\n \"created_at\": \"2024-01-01T00:00:00Z\",\n \"updated_at\": \"2024-01-01T00:00:00Z\"\n }\n ],\n \"total_count\": 1\n}\n```", "operationId": "list_policies_policies_list_get", "parameters": [ { @@ -22946,6 +29012,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -23096,7 +29169,7 @@ "Body_convert_prompt_file_to_json_utils_dotprompt_json_converter_post": { "properties": { "file": { - "format": "binary", + "contentMediaType": "application/octet-stream", "title": "File", "type": "string" } @@ -23502,6 +29575,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -24147,6 +30227,26 @@ ], "title": "RealtimeClientSecretResponse", "type": "object" + }, + "RealtimeTranscriptionSessionResponse": { + "additionalProperties": true, + "description": "Response from POST /v1/realtime/transcription_sessions.\n\n`client_secret.value` contains the encrypted token instead of the raw\nephemeral key. Unknown fields pass through unchanged.", + "properties": { + "client_secret": { + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Client Secret" + } + }, + "title": "RealtimeTranscriptionSessionResponse", + "type": "object" } } }, @@ -24196,6 +30296,33 @@ ] } }, + "/openai/v1/realtime/transcription_sessions": { + "post": { + "description": "Create an ephemeral Realtime transcription session\n(POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow.\n\nMirrors the client_secrets route but targets the transcription_sessions\nendpoint and encrypts the ephemeral key returned under `client_secret.value`.", + "operationId": "create_realtime_transcription_session_openai_v1_realtime_transcription_sessions_post", + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/RealtimeTranscriptionSessionResponse" + } + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Create Realtime Transcription Session", + "tags": [ + "realtime" + ] + } + }, "/realtime/calls": { "post": { "operationId": "proxy_realtime_calls_realtime_calls_post", @@ -24241,6 +30368,33 @@ ] } }, + "/realtime/transcription_sessions": { + "post": { + "description": "Create an ephemeral Realtime transcription session\n(POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow.\n\nMirrors the client_secrets route but targets the transcription_sessions\nendpoint and encrypts the ephemeral key returned under `client_secret.value`.", + "operationId": "create_realtime_transcription_session_realtime_transcription_sessions_post", + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/RealtimeTranscriptionSessionResponse" + } + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Create Realtime Transcription Session", + "tags": [ + "realtime" + ] + } + }, "/v1/realtime/calls": { "post": { "operationId": "proxy_realtime_calls_v1_realtime_calls_post", @@ -24285,6 +30439,33 @@ "realtime" ] } + }, + "/v1/realtime/transcription_sessions": { + "post": { + "description": "Create an ephemeral Realtime transcription session\n(POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow.\n\nMirrors the client_secrets route but targets the transcription_sessions\nendpoint and encrypts the ephemeral key returned under `client_secret.value`.", + "operationId": "create_realtime_transcription_session_v1_realtime_transcription_sessions_post", + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/RealtimeTranscriptionSessionResponse" + } + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Create Realtime Transcription Session", + "tags": [ + "realtime" + ] + } } } }, @@ -24304,6 +30485,77 @@ "title": "HTTPValidationError", "type": "object" }, + "SCIMEnterpriseUser": { + "properties": { + "costCenter": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Costcenter" + }, + "department": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Department" + }, + "division": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Division" + }, + "employeeNumber": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Employeenumber" + }, + "manager": { + "anyOf": [ + { + "$ref": "#/components/schemas/SCIMUserManager" + }, + { + "type": "null" + } + ] + }, + "organization": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Organization" + } + }, + "title": "SCIMEnterpriseUser", + "type": "object" + }, "SCIMFeature": { "properties": { "maxOperations": { @@ -24425,7 +30677,7 @@ "anyOf": [ { "items": { - "$ref": "#/components/schemas/SCIMUser" + "$ref": "#/components/schemas/SCIMUser-Output" }, "type": "array" }, @@ -24497,6 +30749,17 @@ ], "title": "Display" }, + "type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Type" + }, "value": { "title": "Value", "type": "string" @@ -24508,6 +30771,52 @@ "title": "SCIMMember", "type": "object" }, + "SCIMMultiValuedAttribute": { + "properties": { + "display": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Display" + }, + "primary": { + "anyOf": [ + { + "type": "boolean" + }, + { + "type": "null" + } + ], + "title": "Primary" + }, + "type": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Type" + }, + "value": { + "title": "Value", + "type": "string" + } + }, + "required": [ + "value" + ], + "title": "SCIMMultiValuedAttribute", + "type": "object" + }, "SCIMPatchOp": { "properties": { "Operations": { @@ -24646,7 +30955,7 @@ "title": "SCIMServiceProviderConfig", "type": "object" }, - "SCIMUser": { + "SCIMUser-Input": { "properties": { "active": { "default": true, @@ -24678,6 +30987,20 @@ ], "title": "Emails" }, + "entitlements": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/SCIMMultiValuedAttribute" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Entitlements" + }, "externalId": { "anyOf": [ { @@ -24736,6 +31059,20 @@ } ] }, + "roles": { + "anyOf": [ + { + "items": { + "$ref": "#/components/schemas/SCIMMultiValuedAttribute" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "title": "Roles" + }, "schemas": { "items": { "type": "string" @@ -24743,6 +31080,16 @@ "title": "Schemas", "type": "array" }, + "urn:ietf:params:scim:schemas:extension:enterprise:2.0:User": { + "anyOf": [ + { + "$ref": "#/components/schemas/SCIMEnterpriseUser" + }, + { + "type": "null" + } + ] + }, "userName": { "anyOf": [ { @@ -24761,6 +31108,10 @@ "title": "SCIMUser", "type": "object" }, + "SCIMUser-Output": { + "additionalProperties": true, + "type": "object" + }, "SCIMUserEmail": { "properties": { "primary": { @@ -24833,6 +31184,45 @@ "title": "SCIMUserGroup", "type": "object" }, + "SCIMUserManager": { + "properties": { + "$ref": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "$Ref" + }, + "displayName": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Displayname" + }, + "value": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Value" + } + }, + "title": "SCIMUserManager", + "type": "object" + }, "SCIMUserName": { "properties": { "familyName": { @@ -24907,6 +31297,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -25817,7 +32214,7 @@ "content": { "application/json": { "schema": { - "$ref": "#/components/schemas/SCIMUser" + "$ref": "#/components/schemas/SCIMUser-Input" } } }, @@ -25828,7 +32225,7 @@ "content": { "application/json": { "schema": { - "$ref": "#/components/schemas/SCIMUser" + "$ref": "#/components/schemas/SCIMUser-Output" } } }, @@ -25947,7 +32344,7 @@ "content": { "application/json": { "schema": { - "$ref": "#/components/schemas/SCIMUser" + "$ref": "#/components/schemas/SCIMUser-Output" } } }, @@ -26019,7 +32416,7 @@ "content": { "application/json": { "schema": { - "$ref": "#/components/schemas/SCIMUser" + "$ref": "#/components/schemas/SCIMUser-Output" } } }, @@ -26080,7 +32477,7 @@ "content": { "application/json": { "schema": { - "$ref": "#/components/schemas/SCIMUser" + "$ref": "#/components/schemas/SCIMUser-Input" } } }, @@ -26091,7 +32488,7 @@ "content": { "application/json": { "schema": { - "$ref": "#/components/schemas/SCIMUser" + "$ref": "#/components/schemas/SCIMUser-Output" } } }, @@ -26387,6 +32784,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -28290,6 +34694,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -28389,6 +34800,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -28937,6 +35355,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -30490,16 +36915,7 @@ }, "required": [ "vector_store_id", - "custom_llm_provider", - "vector_store_name", - "vector_store_description", - "vector_store_metadata", - "created_at", - "updated_at", - "litellm_credential_name", - "litellm_params", - "team_id", - "user_id" + "custom_llm_provider" ], "title": "LiteLLM_ManagedVectorStoresTable", "type": "object" @@ -30515,6 +36931,13 @@ }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -30998,8 +37421,118 @@ "title": "IndexCreateRequest", "type": "object" }, + "IndexListResponse": { + "properties": { + "data": { + "items": { + "$ref": "#/components/schemas/LiteLLM_ManagedVectorStoreIndex" + }, + "title": "Data", + "type": "array" + }, + "object": { + "const": "list", + "default": "list", + "title": "Object", + "type": "string" + } + }, + "required": [ + "data" + ], + "title": "IndexListResponse", + "type": "object" + }, + "LiteLLM_ManagedVectorStoreIndex": { + "description": "LiteLLM managed vector store index object - this is is the object stored in the database", + "properties": { + "created_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Created At" + }, + "created_by": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Created By" + }, + "id": { + "title": "Id", + "type": "string" + }, + "index_info": { + "anyOf": [ + { + "additionalProperties": true, + "type": "object" + }, + { + "type": "null" + } + ], + "title": "Index Info" + }, + "index_name": { + "title": "Index Name", + "type": "string" + }, + "litellm_params": { + "$ref": "#/components/schemas/IndexCreateLiteLLMParams" + }, + "updated_at": { + "anyOf": [ + { + "format": "date-time", + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Updated At" + }, + "updated_by": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Updated By" + } + }, + "required": [ + "id", + "index_name", + "litellm_params" + ], + "title": "LiteLLM_ManagedVectorStoreIndex", + "type": "object" + }, "ValidationError": { "properties": { + "ctx": { + "title": "Context", + "type": "object" + }, + "input": { + "title": "Input" + }, "loc": { "items": { "anyOf": [ @@ -31035,8 +37568,33 @@ }, "paths": { "/v1/indexes": { + "get": { + "description": "List all vector store indexes. Proxy admin only.\n\n```bash\ncurl -L -X GET 'http://0.0.0.0:4000/v1/indexes' -H 'Authorization: Bearer sk-1234'\n```", + "operationId": "index_list_v1_indexes_get", + "responses": { + "200": { + "content": { + "application/json": { + "schema": { + "$ref": "#/components/schemas/IndexListResponse" + } + } + }, + "description": "Successful Response" + } + }, + "security": [ + { + "APIKeyHeader": [] + } + ], + "summary": "Index List", + "tags": [ + "vector_stores" + ] + }, "post": { - "description": "Create an index. Just writes the index to the database.\n\n```bash\ncurl -L -X POST 'http://0.0.0.0:4000/indexes/create' -H 'Content-Type: application/json' -H 'Authorization: Bearer sk-1234' -H 'LiteLLM-Beta: indexes_beta=v1' -d '{ \n \"index_name\": \"dall-e-3\",\n \"vector_store_index\": \"real-index-name\",\n \"vector_store_name\": \"azure-ai-search\"\n }'\n```", + "description": "Create an index. Just writes the index to the database.\n\n```bash\ncurl -L -X POST 'http://0.0.0.0:4000/v1/indexes' -H 'Content-Type: application/json' -H 'Authorization: Bearer sk-1234' -d '{\n \"index_name\": \"dall-e-3\",\n \"litellm_params\": {\n \"vector_store_index\": \"real-index-name\",\n \"vector_store_name\": \"azure-ai-search\"\n }\n }'\n```", "operationId": "index_create_v1_indexes_post", "requestBody": { "content": { diff --git a/litellm/proxy/_lazy_openapi_snapshot.py b/litellm/proxy/_lazy_openapi_snapshot.py index 41359d44b27..49d277cd3d1 100644 --- a/litellm/proxy/_lazy_openapi_snapshot.py +++ b/litellm/proxy/_lazy_openapi_snapshot.py @@ -3,18 +3,27 @@ Per-feature OpenAPI snapshot for lazy-loaded routers. The committed JSON is generated by `python -m litellm.proxy._lazy_openapi_snapshot` and consumed at runtime so /openapi.json can show full route info for unloaded -features without importing them. No CI job regenerates this file; drift surfaces -only indirectly through check-ui-api-types.yml, which rebuilds schema.d.ts from -app.openapi() with the committed snapshot injected. After changing any lazily -loaded route or this generator, rerun the module and commit the JSON, then run -`npm run gen:api` in ui/litellm-dashboard and commit schema.d.ts. +features without importing them. check-ui-api-types.yml (mirrored locally by +`make check`) regenerates this file and fails when the committed copy differs, +then rebuilds schema.d.ts from app.openapi() with the snapshot injected. After +changing any lazily loaded route or this generator, rerun the module and commit +the JSON, then run `npm run gen:api` in ui/litellm-dashboard and commit schema.d.ts. """ import json import re import sys +from collections.abc import Callable, Mapping +from dataclasses import dataclass from pathlib import Path -from typing import Final +from typing import TYPE_CHECKING, Final + +from typing_extensions import ReadOnly, TypedDict + +if TYPE_CHECKING: + from fastapi import FastAPI + + from litellm.proxy._lazy_features import LazyFeature SNAPSHOT_FILE: Final = Path(__file__).parent / "_lazy_openapi_snapshot.json" HTTP_METHOD_SUFFIXES: Final = { @@ -83,51 +92,84 @@ def _normalize_operation_ids(paths: dict[str, dict]) -> None: break -def generate_snapshot() -> dict[str, dict]: +class SnapshotFragment(TypedDict): + paths: ReadOnly[Mapping[str, Mapping[str, object]]] + components: ReadOnly[Mapping[str, Mapping[str, object]]] + + +@dataclass(frozen=True, slots=True) +class SnapshotResult: + fragments: Mapping[str, SnapshotFragment] + skipped: tuple[str, ...] + + +def _register_feature(app: "FastAPI", feat: "LazyFeature") -> str | None: import importlib + try: + feat.register_fn(app, importlib.import_module(feat.module_path)) + except Exception as exc: + sys.stderr.write(f"warning: skip {feat.name}: {exc}\n") + return feat.name + return None + + +def _feature_fragment(app: "FastAPI", feat: "LazyFeature", used_operation_ids: set[str]) -> SnapshotFragment | None: from fastapi.openapi.utils import get_openapi + from litellm.proxy.proxy_server import ensure_unique_openapi_operation_ids + + feat_routes: Final = [r for r in app.routes if feat.matches(getattr(r, "path", ""))] + if not feat_routes: + return None + _stabilize_multi_method_route_ids(feat_routes) + full: Final = get_openapi(title=app.title, version=app.version, routes=feat_routes) + paths: Final = full.get("paths", {}) + _normalize_operation_ids(paths) + # Group all of a feature's routes under one tag. + for path_ops in paths.values(): + for method, op in path_ops.items(): + if isinstance(op, dict): + operation_id = op.get("operationId") + if isinstance(operation_id, str): + for suffix in HTTP_METHOD_SUFFIXES: + if operation_id.endswith(f"_{suffix}"): + op["operationId"] = operation_id[: -len(suffix)] + method + break + op["tags"] = [feat.name] + unique: Final = ensure_unique_openapi_operation_ids(full, used_operation_ids) + return { + "paths": paths, + "components": {"schemas": unique.get("components", {}).get("schemas", {})}, + } + + +def generate_snapshot() -> SnapshotResult: from litellm.proxy._lazy_features import LAZY_FEATURES - from litellm.proxy.proxy_server import app, ensure_unique_openapi_operation_ids + from litellm.proxy.proxy_server import app - for feat in LAZY_FEATURES: - try: - module = importlib.import_module(feat.module_path) - feat.register_fn(app, module) - except Exception as exc: - sys.stderr.write(f"warning: skip {feat.name}: {exc}\n") - - fragments: Final[dict[str, dict]] = {} + skipped: Final = tuple(name for feat in LAZY_FEATURES if (name := _register_feature(app, feat)) is not None) used_operation_ids: Final[set[str]] = set() - for feat in LAZY_FEATURES: - feat_routes = [r for r in app.routes if feat.matches(getattr(r, "path", ""))] - if not feat_routes: - continue - _stabilize_multi_method_route_ids(feat_routes) - full = get_openapi(title=app.title, version=app.version, routes=feat_routes) - paths = full.get("paths", {}) - _normalize_operation_ids(paths) - # Group all of a feature's routes under one tag. - for path_ops in full.get("paths", {}).values(): - for method, op in path_ops.items(): - if isinstance(op, dict): - operation_id = op.get("operationId") - if isinstance(operation_id, str): - for suffix in HTTP_METHOD_SUFFIXES: - if operation_id.endswith(f"_{suffix}"): - op["operationId"] = operation_id[: -len(suffix)] + method - break - op["tags"] = [feat.name] - full = ensure_unique_openapi_operation_ids(full, used_operation_ids) - fragments[feat.name] = { - "paths": paths, - "components": {"schemas": full.get("components", {}).get("schemas", {})}, - } - return fragments + fragments: Final = { + feat.name: fragment + for feat in LAZY_FEATURES + if (fragment := _feature_fragment(app, feat, used_operation_ids)) is not None + } + return SnapshotResult(fragments=fragments, skipped=skipped) + + +def main(snapshot_file: Path = SNAPSHOT_FILE, generate: Callable[[], SnapshotResult] = generate_snapshot) -> int: + result: Final = generate() + if result.skipped: + sys.stderr.write( + f"error: {len(result.skipped)} feature(s) failed to import, so their fragments would vanish from the " + f"snapshot: {', '.join(result.skipped)}\n" + ) + return 1 + snapshot_file.write_text(json.dumps(result.fragments, indent=2, sort_keys=True) + "\n") + sys.stdout.write(f"wrote {len(result.fragments)} feature fragments to {snapshot_file}\n") + return 0 if __name__ == "__main__": - fragments: Final = generate_snapshot() - SNAPSHOT_FILE.write_text(json.dumps(fragments, indent=2, sort_keys=True) + "\n") - sys.stdout.write(f"wrote {len(fragments)} feature fragments to {SNAPSHOT_FILE}\n") + sys.exit(main()) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index bb26350e1b1..ed49ca2caa9 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -2510,6 +2510,18 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase): "are skipped for on-demand GET /health as well as the background health loop." ), ) + background_health_check_model_groups: tuple[str, ...] | None = Field( + None, + description=( + "Opt-in allowlist of model group names for background health checks and " + "health-check routing. When set, the background loop probes only deployments " + "whose model_name is listed, and enable_health_check_routing filters unhealthy " + "deployments only within the listed groups; every other group, including newly " + "added deployments, is skipped and keeps its configured routing strategy. " + "When unset, all deployments participate (opt out per deployment via " + "model_info.disable_background_health_check)." + ), + ) model_list_healthy_only: bool | None = Field( None, description=( diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py index 90a16052b71..e92d090a2fb 100644 --- a/litellm/proxy/auth/user_api_key_auth.py +++ b/litellm/proxy/auth/user_api_key_auth.py @@ -1769,7 +1769,12 @@ async def _user_api_key_auth_builder( return valid_token - if valid_token is not None and isinstance(valid_token, UserAPIKeyAuth) and valid_token.team_id is not None: + if ( + valid_token is not None + and isinstance(valid_token, UserAPIKeyAuth) + and valid_token.team_id is not None + and valid_token.team_id != UI_TEAM_ID + ): ## UPDATE TEAM VALUES BASED ON CACHED TEAM OBJECT - allows `/team/update` values to work for cached token try: team_obj: Final[LiteLLM_TeamTableCachedObj] = await get_team_object( @@ -2149,6 +2154,8 @@ async def _user_api_key_auth_builder( # Check 6: Additional Common Checks across jwt + key auth if valid_token.team_id is not None: try: + if valid_token.team_id == UI_TEAM_ID: + raise TeamNotFoundError(team_id=UI_TEAM_ID) with tracer.trace("litellm.proxy.auth.get_team_object"): _team_obj = await get_team_object( team_id=valid_token.team_id, @@ -2443,7 +2450,7 @@ async def _run_centralized_common_checks( ) fetch_coros: Final = [] - if user_api_key_auth_obj.team_id is not None: + if user_api_key_auth_obj.team_id is not None and user_api_key_auth_obj.team_id != UI_TEAM_ID: fetch_coros.append( _safe_fetch( "team", @@ -2567,7 +2574,9 @@ async def _run_centralized_common_checks( else: raise team_result else: - team_object = team_result + team_object = ( + _team_obj_from_token(user_api_key_auth_obj) if user_api_key_auth_obj.team_id == UI_TEAM_ID else team_result + ) user_object: LiteLLM_UserTable | None = None if isinstance(user_result, BaseException) else user_result project_object: Final[LiteLLM_ProjectTableCachedObj | None] = ( diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py index e999259a6dd..315fbcba310 100644 --- a/litellm/proxy/common_request_processing.py +++ b/litellm/proxy/common_request_processing.py @@ -26,6 +26,7 @@ from litellm.constants import ( LITELLM_DETAILED_TIMING, LITELLM_HTTP_STATUS_CLIENT_DISCONNECTED, MAX_PAYLOAD_SIZE_FOR_DEBUG_LOG, + NON_INFERENCE_CALL_TYPES, RETURN_RAW_MODEL_NAME_METADATA_KEY, STREAM_SSE_DATA_PREFIX, STREAM_SSE_KEEPALIVE_PING_BYTES, @@ -37,6 +38,7 @@ from litellm.litellm_core_utils.dd_tracing import NullTracer, tracer from litellm.litellm_core_utils.get_supported_openai_params import ( get_supported_openai_params, ) +from litellm.litellm_core_utils.internal_call_metadata import is_unbilled_non_inference_call_from_params from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj from litellm.litellm_core_utils.llm_cost_calc.guardrail_cost import guardrail_information_cost from litellm.litellm_core_utils.llm_response_utils.get_headers import ( @@ -1300,15 +1302,51 @@ def _uncached_input_cost( return input_cost - (cache_read_cost or 0.0) - (cache_creation_cost or 0.0) +_ZERO_COST_BREAKDOWN: Final = CostBreakdownHeaderValues( + original_cost=0.0, + discount_amount=0.0, + margin_total_amount=0.0, + margin_percent=0.0, + input_cost=0.0, + output_cost=0.0, + tool_usage_cost=0.0, +) +"""The component split a call priced at zero advertises, so a client reading the cost headers off a +read or management route still finds the whole family rather than a partially populated one.""" + + +def _totals_to_zero(response_cost: float | str | None) -> bool: + """Whether the total these headers carry is zero, counting a total no route ever priced as one. + + A component split is only reported as zero alongside a total that agrees with it, so a read + that did price normally never advertises a real total beside an all-zero split. + """ + if response_cost is None or response_cost == "": + return True + try: + return float(response_cost) == 0.0 + except (TypeError, ValueError): + return False + + def _get_cost_breakdown_from_logging_obj( litellm_logging_obj: LiteLLMLoggingObj | None, + response_cost: float | str | None = None, ) -> CostBreakdownHeaderValues: - """Extract discount, margin, and per-component cost information from logging object's cost breakdown.""" + """Extract discount, margin, and per-component cost information from logging object's cost breakdown. + + A non-inference call that priced at zero never records a breakdown, so its components are + reported as zero here. Any such call that did price normally (retrieving a background response, + and the cost poller's read of one) reports the breakdown it stored, or nothing at all when the + breakdown has not landed yet. + """ if not litellm_logging_obj or not hasattr(litellm_logging_obj, "cost_breakdown"): return CostBreakdownHeaderValues() cost_breakdown: Final = litellm_logging_obj.cost_breakdown if not cost_breakdown: + if litellm_logging_obj.call_type in NON_INFERENCE_CALL_TYPES and _totals_to_zero(response_cost): + return _ZERO_COST_BREAKDOWN return CostBreakdownHeaderValues() return CostBreakdownHeaderValues( @@ -1457,7 +1495,9 @@ class ProxyBaseLLMRequestProcessing: exclude_values: Final = {"", None, "None"} hidden_params = hidden_params or {} - cost_breakdown: Final = _get_cost_breakdown_from_logging_obj(litellm_logging_obj=litellm_logging_obj) + cost_breakdown: Final = _get_cost_breakdown_from_logging_obj( + litellm_logging_obj=litellm_logging_obj, response_cost=response_cost + ) # Calculate updated spend for header (include current response_cost) current_spend: Final = user_api_key_dict.spend or 0.0 @@ -2537,11 +2577,16 @@ class ProxyBaseLLMRequestProcessing: additional_headers = hidden_params.get("additional_headers", {}) or {} recover_response_cost: Final = not response_cost and hidden_params.get("response_cost") is None - llm_cost_for_headers: Final = ( + computed_cost_for_headers: Final = ( self._response_cost_from_logging_obj(response=response, logging_obj=logging_obj) or "" if recover_response_cost else response_cost ) + llm_cost_for_headers: Final = ( + 0.0 + if is_unbilled_non_inference_call_from_params(logging_obj.call_type, logging_obj.litellm_params, response) + else computed_cost_for_headers + ) _, request_metadata_bucket = get_or_create_metadata_bucket(self.data) guardrail_cost_for_headers: Final = guardrail_information_cost( request_metadata_bucket.get("standard_logging_guardrail_information") diff --git a/litellm/proxy/common_utils/reset_budget_job.py b/litellm/proxy/common_utils/reset_budget_job.py index 4ebcc549cdd..b8b9500ff63 100644 --- a/litellm/proxy/common_utils/reset_budget_job.py +++ b/litellm/proxy/common_utils/reset_budget_job.py @@ -1,5 +1,6 @@ import asyncio import json +import math import time from collections.abc import Awaitable, Callable, Iterable, Mapping, Sequence from dataclasses import dataclass @@ -45,6 +46,7 @@ from litellm.repositories.table_repositories import ( ) from litellm.repositories.team_repository import TeamRepository from litellm.repositories.unit_of_work import ( + LinkedSpendResetWrites, budget_cascade_unit_of_work, spend_reset_unit_of_work, ) @@ -59,7 +61,15 @@ _LINKED_KEYS_WHERE: Final[Mapping[str, object]] = MappingProxyType({"budget_dura _SPENT_ROWS_WHERE: Final[Mapping[str, object]] = MappingProxyType({"spend": {"gt": 0}}) -class _TeamMembershipRow(Protocol): +class _BudgetLinkedRow(Protocol): + @property + def spend(self) -> float | None: ... + + @property + def budget_id(self) -> str | None: ... + + +class _TeamMembershipRow(_BudgetLinkedRow, Protocol): @property def user_id(self) -> str: ... @@ -67,26 +77,48 @@ class _TeamMembershipRow(Protocol): def team_id(self) -> str: ... -class _KeyRow(Protocol): +class _KeyRow(_BudgetLinkedRow, Protocol): @property def token(self) -> str: ... -class _OrgRow(Protocol): +class _OrgRow(_BudgetLinkedRow, Protocol): @property def organization_id(self) -> str: ... -class _TagRow(Protocol): +class _TagRow(_BudgetLinkedRow, Protocol): @property def tag_name(self) -> str: ... -class _EndUserRow(Protocol): +class _EndUserRow(_BudgetLinkedRow, Protocol): @property def user_id(self) -> str: ... +def _rollover_enabled() -> bool: + return litellm.budget_rollover is True + + +def _rollover_cap(max_budget: float | None) -> float | None: + if max_budget is None or not math.isfinite(max_budget): + return None + return max_budget + + +def _carried_spend(spend: float | None, cap: float | None) -> float: + if cap is None: + return 0.0 + return max(0.0, (spend or 0.0) - cap) + + +def _row_carried_spend(row: _BudgetLinkedRow, caps: Mapping[str, float]) -> float: + if not caps: + return 0.0 + return _carried_spend(row.spend, caps.get(row.budget_id) if row.budget_id is not None else None) + + def _team_membership_counter_key(row: _TeamMembershipRow) -> str: return f"spend:team_member:{row.user_id}:{row.team_id}" @@ -129,6 +161,59 @@ def _budget_link_where( return {"budget_id": {"in": list(budget_ids)}, **extra} +def _queue_budget_linked_resets( + writes: LinkedSpendResetWrites, + cascade: "_BudgetCascade", + extra: Mapping[str, object] = MappingProxyType({}), +) -> None: + """Reset one linked table's spend for every expiring tier: tiers with a + rollover cap keep spend beyond the cap (decrement preserves writes racing + the reset), everything else is zeroed as before. Zero the under-cap rows + BEFORE decrementing the over-cap ones: the statements run sequentially in + one transaction, so the reverse order lets the zero re-match a row the + decrement just moved into the (0, cap] range and erase its carried spend.""" + for budget_id, cap in cascade.rollover_caps.items(): + writes.queue_spend_zero( + where={"budget_id": budget_id, **extra, "spend": {"gt": 0, "lte": cap}} + ) # mutable-ok: prisma where filter must be a dict + writes.queue_spend_decrement( + where={"budget_id": budget_id, **extra, "spend": {"gt": cap}}, amount=cap + ) # mutable-ok: prisma where filter must be a dict + plain_ids: Final = tuple(bid for bid in cascade.budget_ids if bid not in cascade.rollover_caps) + if plain_ids: + writes.queue_spend_zero(where=_budget_link_where(plain_ids, extra)) + + +def _queue_enduser_resets(writes: LinkedSpendResetWrites, cascade: "_BudgetCascade") -> None: + """End users are matched by id rather than budget link: rows with no + budget_id ride the default budget tier (litellm.max_end_user_budget_id). + Zero-before-decrement ordering matters here too (see + _queue_budget_linked_resets).""" + if not cascade.rollover_caps: + if cascade.endusers: + writes.queue_spend_zero( + where={"user_id": {"in": [row.user_id for row in cascade.endusers]}} + ) # mutable-ok: prisma where filter must be a dict + return + tiered: Final = tuple((row.budget_id or litellm.max_end_user_budget_id, row.user_id) for row in cascade.endusers) + for budget_id, cap in cascade.rollover_caps.items(): + if not ( + user_ids := [uid for bid, uid in tiered if bid == budget_id] + ): # mutable-ok: prisma "in" filter takes a list + continue + writes.queue_spend_zero( + where={"user_id": {"in": user_ids}, "spend": {"lte": cap}} + ) # mutable-ok: prisma where filter must be a dict + writes.queue_spend_decrement( + where={"user_id": {"in": user_ids}, "spend": {"gt": cap}}, amount=cap + ) # mutable-ok: prisma where filter must be a dict + plain: Final = [ + uid for bid, uid in tiered if bid is None or bid not in cascade.rollover_caps + ] # mutable-ok: prisma "in" filter takes a list + if plain: + writes.queue_spend_zero(where={"user_id": {"in": plain}}) # mutable-ok: prisma where filter must be a dict + + @dataclass(frozen=True, slots=True) class _BudgetCascade: """Everything one budget-tier reset touches, resolved before any write.""" @@ -137,8 +222,9 @@ class _BudgetCascade: budget_ids: tuple[str, ...] = () budget_resets: tuple[tuple[str, datetime], ...] = () endusers: tuple[_EndUserRow, ...] = () - counter_keys: tuple[str, ...] = () + counter_resets: tuple[tuple[str, float], ...] = () cache_keys: tuple[str, ...] = () + rollover_caps: Mapping[str, float] = MappingProxyType({}) @dataclass(frozen=True, slots=True) @@ -404,8 +490,10 @@ class ResetBudgetJob: ) @staticmethod - async def _invalidate_spend_counter(counter_key: str) -> None: - """Zero a spend counter so a DB-row reset takes effect immediately. + async def _invalidate_spend_counter(counter_key: str, new_spend: float = 0.0) -> None: + """Overwrite a spend counter with the post-reset value (0, or the carried + overage when budget rollover is enabled) so a DB-row reset takes effect + immediately. Call AFTER the DB write commits. Clearing Redis before the DB commit opens a window where get_current_spend reads 0 from Redis @@ -414,10 +502,10 @@ class ResetBudgetJob: try: from litellm.proxy.proxy_server import spend_counter_cache - spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=0.0, ttl=60) + spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=new_spend, ttl=60) if spend_counter_cache.redis_cache is not None: try: - await spend_counter_cache.redis_cache.async_set_cache(key=counter_key, value=0.0, ttl=60) + await spend_counter_cache.redis_cache.async_set_cache(key=counter_key, value=new_spend, ttl=60) except Exception as redis_err: verbose_proxy_logger.warning( "Failed to reset spend counter %s in Redis: %s. " @@ -522,6 +610,15 @@ class ResetBudgetJob: where=_budget_link_where(budget_ids, _SPENT_ROWS_WHERE), log_subject="tags", ) + rollover_caps: Final[Mapping[str, float]] = MappingProxyType( + { # mutable-ok: MappingProxyType wraps a one-shot dict comprehension + b.budget_id: cap + for b in budgets_to_reset + if b.budget_id is not None and (cap := _rollover_cap(b.max_budget)) is not None + } + if _rollover_enabled() + else {} # mutable-ok: empty sentinel immediately frozen by MappingProxyType + ) return _BudgetCascade( budgets=tuple(budgets_to_reset), budget_ids=budget_ids, @@ -534,12 +631,16 @@ class ResetBudgetJob: if b.budget_id is not None and b.budget_duration is not None ), endusers=await self._collect_endusers_to_reset(budget_ids), - counter_keys=( - *(_team_membership_counter_key(row) for row in team_memberships), - *(_key_counter_key(row) for row in keys), - *(_org_counter_key(row) for row in orgs), - *(_tag_counter_key(row) for row in tags), + counter_resets=( + *( + (_team_membership_counter_key(row), _row_carried_spend(row, rollover_caps)) + for row in team_memberships + ), + *((_key_counter_key(row), _row_carried_spend(row, rollover_caps)) for row in keys), + *((_org_counter_key(row), _row_carried_spend(row, rollover_caps)) for row in orgs), + *((_tag_counter_key(row), _row_carried_spend(row, rollover_caps)) for row in tags), ), + rollover_caps=rollover_caps, cache_keys=( *(key for row in team_memberships for key in _team_membership_cache_keys(row)), *(key for row in keys for key in _key_cache_keys(row)), @@ -565,20 +666,18 @@ class ResetBudgetJob: ) async def _commit_budget_cascade_once(self, cascade: _BudgetCascade) -> None: - enduser_ids: Final = tuple(row.user_id for row in cascade.endusers) async with budget_cascade_unit_of_work(self.prisma_client.db.batch_) as uow: - uow.team_memberships.queue_spend_zero(where=_budget_link_where(cascade.budget_ids)) - uow.keys.queue_spend_zero(where=_budget_link_where(cascade.budget_ids, _LINKED_KEYS_WHERE)) - uow.organizations.queue_spend_zero(where=_budget_link_where(cascade.budget_ids, _SPENT_ROWS_WHERE)) - uow.tags.queue_spend_zero(where=_budget_link_where(cascade.budget_ids, _SPENT_ROWS_WHERE)) - if enduser_ids: - uow.endusers.queue_spend_zero(where={"user_id": {"in": list(enduser_ids)}}) + _queue_budget_linked_resets(uow.team_memberships, cascade) + _queue_budget_linked_resets(uow.keys, cascade, extra=_LINKED_KEYS_WHERE) + _queue_budget_linked_resets(uow.organizations, cascade, extra=_SPENT_ROWS_WHERE) + _queue_budget_linked_resets(uow.tags, cascade, extra=_SPENT_ROWS_WHERE) + _queue_enduser_resets(uow.endusers, cascade) for budget_id, budget_reset_at in cascade.budget_resets: uow.budgets.queue_window_advance(budget_id=budget_id, budget_reset_at=budget_reset_at) async def _invalidate_budget_cascade_caches(self, cascade: _BudgetCascade) -> None: - for counter_key in cascade.counter_keys: - await self._invalidate_spend_counter(counter_key) + for counter_key, new_spend in cascade.counter_resets: + await self._invalidate_spend_counter(counter_key, new_spend=new_spend) for cache_key in cascade.cache_keys: await self._invalidate_user_api_key_cache_entry(cache_key) @@ -708,7 +807,11 @@ class ResetBudgetJob: for k in updated_keys: if k.token is None: continue - uow.keys.queue_spend_reset(token=k.token, budget_reset_at=k.budget_reset_at) + uow.keys.queue_spend_reset( + token=k.token, + budget_reset_at=k.budget_reset_at, + spend_decrement=k.max_budget if (k.spend or 0.0) > 0.0 else None, + ) async def _write_user_reset_updates(self, updated_users: list[LiteLLM_UserTable]) -> None: """ @@ -726,7 +829,11 @@ class ResetBudgetJob: async def _write_user_reset_updates_once(self, updated_users: list[LiteLLM_UserTable]) -> None: async with spend_reset_unit_of_work(self.prisma_client.db.batch_) as uow: for u in updated_users: - uow.users.queue_spend_reset(user_id=u.user_id, budget_reset_at=u.budget_reset_at) + uow.users.queue_spend_reset( + user_id=u.user_id, + budget_reset_at=u.budget_reset_at, + spend_decrement=u.max_budget if (u.spend or 0.0) > 0.0 else None, + ) async def _write_team_reset_updates(self, updated_teams: list[LiteLLM_TeamTable]) -> None: """ @@ -744,7 +851,11 @@ class ResetBudgetJob: async def _write_team_reset_updates_once(self, updated_teams: list[LiteLLM_TeamTable]) -> None: async with spend_reset_unit_of_work(self.prisma_client.db.batch_) as uow: for t in updated_teams: - uow.teams.queue_spend_reset(team_id=t.team_id, budget_reset_at=t.budget_reset_at) + uow.teams.queue_spend_reset( + team_id=t.team_id, + budget_reset_at=t.budget_reset_at, + spend_decrement=t.max_budget if (t.spend or 0.0) > 0.0 else None, + ) def _emit_phase_failure( self, @@ -820,7 +931,7 @@ class ResetBudgetJob: for k in updated_keys: token = getattr(k, "token", None) if token: - await self._invalidate_spend_counter(f"spend:key:{token}") + await self._invalidate_spend_counter(f"spend:key:{token}", new_spend=k.spend or 0.0) end_time = time.time() outcome: Final = _ChunkOutcome( @@ -925,7 +1036,7 @@ class ResetBudgetJob: for u in updated_users: user_id = getattr(u, "user_id", None) if user_id: - await self._invalidate_spend_counter(f"spend:user:{user_id}") + await self._invalidate_spend_counter(f"spend:user:{user_id}", new_spend=u.spend or 0.0) if user_id == LITELLM_PROXY_BUDGET_NAME: await self._invalidate_global_proxy_spend_cache() @@ -1034,7 +1145,7 @@ class ResetBudgetJob: for t in updated_teams: team_id = getattr(t, "team_id", None) if team_id: - await self._invalidate_spend_counter(f"spend:team:{team_id}") + await self._invalidate_spend_counter(f"spend:team:{team_id}", new_spend=t.spend or 0.0) end_time = time.time() outcome: Final = _ChunkOutcome( @@ -1107,10 +1218,11 @@ class ResetBudgetJob: reset_at: Final = datetime.fromisoformat(reset_at_str.replace("Z", "+00:00")).replace(tzinfo=None) if reset_at > now: return False - spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=0.0) + new_value: Final = await ResetBudgetJob._window_carried_spend(window, counter_key, spend_counter_cache) + spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=new_value) if spend_counter_cache.redis_cache is not None: try: - await spend_counter_cache.redis_cache.async_set_cache(key=counter_key, value=0.0) + await spend_counter_cache.redis_cache.async_set_cache(key=counter_key, value=new_value) except Exception as redis_err: verbose_proxy_logger.warning("Failed to reset Redis counter %s: %s", counter_key, redis_err) window["reset_at"] = compute_budget_reset_at( @@ -1118,6 +1230,27 @@ class ResetBudgetJob: ).isoformat() return True + @staticmethod + async def _window_carried_spend( + window: Mapping[str, object], counter_key: str, spend_counter_cache: DualCache + ) -> float: + """Per-window spend lives only in the counter, so the carried overage is + read from it before the reset overwrites it.""" + if not _rollover_enabled(): + return 0.0 + window_max: Final = window.get("max_budget") + cap: Final = _rollover_cap(window_max) if isinstance(window_max, (int, float)) else None + if cap is None: + return 0.0 + try: + current: Final = await spend_counter_cache.async_get_cache(key=counter_key) + except Exception as e: # noqa: BLE001 # an unreadable counter falls back to a plain zero reset + verbose_proxy_logger.warning("Failed to read spend counter %s for rollover: %s", counter_key, e) + return 0.0 + if not isinstance(current, (int, float)): + return 0.0 + return _carried_spend(float(current), cap) + async def reset_budget_windows(self) -> None: """ For keys and teams with budget_limits, reset any individual windows where @@ -1222,7 +1355,7 @@ class ResetBudgetJob: still holds the pre-reset value, admitting requests past the cap. """ try: - item.spend = 0.0 + item.spend = _carried_spend(item.spend, _rollover_cap(item.max_budget)) if _rollover_enabled() else 0.0 if hasattr(item, "budget_duration") and item.budget_duration is not None: item.budget_reset_at = compute_budget_reset_at( budget_duration=item.budget_duration, settings=reset_settings diff --git a/litellm/proxy/db/prisma_client.py b/litellm/proxy/db/prisma_client.py index fc761fc1831..4bd007769b8 100644 --- a/litellm/proxy/db/prisma_client.py +++ b/litellm/proxy/db/prisma_client.py @@ -887,6 +887,22 @@ class PrismaManager: return ProxyExtrasDBManager.apply_replica_identity_full_if_requested() + @staticmethod + def _raise_if_partitioned_spend_logs() -> None: + """`prisma db push` rewrites a doc-partitioned LiteLLM_SpendLogs + primary key back to ("request_id"), which Postgres rejects. Fail fast + with guidance instead of retrying into that raw error. No-op when + litellm-proxy-extras is absent.""" + try: + from litellm_proxy_extras.utils import ( + PARTITIONED_SPEND_LOGS_PUSH_ERROR, + ProxyExtrasDBManager, + ) + except ImportError: + return + if ProxyExtrasDBManager.spend_logs_is_partitioned(): + raise RuntimeError(PARTITIONED_SPEND_LOGS_PUSH_ERROR) + @staticmethod def setup_database(use_migrate: bool = False, use_v2_resolver: bool = False) -> bool: """ @@ -921,6 +937,7 @@ class PrismaManager: use_v2_resolver=use_v2_resolver, ) else: + PrismaManager._raise_if_partitioned_spend_logs() # Use prisma db push with increased timeout subprocess.run( [ diff --git a/litellm/proxy/health_check.py b/litellm/proxy/health_check.py index 9b60595838d..219f6f270ed 100644 --- a/litellm/proxy/health_check.py +++ b/litellm/proxy/health_check.py @@ -7,8 +7,11 @@ import sys import threading import time from collections.abc import Mapping, Sequence +from collections.abc import Set as AbstractSet from types import MappingProxyType -from typing import TYPE_CHECKING, Final +from typing import TYPE_CHECKING, Final, TypeVar + +from pydantic import TypeAdapter, ValidationError import litellm @@ -16,6 +19,7 @@ if TYPE_CHECKING: from litellm.router import Router logger: Final = logging.getLogger(__name__) +_DeploymentT: Final = TypeVar("_DeploymentT", bound=Mapping[str, object]) from litellm.constants import ( BACKGROUND_HEALTH_CHECK_MAX_TOKENS, BACKGROUND_HEALTH_CHECK_MAX_TOKENS_REASONING, @@ -167,6 +171,38 @@ def health_check_filter_kwargs_from_general_settings( } +def parse_background_health_check_model_groups( + general_settings: Mapping[str, object] | None, +) -> frozenset[str] | None: + """ + Read ``general_settings.background_health_check_model_groups``. + + ``None`` means the allowlist is unset and every deployment participates + (legacy behavior). A list scopes background health checks and health-check + routing to deployments whose ``model_name`` is listed. A malformed value + raises so the proxy fails at startup instead of silently probing everything. + """ + raw: Final = (general_settings or {}).get("background_health_check_model_groups") + if raw is None: + return None + try: + return frozenset(TypeAdapter(list[str]).validate_python(raw)) + except ValidationError as e: + raise ValueError( + "general_settings.background_health_check_model_groups must be a list of model group names" + ) from e + + +def filter_deployments_to_model_groups( + model_list: Sequence[_DeploymentT], + model_groups: AbstractSet[str] | None, +) -> tuple[_DeploymentT, ...]: + """Deployments whose ``model_name`` is in ``model_groups``; all of them when unset.""" + if model_groups is None: + return tuple(model_list) + return tuple(x for x in model_list if x.get("model_name") in model_groups) + + def filter_deployments_by_id( model_list: Sequence[Mapping[str, object]], ) -> list: diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py index 064b53e07b7..f3df7c6580a 100644 --- a/litellm/proxy/litellm_pre_call_utils.py +++ b/litellm/proxy/litellm_pre_call_utils.py @@ -19,6 +19,7 @@ from litellm.constants import ( CONSUMED_REQUEST_TAGS_METADATA_KEY, INTERNAL_CALL_ORIGIN_METADATA_KEY, LITELLM_PROXY_MASTER_KEY_ALIAS, + OTEL_SERVICE_NAME_METADATA_KEYS, PRE_CALL_EXECUTED_GUARDRAILS_KEY, SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY, ) @@ -2003,6 +2004,19 @@ async def add_litellm_data_to_request( _metadata_variable_name=_metadata_variable_name, ) + # A key's OTel service name outranks its team's, so the key's values are + # re-applied after the last-writer-wins team metadata merge above + _key_otel_service_names: Final = { + field: value + for field, value in (key_metadata or {}).items() + if field in OTEL_SERVICE_NAME_METADATA_KEYS and isinstance(value, str) and value.strip() + } + data = LiteLLMProxyRequestSetup.add_management_endpoint_metadata_to_request_metadata( + data=data, + management_endpoint_metadata=_key_otel_service_names, + _metadata_variable_name=_metadata_variable_name, + ) + # Team spend, budget - used by prometheus.py data[_metadata_variable_name]["user_api_key_team_max_budget"] = user_api_key_dict.team_max_budget data[_metadata_variable_name]["user_api_key_team_spend"] = user_api_key_dict.team_spend diff --git a/litellm/proxy/management_endpoints/auto_router_endpoints.py b/litellm/proxy/management_endpoints/auto_router_endpoints.py index 1322f50d4af..ee6c8ec4898 100644 --- a/litellm/proxy/management_endpoints/auto_router_endpoints.py +++ b/litellm/proxy/management_endpoints/auto_router_endpoints.py @@ -195,7 +195,7 @@ def _models_this_test_can_call(config: RequestComplexityRouterConfig) -> tuple[s model for model in ( config.classifier_llm_config.model - if config.classifier_type == "llm" and config.classifier_llm_config is not None + if config.uses_llm_classifier and config.classifier_llm_config is not None else None, config.embedding_model if config.semantic_keyword_matching else None, ) diff --git a/litellm/proxy/management_endpoints/budget_management_endpoints.py b/litellm/proxy/management_endpoints/budget_management_endpoints.py index 17a845d4300..62a24109dbb 100644 --- a/litellm/proxy/management_endpoints/budget_management_endpoints.py +++ b/litellm/proxy/management_endpoints/budget_management_endpoints.py @@ -13,6 +13,7 @@ All /budget management endpoints #### BUDGET TABLE MANAGEMENT #### import math +from collections.abc import Mapping from typing import Final from fastapi import APIRouter, Depends, HTTPException @@ -178,13 +179,17 @@ async def update_budget( else {} ) - response: Final = await BudgetRepository(prisma_client).table.update( - where={"budget_id": budget_obj.budget_id}, - data={ + budget_obj_jsonified: Final[Mapping[str, object]] = jsonify_object( + { **budget_obj.model_dump(exclude_unset=True), **recomputed_reset_at, "updated_by": user_api_key_dict.user_id or litellm_proxy_admin_name, - }, + } + ) + + response: Final = await BudgetRepository(prisma_client).table.update( + where={"budget_id": budget_obj.budget_id}, + data=budget_obj_jsonified, ) return response diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py index d1c08352919..97999cbb6d7 100644 --- a/litellm/proxy/management_endpoints/key_management_endpoints.py +++ b/litellm/proxy/management_endpoints/key_management_endpoints.py @@ -2190,7 +2190,7 @@ async def _get_and_validate_existing_key( existing_key_row: Final[LiteLLM_VerificationToken | None] = await _prisma_table( VerificationTokenRepository(prisma_client) - ).find_unique(where={"token": hashed_token}) + ).find_unique(where={"token": hashed_token}, include={"object_permission": True}) if existing_key_row is None: raise ProxyException( @@ -2442,11 +2442,13 @@ async def _validate_mcp_servers_for_key_update( check_db_only=True, ) object_permission_dict: Final = _object_permission_to_dict(data.object_permission) + team_unchanged: Final = data.team_id is None or data.team_id == existing_key_row.team_id normalized_object_permission: Final = await validate_key_mcp_servers_against_team( object_permission=object_permission_dict, team_obj=effective_team_obj, prisma_client=prisma_client, is_proxy_admin=is_proxy_admin, + existing_key_object_permission=existing_key_row.object_permission if team_unchanged else None, ) await validate_key_search_tools_against_team( object_permission=object_permission_dict, diff --git a/litellm/proxy/management_endpoints/scim/scim_v2.py b/litellm/proxy/management_endpoints/scim/scim_v2.py index 67370e3511c..ded57815e91 100644 --- a/litellm/proxy/management_endpoints/scim/scim_v2.py +++ b/litellm/proxy/management_endpoints/scim/scim_v2.py @@ -6,6 +6,7 @@ This is an enterprise feature and requires a premium license. import re from collections.abc import Awaitable, Callable, Iterable, Mapping, Sequence +from copy import deepcopy from dataclasses import dataclass from functools import partial from itertools import chain @@ -2375,6 +2376,37 @@ async def get_group( raise handle_exception_on_proxy(e) +def _new_team_request_with_defaults( + team_id: str, + team_alias: str | None, + members_with_roles: Sequence[Member], +) -> NewTeamRequest: + """Build the SCIM group's team request, applying litellm.default_team_params + (including models) the same way SSO auto-created teams do.""" + default_params: Final = litellm.default_team_params + defaults: Final[Mapping[str, object]] = ( + deepcopy(default_params) + if isinstance(default_params, dict) + else default_params.model_dump(exclude_none=True) + if default_params is not None + else {} + ) + default_metadata: Final = defaults.get("metadata") + metadata: Final = { + **(default_metadata if isinstance(default_metadata, dict) else {}), + SCIM_MANAGED_TEAM_METADATA_KEY: True, + } + return NewTeamRequest.model_validate( + { + **defaults, + "team_id": team_id, + "team_alias": team_alias, + "members_with_roles": members_with_roles, + "metadata": metadata, + } + ) + + @scim_router.post( "/Groups", response_model=SCIMGroup, @@ -2412,11 +2444,10 @@ async def create_group( # Create team in database created_team: Final = await new_team( - data=NewTeamRequest( + data=_new_team_request_with_defaults( team_id=team_id, team_alias=group.displayName, members_with_roles=members_with_roles, - metadata={SCIM_MANAGED_TEAM_METADATA_KEY: True}, ), http_request=Request(scope={"type": "http", "path": "/scim/v2/Groups"}), user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN), diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py index 0c8240b3298..613508da22b 100644 --- a/litellm/proxy/management_endpoints/ui_sso.py +++ b/litellm/proxy/management_endpoints/ui_sso.py @@ -808,6 +808,15 @@ def normalize_email(email: str | None) -> str | None: return email.lower() if isinstance(email, str) else email +# Ordered highest to lowest privilege +LITELLM_USER_ROLE_HIERARCHY: Final = ( + LitellmUserRoles.PROXY_ADMIN, + LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY, + LitellmUserRoles.INTERNAL_USER, + LitellmUserRoles.INTERNAL_USER_VIEW_ONLY, +) + + def determine_role_from_groups( user_groups: list[str], role_mappings: "RoleMappings", @@ -832,19 +841,11 @@ def determine_role_from_groups( # No role mappings configured, return default_role return role_mappings.default_role - # Role hierarchy (highest to lowest) - role_hierarchy: Final = [ - LitellmUserRoles.PROXY_ADMIN, - LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY, - LitellmUserRoles.INTERNAL_USER, - LitellmUserRoles.INTERNAL_USER_VIEW_ONLY, - ] - # Convert user_groups to a set for efficient lookup user_groups_set: Final = set(user_groups) if isinstance(user_groups, list) else set() # Find the highest privilege role the user belongs to - for role in role_hierarchy: + for role in LITELLM_USER_ROLE_HIERARCHY: if role in role_mappings.roles: role_groups = role_mappings.roles[role] if isinstance(role_groups, list) and user_groups_set.intersection(set(role_groups)): @@ -4236,15 +4237,7 @@ class MicrosoftSSOHandler: verbose_proxy_logger.debug("Extracted app roles from id_token: %s", app_roles) # Combine groups and app roles - user_role: LitellmUserRoles | None = None - if app_roles: - # Check if any app role is a valid LitellmUserRoles - for role_str in app_roles: - role = get_litellm_user_role(role_str) - if role is not None: - user_role = role - verbose_proxy_logger.debug("Found valid LitellmUserRoles '%s' in app_roles", role.value) - break + user_role: Final = MicrosoftSSOHandler.get_user_role_from_app_roles(app_roles) verbose_proxy_logger.debug("Combined team_ids (groups + app roles): %s", user_team_ids) @@ -4282,6 +4275,27 @@ class MicrosoftSSOHandler: verbose_proxy_logger.debug("Microsoft SSO OpenID Response: %s", openid_response) return openid_response + @staticmethod + def get_user_role_from_app_roles( + app_roles: Sequence[str] | None, + ) -> LitellmUserRoles | None: + """ + Resolve the one role LiteLLM stores for a user from their Entra app roles. + + Entra does not guarantee `roles` claim ordering, so a user holding several app + roles resolves to the highest privilege one rather than whichever the claim + listed first. Roles the hierarchy does not rank (org_admin, team, customer) + resolve by name to stay deterministic + """ + resolved: Final = frozenset( + role for role in (get_litellm_user_role(role_str) for role_str in app_roles or ()) if role is not None + ) + if not resolved: + return None + + ranked: Final = next((role for role in LITELLM_USER_ROLE_HIERARCHY if role in resolved), None) + return ranked if ranked is not None else min(resolved, key=lambda role: role.value) + @staticmethod def get_app_roles_from_id_token(id_token: str | None) -> list[str]: """ diff --git a/litellm/proxy/management_helpers/object_permission_utils.py b/litellm/proxy/management_helpers/object_permission_utils.py index fb64914f6f5..13080a6cf83 100644 --- a/litellm/proxy/management_helpers/object_permission_utils.py +++ b/litellm/proxy/management_helpers/object_permission_utils.py @@ -447,6 +447,36 @@ async def enforce_all_proxy_mcp_servers_grant_is_admin_only( ) +async def _get_grandfathered_key_mcp_server_ids( + existing_object_permission: Optional["LiteLLM_ObjectPermissionTable"], + prisma_client: PrismaClient | None, +) -> frozenset[str]: + """ + Resolve the canonical MCP server IDs a key's stored object_permission already + grants. Updates that keep or shrink those grants stay valid even when the + team allowlist has since changed; sentinels are excluded so they cannot + grandfather anything. + """ + if existing_object_permission is None or prisma_client is None: + return frozenset() + raw_tool_perms: Final = existing_object_permission.mcp_tool_permissions or {} + tool_perm_keys: Final[frozenset[str]] = frozenset( + json.loads(raw_tool_perms).keys() if isinstance(raw_tool_perms, str) else raw_tool_perms.keys() + ) + identifiers: Final = (frozenset(existing_object_permission.mcp_servers or []) | tool_perm_keys) - { + SpecialMCPServerNames.no_mcp_servers.value, + SpecialMCPServerName.all_proxy_servers.value, + } + return frozenset( + _flatten_resolved_mcp_server_ids( + await _resolve_mcp_server_identifiers_to_ids( + identifiers=set(identifiers), + prisma_client=prisma_client, + ) + ) + ) + + async def _get_team_allowed_mcp_servers( team_obj: Optional["LiteLLM_TeamTableCachedObj"], prisma_client: PrismaClient | None = None, @@ -527,10 +557,16 @@ async def validate_key_mcp_servers_against_team( team_obj: Optional["LiteLLM_TeamTableCachedObj"], prisma_client: PrismaClient | None = None, is_proxy_admin: bool = False, + existing_key_object_permission: Optional["LiteLLM_ObjectPermissionTable"] = None, ) -> ObjectPermissionDict | None: """ Validate that MCP servers requested on a key are within the allowed scope. + When ``existing_key_object_permission`` is provided (key updates), servers + the key already holds are grandfathered: keeping or removing them stays valid + even if the team allowlist has since shrunk, while adding new servers outside + the allowlist is still rejected. + Rules: - If key is in a team: key's mcp_servers must be a subset of (team's allowed servers + allow_all_keys servers) @@ -589,7 +625,11 @@ async def validate_key_mcp_servers_against_team( if teamless_admin_assignment: allowed_servers = all_allowed_servers | active_requested_servers - disallowed_servers: Final = active_requested_servers - allowed_servers + grandfathered_servers: Final = await _get_grandfathered_key_mcp_server_ids( + existing_object_permission=existing_key_object_permission, + prisma_client=prisma_client, + ) + disallowed_servers: Final = active_requested_servers - allowed_servers - grandfathered_servers if disallowed_servers: if team_obj is not None: team_id = team_obj.team_id diff --git a/litellm/proxy/prompts/prompt_endpoints.py b/litellm/proxy/prompts/prompt_endpoints.py index 425ff7572d0..9cfd6959a66 100644 --- a/litellm/proxy/prompts/prompt_endpoints.py +++ b/litellm/proxy/prompts/prompt_endpoints.py @@ -1021,19 +1021,7 @@ async def delete_prompt( # Delete versions from the database (scoped to environment if provided) await _prompt_table(prisma_client).delete_many(where=delete_where) - # Remove matching prompts from memory — scope to environment if provided - if environment: - prompts_to_delete: Final = [ - pid - for pid, prompt in IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS.items() - if get_base_prompt_id(prompt_id=pid) == base_prompt_id and prompt.environment == environment - ] - for pid in prompts_to_delete: - del IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS[pid] - if pid in IN_MEMORY_PROMPT_REGISTRY.prompt_id_to_custom_prompt: - del IN_MEMORY_PROMPT_REGISTRY.prompt_id_to_custom_prompt[pid] - else: - IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id(base_prompt_id) + IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id(base_prompt_id, environment=environment or None) env_msg: Final = f" from {environment}" if environment else "" return {"message": f"Prompt {base_prompt_id} deleted successfully{env_msg}"} diff --git a/litellm/proxy/prompts/prompt_registry.py b/litellm/proxy/prompts/prompt_registry.py index d4342773a85..addfb3f80d5 100644 --- a/litellm/proxy/prompts/prompt_registry.py +++ b/litellm/proxy/prompts/prompt_registry.py @@ -195,12 +195,22 @@ class InMemoryPromptRegistry: """ return self.prompt_id_to_custom_prompt.get(prompt_id) - def delete_prompts_by_base_id(self, base_prompt_id: str) -> list[str]: + def remove_prompt(self, prompt_id: str) -> None: + import litellm + + self.IN_MEMORY_PROMPTS.pop(prompt_id, None) + stale_callback: Final = self.prompt_id_to_custom_prompt.pop(prompt_id, None) + if stale_callback is not None: + litellm.logging_callback_manager.remove_callback_from_all_lists(stale_callback) + + def delete_prompts_by_base_id(self, base_prompt_id: str, environment: str | None = None) -> list[str]: """ - Delete all prompts matching the given base prompt ID from memory. + Delete all prompts matching the given base prompt ID from memory, along with their + registered callbacks; scoped to one environment when given. Args: base_prompt_id: The base prompt ID (without version suffix) + environment: When set, only delete prompts deployed to this environment Returns: List of prompt IDs that were deleted @@ -208,13 +218,14 @@ class InMemoryPromptRegistry: from litellm.proxy.prompts.prompt_endpoints import get_base_prompt_id prompts_to_delete: Final = [ - pid for pid in self.IN_MEMORY_PROMPTS if get_base_prompt_id(prompt_id=pid) == base_prompt_id + pid + for pid, prompt in self.IN_MEMORY_PROMPTS.items() + if get_base_prompt_id(prompt_id=pid) == base_prompt_id + and (environment is None or prompt.environment == environment) ] for pid in prompts_to_delete: - del self.IN_MEMORY_PROMPTS[pid] - if pid in self.prompt_id_to_custom_prompt: - del self.prompt_id_to_custom_prompt[pid] + self.remove_prompt(prompt_id=pid) return prompts_to_delete diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py index 0449802abae..8ac63ba25c9 100644 --- a/litellm/proxy/proxy_cli.py +++ b/litellm/proxy/proxy_cli.py @@ -1321,10 +1321,10 @@ def run_server( use_v2_resolver=use_v2_migration_resolver, ) except RuntimeError as e: - # v2 resolver raises on unrecoverable migration errors - # (e.g. non-idempotent failures, permission issues). - # v1 never raises here, so this only fires when the - # operator opted into v2. + # Raised on unrecoverable migration errors: the v2 + # resolver's non-idempotent failures and permission + # issues, and any `prisma db push` against a + # partitioned LiteLLM_SpendLogs. print( f"\033[1;31mLiteLLM Proxy: Database migration cannot proceed. {e}\033[0m", file=sys.stderr, diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 288af7bc419..24b9b9bb817 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -412,7 +412,9 @@ from litellm.proxy.guardrails.init_guardrails import ( initialize_guardrails, ) from litellm.proxy.health_check import ( + filter_deployments_to_model_groups, health_check_filter_kwargs_from_general_settings, + parse_background_health_check_model_groups, perform_health_check, ) from litellm.proxy.health_endpoints._health_endpoints import router as health_router @@ -3661,6 +3663,13 @@ async def _run_background_health_check(): _llm_model_list = [ m for m in _llm_model_list if not m.get("model_info", {}).get("disable_background_health_check", False) ] + scoped_model_groups = llm_router.background_health_check_model_groups if llm_router is not None else None + _llm_model_list = list(filter_deployments_to_model_groups(_llm_model_list, scoped_model_groups)) + if scoped_model_groups is not None and not _llm_model_list: + verbose_proxy_logger.warning( + "background_health_check_model_groups matched no deployments; groups=%s", + sorted(scoped_model_groups), + ) model_count_enabled = len(_llm_model_list) expected_peak_in_flight = model_count_enabled if isinstance(health_check_concurrency, int) and health_check_concurrency > 0 and model_count_enabled > 0: @@ -5240,6 +5249,7 @@ class ProxyConfig: general_settings = config.get("general_settings", {}) if general_settings is None: general_settings = {} + _bg_hc_model_groups: Final = parse_background_health_check_model_groups(general_settings) _enable_hc_routing = False _hc_staleness = None _hc_ignore_transient = False @@ -5435,13 +5445,14 @@ class ProxyConfig: _hc_staleness = general_settings.get("health_check_staleness_threshold", None) _hc_ignore_transient = general_settings.get("health_check_ignore_transient_errors", False) verbose_proxy_logger.info( - "background_health_check_config enabled=%s shared=%s interval_seconds=%s max_concurrency=%s details=%s health_check_routing=%s", + "background_health_check_config enabled=%s shared=%s interval_seconds=%s max_concurrency=%s details=%s health_check_routing=%s model_groups=%s", use_background_health_checks, use_shared_health_check, health_check_interval, health_check_concurrency, health_check_details, _enable_hc_routing, + sorted(_bg_hc_model_groups) if _bg_hc_model_groups is not None else None, ) ### RBAC ### @@ -5473,6 +5484,8 @@ class ProxyConfig: router_params["health_check_staleness_threshold"] = _hc_staleness if _hc_ignore_transient: router_params["health_check_ignore_transient_errors"] = True + if _bg_hc_model_groups is not None: + router_params["background_health_check_model_groups"] = sorted(_bg_hc_model_groups) ## MODEL LIST model_list: Final = config.get("model_list", None) if model_list: @@ -7269,6 +7282,7 @@ class ProxyConfig: return None try: + prompt_ids_loaded_before_db_read: Final = frozenset(IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS) prompts_in_db: Final[Sequence[object]] = await PromptRepository(prisma_client).table.find_many() parsed_specs: Final[tuple[PromptSpec, ...]] = tuple( spec for row in prompts_in_db if (spec := parse_row(row)) is not None @@ -7291,6 +7305,18 @@ class ProxyConfig: prompt_spec.prompt_id, prompt_sync_error, ) + # An unparsable row still exists in the DB, so skip the sweep rather than unload its in-memory copy + every_row_parsed: Final = len(parsed_specs) == len(prompts_in_db) + if every_row_parsed: + deleted_db_prompt_ids: Final = tuple( + prompt_id + for prompt_id in prompt_ids_loaded_before_db_read + if (loaded_spec := IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS.get(prompt_id)) is not None + and loaded_spec.prompt_info.prompt_type == "db" + and prompt_id not in newest_spec_per_id + ) + for deleted_prompt_id in deleted_db_prompt_ids: + IN_MEMORY_PROMPT_REGISTRY.remove_prompt(prompt_id=deleted_prompt_id) except Exception as e: verbose_proxy_logger.debug("litellm.proxy.proxy_server.py::ProxyConfig:_init_prompts_in_db - %s", e) @@ -16425,6 +16451,13 @@ _GENERAL_SETTINGS_UI_LITELLM_FIELDS: Final[dict[str, GeneralSettingsUILiteLLMFie "tab": "prompt_caching", "description": "Empty uses Anthropic's 5m default. 1h suits long sessions but doubles the cache write cost.", }, + "budget_rollover": { # mutable-ok: registry literal, frozen with its siblings below + "type": "Boolean", + "description": ( + "Carry spend beyond max_budget into the next window when budgets reset, instead of " + "forgiving it. Applies to key, user, team, team member, org, tag and end-user budgets." + ), + }, "max_ui_session_budget": { "type": "Dollar", "default": 1.0, diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py index 06395a3c3cc..1c49ad51beb 100644 --- a/litellm/proxy/spend_tracking/spend_management_endpoints.py +++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py @@ -18,11 +18,12 @@ from typing import ( ) import fastapi -from fastapi import APIRouter, Depends, HTTPException, Request, status +from fastapi import APIRouter, Depends, HTTPException, Request, Response, status from typing_extensions import ReadOnly import litellm from litellm._logging import verbose_proxy_logger +from litellm.constants import LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME from litellm.proxy._types import * from litellm.proxy._types import ProviderBudgetResponse, ProviderBudgetResponseObject from litellm.proxy.auth.user_api_key_auth import user_api_key_auth @@ -54,6 +55,11 @@ router: Final = APIRouter() SPEND_LOGS_PAGINATION_COUNT_CAP: Final = 10000 +_INTERNAL_HEALTH_CHECK_API_KEYS: Final = ( + LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME, + hash_token(token=LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME), +) + _RowT = TypeVar("_RowT") @@ -208,9 +214,18 @@ async def _find_spend_logs( prisma_client: PrismaClient, where: Mapping[str, object], order: Mapping[str, str], + take: int, + http_response: Response, ) -> Sequence[_SupportsModelDump]: - """Read spend log rows as Prisma model instances.""" - return await _spend_logs_table(prisma_client).find_many(where=where, order=order) + """Read spend log rows as Prisma model instances, capped at ``take`` rows.""" + rows: Final = await _spend_logs_table(prisma_client).find_many(where=where, order=order, take=take) + if len(rows) == take: + http_response.headers["x-litellm-spend-logs-truncated"] = "true" + verbose_proxy_logger.warning( + "/spend/logs result truncated to the %s most recent rows; use /spend/logs/v2 for paginated access", + take, + ) + return rows async def _find_spend_log_row(prisma_client: PrismaClient, request_id: str) -> _SpendLogOwnershipRow | None: @@ -2239,6 +2254,10 @@ async def ui_view_spend_logs( status_filter: str | None = fastapi.Query( default=None, description="Filter logs by status (e.g., success, failure)" ), + cache_hit_filter: str | None = fastapi.Query( + default=None, + description="Filter logs by cache state: 'hit' or 'miss'. Miss includes legacy rows with a null/unknown cache state", + ), model: str | None = fastapi.Query(default=None, description="Filter logs by model"), model_id: str | None = fastapi.Query( default=None, @@ -2259,6 +2278,10 @@ async def ui_view_spend_logs( default="desc", description="Sort order: asc or desc", ), + exclude_internal_health_checks: bool = fastapi.Query( + default=False, + description="Exclude LiteLLM internal health check requests from results", + ), ): """ View spend logs with pagination support. @@ -2311,6 +2334,13 @@ async def ui_view_spend_logs( param="sort_order", code=status.HTTP_400_BAD_REQUEST, ) + if isinstance(cache_hit_filter, str) and cache_hit_filter not in {"hit", "miss"}: + raise ProxyException( + message=f"Invalid cache_hit_filter: {cache_hit_filter}. Must be one of: hit, miss", + type="bad_request", + param="cache_hit_filter", + code=status.HTTP_400_BAD_REQUEST, + ) try: is_admin_view: Final = _is_admin_view_safe(user_api_key_dict=user_api_key_dict) @@ -2551,6 +2581,16 @@ async def ui_view_spend_logs( sql_params.append(status_filter) p += 1 + if cache_hit_filter == "hit": + sql_conditions.append("LOWER(cache_hit) = 'true'") + elif cache_hit_filter == "miss": + sql_conditions.append("(cache_hit IS NULL OR LOWER(cache_hit) != 'true')") + + if exclude_internal_health_checks: + sql_conditions.append(f"api_key NOT IN (${p}, ${p + 1})") + sql_params.extend(_INTERNAL_HEALTH_CHECK_API_KEYS) + p += 2 # rebind-ok: advances the file's shared $N placeholder counter + # Spend range if min_spend is not None: sql_conditions.append(f"spend >= ${p}") @@ -2851,6 +2891,7 @@ async def ui_view_request_response_for_request_id( }, ) async def view_spend_logs( + fastapi_response: Response, api_key: str | None = fastapi.Query( default=None, description="Get spend logs based on api key", @@ -2881,6 +2922,8 @@ async def view_spend_logs( [DEPRECATED] This endpoint is not paginated and can cause performance issues. Please use `/spend/logs/v2` instead for paginated access to spend logs. + Row results are capped at 10,000 most recent entries per response. + View all spend logs, if request_id is provided, only logs for that request_id will be returned When start_date and end_date are provided: @@ -2931,7 +2974,6 @@ async def view_spend_logs( raise Exception( "Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) - spend_logs = [] if ( start_date is not None and isinstance(start_date, str) @@ -2970,6 +3012,8 @@ async def view_spend_logs( prisma_client, where=filter_query, order={"startTime": "desc"}, + take=SPEND_LOGS_PAGINATION_COUNT_CAP, + http_response=fastapi_response, ) return data @@ -3040,14 +3084,12 @@ async def view_spend_logs( if user_id is not None and isinstance(user_id, str): scoped_filter["user"] = user_id - if not scoped_filter: - spend_logs = await prisma_client.get_data(table_name="spend", query_type="find_all") - return spend_logs - data = await _find_spend_logs( prisma_client, where=scoped_filter, order={"startTime": "desc"}, + take=SPEND_LOGS_PAGINATION_COUNT_CAP, + http_response=fastapi_response, ) return data diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py index 38da38ead2b..52261d2c305 100644 --- a/litellm/proxy/spend_tracking/spend_tracking_utils.py +++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py @@ -22,6 +22,7 @@ from litellm.litellm_core_utils.core_helpers import ( get_litellm_metadata_from_kwargs, reconstruct_model_name, ) +from litellm.litellm_core_utils.internal_call_metadata import is_unbilled_non_inference_call from litellm.litellm_core_utils.litellm_logging import is_valid_sha256_hash from litellm.litellm_core_utils.safe_json_dumps import safe_dumps, strip_null_bytes from litellm.proxy._types import SpendLogsMetadata, SpendLogsPayload @@ -277,7 +278,7 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time) -> SpendLogs usage: dict = {} if call_type in ["ocr", "aocr"]: usage = _extract_usage_for_ocr_call(response_obj, response_obj_dict) - else: + elif not is_unbilled_non_inference_call(call_type, metadata, response_obj_dict): # Use response_obj_dict instead of response_obj to avoid calling .get() on Pydantic models _usage: Final = response_obj_dict.get("usage", None) or {} if isinstance(_usage, litellm.Usage): diff --git a/litellm/repositories/unit_of_work.py b/litellm/repositories/unit_of_work.py index e504baceb9f..eb11ebe3b9c 100644 --- a/litellm/repositories/unit_of_work.py +++ b/litellm/repositories/unit_of_work.py @@ -19,32 +19,57 @@ from collections.abc import AsyncGenerator, Callable, Mapping from contextlib import asynccontextmanager from dataclasses import dataclass from datetime import datetime +from typing import Final from litellm.repositories.prisma_protocols import BatchTable, PrismaBatch +def _spend_reset_data(budget_reset_at: datetime | None, spend_decrement: float | None) -> Mapping[str, object]: + spend: Final[object] = ( + {"decrement": spend_decrement} # mutable-ok: prisma update payload must be a dict + if spend_decrement is not None + else 0 + ) + return {"spend": spend, "budget_reset_at": budget_reset_at} # mutable-ok: prisma update payload must be a dict + + @dataclass(frozen=True, slots=True) class KeySpendResetWrites: table: BatchTable - def queue_spend_reset(self, token: str, budget_reset_at: datetime | None) -> None: - self.table.update(where={"token": token}, data={"spend": 0, "budget_reset_at": budget_reset_at}) + def queue_spend_reset( + self, token: str, budget_reset_at: datetime | None, spend_decrement: float | None = None + ) -> None: + self.table.update( + where={"token": token}, # mutable-ok: prisma where filter must be a dict + data=_spend_reset_data(budget_reset_at, spend_decrement), + ) @dataclass(frozen=True, slots=True) class UserSpendResetWrites: table: BatchTable - def queue_spend_reset(self, user_id: str, budget_reset_at: datetime | None) -> None: - self.table.update(where={"user_id": user_id}, data={"spend": 0, "budget_reset_at": budget_reset_at}) + def queue_spend_reset( + self, user_id: str, budget_reset_at: datetime | None, spend_decrement: float | None = None + ) -> None: + self.table.update( + where={"user_id": user_id}, # mutable-ok: prisma where filter must be a dict + data=_spend_reset_data(budget_reset_at, spend_decrement), + ) @dataclass(frozen=True, slots=True) class TeamSpendResetWrites: table: BatchTable - def queue_spend_reset(self, team_id: str, budget_reset_at: datetime | None) -> None: - self.table.update(where={"team_id": team_id}, data={"spend": 0, "budget_reset_at": budget_reset_at}) + def queue_spend_reset( + self, team_id: str, budget_reset_at: datetime | None, spend_decrement: float | None = None + ) -> None: + self.table.update( + where={"team_id": team_id}, # mutable-ok: prisma where filter must be a dict + data=_spend_reset_data(budget_reset_at, spend_decrement), + ) @dataclass(frozen=True, slots=True) @@ -54,6 +79,14 @@ class LinkedSpendResetWrites: def queue_spend_zero(self, where: Mapping[str, object]) -> None: self.table.update_many(where=where, data={"spend": 0}) + def queue_spend_decrement(self, where: Mapping[str, object], amount: float) -> None: + """``decrement`` rather than a read-then-set, so spend written between the + cascade's read and its commit survives the reset instead of being erased.""" + self.table.update_many( + where=where, + data={"spend": {"decrement": amount}}, # mutable-ok: prisma update payload must be a dict + ) + @dataclass(frozen=True, slots=True) class BudgetWindowWrites: diff --git a/litellm/router.py b/litellm/router.py index f0ebb539bb7..021dafa9791 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -602,6 +602,7 @@ class Router: enable_health_check_routing: bool = False, health_check_staleness_threshold: int | None = None, health_check_ignore_transient_errors: bool = False, + background_health_check_model_groups: Sequence[str] | None = None, enable_weighted_failover: bool = False, ) -> None: """ @@ -811,6 +812,11 @@ class Router: self.enable_health_check_routing = enable_health_check_routing self.enable_weighted_failover = enable_weighted_failover self.health_check_ignore_transient_errors = health_check_ignore_transient_errors + self.background_health_check_model_groups: frozenset[str] | None = ( + frozenset(background_health_check_model_groups) + if background_health_check_model_groups is not None + else None + ) _staleness: Final = health_check_staleness_threshold or ( DEFAULT_HEALTH_CHECK_INTERVAL * DEFAULT_HEALTH_CHECK_STALENESS_MULTIPLIER ) @@ -9210,7 +9216,11 @@ class Router: } if model_id is not None: - litellm.register_model(model_cost={model_id: model_info}, persist_across_reloads=False) + litellm.register_model( + model_cost={model_id: model_info}, + persist_across_reloads=False, + warning_display_name=model, + ) ## OLD MODEL REGISTRATION ## Kept to prevent breaking changes backend_keys: Final = Router._backend_cost_map_keys(model=model, custom_llm_provider=custom_llm_provider) @@ -12719,6 +12729,10 @@ class Router: """ Filter out deployments marked unhealthy by background health checks. No-op when enable_health_check_routing is False. + When background_health_check_model_groups is set, only deployments in the + listed model groups are filtered; every other group keeps its configured + routing strategy untouched, and a router-level allowed_fails_policy no + longer disables the filter for the listed groups. Returns all deployments if health state is unavailable, stale, or would exclude every candidate (safety net). """ @@ -12727,8 +12741,10 @@ class Router: # When allowed_fails_policy is set, cooldown is the sole routing exclusion # mechanism -- skip the binary health check filter so the policy threshold - # is respected before any deployment is excluded. - if self.allowed_fails_policy is not None: + # is respected before any deployment is excluded. With a model-group + # allowlist the filter is already scoped, so listed groups keep it. + scoped_groups: Final = self.background_health_check_model_groups + if self.allowed_fails_policy is not None and scoped_groups is None: return healthy_deployments unhealthy_ids: Final = await self.health_state_cache.async_get_unhealthy_deployment_ids( @@ -12737,7 +12753,12 @@ class Router: if not unhealthy_ids: return healthy_deployments - filtered: Final = [d for d in healthy_deployments if d["model_info"]["id"] not in unhealthy_ids] + filtered: Final = [ + d + for d in healthy_deployments + if d["model_info"]["id"] not in unhealthy_ids + or (scoped_groups is not None and d["model_name"] not in scoped_groups) + ] if not filtered: verbose_router_logger.warning("All deployments marked unhealthy by health checks, bypassing health filter") @@ -12754,14 +12775,20 @@ class Router: if not self.enable_health_check_routing: return healthy_deployments - if self.allowed_fails_policy is not None: + scoped_groups: Final = self.background_health_check_model_groups + if self.allowed_fails_policy is not None and scoped_groups is None: return healthy_deployments unhealthy_ids: Final = self.health_state_cache.get_unhealthy_deployment_ids(parent_otel_span=parent_otel_span) if not unhealthy_ids: return healthy_deployments - filtered: Final = [d for d in healthy_deployments if d["model_info"]["id"] not in unhealthy_ids] + filtered: Final = [ + d + for d in healthy_deployments + if d["model_info"]["id"] not in unhealthy_ids + or (scoped_groups is not None and d["model_name"] not in scoped_groups) + ] if not filtered: verbose_router_logger.warning("All deployments marked unhealthy by health checks, bypassing health filter") diff --git a/litellm/router_strategy/complexity_router/README.md b/litellm/router_strategy/complexity_router/README.md index cf7bde93360..63ba760ff66 100644 --- a/litellm/router_strategy/complexity_router/README.md +++ b/litellm/router_strategy/complexity_router/README.md @@ -178,6 +178,50 @@ response = litellm.completion( ## Special Behaviors +### Heuristic-first chaining + +`classifier_type: heuristic_first` runs the local scorer on every request and only calls the LLM +classifier for the ones the scorer could not place cheaply. It takes the same classifier settings as +`classifier_type: llm`, plus `heuristic_first_max_tier`: + +```yaml +model_list: + - model_name: smart-router + litellm_params: + model: auto_router/complexity_router + complexity_router_config: + classifier_type: heuristic_first + heuristic_first_max_tier: SIMPLE + classifier_llm_config: + model: gpt-4o-mini + tiers: + SIMPLE: gpt-4o-mini + MEDIUM: gpt-4o + COMPLEX: claude-sonnet-4 + REASONING: o1-preview +``` + +A request short-circuits, meaning it routes on the scorer's own tier with no classifier call, when +two things hold: the scorer landed at or below `heuristic_first_max_tier`, and it produced at least +one signal. Everything else goes to the classifier, which then decides as it normally would. + +The signal requirement is what keeps this from quietly routing everything to your cheapest model. +A prompt where no dimension fires scores exactly 0.0, which is below `simple_medium`, so the score +to tier mapping calls it SIMPLE by default rather than by evidence. Around half of general traffic +scores that way. Those requests reach the classifier instead, which is the whole reason to configure +one. Note the converse too: the score is not a confidence, and a prompt that fires a single weak +signal and still lands under the boundary does short-circuit, so a lower threshold buys accuracy and +a higher one buys savings. + +`heuristic_first_max_tier` names a built-in tier and may not name the highest one, since that would +short-circuit everything and leave the classifier unreachable. Operator-defined tier sets +(`tier_definitions`) are not supported here, because the scorer only produces the built-in tiers. +When the classifier call fails, the fallback works exactly as it does under `classifier_type: llm`, +except that the heuristic outcome is the one already computed rather than a second scoring pass. + +Spend logs record `routing_decision.cause` as `heuristic_first_short_circuit` when the classifier +was skipped, and `llm_classifier` when it ran, so the two are told apart per request. + ### Reasoning Override If 2+ reasoning markers are detected in the user message, the request is promoted to the REASONING tier even when the weighted score maps lower, so complex reasoning tasks get the appropriate model. The promotion requires the score to reach `reasoning_override_min_score`, which tracks `tier_boundaries.simple_medium` unless set, so stock phrases on an otherwise trivial prompt cannot buy the top tier. Set it to `0` to promote on the markers alone. diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py index 087c1f7278d..f1f791ba72e 100644 --- a/litellm/router_strategy/complexity_router/complexity_router.py +++ b/litellm/router_strategy/complexity_router/complexity_router.py @@ -719,6 +719,7 @@ class ClassificationOutcome(NamedTuple): "heuristic_scorer", "reasoning_override", "llm_classifier", + "heuristic_first_short_circuit", "classifier_plugin", "classifier_fallback", "default_model_fallback", @@ -859,7 +860,7 @@ class ComplexityRouter(CustomLogger): # Both are pure functions of the config, so building them per classifier call would # re-run create_model and the schema conversion on every request for the same result. - llm_classifier_configured: Final = self.config.classifier_type == "llm" and ( + llm_classifier_configured: Final = self.config.uses_llm_classifier and ( self.config.classifier_llm_config is not None ) self._classifier_system_prompt: str | None = ( @@ -1237,17 +1238,63 @@ class ComplexityRouter(CustomLogger): """ Classify a prompt by complexity, using the LLM classifier when configured. - Falls back to the local heuristic scorer if classifier_type is "heuristic". If the LLM call - or the classifier plugin fails, times out, or produces no usable tier, the configured - fallback_tier wins on a custom tier set, and classifier_fallback otherwise decides between - the heuristic scorer and default_model. The outcome's `cause` reports which path actually ran. + Falls back to the local heuristic scorer if classifier_type is "heuristic". Under + "heuristic_first" the scorer runs first and the classifier is called only for requests it + could not place at or below heuristic_first_max_tier. If the LLM call or the classifier + plugin fails, times out, or produces no usable tier, the configured fallback_tier wins on a + custom tier set, and classifier_fallback otherwise decides between the heuristic scorer and + default_model. The outcome's `cause` reports which path actually ran. """ if self.config.classifier_type == "custom": return await self._classify_with_plugin(prompt, system_prompt, request_kwargs, raw_messages) + if self.config.classifier_type == "heuristic_first" and self.config.classifier_llm_config is not None: + return await self._classify_heuristic_first(prompt, system_prompt, request_kwargs, messages) if self.config.classifier_type != "llm" or self.config.classifier_llm_config is None: tier, score, signals, cause = self._score_and_classify(prompt, system_prompt) return ClassificationOutcome(tier=tier, score=score, signals=signals, cause=cause) + return await self._llm_classifier_outcome(prompt, system_prompt, request_kwargs, messages) + async def _classify_heuristic_first( + self, + prompt: str, + system_prompt: str | None, + request_kwargs: dict[str, Any] | None, # mutable-ok: handed to _classify_with_llm as-is + messages: Sequence[Mapping[str, object]] | None, + ) -> ClassificationOutcome: + """Score locally, and only pay for the classifier call when the scorer did not confidently + place the request at or below heuristic_first_max_tier. + + Confidence is `signals`, not `score`. A prompt where no dimension fired scores exactly 0.0, + which is below simple_medium and so lands SIMPLE by default rather than by evidence, and a + threshold check alone would hand that traffic to the cheapest model without ever consulting + the classifier. Scores also go negative when simple indicators fire, so a score threshold + would reject exactly the trivial prompts this path exists to serve. + """ + tier, score, signals, cause = self._score_and_classify(prompt, system_prompt) + scored: Final = ClassificationOutcome(tier=tier, score=score, signals=signals, cause=cause) + threshold: Final = self.config.heuristic_first_max_tier + decided_cheaply: Final = ( + threshold is not None + and bool(signals) + and self._active_tier_severity(tier) <= self._active_tier_severity(threshold) + ) + if decided_cheaply: + return ClassificationOutcome(tier=tier, score=score, signals=signals, cause="heuristic_first_short_circuit") + return await self._llm_classifier_outcome(prompt, system_prompt, request_kwargs, messages, scored=scored) + + async def _llm_classifier_outcome( + self, + prompt: str, + system_prompt: str | None, + request_kwargs: dict[str, Any] | None, # mutable-ok: handed to _classify_with_llm as-is + messages: Sequence[Mapping[str, object]] | None, + scored: ClassificationOutcome | None = None, + ) -> ClassificationOutcome: + """Call the LLM classifier and turn its verdict, or its failure, into an outcome. + + `scored` is the heuristic outcome the caller already computed, which only "heuristic_first" + has. It is handed to the failure path so a classifier error does not re-run the scorer. + """ try: tier, classifier_cost = await self._classify_with_llm(prompt, system_prompt, request_kwargs, messages) return ClassificationOutcome( @@ -1258,11 +1305,20 @@ class ComplexityRouter(CustomLogger): classifier_cost=classifier_cost, ) except Exception as e: # noqa: BLE001 -- external LLM call can fail in many distinct ways (timeout, provider error, validation, parse error); any failure must fall back to the configured fallback path - return self._classifier_failure_outcome(f"LLM classifier failed ({e})", prompt, system_prompt) + return self._classifier_failure_outcome(f"LLM classifier failed ({e})", prompt, system_prompt, scored) - def _classifier_failure_outcome(self, reason: str, prompt: str, system_prompt: str | None) -> ClassificationOutcome: + def _classifier_failure_outcome( + self, + reason: str, + prompt: str, + system_prompt: str | None, + scored: ClassificationOutcome | None = None, + ) -> ClassificationOutcome: """The outcome when the LLM classifier or classifier plugin produced no usable tier: - fallback_tier on a custom tier set, classifier_fallback otherwise.""" + fallback_tier on a custom tier set, classifier_fallback otherwise. + + A caller that already scored the prompt passes `scored` so the heuristic arm returns that + verdict instead of running the same scan again on the request path.""" fallback_tier: Final = self.config.fallback_tier if fallback_tier is not None: verbose_router_logger.warning("ComplexityRouter: %s, routing to fallback_tier %s", reason, fallback_tier) @@ -1277,6 +1333,8 @@ class ComplexityRouter(CustomLogger): ) if self.config.classifier_fallback == "default_model": return self._default_model_fallback_outcome() + if scored is not None: + return scored tier, score, signals, cause = self._score_and_classify(prompt, system_prompt) return ClassificationOutcome(tier=tier, score=score, signals=signals, cause=cause) diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py index 9907407d84d..2cc39f36db7 100644 --- a/litellm/router_strategy/complexity_router/config.py +++ b/litellm/router_strategy/complexity_router/config.py @@ -38,6 +38,11 @@ class ClassificationRubric(str, Enum): # routers get the calibrated rubric without changing what is already running. DEFAULT_CLASSIFICATION_RUBRIC: Final[ClassificationRubric] = ClassificationRubric.LEGACY +# The classifier_type values that can call classifier_llm_config.model. Every consumer asking +# "is the classifier model a real dependency of this router" resolves it here, including the ones +# that only hold the raw config mapping and cannot reach ComplexityRouterConfig.uses_llm_classifier. +LLM_CLASSIFIER_TYPES: Final[frozenset[str]] = frozenset({"llm", "heuristic_first"}) + TIER_SEVERITY_ORDER: Final[tuple[ComplexityTier, ...]] = ( ComplexityTier.SIMPLE, @@ -591,13 +596,30 @@ class ComplexityRouterConfig(BaseModel): ) # Classifier strategy - classifier_type: Literal["heuristic", "llm", "custom"] = Field( + classifier_type: Literal["heuristic", "llm", "custom", "heuristic_first"] = Field( default="heuristic", - description="Classification strategy: local regex/keyword scoring, an LLM call, or a custom classifier plugin", + description=( + "Classification strategy: local regex/keyword scoring, an LLM call, a custom classifier " + "plugin, or 'heuristic_first', which scores locally and only pays for the LLM classifier " + "when the local scorer does not confidently land a cheap tier" + ), ) classifier_llm_config: ClassifierLLMConfig | None = Field( default=None, - description="Configuration for the LLM classifier; required when classifier_type is 'llm'", + description="Configuration for the LLM classifier; required when classifier_type is 'llm' or 'heuristic_first'", + ) + heuristic_first_max_tier: str | None = Field( + default=None, + description=( + "The highest tier the local scorer may decide on its own; required when classifier_type is " + "'heuristic_first' and rejected otherwise. A request whose heuristic tier is at or below this " + "one skips the LLM classifier and routes straight to that heuristic tier, so the classifier " + "call is only paid for on traffic the scorer could not place cheaply. The scorer must also " + "have produced at least one signal: a prompt where no dimension fired scores 0.0 and would " + "otherwise land SIMPLE by default rather than by evidence, which is how a chained router " + "would silently send unclassified traffic to the cheapest model. Names a built-in tier, and " + "may not name the highest one, since that would make the LLM classifier unreachable." + ), ) classifier_plugin: ClassifierPlugin | None = Field( default=None, @@ -626,7 +648,7 @@ class ComplexityRouterConfig(BaseModel): "which is what a classifier on some other taxonomy wants: a prompt that grades data " "sensitivity has no use for a complexity score, and scoring one produces a tier unrelated to " "what the operator configured. Requires default_model when set to 'default_model'. Only " - "applies when classifier_type is 'llm' or 'custom'." + "applies when classifier_type is 'llm', 'custom', or 'heuristic_first'." ), ) @@ -936,8 +958,8 @@ class ComplexityRouterConfig(BaseModel): @model_validator(mode="after") def _validate_classifier_config(self) -> "ComplexityRouterConfig": - if self.classifier_type == "llm" and self.classifier_llm_config is None: - raise ValueError("classifier_llm_config is required when classifier_type is 'llm'") + if self.uses_llm_classifier and self.classifier_llm_config is None: + raise ValueError(f"classifier_llm_config is required when classifier_type is {self.classifier_type!r}") if self.classifier_type == "custom" and self.classifier_plugin is None: raise ValueError("classifier_plugin is required when classifier_type is 'custom'") if self.classifier_plugin is not None and self.classifier_type != "custom": @@ -947,6 +969,49 @@ class ComplexityRouterConfig(BaseModel): ) return self + @field_validator("heuristic_first_max_tier", mode="before") + @classmethod + def _coerce_heuristic_first_max_tier(cls, value: object) -> object: + if isinstance(value, ComplexityTier): + return value.value + if isinstance(value, str): + return value.strip() + return value + + @model_validator(mode="after") + def _validate_heuristic_first_max_tier(self) -> "ComplexityRouterConfig": + if self.classifier_type != "heuristic_first": + if self.heuristic_first_max_tier is not None: + raise ValueError( + f"heuristic_first_max_tier is set but classifier_type is {self.classifier_type!r}; " + "the local scorer would never gate the classifier. Set classifier_type " + "'heuristic_first' or remove heuristic_first_max_tier" + ) + return self + threshold: Final = self.heuristic_first_max_tier + if threshold is None: + raise ValueError( + "heuristic_first_max_tier is required when classifier_type is 'heuristic_first': without a " + "threshold there is nothing to decide whether a request escalates to the LLM classifier" + ) + names: Final = self.tier_names() + if threshold not in names: + raise ValueError( + f"heuristic_first_max_tier {threshold!r} is not an active tier: it must name one of {', '.join(names)}" + ) + if threshold == names[-1]: + raise ValueError( + f"heuristic_first_max_tier {threshold} is the highest tier, so every request would short-circuit " + "and the LLM classifier would never run; name a lower tier or use classifier_type 'heuristic'" + ) + if threshold not in self.tiers: + raise ValueError( + f"heuristic_first_max_tier {threshold} has no model configured in tiers; a threshold pointing at " + "an unconfigured tier would route short-circuited requests to the default fallback instead of the " + "pool the operator intended" + ) + return self + @field_validator("fallback_tier", "classification_prompt") @classmethod def _reject_blank_optional_text(cls, value: str | None) -> str | None: @@ -969,6 +1034,14 @@ class ComplexityRouterConfig(BaseModel): """True when the operator replaced the built-in tier set via tier_definitions.""" return self.tier_definitions is not None + @property + def uses_llm_classifier(self) -> bool: + """True when this router can call classifier_llm_config.model, so the model is a real + dependency: authorized against the caller's key, counted in the health graph, and given a + prebuilt rubric. 'heuristic_first' only calls it for traffic the local scorer escalates, + which still makes it a dependency on every one of those requests.""" + return self.classifier_type in LLM_CLASSIFIER_TYPES + def tier_names(self) -> tuple[str, ...]: """The active tier names: the defined names, or the built-in set in severity order.""" if self.tier_definitions is not None: @@ -1063,7 +1136,7 @@ class ComplexityRouterConfig(BaseModel): ) if duplicated: raise ValueError(f"tier_definitions names must be unique (case-insensitive): {', '.join(duplicated)}") - if self.classifier_type == "heuristic": + if self.classifier_type in ("heuristic", "heuristic_first"): raise ValueError( "tier_definitions requires classifier_type 'llm' or 'custom': the heuristic scorer only " "produces the built-in tiers" diff --git a/litellm/router_utils/auto_router_model_naming.py b/litellm/router_utils/auto_router_model_naming.py index 29c34057e52..9589d991691 100644 --- a/litellm/router_utils/auto_router_model_naming.py +++ b/litellm/router_utils/auto_router_model_naming.py @@ -15,6 +15,8 @@ from dataclasses import dataclass from types import MappingProxyType from typing import Final, Literal, TypeAlias +from litellm.router_strategy.complexity_router.config import LLM_CLASSIFIER_TYPES + AUTO_ROUTER_MODEL_PREFIX: Final = "auto_router/" StrategyRouterKind = Literal["semantic", "complexity", "adaptive", "quality"] @@ -144,7 +146,11 @@ def strategy_router_dependencies( dict.fromkeys( tuple(dep for tier in _mapping(complexity.get("tiers")).values() for dep in _pool(tier, "tier")) + _named(litellm_params.get("complexity_router_default_model"), "default") - + (_named(classifier.get("model"), "classifier") if complexity.get("classifier_type") == "llm" else ()) + + ( + _named(classifier.get("model"), "classifier") + if complexity.get("classifier_type") in LLM_CLASSIFIER_TYPES + else () + ) + ( _named(complexity.get("embedding_model"), "embedding") if complexity.get("semantic_keyword_matching") diff --git a/litellm/router_utils/health_state_cache.py b/litellm/router_utils/health_state_cache.py index 95094f7abfa..22d816e13e9 100644 --- a/litellm/router_utils/health_state_cache.py +++ b/litellm/router_utils/health_state_cache.py @@ -43,12 +43,33 @@ class DeploymentHealthCache: self.staleness_threshold = staleness_threshold def set_deployment_health_states(self, states: dict[str, DeploymentHealthStateValue]) -> None: - """Bulk-write all deployment health states as a single cache entry.""" + """Merge the given states into the shared cache entry, pruning expired ones. + + Merging instead of replacing lets writers probing different deployment + scopes (e.g. pods with different background health check allowlists) + coexist on the one shared entry without erasing each other's results. + The snapshot is read from Redis when available, since a pod-local read + would only ever see this writer's own previous merge. When the Redis + read comes back empty (a miss, or a swallowed connection error), the + pod-local copy of the last merge is used so peers are not erased. + """ try: + redis_raw: Final = ( + self.cache.redis_cache.get_cache(self.CACHE_KEY) if self.cache.redis_cache is not None else None + ) + raw: Final = redis_raw if isinstance(redis_raw, dict) else self.cache.get_cache(key=self.CACHE_KEY) + existing: Final = raw if isinstance(raw, dict) else {} + expiry_seconds: Final = self.staleness_threshold * 1.5 + now: Final = time.time() + merged: Final = { + model_id: state + for model_id, state in {**existing, **states}.items() + if isinstance(state, dict) and (now - state.get("timestamp", 0)) < expiry_seconds + } self.cache.set_cache( key=self.CACHE_KEY, - value=states, - ttl=int(self.staleness_threshold * 1.5), + value=merged, + ttl=int(expiry_seconds), ) except Exception as e: verbose_logger.error( diff --git a/litellm/types/integrations/newrelic.py b/litellm/types/integrations/newrelic.py index 96d9a201ad7..36e4d02c2a8 100644 --- a/litellm/types/integrations/newrelic.py +++ b/litellm/types/integrations/newrelic.py @@ -1,3 +1,10 @@ +from collections.abc import Mapping, Sequence +from dataclasses import dataclass +from types import MappingProxyType +from typing import Final, Literal + +from typing_extensions import ReadOnly, TypedDict + from litellm.types.integrations.custom_logger import StandardCustomLoggerInitParams @@ -5,3 +12,110 @@ class NewRelicInitParams(StandardCustomLoggerInitParams): """ Params for initializing a New Relic logger on litellm """ + + +#: Region -> Metric API endpoint. A fixed table by design: team config picks a +#: region enum rather than a free-form endpoint, so callback vars can never +#: redirect metrics to an arbitrary host. +NEWRELIC_METRIC_ENDPOINT_BY_REGION: Final[Mapping[str, str]] = MappingProxyType( + { + "us": "https://metric-api.newrelic.com/metric/v1", + "eu": "https://metric-api.eu.newrelic.com/metric/v1", + } +) + +NEWRELIC_DEFAULT_REGION: Final = "us" + +#: Metric API caps a payload at 2000 data points / 1MB compressed; each queued +#: record expands to at most 6 metrics, so cap the per-flush record count well +#: below that. +NEWRELIC_METRICS_MAX_BATCH_SIZE: Final = 250 + +#: Hard cap on records retained across failed flushes (5xx/network requeue). +#: Beyond this the oldest records are dropped. +NEWRELIC_METRICS_MAX_RETRY_QUEUE_SIZE: Final = 10_000 +# Outer passes over a stopped logger's queue: each pass retries the whole +# queue, so records that arrive mid-drain still get attempts before the bounded +# terminal drop. Serialized by a per-logger drain lock, so this bounds work. +NEWRELIC_METRICS_MAX_DRAIN_PASSES: Final = 3 +# Metric API caps attribute values; 255 keeps caller-controlled model strings +# from inflating the shared batch payload into a 413 +NEWRELIC_METRIC_ATTRIBUTE_MAX_LEN: Final = 255 + +NEWRELIC_METRIC_REQUESTS: Final = "litellm.requests" +NEWRELIC_METRIC_COST_USD: Final = "litellm.cost.usd" +NEWRELIC_METRIC_PROMPT_TOKENS: Final = "litellm.tokens.prompt" +NEWRELIC_METRIC_COMPLETION_TOKENS: Final = "litellm.tokens.completion" +NEWRELIC_METRIC_TOTAL_TOKENS: Final = "litellm.tokens.total" +NEWRELIC_METRIC_REQUEST_DURATION_MS: Final = "litellm.request.duration_ms" + + +class NewRelicSummaryValue(TypedDict): + """Value shape of a Metric API ``summary`` data point.""" + + count: ReadOnly[int] + sum: ReadOnly[float] + min: ReadOnly[float] + max: ReadOnly[float] + + +class NewRelicCountMetric(TypedDict): + name: ReadOnly[str] + type: ReadOnly[Literal["count"]] + value: ReadOnly[float] + attributes: ReadOnly[Mapping[str, str]] + + +class NewRelicSummaryMetric(TypedDict): + name: ReadOnly[str] + type: ReadOnly[Literal["summary"]] + value: ReadOnly[NewRelicSummaryValue] + attributes: ReadOnly[Mapping[str, str]] + + +NewRelicMetric = NewRelicCountMetric | NewRelicSummaryMetric + + +#: ``interval.ms`` has a dot in it, so the functional TypedDict form is required. +NewRelicMetricCommon = TypedDict( + "NewRelicMetricCommon", + { # mutable-ok: functional TypedDict requires a dict-literal fields argument ("interval.ms" key) + "timestamp": ReadOnly[int], + "interval.ms": ReadOnly[int], + }, +) + + +class NewRelicMetricEnvelope(TypedDict): + """One element of the Metric API request body (``[{common, metrics}]``).""" + + common: ReadOnly[NewRelicMetricCommon] + metrics: ReadOnly[Sequence[NewRelicMetric]] + + +@dataclass(frozen=True, slots=True) +class NewRelicMetricRecord: + """One request's contribution to the per-flush aggregation.""" + + team_id: str + team_alias: str + model_group: str + model: str + custom_llm_provider: str + status: str + response_cost: float + prompt_tokens: int + completion_tokens: int + total_tokens: int + duration_ms: float + + @property + def bucket_key(self) -> tuple[str, str, str, str, str, str]: + return ( + self.team_id, + self.team_alias, + self.model_group, + self.model, + self.custom_llm_provider, + self.status, + ) diff --git a/litellm/types/llms/anthropic.py b/litellm/types/llms/anthropic.py index f127366cc21..901802a6640 100644 --- a/litellm/types/llms/anthropic.py +++ b/litellm/types/llms/anthropic.py @@ -502,11 +502,16 @@ class MessageDelta(TypedDict, total=False): stop_reason: str | None +class ServerToolUsage(TypedDict, total=False): + web_search_requests: ReadOnly[int] + + class UsageDelta(TypedDict, total=False): input_tokens: int output_tokens: int cache_creation_input_tokens: int cache_read_input_tokens: int + server_tool_use: ReadOnly[ServerToolUsage] class AppliedEdit(TypedDict, total=False): diff --git a/litellm/types/llms/anthropic_messages/anthropic_response.py b/litellm/types/llms/anthropic_messages/anthropic_response.py index 679948c5235..42ca3fd6d4b 100644 --- a/litellm/types/llms/anthropic_messages/anthropic_response.py +++ b/litellm/types/llms/anthropic_messages/anthropic_response.py @@ -1,11 +1,12 @@ from typing import Any, Literal, TypeAlias -from typing_extensions import NotRequired, TypedDict +from typing_extensions import NotRequired, ReadOnly, TypedDict from litellm.types.llms.anthropic import ( AnthropicResponseContentBlockText, AnthropicResponseContentBlockToolUse, ContextManagementResponse, + ServerToolUsage, ) @@ -71,6 +72,11 @@ class AnthropicUsage(TypedDict, total=False): cache_creation_input_tokens: int cache_read_input_tokens: int + """ + Server-side tool usage (e.g. web search request counts) + """ + server_tool_use: NotRequired[ReadOnly[ServerToolUsage]] + class AnthropicMessagesResponse(TypedDict, total=False): """ diff --git a/litellm/types/llms/gemini_audio_transcription.py b/litellm/types/llms/gemini_audio_transcription.py new file mode 100644 index 00000000000..cb12e0f45b8 --- /dev/null +++ b/litellm/types/llms/gemini_audio_transcription.py @@ -0,0 +1,81 @@ +from typing import Literal, Required + +from pydantic import BaseModel, ConfigDict +from typing_extensions import ReadOnly, TypedDict + + +class GeminiTranscriptionAudioInput(TypedDict): + type: ReadOnly[Literal["audio"]] + data: ReadOnly[str] + mime_type: ReadOnly[str] + + +class GeminiTranscriptionVerbatimMode(TypedDict, total=False): + type: ReadOnly[Required[Literal["verbatim"]]] + timestamp_granularities: ReadOnly[tuple[Literal["word"], ...]] + diarization_mode: ReadOnly[Literal["speaker"]] + + +class GeminiTranscriptionConfig(TypedDict, total=False): + language_codes: ReadOnly[tuple[str, ...]] + mode: ReadOnly[GeminiTranscriptionVerbatimMode] + + +class GeminiTranscriptionGenerationConfig(TypedDict): + transcription_config: ReadOnly[GeminiTranscriptionConfig] + + +class GeminiTranscriptionInteractionRequest(TypedDict, total=False): + model: ReadOnly[Required[str]] + input: ReadOnly[Required[tuple[GeminiTranscriptionAudioInput, ...]]] + generation_config: ReadOnly[GeminiTranscriptionGenerationConfig] + + +class GeminiTranscriptionWordAnnotation(BaseModel): + model_config = ConfigDict(extra="ignore") + + type: str | None = None + text: str | None = None + speaker: str | None = None + start_offset: str | None = None + end_offset: str | None = None + + +class GeminiTranscriptionContent(BaseModel): + model_config = ConfigDict(extra="ignore") + + type: str | None = None + text: str | None = None + annotations: tuple[GeminiTranscriptionWordAnnotation, ...] = () + + +class GeminiTranscriptionStep(BaseModel): + model_config = ConfigDict(extra="ignore") + + type: str | None = None + content: tuple[GeminiTranscriptionContent, ...] = () + + +class GeminiTranscriptionModalityTokens(BaseModel): + model_config = ConfigDict(extra="ignore") + + modality: str | None = None + tokens: int = 0 + + +class GeminiTranscriptionUsage(BaseModel): + model_config = ConfigDict(extra="ignore") + + total_tokens: int = 0 + total_input_tokens: int = 0 + total_output_tokens: int = 0 + input_tokens_by_modality: tuple[GeminiTranscriptionModalityTokens, ...] = () + + +class GeminiTranscriptionInteractionResponse(BaseModel): + model_config = ConfigDict(extra="ignore") + + id: str | None = None + status: str | None = None + usage: GeminiTranscriptionUsage | None = None + steps: tuple[GeminiTranscriptionStep, ...] = () diff --git a/litellm/types/realtime.py b/litellm/types/realtime.py index cbd7a8b7ecb..17dc70126f3 100644 --- a/litellm/types/realtime.py +++ b/litellm/types/realtime.py @@ -162,3 +162,16 @@ class RealtimeErrorDetail(TypedDict): class RealtimeErrorEvent(TypedDict): type: ReadOnly[Literal["error"]] error: ReadOnly[RealtimeErrorDetail] + + +class RealtimeInputAudioTranscriptionUsageInputTokenDetails(TypedDict): + text_tokens: ReadOnly[int] + audio_tokens: ReadOnly[int] + + +class RealtimeInputAudioTranscriptionUsage(TypedDict): + type: ReadOnly[Literal["tokens"]] + input_tokens: ReadOnly[int] + output_tokens: ReadOnly[int] + total_tokens: ReadOnly[int] + input_token_details: ReadOnly[RealtimeInputAudioTranscriptionUsageInputTokenDetails] diff --git a/litellm/types/utils.py b/litellm/types/utils.py index a7629fb2488..58103b84749 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -2808,6 +2808,12 @@ RoutingDecisionCause = Literal[ # meant anything that filtered `signals` silently changed what the row claimed. "reasoning_override", "llm_classifier", + # classifier_type 'heuristic_first': the local scorer produced at least one signal and landed at + # or below heuristic_first_max_tier, so it decided the tier and the LLM classifier was never + # called. Distinct from "heuristic_scorer", which is a router whose only classifier IS the + # scorer, and from "classifier_fallback", which is the scorer running because a call failed: + # only this cause means an LLM classifier was configured, reachable, and deliberately skipped. + "heuristic_first_short_circuit", # The operator's classifier plugin (classifier_type 'custom') decided the tier. "classifier_plugin", # The LLM classifier or classifier plugin failed on a router with an operator-defined @@ -2834,13 +2840,19 @@ RoutingDecisionCause = Literal[ ] -InternalCallOrigin = Literal["autorouter_classifier", "shadow_eval_router", "shadow_eval_judge"] +InternalCallOrigin = Literal[ + "autorouter_classifier", + "shadow_eval_router", + "shadow_eval_judge", + "background_response_cost_poll", +] """Which internal litellm feature originated a billed sub-call, so a spend log row records that it is not traffic the caller sent.""" AUTOROUTER_CLASSIFIER_CALL_ORIGIN: Final[InternalCallOrigin] = "autorouter_classifier" SHADOW_EVAL_ROUTER_CALL_ORIGIN: Final[InternalCallOrigin] = "shadow_eval_router" SHADOW_EVAL_JUDGE_CALL_ORIGIN: Final[InternalCallOrigin] = "shadow_eval_judge" +BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN: Final[InternalCallOrigin] = "background_response_cost_poll" class StandardLoggingRoutingDecision(TypedDict, total=False): diff --git a/litellm/utils.py b/litellm/utils.py index 9cab81e1ba7..b164a9c4671 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -74,6 +74,7 @@ from litellm.constants import ( MAX_RETRY_DELAY, MAX_TOKEN_TRIMMING_ATTEMPTS, MINIMUM_PROMPT_CACHE_TOKEN_COUNT_OVERRIDE, + NON_INFERENCE_CALL_TYPES, OPENAI_EMBEDDING_PARAMS, TOOL_CHOICE_OBJECT_TOKEN_COUNT, ) @@ -1109,6 +1110,8 @@ def function_setup( except Exception as e: verbose_logger.debug("Error extracting messages from Google contents: %s", e) messages = "default-message-value" + elif call_type in NON_INFERENCE_CALL_TYPES: + messages = [] # mutable-ok: loggers require a list here and Logging copies it else: messages = "default-message-value" stream = False @@ -2945,7 +2948,12 @@ def reapply_runtime_model_cost_registrations() -> None: register_model(model_cost=dict(_runtime_registered_model_cost)) # mutable-ok: snapshot, replay rewrites it -def register_model(model_cost: str | dict, *, persist_across_reloads: bool = True): +def register_model( + model_cost: str | dict, + *, + persist_across_reloads: bool = True, + warning_display_name: str | None = None, +): """ Register new / Override existing models (and their pricing) to specific providers. Provide EITHER a model cost dictionary or a url to a hosted json blob @@ -2965,6 +2973,10 @@ def register_model(model_cost: str | dict, *, persist_across_reloads: bool = Tru registering a model is declaring durable intent. Pass False for a registration that only describes one request, so it is dropped rather than re-asserted over every future catalog. + + ``warning_display_name`` names the model in the missing-cache-pricing + warning instead of the registered key, for callers that register under an + opaque key (e.g. the router's hashed deployment ids). """ loaded_model_cost = {} @@ -3011,10 +3023,15 @@ def register_model(model_cost: str | dict, *, persist_across_reloads: bool = Tru elif ( value.get("cache_creation_input_token_cost") is None and value.get("cache_read_input_token_cost") is None + and value.get("tiered_pricing") is None + and ( + value.get("input_cost_per_token") is not None + or value.get("output_cost_per_token") is not None + ) ): verbose_logger.warning( - "register_model: model=%s not in built-in cost map and no prefix/region variant matched; cache cost fields will default to 0. To track cache cost, add cache_creation_input_token_cost and cache_read_input_token_cost to model_info", - key, + "register_model: model=%s has custom pricing but not in built-in cost map and no prefix/region variant matched; cache_creation_input_token_cost and cache_read_input_token_cost will default to 0 for this model (input/output cost tracking is unaffected). To track cache cost, add them to model_info", + warning_display_name or key, ) # ``get_model_info`` returns ``litellm_provider: None`` when the # provider is unknown (e.g. custom deployments registered via @@ -8500,6 +8517,12 @@ class ProviderConfigManager: ) return VertexAIAudioTranscriptionConfig() + elif litellm.LlmProviders.GEMINI == provider: + from litellm.llms.gemini.audio_transcription.transformation import ( + GeminiAudioTranscriptionConfig, + ) + + return GeminiAudioTranscriptionConfig() return None @staticmethod diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index dd367e875de..7f5e41d45ce 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -51340,6 +51340,47 @@ "supports_audio_output": true, "tpm": 250000 }, + "gemini/gemini-3.5-transcribe": { + "input_cost_per_audio_token": 2e-06, + "input_cost_per_token": 2e-06, + "litellm_provider": "gemini", + "mode": "audio_transcription", + "output_cost_per_token": 1.2e-05, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_endpoints": [ + "/v1/audio/transcriptions" + ], + "supported_modalities": [ + "text", + "audio" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "tpm": 800000, + "rpm": 2000 + }, + "gemini/gemini-3.5-transcribe-live": { + "input_cost_per_audio_token": 3.5e-06, + "input_cost_per_token": 3.5e-06, + "litellm_provider": "gemini", + "mode": "audio_transcription", + "output_cost_per_token": 2.1e-05, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_endpoints": [ + "/v1/realtime" + ], + "supported_modalities": [ + "audio" + ], + "supported_output_modalities": [ + "text" + ], + "supports_audio_input": true, + "tpm": 250000, + "rpm": 10 + }, "perplexity/pplx-embed-context-v1-0.6b": { "input_cost_per_token": 8e-09, "litellm_provider": "perplexity", diff --git a/scripts/pre_commit_lint.sh b/scripts/pre_commit_lint.sh index 0861172056e..ff553be6461 100755 --- a/scripts/pre_commit_lint.sh +++ b/scripts/pre_commit_lint.sh @@ -13,7 +13,7 @@ # - tests/e2e Python -> `make lint-e2e-basedpyright` (test-linting.yml's e2e type-check step) # + raw HTTP client ban (test-code-quality.yml's check_e2e_no_raw_requests) # - dashboard -> prettier + eslint + lint budgets (test-litellm-ui-build.yml's frontend-lint) -# - proxy/types -> regenerate dashboard API types and fail on drift (check-ui-api-types.yml) +# - proxy/types -> regenerate the lazy OpenAPI snapshot and dashboard API types, fail on drift (check-ui-api-types.yml) # # Each block is skipped when no matching files are in scope, so unrelated commits # stay fast. This is intentionally not auto-installed as a git hook (see @@ -244,7 +244,7 @@ fi genapi_checks() { local status=0 - echo "check: checking dashboard API types are in sync (npm run gen:api)" + echo "check: checking the lazy OpenAPI snapshot and dashboard API types are in sync (npm run gen:api)" # gen-api-types.mjs imports litellm.proxy.proxy_server, which needs the proxy deps # and an up-to-date Prisma client; check-ui-api-types.yml installs those and runs # prisma generate before gen:api, so mirror that here or a stale client can mask @@ -260,7 +260,14 @@ genapi_checks() { elif ! uv run --no-sync python scripts/prisma_generate_if_needed.py; then echo "✗ Could not regenerate Prisma client (prisma generate failed)." >&2 status=1 + elif ! uv run --no-sync python -m litellm.proxy._lazy_openapi_snapshot; then + echo "✗ Could not regenerate the lazy OpenAPI snapshot (python -m litellm.proxy._lazy_openapi_snapshot failed)." >&2 + status=1 elif ( cd ui/litellm-dashboard && LITELLM_PYTHON="uv run --no-sync python" npm run gen:api ); then + if ! git diff --quiet -- litellm/proxy/_lazy_openapi_snapshot.json; then + echo "✗ The lazy OpenAPI snapshot is stale; regenerated litellm/proxy/_lazy_openapi_snapshot.json. Stage it and commit; re-run make check only if other checks failed too." >&2 + status=1 + fi if ! git diff --quiet -- ui/litellm-dashboard/src/lib/http/schema.d.ts; then echo "✗ Dashboard API types are stale; regenerated src/lib/http/schema.d.ts. Stage it and commit; re-run make check only if other checks failed too." >&2 status=1 diff --git a/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md index bae858d50af..a6e32b88479 100644 --- a/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md +++ b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md @@ -42,7 +42,7 @@ at call time. The provider table below is the source of truth; edit `PROVIDERS` | openai | `openai-realtime` | `openai/gpt-realtime-2` | | azure | `azure-realtime` | `azure/gpt-realtime-2` (GA protocol) | | gemini | `gemini-realtime` | `gemini/gemini-3.1-flash-live-preview` | -| vertex_ai | `vertex-realtime` | `vertex_ai/gemini-live-2.5-flash-preview-native-audio-09-2025` | +| vertex_ai | `vertex-realtime` | `vertex_ai/gemini-live-2.5-flash-native-audio` | Bedrock and xai (`xai/grok-4-1-fast-non-reasoning`) are supported by the proxy but kept commented out in `PROVIDERS` until they pass end-to-end here; re-enable them by diff --git a/tests/e2e/llm_translation/realtime/realtime_client.py b/tests/e2e/llm_translation/realtime/realtime_client.py index 632a9cf7e57..3ffca7e8b88 100644 --- a/tests/e2e/llm_translation/realtime/realtime_client.py +++ b/tests/e2e/llm_translation/realtime/realtime_client.py @@ -78,7 +78,7 @@ PROVIDERS = ( "vertex_ai", "vertex-realtime", LiteLLMParamsBody( - model="vertex_ai/gemini-live-2.5-flash-preview-native-audio-09-2025", + model="vertex_ai/gemini-live-2.5-flash-native-audio", vertex_location="us-central1", vertex_credentials="os.environ/VERTEXAI_CREDENTIALS", ), diff --git a/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py b/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py index 655d426c28d..156f3393530 100644 --- a/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py +++ b/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py @@ -308,7 +308,8 @@ class TestGeminiChatCompletions: content=f"Reply with the single word pong. marker={tag}", ) ], - max_tokens=32, + max_tokens=64, + reasoning_effort="none", ), ) ) diff --git a/tests/e2e/llm_translation/test_messages_mid_conversation_system_e2e.py b/tests/e2e/llm_translation/test_messages_mid_conversation_system_e2e.py index 04fa9fdc6d9..557a2cb64e9 100644 --- a/tests/e2e/llm_translation/test_messages_mid_conversation_system_e2e.py +++ b/tests/e2e/llm_translation/test_messages_mid_conversation_system_e2e.py @@ -50,11 +50,14 @@ CACHE_WARM_CONSECUTIVE_READS = 3 def _cacheable_system_block(marker: str) -> TextBlock: - """A system prompt comfortably above the 4096-token minimum cacheable size - of Haiku 4.5 (the smallest model here), unique per run so no other run's - cache entry can satisfy the read.""" - text = " ".join( - f"Reference paragraph {index} for run {marker}." for index in range(300) + """A system prompt at roughly twice the 4096-token minimum cacheable size of + Haiku 4.5 (the smallest model here), unique per run so no other run's cache + entry can satisfy the read. The marker appears once instead of in every + paragraph: repeating it swung the block's size by ~1800 tokens with the + marker's own tokenization and left it under the minimum on ~15% of runs, so + the system breakpoint went uncached and the priming loop never saw a read.""" + text = f"Run {marker}.\n" + " ".join( + f"Reference paragraph {index}." for index in range(1500) ) return TextBlock(text=text, cache_control=CacheControl()) @@ -101,8 +104,8 @@ def _first_turn_user_text(marker: str) -> str: """A first user turn heavy enough (hundreds of tokens) that losing its cache entry is unambiguous in the usage numbers, unique per attempt so priming retries never depend on the proxy's response cache behavior.""" - notes = " ".join(f"Session note {index} for attempt {marker}." for index in range(100)) - return f"Reply with one word.\n{notes}" + notes = " ".join(f"Session note {index}." for index in range(100)) + return f"Reply with one word. Attempt {marker}.\n{notes}" class PrimedCache(BaseModel): diff --git a/tests/e2e/llm_translation/test_messages_mid_conversation_system_native_providers_e2e.py b/tests/e2e/llm_translation/test_messages_mid_conversation_system_native_providers_e2e.py index 222acce67a0..8c448399be1 100644 --- a/tests/e2e/llm_translation/test_messages_mid_conversation_system_native_providers_e2e.py +++ b/tests/e2e/llm_translation/test_messages_mid_conversation_system_native_providers_e2e.py @@ -70,9 +70,15 @@ def _vertex_params(model: str, location: str) -> LiteLLMParamsBody: def _cacheable_system_block(marker: str) -> TextBlock: - """A system prompt comfortably above the 1024-token minimum cacheable size, - unique per run so no other run's cache entry can satisfy the read.""" - text = " ".join(f"Reference paragraph {index} for run {marker}." for index in range(300)) + """A system prompt at roughly twice the 4096-token minimum cacheable size of + Haiku 4.5 (the smallest model here), unique per run so no other run's cache + entry can satisfy the read. The marker appears once instead of in every + paragraph: repeating it swung the block's size by ~1800 tokens with the + marker's own tokenization and left it under the minimum on ~15% of runs, so + the system breakpoint went uncached and the priming loop never saw a read.""" + text = f"Run {marker}.\n" + " ".join( + f"Reference paragraph {index}." for index in range(1500) + ) return TextBlock(text=text, cache_control=CacheControl()) @@ -110,8 +116,8 @@ def _first_turn_user_text(marker: str) -> str: """A first user turn heavy enough (hundreds of tokens) that losing its cache entry is unambiguous in the usage numbers, unique per attempt so priming retries never depend on the proxy's response cache behavior.""" - notes = " ".join(f"Session note {index} for attempt {marker}." for index in range(100)) - return f"Reply with one word.\n{notes}" + notes = " ".join(f"Session note {index}." for index in range(100)) + return f"Reply with one word. Attempt {marker}.\n{notes}" class PrimedCache(BaseModel): diff --git a/tests/e2e/management/test_budget_customer_user_org_e2e.py b/tests/e2e/management/test_budget_customer_user_org_e2e.py index 9caf042803b..6e14a2d5745 100644 --- a/tests/e2e/management/test_budget_customer_user_org_e2e.py +++ b/tests/e2e/management/test_budget_customer_user_org_e2e.py @@ -163,12 +163,6 @@ class TestBudgetManagement: f"/budget/list never included the created budget {budget_id}", ) - @pytest.mark.skip( - reason=( - "stage red: product gap, /budget/update 500s on any model_max_budget " - "(prisma Json arg + unquoted GraphQL interpolation)" - ) - ) @pytest.mark.covers("mgmt.budget.update.accepts_model_max_budget") def test_update_accepts_per_model_budgets_including_punctuated_names( self, client: ManagementClient, resources: ResourceManager diff --git a/tests/e2e/models.py b/tests/e2e/models.py index 95a02b58824..8d1b17ca256 100644 --- a/tests/e2e/models.py +++ b/tests/e2e/models.py @@ -256,6 +256,7 @@ class ChatBody(BaseModel): reasoning_effort: str | None = None thinking: ThinkingParam | None = None service_tier: str | None = None + prompt_cache_key: str | None = None tools: Sequence[ChatTool | McpChatTool] | None = None tool_choice: str | None = None guardrails: list[str] | None = None diff --git a/tests/e2e/quota_management/spend_tracking/test_cost_headers_e2e.py b/tests/e2e/quota_management/spend_tracking/test_cost_headers_e2e.py index 203be611905..abc321ccde8 100644 --- a/tests/e2e/quota_management/spend_tracking/test_cost_headers_e2e.py +++ b/tests/e2e/quota_management/spend_tracking/test_cost_headers_e2e.py @@ -12,11 +12,16 @@ header is exercised with a real nonzero value instead of passing vacuously. The backend is gpt-5.5 because it reports cached tokens on the second call; the gpt-5.6 line reports cache writes and never a read, which would leave the cache-read header at zero forever. The raw-transport send is used because the -typed chat client validates bodies and drops headers. OpenAI caching is -best-effort, so the prime+measure round retries with a fresh prefix before -failing. +typed chat client validates bodies and drops headers. + +OpenAI publishes a primed prefix asynchronously and routes lookups by +prompt_cache_key, so a measure fired the instant the prime returns can miss a +prefix that is about to become readable. Each round pins a cache key and re-reads +the prefix it already paid to prime before spending a fresh one. """ +import time + import pytest from cost_rows import approx_equal, cacheable_prefix, register_priced_model @@ -31,6 +36,8 @@ pytestmark = pytest.mark.e2e BACKEND = "openai/gpt-5.5" OPENAI_API_KEY = "os.environ/OPENAI_API_KEY" CACHE_ATTEMPTS = 3 +CACHE_REREADS = 3 +CACHE_SETTLE_SECONDS = 2.0 INPUT_RATE = 4e-05 OUTPUT_RATE = 8e-05 @@ -70,7 +77,7 @@ class TestCostHeaders: ), ) - def priced_call(content: str) -> StreamingResponse: + def priced_call(content: str, cache_key: str) -> StreamingResponse: response = client.proxy.transport.send( "/chat/completions", headers=client.proxy.transport.bearer(scoped_key), @@ -78,21 +85,30 @@ class TestCostHeaders: model=model, messages=[ChatMessage(role="user", content=content)], max_completion_tokens=4000, + prompt_cache_key=cache_key, ), ) assert response.ok, f"chat failed (status {response.status_code}): {response.body[:300]}" return response - for _ in range(CACHE_ATTEMPTS): - prefix = cacheable_prefix(unique_marker()) - priced_call(f"{prefix}\nReply with the single word ready.") - measured = priced_call(f"{prefix}\nReply with the single word measured.") - if _header_cost(measured, "x-litellm-response-cost-cache-read") > 0: - break - else: + def prime_then_reread() -> StreamingResponse | None: + marker = unique_marker() + prefix = cacheable_prefix(marker) + priced_call(f"{prefix}\nReply with the single word ready.", marker) + for _ in range(CACHE_REREADS): + time.sleep(CACHE_SETTLE_SECONDS) + response = priced_call(f"{prefix}\nReply with the single word measured.", marker) + if _header_cost(response, "x-litellm-response-cost-cache-read") > 0: + return response + return None + + rounds = (prime_then_reread() for _ in range(CACHE_ATTEMPTS)) + measured = next((response for response in rounds if response is not None), None) + if measured is None: pytest.fail( - f"no cache read landed across {CACHE_ATTEMPTS} prime+measure rounds; " - "the cache-read cost header was never exercised with a nonzero value" + f"no cache read landed across {CACHE_ATTEMPTS} prime rounds of " + f"{CACHE_REREADS} re-reads each; the cache-read cost header was never " + "exercised with a nonzero value" ) total = measured.response_cost diff --git a/tests/e2e/ui/tests/settings/routerSettings.spec.ts b/tests/e2e/ui/tests/settings/routerSettings.spec.ts index 1188e8f201e..cd64e6e4453 100644 --- a/tests/e2e/ui/tests/settings/routerSettings.spec.ts +++ b/tests/e2e/ui/tests/settings/routerSettings.spec.ts @@ -117,6 +117,11 @@ const ADMIN_AUTH = { Authorization: `Bearer ${users[Role.ProxyAdmin].password}`, }; +// Five probes 2s apart outlast the e2e stack's proxy_config_reload_interval_seconds of 7. +const SETTLE_INTERVAL_MS = 2_000; +const SETTLE_PROBES = 5; +const SETTLE_TIMEOUT_MS = 60_000; + /** * Apply a router_settings patch through the typed /config/update contract. The * server merges it over existing settings (request wins), so only the passed keys @@ -133,6 +138,21 @@ async function patchRouterSettings( expect(res.ok(), `seed /config/update failed: ${res.status()} ${await res.text()}`).toBeTruthy(); } +/** + * Spreads its samples across more than one reload cycle: a single reply only proves the one + * replica that served it has reloaded, not the sibling still on the pre-update config. + */ +async function sampleStatuses(probe: () => Promise): Promise { + return Array.from({ length: SETTLE_PROBES }).reduce>( + async (taken, _unused, index) => { + const sofar = await taken; + if (index > 0) await new Promise((resolve) => setTimeout(resolve, SETTLE_INTERVAL_MS)); + return [...sofar, await probe()]; + }, + Promise.resolve([]), + ); +} + test.describe("Router Settings - Loadbalancing", () => { test.use({ storageState: ADMIN_STORAGE_PATH }); @@ -252,28 +272,34 @@ test.describe("Router Settings - Fallbacks serve the request", () => { }); test("a request to an unreachable model is answered by its fallback", async ({ page, request }) => { - const chat = async () => - request.post("/v1/chat/completions", { - headers: { ...ADMIN_AUTH, "Content-Type": "application/json" }, - data: { - model: BROKEN_PRIMARY, - messages: [{ role: "user", content: "fallback probe" }], - }, - }); + const chatStatus = async () => + ( + await request.post("/v1/chat/completions", { + headers: { ...ADMIN_AUTH, "Content-Type": "application/json" }, + data: { + model: BROKEN_PRIMARY, + messages: [{ role: "user", content: "fallback probe" }], + }, + }) + ).status(); - // The control: it proves the reply below could only have come from the fallback. - expect((await chat()).status(), "broken primary unexpectedly succeeded on its own").toBeGreaterThanOrEqual(400); + // The control: every replica must reject, or the reply below could have come from one + // that was still serving a fallback left behind by an earlier attempt. + await expect + .poll(async () => (await sampleStatuses(chatStatus)).every((status) => status >= 400), { + timeout: SETTLE_TIMEOUT_MS, + message: "broken primary unexpectedly succeeded on its own", + }) + .toBe(true); await patchRouterSettings(request, { fallbacks: [{ [BROKEN_PRIMARY]: [PRIMARY] }], } as Partial>); - // Same call now succeeds, served by the fallback model. + // One success is the whole claim here, so this waits for a first sighting rather than + // for every replica: demanding a streak would also assert a fallback hit rate. await expect - .poll(async () => (await chat()).status(), { - timeout: 30_000, - message: "fallback never took effect", - }) + .poll(chatStatus, { timeout: SETTLE_TIMEOUT_MS, message: "fallback never took effect" }) .toBe(200); // And the playground renders a reply for a model whose own upstream is down. diff --git a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py index 09f3e0ba34f..498d0cb4723 100644 --- a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py +++ b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py @@ -12,7 +12,11 @@ sys.path.insert( ), ) -from litellm_proxy_extras.utils import ProxyExtrasDBManager +from litellm_proxy_extras.utils import ( + PARTITIONED_SPEND_LOGS_PUSH_ERROR, + ProxyExtrasDBManager, + filter_partitioned_spend_logs_diff, +) # Path to the migrations directory _MIGRATIONS_DIR = os.path.abspath( @@ -475,3 +479,205 @@ class TestMigrationGuardScope: if not self._run_rules([(TestMigrationGuardScope._NEW, by_name[name])]) ] assert not redundant, f"these no longer violate and should be removed: {redundant}" + + +_PARTITIONED_DRIFT_SQL = """-- AlterTable +ALTER TABLE "LiteLLM_BudgetTable" ADD COLUMN "updated_by" TEXT; + +-- AlterTable +ALTER TABLE "LiteLLM_SpendLogs" DROP CONSTRAINT "LiteLLM_SpendLogs_pkey", +ADD COLUMN "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP, +ADD COLUMN "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP, +ADD CONSTRAINT "LiteLLM_SpendLogs_pkey" PRIMARY KEY ("request_id"); + +-- DropTable +DROP TABLE "LiteLLM_SpendLogs_legacy"; +""" + + +class TestPartitionedSpendLogsDriftFilter: + """A doc-partitioned LiteLLM_SpendLogs (db_scripts/partition_spend_logs.sql) has a + composite primary key that schema.prisma cannot express, so `prisma migrate diff` + emits a primary-key rewrite that Postgres rejects, aborting the whole drift script + before its legitimate statements run.""" + + def test_pk_rewrite_and_runbook_artifact_drops_are_removed(self): + filtered = filter_partitioned_spend_logs_diff(_PARTITIONED_DRIFT_SQL) + assert 'DROP CONSTRAINT "LiteLLM_SpendLogs_pkey"' not in filtered + assert 'PRIMARY KEY ("request_id")' not in filtered + assert "LiteLLM_SpendLogs_legacy" not in filtered + + def test_legitimate_statements_in_the_same_script_are_kept(self): + filtered = filter_partitioned_spend_logs_diff(_PARTITIONED_DRIFT_SQL) + assert 'ALTER TABLE "LiteLLM_BudgetTable" ADD COLUMN "updated_by" TEXT;' in filtered + assert 'ADD COLUMN "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP' in filtered + assert 'ADD COLUMN "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP' in filtered + assert filtered.count('ALTER TABLE "LiteLLM_SpendLogs"') == 1 + + def test_an_alter_containing_only_the_pk_rewrite_is_dropped_entirely(self): + sql = ( + 'ALTER TABLE "LiteLLM_SpendLogs" DROP CONSTRAINT "LiteLLM_SpendLogs_pkey",\n' + 'ADD CONSTRAINT "LiteLLM_SpendLogs_pkey" PRIMARY KEY ("request_id");\n' + ) + assert filter_partitioned_spend_logs_diff(sql).strip() == "" + + def test_other_tables_pk_changes_are_untouched(self): + sql = ( + 'ALTER TABLE "LiteLLM_TeamTable" DROP CONSTRAINT "LiteLLM_TeamTable_pkey",\n' + 'ADD CONSTRAINT "LiteLLM_TeamTable_pkey" PRIMARY KEY ("team_id");\n' + ) + filtered = filter_partitioned_spend_logs_diff(sql) + assert 'DROP CONSTRAINT "LiteLLM_TeamTable_pkey"' in filtered + assert 'PRIMARY KEY ("team_id")' in filtered + + +class _FakeCompleted: + stdout = "" + stderr = "" + + +class TestResolveAllMigrationsLedger: + def _run(self, monkeypatch, tmp_path, partitioned, execute_fails): + import subprocess as subprocess_module + + import litellm_proxy_extras.utils as utils_module + + monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:5432/db") + monkeypatch.delenv("DIRECT_URL", raising=False) + monkeypatch.setattr( + ProxyExtrasDBManager, "spend_logs_is_partitioned", staticmethod(lambda: partitioned) + ) + monkeypatch.setattr( + ProxyExtrasDBManager, + "_get_migration_names", + staticmethod(lambda migrations_dir: ["20250326162113_baseline"]), + ) + calls = [] + + def fake_run(cmd, **kwargs): + calls.append(cmd) + if "diff" in cmd: + kwargs["stdout"].write(_PARTITIONED_DRIFT_SQL) + return _FakeCompleted() + if "execute" in cmd: + executed_sql = open(cmd[cmd.index("--file") + 1]).read() + calls.append(("executed_sql", executed_sql)) + if execute_fails: + raise subprocess_module.CalledProcessError(1, cmd, stderr="boom") + return _FakeCompleted() + return _FakeCompleted() + + monkeypatch.setattr(utils_module.subprocess, "run", fake_run) + ProxyExtrasDBManager._resolve_all_migrations(str(tmp_path), "schema.prisma") + return calls + + def _resolved(self, calls): + return [c for c in calls if isinstance(c, list) and "resolve" in c] + + def _executed_sql(self, calls): + return next(c[1] for c in calls if isinstance(c, tuple) and c[0] == "executed_sql") + + def test_failed_drift_apply_does_not_mark_migrations_applied(self, monkeypatch, tmp_path): + calls = self._run(monkeypatch, tmp_path, partitioned=False, execute_fails=True) + assert self._resolved(calls) == [] + + def test_successful_drift_apply_still_marks_migrations_applied(self, monkeypatch, tmp_path): + calls = self._run(monkeypatch, tmp_path, partitioned=False, execute_fails=False) + assert len(self._resolved(calls)) == 1 + + def test_partitioned_spend_logs_gets_the_filtered_drift_script(self, monkeypatch, tmp_path): + calls = self._run(monkeypatch, tmp_path, partitioned=True, execute_fails=False) + executed_sql = self._executed_sql(calls) + assert 'PRIMARY KEY ("request_id")' not in executed_sql + assert "LiteLLM_SpendLogs_legacy" not in executed_sql + assert 'ALTER TABLE "LiteLLM_BudgetTable" ADD COLUMN "updated_by" TEXT;' in executed_sql + assert 'ADD COLUMN "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP' in executed_sql + assert len(self._resolved(calls)) == 1 + + def test_unpartitioned_spend_logs_drift_script_is_untouched(self, monkeypatch, tmp_path): + calls = self._run(monkeypatch, tmp_path, partitioned=False, execute_fails=False) + assert self._executed_sql(calls) == _PARTITIONED_DRIFT_SQL + + +class TestPartitionedSpendLogsPushGuard: + def _forbid_subprocess(self, monkeypatch): + import litellm_proxy_extras.utils as utils_module + + def fail_run(cmd, **kwargs): + raise AssertionError(f"subprocess.run should not be called, got: {cmd}") + + monkeypatch.setattr(utils_module.subprocess, "run", fail_run) + + def test_v1_db_push_fails_fast_with_guidance(self, monkeypatch): + monkeypatch.setattr( + ProxyExtrasDBManager, "spend_logs_is_partitioned", staticmethod(lambda: True) + ) + self._forbid_subprocess(monkeypatch) + with pytest.raises(RuntimeError) as err: + ProxyExtrasDBManager._run_migrations(use_migrate=False, use_v2_resolver=False) + assert str(err.value) == PARTITIONED_SPEND_LOGS_PUSH_ERROR + + def test_v2_db_push_fails_fast_with_guidance(self, monkeypatch): + monkeypatch.setattr( + ProxyExtrasDBManager, "spend_logs_is_partitioned", staticmethod(lambda: True) + ) + self._forbid_subprocess(monkeypatch) + with pytest.raises(RuntimeError) as err: + ProxyExtrasDBManager._setup_database_v2(use_migrate=False) + assert str(err.value) == PARTITIONED_SPEND_LOGS_PUSH_ERROR + + +class _FakeCursor: + def fetchone(self): + return (1,) + + +class _FakePsycopgConn: + def __init__(self, executed): + self._executed = executed + + def __enter__(self): + return self + + def __exit__(self, *args): + return False + + def execute(self, query, params): + self._executed.append((query, params)) + return _FakeCursor() + + +class TestSpendLogsPartitionDetectionSchemaScope: + """A same-named LiteLLM_SpendLogs in another schema must not trip the + detector: the catalog lookup has to be scoped to Prisma's target schema.""" + + def _detect(self, monkeypatch, database_url): + import sys + import types + + executed = [] + fake_psycopg = types.ModuleType("psycopg") + fake_psycopg.connect = lambda url, **kwargs: _FakePsycopgConn(executed) + fake_psycopg.OperationalError = type("OperationalError", (Exception,), {}) + fake_psycopg.DatabaseError = type("DatabaseError", (Exception,), {}) + monkeypatch.setitem(sys.modules, "psycopg", fake_psycopg) + monkeypatch.setenv("DATABASE_URL", database_url) + assert ProxyExtrasDBManager.spend_logs_is_partitioned() is True + return executed[0] + + def test_lookup_is_scoped_to_the_schema_url_param(self, monkeypatch): + query, params = self._detect( + monkeypatch, "postgresql://u:p@localhost:5432/db?schema=tenant_a" + ) + assert "pg_namespace" in query + assert "n.nspname = %s" in query + assert params == ("tenant_a",) + + def test_lookup_falls_back_to_public_without_a_schema_param(self, monkeypatch): + query, params = self._detect(monkeypatch, "postgresql://u:p@localhost:5432/db") + assert "n.nspname = %s" in query + assert params == ("public",) + + def test_only_partitioned_relations_match(self, monkeypatch): + query, _ = self._detect(monkeypatch, "postgresql://u:p@localhost:5432/db") + assert "pg_partitioned_table" in query diff --git a/tests/proxy_unit_tests/test_check_responses_cost.py b/tests/proxy_unit_tests/test_check_responses_cost.py index 1faf8692b46..e806e9a3394 100644 --- a/tests/proxy_unit_tests/test_check_responses_cost.py +++ b/tests/proxy_unit_tests/test_check_responses_cost.py @@ -753,3 +753,41 @@ class TestCheckResponsesCost: call_kwargs = mock_aget.call_args[1] assert "model" not in call_kwargs.get("litellm_metadata", {}) assert "model_group" not in call_kwargs.get("litellm_metadata", {}) + + @pytest.mark.asyncio + async def test_poll_stamps_internal_call_origin_so_the_read_is_billed( + self, check_responses_cost_instance, mock_prisma_client + ): + """A background create returns queued with no usage, so this poll's retrieval is the only + place the job's spend is ever seen. Without the origin stamp it is priced at zero like a + user-facing read (LIT-5602) and the job is never billed.""" + from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY + from litellm.litellm_core_utils.internal_call_metadata import ( + is_unbilled_non_inference_call, + ) + + mock_job = MagicMock() + mock_job.unified_object_id = "resp_test_billed" + mock_job.created_by = "test-user" + mock_job.id = "job-billed" + mock_job.file_object = {"model": "gpt-5", "id": "resp_test_billed"} + + mock_prisma_client.db.litellm_managedobjecttable.find_many = AsyncMock( + return_value=[mock_job] + ) + mock_prisma_client.db.litellm_managedobjecttable.update_many = AsyncMock( + return_value=0 + ) + + mock_response = MagicMock() + mock_response.status = "completed" + + with patch("litellm.aget_responses", new_callable=AsyncMock) as mock_aget: + mock_aget.return_value = mock_response + await check_responses_cost_instance.check_responses_cost() + + metadata = mock_aget.call_args[1]["litellm_metadata"] + foreground_read = {"background": False} + assert metadata[INTERNAL_CALL_ORIGIN_METADATA_KEY] == "background_response_cost_poll" + assert is_unbilled_non_inference_call("aget_responses", metadata, foreground_read) is False + assert is_unbilled_non_inference_call("aget_responses", None, foreground_read) is True diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py index 375e1117371..47554913419 100644 --- a/tests/proxy_unit_tests/test_proxy_server.py +++ b/tests/proxy_unit_tests/test_proxy_server.py @@ -2661,7 +2661,7 @@ async def test_run_direct_health_check_drops_only_the_rejected_kwarg(monkeypatch rejected argument alongside working ones would probe deployments the operator opted out.""" import litellm.proxy.proxy_server as proxy_server - seen: list = [] + seen: list[tuple[dict[str, str] | None, bool]] = [] async def fake_perform_health_check( model_list, diff --git a/tests/test_litellm/integrations/newrelic/test_newrelic_metrics.py b/tests/test_litellm/integrations/newrelic/test_newrelic_metrics.py new file mode 100644 index 00000000000..9c75e0b0a47 --- /dev/null +++ b/tests/test_litellm/integrations/newrelic/test_newrelic_metrics.py @@ -0,0 +1,825 @@ +""" +Batching tests for NewRelicMetricsLogger: flush-window interval computation, +dimension-bucket aggregation, the 4xx-drop vs 5xx/network-requeue policy, the +retry-queue cap, and the stop flag that ends the periodic flush loop. +""" + +import asyncio +import gzip +import json +from unittest.mock import AsyncMock, patch + +import pytest +from httpx import HTTPStatusError, Request, Response + +from litellm.integrations.newrelic.newrelic_metrics import ( + NewRelicMetricsLogger, + _bucket_metrics, + build_metric_payload, +) +from litellm.types.integrations.newrelic import ( + NEWRELIC_METRIC_COMPLETION_TOKENS, + NEWRELIC_METRIC_COST_USD, + NEWRELIC_METRIC_ENDPOINT_BY_REGION, + NEWRELIC_METRIC_PROMPT_TOKENS, + NEWRELIC_METRIC_REQUEST_DURATION_MS, + NEWRELIC_METRIC_REQUESTS, + NEWRELIC_METRIC_TOTAL_TOKENS, + NewRelicMetricRecord, +) + + +def _record( + team_id="team-a", + team_alias=None, + model="gpt-4o", + model_group=None, + status="success", + response_cost=0.5, + prompt_tokens=10, + completion_tokens=20, + total_tokens=30, + duration_ms=100.0, +) -> NewRelicMetricRecord: + return NewRelicMetricRecord( + team_id=team_id, + team_alias=team_alias if team_alias is not None else f"{team_id}-alias", + model_group=model_group if model_group is not None else f"{model}-group", + model=model, + custom_llm_provider="openai", + status=status, + response_cost=response_cost, + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, + total_tokens=total_tokens, + duration_ms=duration_ms, + ) + + +def _standard_logging_object(team_id="team-a", response_cost=0.25) -> dict: + return { + "metadata": {"user_api_key_team_id": team_id, "user_api_key_team_alias": f"{team_id}-alias"}, + "model_group": "gpt-4o-group", + "model": "gpt-4o", + "custom_llm_provider": "openai", + "status": "success", + "response_cost": response_cost, + "prompt_tokens": 10, + "completion_tokens": 20, + "total_tokens": 30, + "response_time": 0.1, + } + + +def _make_logger(**kwargs) -> NewRelicMetricsLogger: + with patch("asyncio.create_task"): + return NewRelicMetricsLogger(newrelic_api_key="test-key", **kwargs) + + +def _response(status_code: int, text: str = "") -> Response: + return Response(status_code, request=Request("POST", "https://example.com"), text=text) + + +def _raises(status_code: int): + """Mock the way AsyncHTTPHandler.post really behaves: raise_for_status() turns + every non-2xx into an HTTPStatusError rather than returning the response.""" + resp = _response(status_code) + return AsyncMock(side_effect=HTTPStatusError("err", request=resp.request, response=resp)) + + +def _metrics_by_name(payload, name): + return [m for m in payload[0]["metrics"] if m["name"] == name] + + +class TestBuildMetricPayload: + def test_interval_and_timestamp_reflect_flush_window(self): + payload = build_metric_payload((_record(),), window_start=1_000.0, now=1_007.5) + + assert payload[0]["common"]["timestamp"] == 1_000_000 + assert payload[0]["common"]["interval.ms"] == 7_500 + + def test_interval_is_at_least_one_ms(self): + payload = build_metric_payload((_record(),), window_start=1_000.0, now=1_000.0) + + assert payload[0]["common"]["interval.ms"] == 1 + + def test_single_record_metric_values(self): + payload = build_metric_payload( + (_record(response_cost=0.5, prompt_tokens=10, completion_tokens=20, total_tokens=30, duration_ms=100.0),), + window_start=1_000.0, + now=1_005.0, + ) + + by_name = {m["name"]: m for m in payload[0]["metrics"]} + assert by_name[NEWRELIC_METRIC_REQUESTS]["value"] == 1.0 + assert by_name[NEWRELIC_METRIC_REQUESTS]["type"] == "count" + assert by_name[NEWRELIC_METRIC_COST_USD]["value"] == 0.5 + assert by_name[NEWRELIC_METRIC_PROMPT_TOKENS]["value"] == 10.0 + assert by_name[NEWRELIC_METRIC_COMPLETION_TOKENS]["value"] == 20.0 + assert by_name[NEWRELIC_METRIC_TOTAL_TOKENS]["value"] == 30.0 + duration = by_name[NEWRELIC_METRIC_REQUEST_DURATION_MS] + assert duration["type"] == "summary" + assert duration["value"] == {"count": 1, "sum": 100.0, "min": 100.0, "max": 100.0} + assert by_name[NEWRELIC_METRIC_REQUESTS]["attributes"] == { + "team_id": "team-a", + "team_alias": "team-a-alias", + "model_group": "gpt-4o-group", + "model": "gpt-4o", + "custom_llm_provider": "openai", + "status": "success", + } + + def test_aggregates_across_dimension_buckets(self): + """Two teams x two models in one queue land in the right bucket sums. + + team_alias and model_group are held constant so bucketing provably keys on + team_id and model themselves, not on correlated fields. + """ + shared = {"team_alias": "shared-alias", "model_group": "shared-group"} + records = ( + _record(team_id="team-a", model="gpt-4o", response_cost=0.1, total_tokens=10, duration_ms=50.0, **shared), + _record(team_id="team-a", model="gpt-4o", response_cost=0.2, total_tokens=20, duration_ms=150.0, **shared), + _record( + team_id="team-a", model="claude-4", response_cost=0.4, total_tokens=40, duration_ms=200.0, **shared + ), + _record(team_id="team-b", model="gpt-4o", response_cost=0.8, total_tokens=80, duration_ms=300.0, **shared), + ) + payload = build_metric_payload(records, window_start=1_000.0, now=1_005.0) + + cost_by_bucket = { + (m["attributes"]["team_id"], m["attributes"]["model"]): m["value"] + for m in _metrics_by_name(payload, NEWRELIC_METRIC_COST_USD) + } + assert cost_by_bucket == { + ("team-a", "gpt-4o"): pytest.approx(0.3), + ("team-a", "claude-4"): pytest.approx(0.4), + ("team-b", "gpt-4o"): pytest.approx(0.8), + } + + requests_by_bucket = { + (m["attributes"]["team_id"], m["attributes"]["model"]): m["value"] + for m in _metrics_by_name(payload, NEWRELIC_METRIC_REQUESTS) + } + assert requests_by_bucket == { + ("team-a", "gpt-4o"): 2.0, + ("team-a", "claude-4"): 1.0, + ("team-b", "gpt-4o"): 1.0, + } + + duration_by_bucket = { + (m["attributes"]["team_id"], m["attributes"]["model"]): m["value"] + for m in _metrics_by_name(payload, NEWRELIC_METRIC_REQUEST_DURATION_MS) + } + assert duration_by_bucket[("team-a", "gpt-4o")] == {"count": 2, "sum": 200.0, "min": 50.0, "max": 150.0} + + def test_status_is_a_bucket_dimension(self): + records = ( + _record(status="success", response_cost=0.1), + _record(status="failure", response_cost=0.0), + ) + payload = build_metric_payload(records, window_start=1_000.0, now=1_005.0) + + statuses = {m["attributes"]["status"] for m in _metrics_by_name(payload, NEWRELIC_METRIC_REQUESTS)} + assert statuses == {"success", "failure"} + + def test_empty_attribute_values_are_omitted(self): + record = NewRelicMetricRecord( + team_id="", + team_alias="", + model_group="", + model="gpt-4o", + custom_llm_provider="openai", + status="success", + response_cost=0.0, + prompt_tokens=0, + completion_tokens=0, + total_tokens=0, + duration_ms=0.0, + ) + payload = build_metric_payload((record,), window_start=1_000.0, now=1_005.0) + + attributes = payload[0]["metrics"][0]["attributes"] + assert "team_id" not in attributes + assert "team_alias" not in attributes + assert "model_group" not in attributes + + +class TestQueueAndFlush: + @pytest.mark.asyncio + async def test_log_event_queues_record_from_standard_logging_object(self): + logger = _make_logger() + + await logger.async_log_success_event( + kwargs={"standard_logging_object": _standard_logging_object()}, + response_obj={}, + start_time=None, + end_time=None, + ) + + assert len(logger.log_queue) == 1 + record = logger.log_queue[0] + assert record.team_id == "team-a" + assert record.response_cost == 0.25 + assert record.duration_ms == pytest.approx(100.0) + + @pytest.mark.asyncio + async def test_failure_event_queues_record(self): + logger = _make_logger() + + slo = _standard_logging_object() + slo["status"] = "failure" + await logger.async_log_failure_event( + kwargs={"standard_logging_object": slo}, + response_obj={}, + start_time=None, + end_time=None, + ) + + assert len(logger.log_queue) == 1 + assert logger.log_queue[0].status == "failure" + + @pytest.mark.asyncio + async def test_threshold_flush_uses_flush_queue(self): + logger = _make_logger() + logger.batch_size = 1 + logger.flush_queue = AsyncMock() + + await logger.async_log_success_event( + kwargs={"standard_logging_object": _standard_logging_object()}, + response_obj={}, + start_time=None, + end_time=None, + ) + + logger.flush_queue.assert_awaited_once() + + @pytest.mark.asyncio + async def test_flush_queue_updates_last_flush_time_on_success(self): + logger = _make_logger() + logger.log_queue = [_record()] + logger.last_flush_time = 0 + logger.async_client.post = AsyncMock(return_value=_response(202)) + + await logger.flush_queue() + + assert logger.log_queue == [] + assert logger.last_flush_time > 0 + + @pytest.mark.asyncio + async def test_flush_advances_window_even_on_requeue(self): + # The window start advances every flush cycle so requeued records report + # in the next window instead of freezing interval.ms under sustained + # failure, and an idle gap never inflates the next batch's window + logger = _make_logger() + logger.log_queue = [_record()] + logger.last_flush_time = 123.0 + logger.async_client.post = _raises(500) + + await logger.flush_queue() + + assert logger.last_flush_time > 123.0 + assert len(logger.log_queue) == 1 + + @pytest.mark.asyncio + async def test_sent_payload_window_starts_at_last_flush_time(self): + logger = _make_logger() + logger.log_queue = [_record()] + logger.last_flush_time = 2_000.0 + logger.async_client.post = AsyncMock(return_value=_response(202)) + + with patch("litellm.integrations.newrelic.newrelic_metrics.time.time", return_value=2_010.0): + await logger.async_send_batch() + + sent = logger.async_client.post.await_args.kwargs + body = json.loads(gzip.decompress(sent["data"]).decode("utf-8")) + assert body[0]["common"]["timestamp"] == 2_000_000 + assert body[0]["common"]["interval.ms"] == 10_000 + assert sent["headers"]["Api-Key"] == "test-key" + assert sent["headers"]["Content-Encoding"] == "gzip" + assert sent["url"] == NEWRELIC_METRIC_ENDPOINT_BY_REGION["us"] + + +class TestBatchSizeCap: + @pytest.mark.asyncio + async def test_flush_sends_at_most_batch_size_records_per_request(self): + """A queue grown past the batch size by requeues must go out in chunks: + one oversized request would breach the Metric API data point cap and get + the whole retry backlog dropped as a 4xx.""" + logger = _make_logger() + logger.batch_size = 2 + logger.log_queue = [_record(model=f"model-{i}") for i in range(5)] + logger.async_client.post = AsyncMock(return_value=_response(202)) + + await logger.flush_queue() + + sent_counts = [ + sum( + metric["value"] + for metric in json.loads(gzip.decompress(call.kwargs["data"]).decode("utf-8"))[0]["metrics"] + if metric["name"] == NEWRELIC_METRIC_REQUESTS + ) + for call in logger.async_client.post.await_args_list + ] + assert sent_counts == [2.0, 2.0, 1.0] + assert logger.log_queue == [] + + @pytest.mark.asyncio + async def test_failed_chunk_stops_the_flush_and_keeps_order(self): + """A 5xx on the first chunk ends the flush instead of hammering the same + failing endpoint with the rest of the backlog, and the requeue keeps the + records in chronological order.""" + logger = _make_logger() + logger.batch_size = 2 + records = [_record(model=f"model-{i}") for i in range(5)] + logger.log_queue = list(records) + logger.async_client.post = _raises(500) + + await logger.flush_queue() + + assert logger.async_client.post.await_count == 1 + assert logger.log_queue == records + + +class TestFlushConcurrency: + @pytest.mark.asyncio + async def test_records_appended_during_flush_await_survive(self): + """A record appended by a concurrent request while the POST is in flight + must survive the flush, not be clobbered by a queue replacement.""" + logger = _make_logger() + logger.log_queue = [_record(team_id="team-a")] + interleaved = _record(team_id="team-interleaved") + + async def _post_appending_mid_flight(**kwargs): + logger.log_queue.append(interleaved) + return _response(202) + + logger.async_client.post = AsyncMock(side_effect=_post_appending_mid_flight) + + await logger.async_send_batch() + + assert logger.log_queue == [interleaved] + body = json.loads(gzip.decompress(logger.async_client.post.await_args.kwargs["data"]).decode("utf-8")) + team_ids = {m["attributes"]["team_id"] for m in body[0]["metrics"]} + assert team_ids == {"team-a"} + + @pytest.mark.asyncio + async def test_records_appended_during_failed_flush_await_survive_requeue(self): + """The requeue path must also preserve interleaved records: batch is + prepended in place, never assigned over the live queue.""" + logger = _make_logger() + original = _record(team_id="team-a") + logger.log_queue = [original] + interleaved = _record(team_id="team-interleaved") + + async def _post_appending_mid_flight(**kwargs): + logger.log_queue.append(interleaved) + raise HTTPStatusError('e', request=_response(500).request, response=_response(500)) + + logger.async_client.post = AsyncMock(side_effect=_post_appending_mid_flight) + + await logger.async_send_batch() + + assert logger.log_queue == [original, interleaved] + + +class TestErrorPolicy: + @pytest.mark.asyncio + async def test_4xx_drops_batch(self): + logger = _make_logger() + logger.log_queue = [_record(), _record(team_id="team-b")] + logger.async_client.post = AsyncMock(return_value=_response(400, text="bad request")) + + await logger.async_send_batch() + + assert logger.log_queue == [] + assert logger.async_client.post.await_count == 1 + + @pytest.mark.asyncio + async def test_403_drops_batch_and_names_permanent_credential_failure(self): + logger = _make_logger() + logger.log_queue = [_record()] + logger.async_client.post = _raises(403) + + with patch("litellm.integrations.newrelic.newrelic_metrics.verbose_logger") as mock_logger: + await logger.async_send_batch() + + assert logger.log_queue == [] + warning_text = " ".join(str(arg) for call in mock_logger.warning.call_args_list for arg in call.args) + assert "permanent credential failure" in warning_text + + @pytest.mark.asyncio + async def test_5xx_requeues_batch(self): + records = [_record(), _record(team_id="team-b")] + logger = _make_logger() + logger.log_queue = list(records) + logger.async_client.post = _raises(500) + + await logger.async_send_batch() + + assert logger.log_queue == records + + @pytest.mark.asyncio + async def test_network_error_requeues_batch(self): + records = [_record()] + logger = _make_logger() + logger.log_queue = list(records) + logger.async_client.post = AsyncMock(side_effect=ConnectionError("boom")) + + await logger.async_send_batch() + + assert logger.log_queue == records + + @pytest.mark.asyncio + async def test_requeue_is_capped_dropping_oldest(self): + logger = _make_logger() + logger.max_queue_size = 3 + oldest = _record(team_id="oldest") + rest = [_record(team_id=f"team-{i}") for i in range(3)] + logger.log_queue = [oldest, *rest] + logger.async_client.post = _raises(500) + + await logger.async_send_batch() + + assert logger.log_queue == rest + + @pytest.mark.asyncio + async def test_requeued_records_are_resent_with_new_records(self): + logger = _make_logger() + logger.log_queue = [_record()] + logger.async_client.post = _raises(500) + + await logger.async_send_batch() + logger.log_queue.append(_record(team_id="team-b")) + logger.async_client.post = AsyncMock(return_value=_response(202)) + + await logger.async_send_batch() + + sent = logger.async_client.post.await_args.kwargs + body = json.loads(gzip.decompress(sent["data"]).decode("utf-8")) + team_ids = {m["attributes"]["team_id"] for m in body[0]["metrics"]} + assert team_ids == {"team-a", "team-b"} + assert logger.log_queue == [] + + +class TestStopFlag: + @pytest.mark.asyncio + async def test_stop_ends_periodic_flush_loop(self): + logger = _make_logger() + logger.flush_interval = 0.01 + logger.flush_queue = AsyncMock() + + task = asyncio.create_task(logger.periodic_flush()) + await asyncio.sleep(0.05) + assert not task.done() + + logger.stop() + await asyncio.wait_for(task, timeout=1.0) + + assert task.done() + + @pytest.mark.asyncio + async def test_stopped_logger_exits_after_one_final_drain(self): + logger = _make_logger() + logger.flush_interval = 0.01 + logger._final_drain = AsyncMock() + logger._stopped = True + + await asyncio.wait_for(logger.periodic_flush(), timeout=1.0) + + logger._final_drain.assert_awaited_once() + + @pytest.mark.asyncio + async def test_eviction_drains_queued_records(self): + """Eviction must post what is already queued, not silently discard it.""" + from litellm.litellm_core_utils.specialty_caches.dynamic_logging_cache import ( + DynamicLoggingCache, + ) + + cache = DynamicLoggingCache() + logger = _make_logger() + logger.log_queue = [_record(), _record(team_id="team-b")] + logger.async_client.post = AsyncMock(return_value=_response(202)) + credentials = {"newrelic_api_key": "test-key", "newrelic_region": None} + cache.set_cache(credentials=credentials, service_name="newrelic", logging_obj=logger) + + key = cache.get_cache_key(args={**credentials, "service_name": "newrelic"}) + cache.cache._remove_key(key) + for _ in range(10): + await asyncio.sleep(0) + + logger.async_client.post.assert_awaited_once() + body = json.loads(gzip.decompress(logger.async_client.post.await_args.kwargs["data"]).decode("utf-8")) + team_ids = {m["attributes"]["team_id"] for m in body[0]["metrics"]} + assert team_ids == {"team-a", "team-b"} + assert logger.log_queue == [] + + @pytest.mark.asyncio + async def test_dynamic_logging_cache_eviction_calls_stop(self): + from litellm.litellm_core_utils.specialty_caches.dynamic_logging_cache import ( + DynamicLoggingCache, + ) + + cache = DynamicLoggingCache() + logger = _make_logger() + credentials = {"newrelic_api_key": "test-key", "newrelic_region": None} + cache.set_cache(credentials=credentials, service_name="newrelic", logging_obj=logger) + + key = cache.get_cache_key(args={**credentials, "service_name": "newrelic"}) + cache.cache._remove_key(key) + + assert logger._stopped is True + assert cache.get_cache(credentials=credentials, service_name="newrelic") is None + + +@pytest.mark.asyncio +async def test_append_after_eviction_drain_self_flushes(): + """An in-flight callback holding an evicted (stopped) logger still delivers + its record: with no periodic loop left, the append itself drains.""" + logger = _make_logger() + with patch.object( + logger.async_client, "post", new=AsyncMock(return_value=_response(202)) + ) as mock_post: + logger.stop() + await logger.async_log_success_event( + {"standard_logging_object": _standard_logging_object()}, None, None, None + ) + assert mock_post.await_count >= 1, "record appended after stop() must be flushed, not stranded" + assert logger.log_queue == [] + + +@pytest.mark.asyncio +async def test_final_drain_retries_transient_failure_then_delivers(): + """A transient 5xx during the eviction drain must not strand the last + batch: the final drain retries on its own (no periodic loop is left).""" + logger = _make_logger() + err = _response(500) + responses = [HTTPStatusError('e', request=err.request, response=err), HTTPStatusError('e', request=err.request, response=err), _response(202)] + post_mock = AsyncMock(side_effect=responses) + with patch.object(logger, "async_client") as client, patch("asyncio.sleep", new=AsyncMock()): + client.post = post_mock + await logger._log_async_event(standard_logging_object=_standard_logging_object()) + await logger._final_drain() + assert post_mock.await_count == 3 + assert logger.log_queue == [] + + +@pytest.mark.asyncio +async def test_final_drain_drops_after_bounded_passes_under_lock(): + """A permanently failing destination is retried across bounded passes, then + the remainder is dropped under flush_lock and logged, never stranded. A + second drain over the now-empty queue is a no-op.""" + logger = _make_logger() + post_mock = _raises(500) + with patch.object(logger, "async_client") as client, patch("asyncio.sleep", new=AsyncMock()): + client.post = post_mock + await logger._log_async_event(standard_logging_object=_standard_logging_object()) + await logger._final_drain() + after_first = post_mock.await_count + await logger._final_drain() + assert after_first >= 1, "the failing destination was retried before the drop" + assert post_mock.await_count == after_first, "second drain over an empty queue is a no-op" + assert logger.log_queue == [], "exhausted retries end in a logged drop, not a stranded queue" + + +def test_attribute_values_bounded_against_payload_bombs(): + """A caller-controlled high-entropy model string is truncated in metric + attributes so one record cannot inflate the shared batch past the Metric + API payload cap and take out other users' metrics.""" + record = _record(model="m" * 5000) + metrics = _bucket_metrics((record,)) + for metric in metrics: + assert len(metric["attributes"]["model"]) == 255 + + +@pytest.mark.asyncio +async def test_idle_gap_does_not_inflate_next_window(): + """Empty flush cycles advance the window start, so a burst after idling + reports an interval close to the flush cadence, not the whole idle gap.""" + logger = _make_logger() + logger.last_flush_time = 100.0 + with patch.object(logger, "async_client") as client: + client.post = AsyncMock(return_value=_response(202)) + await logger.flush_queue() + assert logger.last_flush_time > 100.0 + + +@pytest.mark.asyncio +async def test_mid_drain_append_delivered_against_healthy_destination(): + """A record a callback appends while a drain is running is picked up by a + later pass and delivered when the destination is healthy; nothing stranded.""" + logger = _make_logger() + logger.stop() + late_record = _record(model="late-model") + injected = {"done": False} + posted = [] + + async def _capture(url, headers=None, content=None, **kw): + posted.append(content) + if not injected["done"]: + injected["done"] = True + logger.log_queue.append(late_record) + return _response(202) + + with patch.object(logger, "async_client") as client, patch("asyncio.sleep", new=AsyncMock()): + client.post = _capture + logger.log_queue.append(_record(model="first")) + await logger._drain_with_retry() + assert logger.log_queue == [], "the mid-drain append was drained too, nothing stranded" + assert len(posted) >= 2, "both the original and the mid-drain record were sent" + + +@pytest.mark.asyncio +async def test_drain_attempts_every_chunk_not_just_the_head_under_failure(): + """Regression: with more than batch_size records queued on a stopped logger + and a persistently failing destination, every record must be attempted before + the bounded terminal drop. The periodic path stops at the first failing chunk, + so a drain that reused it would drop the un-sent tail (records past the head + chunk) as if it had tried them, silently undercounting the team's usage.""" + logger = _make_logger() + logger.stop() + logger.batch_size = 2 + logger.log_queue = [_record(model=f"m{i}") for i in range(5)] + sent_models = [] + + async def _capture_then_fail(url, data=None, headers=None, **kw): + body = json.loads(gzip.decompress(data).decode("utf-8")) + sent_models.extend( + m["attributes"]["model"] for m in body[0]["metrics"] if m["name"] == NEWRELIC_METRIC_REQUESTS + ) + resp = _response(503) + raise HTTPStatusError("err", request=resp.request, response=resp) + + with patch("asyncio.sleep", new=AsyncMock()): + logger.async_client.post = _capture_then_fail + await logger._drain_with_retry() + + assert set(sent_models) == {"m0", "m1", "m2", "m3", "m4"}, "every chunk, including the tail, was attempted" + assert logger.log_queue == [], "the exhausted batch is dropped after bounded passes, nothing stranded" + + +@pytest.mark.asyncio +async def test_drain_delivers_the_tail_once_the_destination_recovers(): + """The tail beyond the head chunk must be delivered, not stranded, once a + transiently failing destination recovers within the drain's passes.""" + logger = _make_logger() + logger.stop() + logger.batch_size = 2 + logger.log_queue = [_record(model=f"m{i}") for i in range(5)] + delivered_models = [] + posts = {"n": 0} + + async def _fail_first_pass_then_recover(url, data=None, headers=None, **kw): + posts["n"] += 1 + if posts["n"] <= 3: # the first pass's three chunks all fail + resp = _response(503) + raise HTTPStatusError("err", request=resp.request, response=resp) + body = json.loads(gzip.decompress(data).decode("utf-8")) + delivered_models.extend( + m["attributes"]["model"] for m in body[0]["metrics"] if m["name"] == NEWRELIC_METRIC_REQUESTS + ) + return _response(202) + + with patch("asyncio.sleep", new=AsyncMock()): + logger.async_client.post = _fail_first_pass_then_recover + await logger._drain_with_retry() + + assert set(delivered_models) == {"m0", "m1", "m2", "m3", "m4"}, "all chunks delivered after recovery" + assert logger.log_queue == [], "nothing left stranded once the destination recovered" + + +@pytest.mark.asyncio +async def test_terminal_drop_leaves_untried_late_arrival_for_next_drain(): + """Against a permanently failing destination, the terminal drop clears only + the records this drain actually tried; a record a callback appends during the + final pass, after that pass's snapshot, is left in the queue for its own + serialized drain, never wiped un-tried.""" + logger = _make_logger() + logger.stop() + from litellm.types.integrations.newrelic import NEWRELIC_METRICS_MAX_DRAIN_PASSES + + late_record = _record(model="late-arrival") + posts = {"n": 0} + + async def _fail_and_append_on_final_pass(url, data=None, headers=None, **kw): + posts["n"] += 1 + # One record means one post per pass, so the final pass's post is the + # Nth; append then, after the drain has already snapshotted the queue. + if posts["n"] == NEWRELIC_METRICS_MAX_DRAIN_PASSES: + logger.log_queue.append(late_record) + resp = _response(503) + raise HTTPStatusError("err", request=resp.request, response=resp) + + with patch("asyncio.sleep", new=AsyncMock()): + logger.async_client.post = _fail_and_append_on_final_pass + logger.log_queue.append(_record(model="doomed")) + await logger._drain_with_retry() + assert logger.log_queue == [late_record], "the un-tried late arrival is left for its own drain, not dropped" + + +@pytest.mark.asyncio +async def test_record_appended_on_an_early_pass_is_not_dropped_short_of_the_retry_budget(): + """A record a callback appends during an early drain pass entered the queue + after this drain's snapshot, so it has not seen the full retry budget. The + terminal drop must clear only records queued when the drain began, leaving + the early-pass arrival for its own serialized drain instead of dropping it + after fewer than the configured attempts.""" + logger = _make_logger() + logger.stop() + early_record = _record(model="early-pass-arrival") + posts = {"n": 0} + + async def _fail_and_append_on_first_pass(url, data=None, headers=None, **kw): + posts["n"] += 1 + # One record queued at start means the first pass's post is the 1st; + # append during it, before this drain's later passes. + if posts["n"] == 1: + logger.log_queue.append(early_record) + resp = _response(503) + raise HTTPStatusError("err", request=resp.request, response=resp) + + with patch("asyncio.sleep", new=AsyncMock()): + logger.async_client.post = _fail_and_append_on_first_pass + logger.log_queue.append(_record(model="doomed")) + await logger._drain_with_retry() + assert logger.log_queue == [early_record], "the early-pass arrival is left for its own drain, not dropped short" + + +@pytest.mark.asyncio +async def test_post_stop_drains_are_serialized(): + """A callback that appends to a stopped logger and starts its own drain must + queue behind an already-running drain, not race it: otherwise one drain's + terminal clear could wipe a record the other is still responsible for. + Proven by holding the first drain inside its flush and asserting the second + has not entered its own flush until the first releases.""" + logger = _make_logger() + logger._stopped = True # stopped without scheduling a background drain + logger.log_queue.append(_record(model="r1")) + entered = [] + release = asyncio.Event() + + async def blocking_flush(): + entered.append(len(entered) + 1) + if len(entered) == 1: + await release.wait() + logger.log_queue.clear() + + logger._drain_flush_once = blocking_flush + t1 = asyncio.create_task(logger._drain_with_retry()) + await asyncio.sleep(0.02) # let t1 acquire the drain lock and enter flush + assert entered == [1], f"first drain did not enter flush: {entered}" + t2 = asyncio.create_task(logger._drain_with_retry()) + await asyncio.sleep(0.02) # t2 must block on the drain lock, not enter flush + assert entered == [1], f"second drain raced the first: {entered}" + release.set() + await asyncio.gather(t1, t2) + assert logger.log_queue == [] + + +@pytest.mark.asyncio +async def test_raised_403_is_dropped_not_requeued(): + """AsyncHTTPHandler.post raises HTTPStatusError on 4xx, so a 403 (permanent + bad key) arrives as an exception, not a response. It must be dropped, never + requeued, or a revoked key retries forever.""" + logger = _make_logger() + logger.log_queue.append(_record()) + logger.async_client.post = _raises(403) + await logger.async_send_batch() + assert logger.log_queue == [], "a permanent 403 must drop, not requeue" + + +@pytest.mark.asyncio +async def test_raised_500_is_requeued(): + """A raised 5xx is transient and must be requeued for retry.""" + logger = _make_logger() + record = _record() + logger.log_queue.append(record) + logger.async_client.post = _raises(503) + await logger.async_send_batch() + assert logger.log_queue == [record], "a transient 5xx must requeue" + + +@pytest.mark.asyncio +@pytest.mark.parametrize("status", [429, 408]) +async def test_transient_4xx_is_requeued_not_dropped(status): + """The Metric API returns 429 when it throttles (and 408 on a request + timeout); both are transient and expect a retry, so the batch must be + requeued rather than permanently dropped like a 400/403.""" + logger = _make_logger() + record = _record() + logger.log_queue.append(record) + logger.async_client.post = _raises(status) + await logger.async_send_batch() + assert logger.log_queue == [record], f"a transient {status} must requeue, not drop" + + +@pytest.mark.asyncio +@pytest.mark.parametrize("status", [200, 201, 204]) +async def test_any_2xx_is_treated_as_delivered_not_requeued(status): + """The Metric API answers 202, but any 2xx means the destination accepted the + batch. Treating a non-202 2xx as a failure would re-queue and re-send data + New Relic already stored, duplicating the team's metrics until the cap drops.""" + logger = _make_logger() + logger.log_queue.append(_record()) + logger.async_client.post = AsyncMock(return_value=_response(status)) + await logger.async_send_batch() + assert logger.log_queue == [], f"a {status} success must drop, not requeue and duplicate" diff --git a/tests/test_litellm/integrations/newrelic/test_newrelic_team_handler.py b/tests/test_litellm/integrations/newrelic/test_newrelic_team_handler.py new file mode 100644 index 00000000000..f4460a615df --- /dev/null +++ b/tests/test_litellm/integrations/newrelic/test_newrelic_team_handler.py @@ -0,0 +1,274 @@ +""" +Tests for team-scoped New Relic metrics callback support. + +Verifies that NewRelicMetricsLogger is instantiated with per-team credentials +(newrelic_api_key, newrelic_region) with no environment fallback, and that +NewRelicHandler correctly resolves and caches per-team loggers. +""" + +import copy +from unittest.mock import patch + +import pytest + +from litellm.integrations.newrelic.newrelic_metrics import NewRelicMetricsLogger +from litellm.integrations.newrelic.newrelic_team_handler import NewRelicHandler +from litellm.litellm_core_utils.initialize_dynamic_callback_params import ( + TRUSTED_CALLBACK_VARS_FIELD, +) +from litellm.litellm_core_utils.specialty_caches.dynamic_logging_cache import ( + DynamicLoggingCache, +) +from litellm.types.integrations.newrelic import NEWRELIC_METRIC_ENDPOINT_BY_REGION +from litellm.types.utils import StandardCallbackDynamicParams + +US_ENDPOINT = NEWRELIC_METRIC_ENDPOINT_BY_REGION["us"] +EU_ENDPOINT = NEWRELIC_METRIC_ENDPOINT_BY_REGION["eu"] + + +class TestNewRelicMetricsLoggerCredentialKwargs: + """The logger takes credentials by injection only; env vars never leak in.""" + + def test_init_with_explicit_credentials(self): + with patch("asyncio.create_task"): + logger = NewRelicMetricsLogger(newrelic_api_key="team_key", newrelic_region="eu") + + assert logger.newrelic_api_key == "team_key" + assert logger.metric_api_url == EU_ENDPOINT + + def test_init_defaults_to_us_region(self): + with patch("asyncio.create_task"): + logger = NewRelicMetricsLogger(newrelic_api_key="team_key") + + assert logger.metric_api_url == US_ENDPOINT + + def test_unknown_region_falls_back_to_us(self): + with patch("asyncio.create_task"): + logger = NewRelicMetricsLogger(newrelic_api_key="team_key", newrelic_region="mars") + + assert logger.metric_api_url == US_ENDPOINT + + def test_region_is_case_insensitive(self): + with patch("asyncio.create_task"): + logger = NewRelicMetricsLogger(newrelic_api_key="team_key", newrelic_region="EU") + + assert logger.metric_api_url == EU_ENDPOINT + + def test_init_raises_without_api_key(self): + with pytest.raises(ValueError, match="newrelic_api_key"): + with patch("asyncio.create_task"): + NewRelicMetricsLogger(newrelic_api_key="") + + def test_init_never_falls_back_to_env_license_key(self, monkeypatch): + """A missing team key must fail, never silently reuse the operator's key.""" + monkeypatch.setenv("NEW_RELIC_LICENSE_KEY", "operator-license-key") + + with pytest.raises(ValueError, match="newrelic_api_key"): + with patch("asyncio.create_task"): + NewRelicMetricsLogger(newrelic_api_key="") + + +class TestNewRelicHandler: + """The handler resolves the correct logger per team.""" + + def test_creates_team_logger_with_dynamic_credentials(self): + cache = DynamicLoggingCache() + params = StandardCallbackDynamicParams(newrelic_api_key="team_a_key", newrelic_region="eu") + + with patch("asyncio.create_task"): + result = NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=params, + in_memory_dynamic_logger_cache=cache, + ) + + assert result.newrelic_api_key == "team_a_key" + assert result.metric_api_url == EU_ENDPOINT + + def test_caches_team_logger(self): + cache = DynamicLoggingCache() + params = StandardCallbackDynamicParams(newrelic_api_key="team_b_key") + + with patch("asyncio.create_task"): + result1 = NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=params, + in_memory_dynamic_logger_cache=cache, + ) + result2 = NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=params, + in_memory_dynamic_logger_cache=cache, + ) + + assert result1 is result2 + + def test_different_teams_get_different_loggers(self): + cache = DynamicLoggingCache() + params_a = StandardCallbackDynamicParams(newrelic_api_key="team_a_key") + params_b = StandardCallbackDynamicParams(newrelic_api_key="team_b_key") + + with patch("asyncio.create_task"): + result_a = NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=params_a, + in_memory_dynamic_logger_cache=cache, + ) + result_b = NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=params_b, + in_memory_dynamic_logger_cache=cache, + ) + + assert result_a is not result_b + assert result_a.newrelic_api_key == "team_a_key" + assert result_b.newrelic_api_key == "team_b_key" + + def test_region_is_part_of_cache_key(self): + """Same key, different region must not share a logger (different endpoints).""" + cache = DynamicLoggingCache() + + with patch("asyncio.create_task"): + result_us = NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=StandardCallbackDynamicParams(newrelic_api_key="key"), + in_memory_dynamic_logger_cache=cache, + ) + result_eu = NewRelicHandler.get_newrelic_logger_for_request( + standard_callback_dynamic_params=StandardCallbackDynamicParams( + newrelic_api_key="key", newrelic_region="eu" + ), + in_memory_dynamic_logger_cache=cache, + ) + + assert result_us is not result_eu + assert result_us.metric_api_url == US_ENDPOINT + assert result_eu.metric_api_url == EU_ENDPOINT + + def test_request_blocked_callback_params_includes_newrelic(self): + from litellm.litellm_core_utils.initialize_dynamic_callback_params import ( + _request_blocked_callback_params, + ) + + assert "newrelic_api_key" in _request_blocked_callback_params + assert "newrelic_region" in _request_blocked_callback_params + + +class TestDynamicCredentialDetection: + def test_no_credentials(self): + params = StandardCallbackDynamicParams() + assert NewRelicHandler._dynamic_newrelic_credentials_are_passed(params) is False + + def test_region_only_is_not_credentials(self): + params = StandardCallbackDynamicParams(newrelic_region="eu") + assert NewRelicHandler._dynamic_newrelic_credentials_are_passed(params) is False + + def test_api_key_is_credentials(self): + params = StandardCallbackDynamicParams(newrelic_api_key="key") + assert NewRelicHandler._dynamic_newrelic_credentials_are_passed(params) is True + + +class TestStandardCallbackDynamicParamsIncludesNewRelic: + def test_newrelic_params_in_annotations(self): + annotations = StandardCallbackDynamicParams.__annotations__ + assert "newrelic_api_key" in annotations + assert "newrelic_region" in annotations + + +def _build_logging_obj(kwargs: dict, *, with_newrelic_callback: bool = True): + from litellm.litellm_core_utils.litellm_logging import Logging + + with patch("asyncio.create_task"): + return Logging( + model="gpt-4", + messages=[{"role": "user", "content": "hi"}], + stream=False, + call_type="completion", + start_time="2026-01-01", + litellm_call_id="test-call-id", + function_id="test-func", + dynamic_success_callbacks=["newrelic"] if with_newrelic_callback else None, + kwargs=kwargs, + ) + + +def _metrics_loggers(logging_obj) -> list[NewRelicMetricsLogger]: + return [cb for cb in (logging_obj.dynamic_success_callbacks or []) if isinstance(cb, NewRelicMetricsLogger)] + + +class TestTeamCallbackFlowPassesNewRelicCredentials: + """ + newrelic_* credentials reach NewRelicHandler only from the proxy-stamped trusted + field. Anything the caller put in the request body must not, or a caller could + pair its own newrelic_region with the team's ingest key. + """ + + def test_trusted_callback_vars_reach_newrelic_handler(self): + logging_obj = _build_logging_obj( + { + TRUSTED_CALLBACK_VARS_FIELD: {"newrelic_api_key": "team-nr-key-123", "newrelic_region": "eu"}, + "model": "gpt-4", + "litellm_params": {"metadata": {}}, + } + ) + + metrics_loggers = _metrics_loggers(logging_obj) + assert len(metrics_loggers) == 1, "NewRelicMetricsLogger should be initialized from team callback_vars" + assert metrics_loggers[0].newrelic_api_key == "team-nr-key-123" + assert metrics_loggers[0].metric_api_url == EU_ENDPOINT + + def test_trace_logger_still_dispatched_alongside_metrics(self): + """The metrics logger must not displace the trace logger for the same name.""" + logging_obj = _build_logging_obj( + { + TRUSTED_CALLBACK_VARS_FIELD: {"newrelic_api_key": "team-nr-key-123"}, + "model": "gpt-4", + "litellm_params": {"metadata": {}}, + } + ) + + non_metrics = [ + cb for cb in (logging_obj.dynamic_success_callbacks or []) if not isinstance(cb, NewRelicMetricsLogger) + ] + assert len(non_metrics) == 1, "trace logger (OTel v2 or legacy agent) must remain in the dynamic list" + assert len(_metrics_loggers(logging_obj)) == 1 + async_non_metrics = [ + cb + for cb in (logging_obj.dynamic_async_success_callbacks or []) + if not isinstance(cb, NewRelicMetricsLogger) + ] + assert len(async_non_metrics) == 1 + + def test_request_kwargs_newrelic_params_are_ignored(self): + logging_obj = _build_logging_obj( + { + "newrelic_api_key": "caller-nr-key", + "newrelic_region": "eu", + "model": "gpt-4", + "litellm_params": {"metadata": {}}, + } + ) + + assert _metrics_loggers(logging_obj) == [] + + def test_logging_object_stays_deepcopyable(self): + logging_obj = _build_logging_obj( + { + TRUSTED_CALLBACK_VARS_FIELD: {"newrelic_api_key": "team-nr-key-123"}, + "model": "gpt-4", + "litellm_params": {"metadata": {}}, + }, + with_newrelic_callback=False, + ) + + assert copy.deepcopy(logging_obj)._trusted_callback_vars == logging_obj._trusted_callback_vars + + def test_caller_cannot_redirect_team_credentials(self): + """The exfil shape: caller's newrelic_region paired with the team's key.""" + logging_obj = _build_logging_obj( + { + TRUSTED_CALLBACK_VARS_FIELD: {"newrelic_api_key": "team-nr-key-123"}, + "newrelic_region": "eu", + "model": "gpt-4", + "litellm_params": {"metadata": {}}, + } + ) + + metrics_loggers = _metrics_loggers(logging_obj) + assert len(metrics_loggers) == 1 + assert metrics_loggers[0].newrelic_api_key == "team-nr-key-123" + assert metrics_loggers[0].metric_api_url == US_ENDPOINT diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_dynamic.py b/tests/test_litellm/integrations/otel/test_otel_v2_dynamic.py index 633be9f105f..1da8720d1aa 100644 --- a/tests/test_litellm/integrations/otel/test_otel_v2_dynamic.py +++ b/tests/test_litellm/integrations/otel/test_otel_v2_dynamic.py @@ -357,6 +357,92 @@ def test_release_without_eviction_keeps_provider_alive(monkeypatch): cache.release(None) # default-route release is a no-op +# --- per-request service.name routing from trusted key/team config --- # + + +def test_tenant_service_name_precedence_and_blanks(): + from litellm.integrations.otel.plumbing.routing import tenant_service_name + + assert tenant_service_name({"otel_service_name": "team-svc"}) == "team-svc" + assert tenant_service_name({"otel_service_name_override": "override", "otel_service_name": "base"}) == "override" + assert tenant_service_name({"otel_service_name": " "}) is None + assert tenant_service_name({"logging_setting": "x"}) is None + assert tenant_service_name(None) is None + + +def test_key_override_survives_team_metadata_merge(): + from litellm.integrations.otel.plumbing.routing import tenant_service_name + + # Request setup merges team metadata over key metadata (last writer wins), + # so a key keeps its own destination via ``otel_service_name_override``, + # which a team defining only ``otel_service_name`` never touches. + merged = {"otel_service_name_override": "key-svc"} + merged.update({"otel_service_name": "team-svc"}) + assert tenant_service_name(merged) == "key-svc" + + +def test_provider_cached_per_service_name(): + cache = _cache("otel") + default = NoOpTracer() + routed = cache.route_for(default, None, {"otel_service_name": "payments-gateway"}) + assert routed.tracer is not default + assert routed.detached is False # stays parented into the request trace + assert routed.provider is not None + assert routed.provider.resource.attributes["service.name"] == "payments-gateway" + cache.route_for(default, None, {"otel_service_name": "payments-gateway"}) + assert len(cache._providers) == 1 + cache.route_for(default, None, {"otel_service_name": "search-gateway"}) + assert len(cache._providers) == 2 + for provider in cache._providers.values(): + provider.shutdown() + + +def test_service_name_routed_span_carries_team_service_name(monkeypatch): + # The artifact the exporter receives: the finished span's Resource must + # carry the team's service.name, not the env-configured default. + monkeypatch.setenv("OTEL_SERVICE_NAME", "proxy-default") + cache = _cache("otel") + default = NoOpTracer() + route = cache.route_for(default, None, {"otel_service_name": "payments-gateway"}) + with route.tracer.start_as_current_span("chat gpt-4o-mini") as span: + pass + assert span.resource.attributes["service.name"] == "payments-gateway" + cache.release(route.provider) + + unrouted = cache.route_for(default, None, {"logging_setting": "x"}) + assert unrouted.tracer is default # env fallback: no scoped provider built + + +def test_client_dynamic_params_cannot_choose_service_name(): + # ``StandardCallbackDynamicParams`` is populated from client-supplied + # request metadata; the service name may only come from server-set + # key/team config (the ``auth_metadata`` argument). + cache = _cache("otel") + default = NoOpTracer() + assert cache.route_for(default, {"otel_service_name": "attacker"}).tracer is default + assert cache.route_for(default, {"otel_service_name_override": "attacker"}).tracer is default + assert cache._providers == {} + + +def test_service_name_override_leaves_exporters_untouched(): + cache = _cache( + "otel", + exporters=[ + ExporterSpec( + kind="otlp_http", + endpoint="http://collector:4318", + headers="x=base-collector", + owner=None, + ), + ], + ) + cfg = cache._routed_config({}, {}, None, "payments-gateway") + assert cfg.service_name == "payments-gateway" + (spec,) = cfg.exporters + assert spec.headers == "x=base-collector" + assert spec.endpoint == "http://collector:4318" + + # --- New Relic: per-team api-key header + fixed-table region endpoint --- # diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_metrics.py b/tests/test_litellm/integrations/otel/test_otel_v2_metrics.py index b810ffdc6be..016dbcd824b 100644 --- a/tests/test_litellm/integrations/otel/test_otel_v2_metrics.py +++ b/tests/test_litellm/integrations/otel/test_otel_v2_metrics.py @@ -201,6 +201,36 @@ def test_time_to_first_token_is_streaming_only(): assert names == set(ALL_METRICS) - {TIME_TO_FIRST_TOKEN} +def test_response_read_does_not_replay_the_generation_usage(): + """A responses-management read returns the ORIGINAL generation's usage on the + object it fetches. Recording it would add those tokens again on every poll, so + the two usage-derived instruments are skipped while the duration ones, which + describe the read itself, still fire.""" + metrics = _drive_success(InMemoryMetricReader(), call_type="aget_responses") + + assert TOKEN_USAGE not in metrics + assert TIME_PER_OUTPUT_TOKEN not in metrics + assert OPERATION_DURATION in metrics + assert RESPONSE_DURATION in metrics + + +def test_background_response_read_still_records_usage(): + """A background=true create returns no usage, so its completed read is the only + place the generation's tokens are ever seen. Skipping it would lose them + entirely rather than deduplicate them.""" + reader = InMemoryMetricReader() + logger = _logger(reader, enable_metrics=True) + kwargs, response_obj, start, end = _build_call(call_type="aget_responses") + response_obj["background"] = True + asyncio.run(logger.async_log_success_event(kwargs, response_obj, start, end)) + + metrics = _metrics_by_name(reader) + by_type = {dp.attributes[TOKEN_TYPE]: dp for dp in metrics[TOKEN_USAGE]} + assert by_type["input"].sum == PROMPT_TOKENS + assert by_type["output"].sum == COMPLETION_TOKENS + assert TIME_PER_OUTPUT_TOKEN in metrics + + def test_metrics_disabled_records_nothing(): """enable_metrics=False: the recorder is never built, so the injected reader sees no gen_ai.client.* series even though the success hook runs.""" diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py index 2a66d5ee139..cc9b311084e 100644 --- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py +++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py @@ -268,6 +268,27 @@ def test_vector_store_file_management_is_not_chat(call_type): assert resolve_operation(call_type).value == "litellm.vector_store_file_management" +@pytest.mark.parametrize( + "call_type", + [ + f"{prefix}{operation}" + for operation in ("get_responses", "delete_responses", "cancel_responses", "list_input_items") + for prefix in ("", "a") + ], +) +def test_responses_management_is_not_chat(call_type): + """Fetching, deleting or cancelling a stored response runs no inference, so it must not + read as a chat completion: the retrieved object replays the original call's tokens and + would inflate the chat series on every read. Regression test for LIT-5602.""" + assert resolve_operation(call_type) is GenAIOperation.LITELLM_RESPONSES_MANAGEMENT + assert resolve_operation(call_type).value == "litellm.responses_management" + + +def test_creating_a_response_is_still_chat(): + """Guards the test above: ``/v1/responses`` itself is a chat completion.""" + assert resolve_operation("aresponses") is GenAIOperation.CHAT + + _NON_CHAT_ROUTES: Final = ( ("image_generation", GenAIOperation.GENERATE_CONTENT, GenAIOutputType.IMAGE), ("speech", GenAIOperation.GENERATE_CONTENT, GenAIOutputType.SPEECH), diff --git a/tests/test_litellm/integrations/test_opentelemetry.py b/tests/test_litellm/integrations/test_opentelemetry.py index 229214bf1e1..9ec8489f784 100644 --- a/tests/test_litellm/integrations/test_opentelemetry.py +++ b/tests/test_litellm/integrations/test_opentelemetry.py @@ -6345,3 +6345,95 @@ class TestOpenTelemetryDatabaseSemconvAttributes(unittest.TestCase): span = self._service_span(ServiceTypes.DB, "get_data", None) self.assertEqual(span.attributes["db.system.name"], "postgresql") self.assertNotIn("server.address", span.attributes) + + +class TestOpenTelemetryNonInferenceUsage(unittest.TestCase): + """Reading a stored response replays the usage of the call that created it, so emitting those + token counts again on the read's span reports the same tokens a second time. Regression tests + for LIT-5602, covering the legacy emitter that runs by default.""" + + USAGE = {"prompt_tokens": 4000, "completion_tokens": 2000, "total_tokens": 6000} + TOKEN_KEYS = frozenset({"gen_ai.usage.input_tokens", "gen_ai.usage.output_tokens", "gen_ai.usage.total_tokens"}) + BACKGROUND_POLL = {"internal_call_origin": "background_response_cost_poll"} + RESPONSE_OBJ = {"id": "resp_lit5602", "model": "gpt-4o", "usage": USAGE} + BACKGROUND_RESPONSE_OBJ = {**RESPONSE_OBJ, "background": True} + + def _kwargs(self, call_type, litellm_metadata=None): + return { + "model": "gpt-4o", + "call_type": call_type, + "optional_params": {}, + "litellm_params": { + "custom_llm_provider": "openai", + "litellm_metadata": litellm_metadata or {}, + }, + "standard_logging_object": {"id": "lit5602", "call_type": call_type, "metadata": {}}, + } + + def _token_attributes_on_span(self, call_type, litellm_metadata=None, response_obj=None): + otel = OpenTelemetry() + mock_span = MagicMock() + otel.set_attributes( + span=mock_span, + kwargs=self._kwargs(call_type, litellm_metadata), + response_obj=response_obj or dict(self.RESPONSE_OBJ), + ) + return {call[0][0] for call in mock_span.set_attribute.call_args_list if call[0][0] in self.TOKEN_KEYS} + + def _token_histogram_calls(self, call_type, litellm_metadata=None, response_obj=None): + otel = OpenTelemetry() + otel._operation_duration_histogram = MagicMock() + otel._token_usage_histogram = MagicMock() + otel._cost_histogram = None + now = datetime.now() + otel._record_metrics( + self._kwargs(call_type, litellm_metadata), response_obj or dict(self.RESPONSE_OBJ), now, now + ) + return otel._token_usage_histogram.record.call_count + + def _time_per_output_token_calls(self, call_type, litellm_metadata=None, response_obj=None): + otel = OpenTelemetry() + otel._time_per_output_token_histogram = MagicMock() + now = datetime.now() + otel._record_time_per_output_token_metric( + self._kwargs(call_type, litellm_metadata), response_obj or dict(self.RESPONSE_OBJ), now, 1.0, {} + ) + return otel._time_per_output_token_histogram.record.call_count + + def test_inference_call_still_reports_its_tokens_on_the_span(self): + self.assertEqual(self._token_attributes_on_span("acompletion"), set(self.TOKEN_KEYS)) + + def test_response_read_does_not_report_the_retrieved_tokens_on_the_span(self): + self.assertEqual(self._token_attributes_on_span("aget_responses"), set()) + + def test_background_cost_poll_read_still_reports_its_tokens_on_the_span(self): + self.assertEqual(self._token_attributes_on_span("aget_responses", self.BACKGROUND_POLL), set(self.TOKEN_KEYS)) + + def test_inference_call_still_records_the_token_usage_histogram(self): + self.assertEqual(self._token_histogram_calls("acompletion"), 2) + + def test_response_read_does_not_record_the_token_usage_histogram(self): + self.assertEqual(self._token_histogram_calls("aget_responses"), 0) + + def test_background_cost_poll_read_still_records_the_token_usage_histogram(self): + self.assertEqual(self._token_histogram_calls("aget_responses", self.BACKGROUND_POLL), 2) + + def test_background_response_read_still_reports_its_tokens_on_the_span(self): + self.assertEqual( + self._token_attributes_on_span("aget_responses", response_obj=self.BACKGROUND_RESPONSE_OBJ), + set(self.TOKEN_KEYS), + ) + + def test_background_response_read_still_records_the_token_usage_histogram(self): + self.assertEqual(self._token_histogram_calls("aget_responses", response_obj=self.BACKGROUND_RESPONSE_OBJ), 2) + + def test_inference_call_still_records_time_per_output_token(self): + self.assertEqual(self._time_per_output_token_calls("acompletion"), 1) + + def test_response_read_does_not_divide_its_latency_by_the_retrieved_token_count(self): + self.assertEqual(self._time_per_output_token_calls("aget_responses"), 0) + + def test_background_response_read_still_records_time_per_output_token(self): + self.assertEqual( + self._time_per_output_token_calls("aget_responses", response_obj=self.BACKGROUND_RESPONSE_OBJ), 1 + ) diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py index 7c23cd038a4..ce90719789a 100644 --- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py +++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py @@ -1552,6 +1552,76 @@ def test_string_cost_values(): assert round(completion_cost, 12) == round(expected_completion_cost, 12) +def test_generic_cost_per_token_overlapping_cached_and_image_tokens(): + """Some providers report cached_tokens and image_tokens as overlapping subsets of + prompt_tokens. Billing each in full charged the overlap twice, once at the cache rate + and again at the input rate.""" + model = "litellm-test-overlapping-cached-image" + litellm.register_model( + { + model: { + "litellm_provider": "openai", + "mode": "chat", + "input_cost_per_token": 1e-6, + "cache_read_input_token_cost": 1e-7, + "output_cost_per_token": 2e-6, + } + } + ) + usage = Usage( + prompt_tokens=100, + completion_tokens=10, + total_tokens=110, + prompt_tokens_details=PromptTokensDetailsWrapper( + text_tokens=None, cached_tokens=90, image_tokens=80 + ), + ) + + prompt_cost, completion_cost = generic_cost_per_token( + model=model, usage=usage, custom_llm_provider="openai" + ) + + # 90 cached at 1e-7, the remaining 10 uncached tokens once at 1e-6 + assert prompt_cost == pytest.approx(90 * 1e-7 + 10 * 1e-6) + assert completion_cost == pytest.approx(10 * 2e-6) + + +def test_generic_cost_per_token_warm_prefix_cache_spanning_text_and_image_tokens(): + """xAI reports text_tokens + image_tokens = prompt_tokens with cached_tokens overlapping + both, so a warm prefix cache covering the whole image exceeds the text-only count. + Observed live on grok-4.6 (issue #37281): the image tokens were billed a second time at + the full input rate on top of the cache-read bucket, 0.003500 in vs the provider's own + 0.001274 bill.""" + model = "litellm-test-warm-prefix-cache-overlap" + litellm.register_model( + { + model: { + "litellm_provider": "openai", + "mode": "chat", + "input_cost_per_token": 2e-6, + "cache_read_input_token_cost": 5e-7, + "output_cost_per_token": 6e-6, + } + } + ) + usage = Usage( + prompt_tokens=2461, + completion_tokens=440, + total_tokens=2901, + prompt_tokens_details=PromptTokensDetailsWrapper( + text_tokens=1319, cached_tokens=2432, image_tokens=1142 + ), + ) + + prompt_cost, completion_cost = generic_cost_per_token( + model=model, usage=usage, custom_llm_provider="openai" + ) + + # 2432 cached at the cache-read rate, the 29 uncached tokens once at the input rate + assert prompt_cost == pytest.approx(2432 * 5e-7 + 29 * 2e-6) + assert completion_cost == pytest.approx(440 * 6e-6) + + def test_calculate_cost_component_with_string_values(): """Test the calculate_cost_component function directly with string cost values.""" from litellm.litellm_core_utils.llm_cost_calc.utils import calculate_cost_component diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking_dict_safety.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking_dict_safety.py index 61b94139bb8..78bf9292ef5 100644 --- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking_dict_safety.py +++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking_dict_safety.py @@ -8,11 +8,10 @@ See https://github.com/BerriAI/litellm/issues/26153. import pytest - from litellm.litellm_core_utils.llm_cost_calc.tool_call_cost_tracking import ( StandardBuiltInToolCostTracking, - _get_web_search_requests, ) +from litellm.litellm_core_utils.llm_cost_calc.utils import get_web_search_requests from litellm.types.utils import ModelResponse, ServerToolUse, Usage @@ -28,25 +27,25 @@ class _UsageWithDictServerToolUse: def test_get_web_search_requests_handles_none(): - assert _get_web_search_requests(None) is None + assert get_web_search_requests(None) is None def test_get_web_search_requests_handles_dict(): - assert _get_web_search_requests({"web_search_requests": 5}) == 5 + assert get_web_search_requests({"web_search_requests": 5}) == 5 def test_get_web_search_requests_handles_dict_missing_key(): - assert _get_web_search_requests({}) is None + assert get_web_search_requests({}) is None def test_get_web_search_requests_handles_pydantic(): stu = ServerToolUse(web_search_requests=7) - assert _get_web_search_requests(stu) == 7 + assert get_web_search_requests(stu) == 7 def test_get_web_search_requests_handles_pydantic_with_none_value(): stu = ServerToolUse() - assert _get_web_search_requests(stu) is None + assert get_web_search_requests(stu) is None def test_response_object_includes_web_search_call_with_dict_server_tool_use(): diff --git a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py index 895044c8ad5..8e89180a9e4 100644 --- a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py +++ b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py @@ -1002,6 +1002,17 @@ def test_an_exception_without_a_status_is_still_a_connection_error(quiet_excepti ) +def test_an_unmapped_exception_with_no_model_or_provider_is_a_connection_error(quiet_exception_mapping): + with pytest.raises(litellm.APIConnectionError) as raised: + exception_type( + model=None, + original_exception=ValueError("boom"), + custom_llm_provider=None, + ) + + assert "boom" in raised.value.message + + CONTEXT_WINDOW_MESSAGE = "This model's maximum context length is 4096 tokens." CONTENT_POLICY_MESSAGE = ( '{"error": {"type": "invalid_request_error", "code": "content_policy_violation"}}' diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py index 29b283ec009..0222e756ba1 100644 --- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py +++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py @@ -5225,6 +5225,197 @@ async def test_restore_correlation_context_works_across_asyncio_task_boundary(): session_id_var.set("") +class TestNonInferenceCallTypesAreNotBilled: + """A retrieved response replays the usage of the call that created it, so pricing a read + of it double bills the same tokens. Regression tests for LIT-5602.""" + + RETRIEVED_RESPONSE_USAGE = {"input_tokens": 4000, "output_tokens": 2000, "total_tokens": 6000} + + BACKGROUND_POLL_METADATA = {"internal_call_origin": "background_response_cost_poll"} + + def _logging_obj(self, call_type: str, litellm_metadata: dict | None = None): + from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj + + obj = LiteLLMLoggingObj( + model="gpt-4o", + messages=[], + stream=False, + call_type=call_type, + start_time=time.time(), + litellm_call_id=f"lit5602-{call_type}", + function_id="fn-lit5602", + ) + obj.update_environment_variables( + model="gpt-4o", + user="", + optional_params={}, + litellm_params={ + "api_base": "", + "custom_llm_provider": "openai", + "litellm_metadata": litellm_metadata or {}, + }, + ) + return obj + + def _retrieved_response(self, background: bool | None = None): + from litellm.types.llms.openai import ResponsesAPIResponse + + return ResponsesAPIResponse( + id="resp_lit5602", + created_at=1234567890, + model="gpt-4o", + output=[], + usage=self.RETRIEVED_RESPONSE_USAGE, + background=background, + ) + + def test_creating_a_response_is_still_priced(self): + """Guards the tests below: the same response object must cost money on the create path.""" + cost = self._logging_obj("aresponses")._response_cost_calculator(result=self._retrieved_response()) + assert cost is not None and cost > 0 + + @pytest.mark.parametrize( + "call_type", + [ + "aget_responses", + "adelete_responses", + "acancel_responses", + "alist_input_items", + "avector_store_delete", + "avector_store_file_content", + "avector_store_file_delete", + ], + ) + def test_read_and_management_calls_cost_nothing(self, call_type): + cost = self._logging_obj(call_type)._response_cost_calculator(result=self._retrieved_response()) + assert cost == 0.0 + + def test_retrieved_usage_is_not_re_reported_in_standard_logging_payload(self): + from litellm.litellm_core_utils.litellm_logging import ( + get_standard_logging_object_payload, + ) + + from datetime import datetime + + logging_obj = self._logging_obj("aget_responses") + now = datetime.now() + payload = get_standard_logging_object_payload( + kwargs={ + "litellm_call_id": "lit5602-payload", + "model": "gpt-4o", + "call_type": "aget_responses", + "litellm_params": {}, + }, + init_response_obj=self._retrieved_response(), + start_time=now, + end_time=now, + logging_obj=logging_obj, + status="success", + ) + + assert payload is not None + assert payload["prompt_tokens"] == 0 + assert payload["completion_tokens"] == 0 + assert payload["total_tokens"] == 0 + assert payload["response_cost"] == 0.0 + + def test_background_cost_poll_read_is_still_priced(self): + """A background create returns queued with no usage, so the poller's read carries the job's + only billable usage. Zeroing it there means background jobs are never billed.""" + cost = self._logging_obj( + "aget_responses", litellm_metadata=self.BACKGROUND_POLL_METADATA + )._response_cost_calculator(result=self._retrieved_response()) + assert cost is not None and cost > 0 + + def test_background_cost_poll_reports_usage_in_standard_logging_payload(self): + from datetime import datetime + + from litellm.litellm_core_utils.litellm_logging import ( + get_standard_logging_object_payload, + ) + + now = datetime.now() + payload = get_standard_logging_object_payload( + kwargs={ + "litellm_call_id": "lit5602-poll-payload", + "model": "gpt-4o", + "call_type": "aget_responses", + "litellm_params": {"litellm_metadata": self.BACKGROUND_POLL_METADATA}, + }, + init_response_obj=self._retrieved_response(), + start_time=now, + end_time=now, + logging_obj=self._logging_obj( + "aget_responses", litellm_metadata=self.BACKGROUND_POLL_METADATA + ), + status="success", + ) + + assert payload is not None + assert payload["total_tokens"] == 6000 + + def test_reading_a_background_response_is_still_priced(self): + """A background create answers queued with no usage at all, so whoever reads the finished + job is the first and only caller to see its tokens. Zeroing that read bills the job nothing.""" + cost = self._logging_obj("aget_responses")._response_cost_calculator( + result=self._retrieved_response(background=True) + ) + assert cost is not None and cost > 0 + + def test_reading_a_background_response_reports_usage_in_standard_logging_payload(self): + from datetime import datetime + + from litellm.litellm_core_utils.litellm_logging import ( + get_standard_logging_object_payload, + ) + + now = datetime.now() + payload = get_standard_logging_object_payload( + kwargs={ + "litellm_call_id": "lit5602-background-payload", + "model": "gpt-4o", + "call_type": "aget_responses", + "litellm_params": {}, + }, + init_response_obj=self._retrieved_response(background=True), + start_time=now, + end_time=now, + logging_obj=self._logging_obj("aget_responses"), + status="success", + ) + + assert payload is not None + assert payload["total_tokens"] == 6000 + + def test_reading_a_foreground_response_is_still_free(self): + """Guards the test above against a blanket exemption: an explicit background=false read was + already billed by its create and must stay at zero.""" + cost = self._logging_obj("aget_responses")._response_cost_calculator( + result=self._retrieved_response(background=False) + ) + assert cost == 0.0 + + def _read_call_messages(self): + logging_obj, _ = litellm.utils.function_setup( + original_function="aget_responses", + rules_obj=litellm.utils.Rules(), + start_time=time.time(), + **{"litellm_call_id": "lit5602-setup", "response_id": "resp_lit5602"}, + ) + return logging_obj.model_call_details["messages"] + + def test_read_calls_do_not_log_a_placeholder_chat_message(self): + assert self._read_call_messages() == [] + + def test_read_call_messages_survive_a_logger_that_walks_them(self): + """Loggers reach into this value expecting a chat history and branch on it being a list. + An empty list reads as no messages; a tuple matches no branch and crashes the success hook, + and None is not iterable where other loggers walk it.""" + from litellm.integrations.lunary import parse_messages + + assert parse_messages(self._read_call_messages()) == [] + + def _build_success_payload(logging_obj, kwargs): import datetime diff --git a/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py b/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py index 61b63e2b917..1b71c2f1f9b 100644 --- a/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py +++ b/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py @@ -2957,3 +2957,65 @@ async def test_log_messages_routes_async_logging_through_bounded_worker(): logging_obj.success_handler.assert_not_called() # the bare create_task path must no longer be used for success logging mock_create_task.assert_not_called() + + +@pytest.mark.asyncio +async def test_provider_config_path_captures_transcription_usage(): + """A transcription.completed event with usage from the provider transform must + land in the logged messages so realtime cost calculation can bill it.""" + from typing import Final + + from litellm.types.realtime import RealtimeInputAudioTranscriptionUsage, RealtimeResponseTypedDict + + client_ws: Final = MagicMock() + client_ws.send_text = AsyncMock() + backend_ws: Final = MagicMock() + backend_ws.send = AsyncMock() + logging_obj: Final = MagicMock() + + usage: Final[RealtimeInputAudioTranscriptionUsage] = { + "type": "tokens", + "input_tokens": 50, + "output_tokens": 6, + "total_tokens": 56, + "input_token_details": {"text_tokens": 0, "audio_tokens": 50}, + } + transform_output: Final[RealtimeResponseTypedDict] = { + "response": { + "type": "conversation.item.input_audio_transcription.completed", + "event_id": "event_1", + "transcript": "ahoy", + "item_id": "item_1", + "content_index": 0, + "usage": usage, + }, + "current_output_item_id": None, + "current_response_id": None, + "current_delta_chunks": None, + "current_conversation_id": None, + "current_item_chunks": None, + "current_delta_type": None, + "session_configuration_request": None, + } + provider_config: Final = MagicMock() + provider_config.transform_realtime_request = MagicMock(return_value=()) + provider_config.transform_realtime_response = MagicMock(return_value=transform_output) + + streaming: Final = RealTimeStreaming( + client_ws, + backend_ws, + logging_obj, + provider_config=provider_config, + model="gemini-3.5-transcribe-live", + ) + + await streaming._handle_provider_config_message("{}") + + usage_events: Final = tuple( + message + for message in streaming.messages + if isinstance(message, dict) + and message.get("type") == "conversation.item.input_audio_transcription.completed" + and message.get("usage") == usage + ) + assert len(usage_events) == 1 diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py index ee09baf28b6..95fbd06547b 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py @@ -3997,3 +3997,98 @@ def test_translate_anthropic_messages_to_openai_carries_midturn_system_prompt_ca assert result == [ {"role": "system", "content": [{"type": "text", "text": "fix", "prompt_cache_breakpoint": explicit}]} ] + + +def _openai_response_with_usage(usage: Usage) -> ModelResponse: + return ModelResponse( + id="resp_web_search", + model="gemini-3-flash-preview", + choices=[ + Choices( + finish_reason="stop", + index=0, + message=Message(role="assistant", content="searched"), + ) + ], + usage=usage, + ) + + +def test_translate_openai_response_to_anthropic_maps_gemini_web_search_usage(): + from litellm.types.utils import PromptTokensDetailsWrapper + + usage = Usage( + prompt_tokens=385, + completion_tokens=566, + total_tokens=951, + prompt_tokens_details=PromptTokensDetailsWrapper(text_tokens=385, web_search_requests=2), + ) + + anthropic_response = LiteLLMAnthropicMessagesAdapter().translate_openai_response_to_anthropic( + response=_openai_response_with_usage(usage) + ) + + assert anthropic_response["usage"]["server_tool_use"] == {"web_search_requests": 2} + + +def test_translate_openai_response_to_anthropic_maps_server_tool_use_web_search_usage(): + from litellm.types.utils import ServerToolUse + + usage = Usage( + prompt_tokens=100, + completion_tokens=40, + total_tokens=140, + server_tool_use=ServerToolUse(web_search_requests=3), + ) + + anthropic_response = LiteLLMAnthropicMessagesAdapter().translate_openai_response_to_anthropic( + response=_openai_response_with_usage(usage) + ) + + assert anthropic_response["usage"]["server_tool_use"] == {"web_search_requests": 3} + + +def test_translate_openai_response_to_anthropic_omits_server_tool_use_without_web_search(): + usage = Usage(prompt_tokens=100, completion_tokens=40, total_tokens=140) + + anthropic_response = LiteLLMAnthropicMessagesAdapter().translate_openai_response_to_anthropic( + response=_openai_response_with_usage(usage) + ) + + assert "server_tool_use" not in anthropic_response["usage"] + + +def test_completion_cost_on_translated_anthropic_response_includes_web_search(): + from litellm.types.utils import PromptTokensDetailsWrapper + + adapter = LiteLLMAnthropicMessagesAdapter() + with_search = adapter.translate_openai_response_to_anthropic( + response=_openai_response_with_usage( + Usage( + prompt_tokens=385, + completion_tokens=566, + total_tokens=951, + prompt_tokens_details=PromptTokensDetailsWrapper(text_tokens=385, web_search_requests=2), + ) + ) + ) + without_search = adapter.translate_openai_response_to_anthropic( + response=_openai_response_with_usage(Usage(prompt_tokens=385, completion_tokens=566, total_tokens=951)) + ) + + cost_with_search = litellm.completion_cost( + completion_response=with_search, + model="gemini/gemini-3-flash-preview", + call_type="anthropic_messages", + ) + cost_without_search = litellm.completion_cost( + completion_response=without_search, + model="gemini/gemini-3-flash-preview", + call_type="anthropic_messages", + ) + + per_query_cost = litellm.model_cost["gemini/gemini-3-flash-preview"]["search_context_cost_per_query"][ + "search_context_size_medium" + ] + assert per_query_cost > 0 + assert cost_with_search - cost_without_search == pytest.approx(2 * per_query_cost) diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py index b690b3448ec..5fc4a361e78 100644 --- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py +++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py @@ -17,7 +17,12 @@ from litellm.anthropic_interface import messages from litellm.integrations.custom_logger import CustomLogger from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler -from litellm.types.utils import Delta, ModelResponse, StreamingChoices +from litellm.types.utils import ( + Delta, + ModelResponse, + StandardLoggingPayloadErrorInformation, + StreamingChoices, +) def test_anthropic_experimental_pass_through_messages_handler(): @@ -1292,7 +1297,7 @@ class TestMessagesStreamingSuccessLogging: class _FailureCapture(CustomLogger): def __init__(self): super().__init__() - self.error_information: List[Dict[str, Any]] = [] + self.error_information: list[StandardLoggingPayloadErrorInformation] = [] async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time): payload = kwargs.get("standard_logging_object") or {} diff --git a/tests/test_litellm/llms/anthropic/test_cost_calculation_dict_safety.py b/tests/test_litellm/llms/anthropic/test_cost_calculation_dict_safety.py index 5c88ae17679..44b8bb3c9a2 100644 --- a/tests/test_litellm/llms/anthropic/test_cost_calculation_dict_safety.py +++ b/tests/test_litellm/llms/anthropic/test_cost_calculation_dict_safety.py @@ -8,11 +8,8 @@ See https://github.com/BerriAI/litellm/issues/26153. import pytest - -from litellm.llms.anthropic.cost_calculation import ( - _get_web_search_requests, - get_cost_for_anthropic_web_search, -) +from litellm.litellm_core_utils.llm_cost_calc.utils import get_web_search_requests +from litellm.llms.anthropic.cost_calculation import get_cost_for_anthropic_web_search from litellm.types.utils import ModelInfo, ServerToolUse @@ -33,19 +30,19 @@ def _make_model_info(cost_per_query: float = 0.01) -> ModelInfo: def test_get_web_search_requests_handles_none(): - assert _get_web_search_requests(None) is None + assert get_web_search_requests(None) is None def test_get_web_search_requests_handles_dict(): - assert _get_web_search_requests({"web_search_requests": 4}) == 4 + assert get_web_search_requests({"web_search_requests": 4}) == 4 def test_get_web_search_requests_handles_dict_missing_key(): - assert _get_web_search_requests({}) is None + assert get_web_search_requests({}) is None def test_get_web_search_requests_handles_pydantic(): - assert _get_web_search_requests(ServerToolUse(web_search_requests=2)) == 2 + assert get_web_search_requests(ServerToolUse(web_search_requests=2)) == 2 def test_get_cost_for_anthropic_web_search_with_dict_server_tool_use(): diff --git a/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py b/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py index 253edad57e9..2ea61b5e978 100644 --- a/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py +++ b/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py @@ -12,6 +12,7 @@ import pytest import litellm from litellm.llms.bedrock.base_aws_llm import Boto3CredentialsInfo +from litellm.llms.bedrock.rerank.handler import BedrockRerankHandler from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler # Mock response for Bedrock rerank @@ -402,6 +403,66 @@ def test_bedrock_rerank_extra_headers_and_headers_merge(): pytest.fail(f"Failed to merge and forward headers: {str(e)}") +def test_bedrock_rerank_forwarded_headers_excluded_from_sigv4_signature(): + """ + A forwarded header like x-forwarded-for can be rewritten between LiteLLM + signing the request and AWS receiving it (e.g. by an intermediate load + balancer), which invalidates the signature if that header was part of + the signed set. It must still reach Bedrock, just unsigned. + """ + handler = BedrockRerankHandler() + + prepared_request = handler._prepare_request( + model="cohere.rerank-v3-5:0", + api_base=None, + extra_headers={"x-forwarded-for": "203.0.113.5"}, + data={"query": test_query, "documents": test_documents}, + optional_params={ + "aws_access_key_id": "test-access-key", + "aws_secret_access_key": "test-secret-key", + "aws_region_name": "us-east-1", + }, + ) + + headers = prepared_request["prepped"].headers + signed_headers = headers["Authorization"].split("SignedHeaders=")[1].split(",")[0].split(";") + + assert "x-forwarded-for" not in signed_headers, ( + f"x-forwarded-for must not be part of the SigV4 signature, got SignedHeaders={signed_headers}" + ) + assert headers["x-forwarded-for"] == "203.0.113.5", "forwarded header must still reach Bedrock, unsigned" + + +def test_bedrock_rerank_signs_with_sigv4_even_when_bedrock_api_key_is_set(monkeypatch): + """ + Bedrock API keys are only valid for Bedrock and Bedrock Runtime actions, not for + Agents for Amazon Bedrock Runtime ones. Rerank is served by bedrock-agent-runtime, + so it has to keep signing with SigV4 even when AWS_BEARER_TOKEN_BEDROCK is set. + """ + monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "test-bedrock-api-key") + + handler = BedrockRerankHandler() + + prepared_request = handler._prepare_request( + model="cohere.rerank-v3-5:0", + api_base=None, + extra_headers=None, + data={"query": test_query, "documents": test_documents}, + optional_params={ + "aws_access_key_id": "test-access-key", + "aws_secret_access_key": "test-secret-key", + "aws_region_name": "us-east-1", + }, + ) + + assert prepared_request["endpoint_url"].startswith("https://bedrock-agent-runtime.") + + authorization = prepared_request["prepped"].headers["Authorization"] + assert authorization.startswith("AWS4-HMAC-SHA256"), ( + f"rerank must sign with SigV4, got Authorization={authorization[:30]}" + ) + + @pytest.mark.asyncio async def test_bedrock_rerank_records_llm_api_duration(): """The bedrock rerank handler must feed httpx timing into the logging obj, so the diff --git a/tests/test_litellm/llms/gemini/audio_transcription/__init__.py b/tests/test_litellm/llms/gemini/audio_transcription/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/test_litellm/llms/gemini/audio_transcription/test_gemini_audio_transcription_transformation.py b/tests/test_litellm/llms/gemini/audio_transcription/test_gemini_audio_transcription_transformation.py new file mode 100644 index 00000000000..fef037974a7 --- /dev/null +++ b/tests/test_litellm/llms/gemini/audio_transcription/test_gemini_audio_transcription_transformation.py @@ -0,0 +1,248 @@ +import base64 +import json + +import httpx +import pytest + + +import litellm +from litellm.llms.gemini.audio_transcription.transformation import ( + GeminiAudioTranscriptionConfig, +) +from litellm.llms.gemini.common_utils import GeminiError +from litellm.types.utils import LlmProviders +from litellm.utils import ProviderConfigManager + +AUDIO_BYTES = b"RIFF....WAVEfmt fake-wav-bytes" + +COMPLETED_RESPONSE = { + "id": "v1_abc123", + "status": "completed", + "usage": { + "total_tokens": 200, + "total_input_tokens": 200, + "input_tokens_by_modality": [ + {"modality": "text", "tokens": 1}, + {"modality": "audio", "tokens": 199}, + ], + "total_output_tokens": 0, + }, + "steps": [ + { + "type": "model_generation", + "content": [ + { + "type": "text", + "text": "Hello world.", + "annotations": [ + { + "type": "word_info", + "text": "Hello", + "speaker": "spk:0", + "start_offset": "0.100s", + "end_offset": "0.400s", + }, + { + "type": "word_info", + "text": "world.", + "speaker": "spk:1", + "start_offset": "0.500s", + "end_offset": "0.900s", + }, + ], + } + ], + } + ], +} + + +def make_response(payload): + return httpx.Response(200, json=payload, request=httpx.Request("POST", "https://example.test")) + + +@pytest.fixture +def config(): + return GeminiAudioTranscriptionConfig() + + +def test_provider_config_manager_returns_gemini_config(): + provider_config = ProviderConfigManager.get_provider_audio_transcription_config( + model="gemini-3.5-transcribe", provider=LlmProviders.GEMINI + ) + assert isinstance(provider_config, GeminiAudioTranscriptionConfig) + + +class TestValidateEnvironment: + def test_sets_api_key_and_revision_headers(self, config): + headers = config.validate_environment( + headers={}, + model="gemini-3.5-transcribe", + messages=[], + optional_params={}, + litellm_params={}, + api_key="test-key", + ) + assert headers["x-goog-api-key"] == "test-key" + assert headers["Api-Revision"] == "2026-05-20" + assert headers["Content-Type"] == "application/json" + + def test_missing_api_key_raises(self, config, monkeypatch): + monkeypatch.delenv("GOOGLE_API_KEY", raising=False) + monkeypatch.delenv("GEMINI_API_KEY", raising=False) + with pytest.raises(GeminiError) as excinfo: + config.validate_environment( + headers={}, + model="gemini-3.5-transcribe", + messages=[], + optional_params={}, + litellm_params={}, + ) + assert excinfo.value.status_code == 401 + + +class TestGetCompleteUrl: + def test_defaults_to_interactions_endpoint(self, config): + url = config.get_complete_url( + api_base=None, + api_key=None, + model="gemini-3.5-transcribe", + optional_params={}, + litellm_params={}, + ) + assert url == "https://generativelanguage.googleapis.com/v1beta/interactions" + + def test_api_base_override(self, config): + url = config.get_complete_url( + api_base="http://localhost:8080", + api_key=None, + model="gemini-3.5-transcribe", + optional_params={}, + litellm_params={}, + ) + assert url == "http://localhost:8080/v1beta/interactions" + + +class TestTransformRequest: + def test_builds_json_interaction_request(self, config): + request_data = config.transform_audio_transcription_request( + model="gemini/gemini-3.5-transcribe", + audio_file=("sample.wav", AUDIO_BYTES, "audio/wav"), + optional_params={}, + litellm_params={}, + ) + assert request_data.files is None + assert json.loads(json.dumps(request_data.data)) == { + "model": "gemini-3.5-transcribe", + "input": [ + { + "type": "audio", + "data": base64.b64encode(AUDIO_BYTES).decode("utf-8"), + "mime_type": "audio/wav", + } + ], + } + + def test_language_maps_to_bcp47_language_codes(self, config): + request_data = config.transform_audio_transcription_request( + model="gemini-3.5-transcribe", + audio_file=("sample.wav", AUDIO_BYTES, "audio/wav"), + optional_params={"language": "en"}, + litellm_params={}, + ) + transcription_config = request_data.data["generation_config"]["transcription_config"] + assert json.loads(json.dumps(transcription_config)) == {"language_codes": ["en-US"]} + + def test_word_timestamp_granularity_maps_to_verbatim_diarization_mode(self, config): + request_data = config.transform_audio_transcription_request( + model="gemini-3.5-transcribe", + audio_file=("sample.wav", AUDIO_BYTES, "audio/wav"), + optional_params={"timestamp_granularities": ["word"]}, + litellm_params={}, + ) + transcription_config = request_data.data["generation_config"]["transcription_config"] + assert json.loads(json.dumps(transcription_config)) == { + "mode": { + "type": "verbatim", + "timestamp_granularities": ["word"], + "diarization_mode": "speaker", + } + } + + def test_segment_granularity_sends_no_mode(self, config): + request_data = config.transform_audio_transcription_request( + model="gemini-3.5-transcribe", + audio_file=("sample.wav", AUDIO_BYTES, "audio/wav"), + optional_params={"timestamp_granularities": ["segment"]}, + litellm_params={}, + ) + assert "generation_config" not in request_data.data + + +class TestTransformResponse: + def test_completed_interaction_maps_to_transcription_response(self, config): + response = config.transform_audio_transcription_response(make_response(COMPLETED_RESPONSE)) + assert response.text == "Hello world." + assert response["task"] == "transcribe" + assert response["words"] == [ + {"word": "Hello", "start": 0.1, "end": 0.4, "speaker": "spk:0"}, + {"word": "world.", "start": 0.5, "end": 0.9, "speaker": "spk:1"}, + ] + assert response["duration"] == 0.9 + assert response.usage.input_tokens == 200 + assert response.usage.output_tokens == 0 + assert response.usage.total_tokens == 200 + assert response.usage.input_token_details.audio_tokens == 199 + assert response.usage.input_token_details.text_tokens == 1 + + def test_non_completed_status_raises(self, config): + with pytest.raises(GeminiError, match="did not complete"): + config.transform_audio_transcription_response( + make_response({**COMPLETED_RESPONSE, "status": "in_progress"}) + ) + + def test_non_json_response_raises(self, config): + raw = httpx.Response(200, text="oops", request=httpx.Request("POST", "https://example.test")) + with pytest.raises(GeminiError, match="non-JSON"): + config.transform_audio_transcription_response(raw) + + def test_word_without_offsets_survives(self, config): + payload = json.loads(json.dumps(COMPLETED_RESPONSE)) + payload["steps"][0]["content"][0]["annotations"] = [{"type": "word_info", "text": "Hello"}] + response = config.transform_audio_transcription_response(make_response(payload)) + assert response["words"] == [{"word": "Hello"}] + assert response.get("duration") is None + + +class TestCostRegression: + @pytest.fixture + def local_cost_map(self, monkeypatch): + monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True") + monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url="")) + + def test_registry_entries(self, local_cost_map): + batch_entry = litellm.model_cost["gemini/gemini-3.5-transcribe"] + assert batch_entry["mode"] == "audio_transcription" + assert batch_entry["input_cost_per_audio_token"] == 2e-06 + assert batch_entry["input_cost_per_token"] == 2e-06 + assert batch_entry["output_cost_per_token"] == 1.2e-05 + assert batch_entry["supported_endpoints"] == ["/v1/audio/transcriptions"] + + live_entry = litellm.model_cost["gemini/gemini-3.5-transcribe-live"] + assert live_entry["mode"] == "audio_transcription" + assert live_entry["input_cost_per_audio_token"] == 3.5e-06 + assert live_entry["input_cost_per_token"] == 3.5e-06 + assert live_entry["output_cost_per_token"] == 2.1e-05 + assert live_entry["supported_endpoints"] == ["/v1/realtime"] + + def test_completion_cost_bills_provider_reported_tokens(self, config, local_cost_map): + payload = json.loads(json.dumps(COMPLETED_RESPONSE)) + payload["usage"]["total_output_tokens"] = 10 + payload["usage"]["total_tokens"] = 210 + response = config.transform_audio_transcription_response(make_response(payload)) + cost = litellm.completion_cost( + completion_response=response, + model="gemini/gemini-3.5-transcribe", + call_type="transcription", + ) + assert cost == pytest.approx(199 * 2e-06 + 1 * 2e-06 + 10 * 1.2e-05) diff --git a/tests/test_litellm/llms/gemini/realtime/test_gemini_realtime_transformation.py b/tests/test_litellm/llms/gemini/realtime/test_gemini_realtime_transformation.py index 42e330925a0..c362efbfffa 100644 --- a/tests/test_litellm/llms/gemini/realtime/test_gemini_realtime_transformation.py +++ b/tests/test_litellm/llms/gemini/realtime/test_gemini_realtime_transformation.py @@ -1864,3 +1864,258 @@ def test_map_openai_params_drops_stock_voice_case_insensitively(): passthrough = cfg.map_openai_params(optional_params={}, non_default_params={"voice": "Kore"}) assert passthrough["generationConfig"]["speechConfig"]["voiceConfig"]["prebuiltVoiceConfig"]["voiceName"] == "Kore" + + +@pytest.fixture(autouse=False) +def patch_gemini_transcribe_live_cost_map_entry(monkeypatch): + """Inject the gemini-3.5-transcribe-live registry entry locally. + + litellm.model_cost is fetched from main branch at import time, so in CI + the entry may not exist yet. Also stamp supported_output_modalities on a + chat model to prove mode, not output modalities, drives the discriminator. + """ + for m in ["gemini-3.5-transcribe-live", "gemini/gemini-3.5-transcribe-live"]: + entry = dict(litellm.model_cost.get(m, {})) + entry["mode"] = "audio_transcription" + monkeypatch.setitem(litellm.model_cost, m, entry) + chat_entry = dict(litellm.model_cost.get("gemini-2.5-flash", {})) + chat_entry["supported_output_modalities"] = ["text"] + monkeypatch.setitem(litellm.model_cost, "gemini-2.5-flash", chat_entry) + + +@pytest.mark.parametrize("model", ["gemini-3.5-transcribe-live", "gemini/gemini-3.5-transcribe-live"]) +def test_gemini_transcribe_live_eager_setup_uses_text_modality(model, patch_gemini_transcribe_live_cost_map_entry): + """Regression: the hardcoded AUDIO eager setup closes transcribe-live sessions with 1007.""" + config = GeminiRealtimeConfig() + + setup = json.loads(config.session_configuration_request(model))["setup"] + + assert setup["generationConfig"]["responseModalities"] == ["TEXT"] + + +def test_gemini_transcribe_live_session_update_defaults_to_text_modality( + patch_gemini_transcribe_live_cost_map_entry, +): + config = GeminiRealtimeConfig() + session_update = { + "type": "session.update", + "session": {"instructions": "Transcribe the audio."}, + } + + messages = config.transform_realtime_request( + json.dumps(session_update), + "gemini-3.5-transcribe-live", + session_configuration_request=None, + ) + + setup = json.loads(messages[0])["setup"] + assert setup["generationConfig"]["responseModalities"] == ["TEXT"] + + +@pytest.mark.parametrize("modalities", [["audio"], ["audio", "text"]]) +def test_gemini_transcribe_live_coerces_audio_modality_to_text(modalities, patch_gemini_transcribe_live_cost_map_entry): + config = GeminiRealtimeConfig() + session_update = { + "type": "session.update", + "session": {"modalities": modalities}, + } + + messages = config.transform_realtime_request( + json.dumps(session_update), + "gemini-3.5-transcribe-live", + session_configuration_request=None, + ) + + setup = json.loads(messages[0])["setup"] + assert setup["generationConfig"]["responseModalities"] == ["TEXT"] + + +def test_gemini_chat_model_with_text_output_modalities_keeps_audio_eager_setup( + patch_gemini_transcribe_live_cost_map_entry, +): + """Chat entries also declare supported_output_modalities ["text"]; they must keep AUDIO.""" + config = GeminiRealtimeConfig() + + setup = json.loads(config.session_configuration_request("gemini-2.5-flash"))["setup"] + + assert setup["generationConfig"]["responseModalities"] == ["AUDIO"] + + +def test_generation_complete_without_prior_delta_keeps_turn_usage(patch_gemini_audio_cost_map_entries): + from typing import Final + + from litellm.types.llms.gemini import BidiGenerateContentServerMessage + from litellm.types.realtime import RealtimeResponseTransformInput + + config: Final = GeminiRealtimeConfig() + turn_end_frame: Final[BidiGenerateContentServerMessage] = { + "serverContent": {"generationComplete": True, "turnComplete": True}, + "usageMetadata": { + "promptTokenCount": 200, + "totalTokenCount": 200, + "promptTokensDetails": [ + {"modality": "AUDIO", "tokenCount": 199}, + {"modality": "TEXT", "tokenCount": 1}, + ], + }, + } + transform_input: Final[RealtimeResponseTransformInput] = { + "session_configuration_request": None, + "current_output_item_id": None, + "current_response_id": None, + "current_conversation_id": None, + "current_delta_chunks": None, + "current_item_chunks": None, + "current_delta_type": None, + } + + result: Final = config.transform_realtime_response( + json.dumps(turn_end_frame), + "gemini-3.5-transcribe-live", + MagicMock(), + realtime_response_transform_input=transform_input, + ) + + done_events: Final = tuple(event for event in result["response"] if event["type"] == "response.done") + assert len(done_events) == 1 + assert done_events[0]["response"]["usage"]["input_tokens"] == 200 + + +def test_bare_generation_complete_without_prior_delta_is_dropped(patch_gemini_audio_cost_map_entries): + from typing import Final + + from litellm.types.llms.gemini import BidiGenerateContentServerMessage + from litellm.types.realtime import RealtimeResponseTransformInput + + config: Final = GeminiRealtimeConfig() + bare_frame: Final[BidiGenerateContentServerMessage] = {"serverContent": {"generationComplete": True}} + transform_input: Final[RealtimeResponseTransformInput] = { + "session_configuration_request": None, + "current_output_item_id": None, + "current_response_id": None, + "current_conversation_id": None, + "current_delta_chunks": None, + "current_item_chunks": None, + "current_delta_type": None, + } + + result: Final = config.transform_realtime_response( + json.dumps(bare_frame), + "gemini-3.5-transcribe-live", + MagicMock(), + realtime_response_transform_input=transform_input, + ) + + assert result["response"] == [] + + +def _input_audio_append_message(raw_byte_count: int) -> str: + import base64 + + return json.dumps( + {"type": "input_audio_buffer.append", "audio": base64.b64encode(b"\x00" * raw_byte_count).decode()} + ) + + +def test_transcribe_live_completed_event_carries_estimated_usage(patch_gemini_transcribe_live_cost_map_entry): + """Gemini Live sends no usageMetadata for transcribe sessions, so LiteLLM bills + from streamed audio duration at Google's published estimate (25 audio tok/sec in, + 175 text tok/min out): 96000 pcm16 bytes = 2s at 24kHz -> 50 in / 6 out.""" + from typing import Final + + from litellm.types.llms.gemini import BidiGenerateContentServerMessage + from litellm.types.realtime import RealtimeInputAudioTranscriptionUsage, RealtimeResponseTransformInput + + config: Final = GeminiRealtimeConfig() + config.transform_realtime_request(_input_audio_append_message(96000), "gemini-3.5-transcribe-live") + + transcript_frame: Final[BidiGenerateContentServerMessage] = { + "serverContent": {"inputTranscription": {"text": "ahoy there"}} + } + transform_input: Final[RealtimeResponseTransformInput] = { + "session_configuration_request": None, + "current_output_item_id": None, + "current_response_id": None, + "current_conversation_id": None, + "current_delta_chunks": None, + "current_item_chunks": None, + "current_delta_type": None, + } + + result: Final = config.transform_realtime_response( + json.dumps(transcript_frame), + "gemini-3.5-transcribe-live", + MagicMock(), + realtime_response_transform_input=transform_input, + ) + + completed: Final = tuple( + event + for event in result["response"] + if event["type"] == "conversation.item.input_audio_transcription.completed" + ) + assert len(completed) == 1 + assert completed[0]["transcript"] == "ahoy there" + expected_usage: Final[RealtimeInputAudioTranscriptionUsage] = { + "type": "tokens", + "input_tokens": 50, + "output_tokens": 6, + "total_tokens": 56, + "input_token_details": {"text_tokens": 0, "audio_tokens": 50}, + } + assert completed[0]["usage"] == expected_usage + + second: Final = config.transform_realtime_response( + json.dumps(transcript_frame), + "gemini-3.5-transcribe-live", + MagicMock(), + realtime_response_transform_input=transform_input, + ) + second_completed: Final = tuple( + event + for event in second["response"] + if event["type"] == "conversation.item.input_audio_transcription.completed" + ) + assert len(second_completed) == 1 + assert "usage" not in second_completed[0] + + +def test_non_transcription_live_model_completed_event_has_no_usage(patch_gemini_audio_cost_map_entries): + """Conversational Live models get their audio tokens from usageMetadata via + response.done; attaching estimated usage to their transcription events would + double-bill, so the estimate is gated to audio_transcription-mode models.""" + from typing import Final + + from litellm.types.llms.gemini import BidiGenerateContentServerMessage + from litellm.types.realtime import RealtimeResponseTransformInput + + config: Final = GeminiRealtimeConfig() + config.transform_realtime_request(_input_audio_append_message(96000), "gemini-3.1-flash-live-preview") + + transcript_frame: Final[BidiGenerateContentServerMessage] = { + "serverContent": {"inputTranscription": {"text": "ahoy there"}} + } + transform_input: Final[RealtimeResponseTransformInput] = { + "session_configuration_request": None, + "current_output_item_id": None, + "current_response_id": None, + "current_conversation_id": None, + "current_delta_chunks": None, + "current_item_chunks": None, + "current_delta_type": None, + } + + result: Final = config.transform_realtime_response( + json.dumps(transcript_frame), + "gemini-3.1-flash-live-preview", + MagicMock(), + realtime_response_transform_input=transform_input, + ) + + completed: Final = tuple( + event + for event in result["response"] + if event["type"] == "conversation.item.input_audio_transcription.completed" + ) + assert len(completed) == 1 + assert "usage" not in completed[0] diff --git a/tests/test_litellm/llms/gemini/test_cost_calculator.py b/tests/test_litellm/llms/gemini/test_cost_calculator.py index f1d62800337..6d547b0dc55 100644 --- a/tests/test_litellm/llms/gemini/test_cost_calculator.py +++ b/tests/test_litellm/llms/gemini/test_cost_calculator.py @@ -84,6 +84,65 @@ def test_no_usage_details(): assert cost == 0.0 +def _make_server_tool_use_usage(web_search_requests: int) -> Usage: + from litellm.types.utils import ServerToolUse + + return Usage( + prompt_tokens=100, + completion_tokens=50, + total_tokens=150, + server_tool_use=ServerToolUse(web_search_requests=web_search_requests), + ) + + +def test_server_tool_use_fallback_per_query_billing(): + """Usage reconstructed from an Anthropic-format response carries the count in + server_tool_use, not prompt_tokens_details; per_query billing prices each request.""" + model_info = { + "key": "gemini/gemini-3-flash-preview", + "web_search_billing_unit": "per_query", + "search_context_cost_per_query": { + "search_context_size_medium": 0.014, + }, + } + cost = cost_per_web_search_request(usage=_make_server_tool_use_usage(3), model_info=model_info) + assert cost == pytest.approx(0.014 * 3) + + +def test_server_tool_use_fallback_per_prompt_clamps_to_one(): + """per_prompt billing clamps the server_tool_use count to one grounded prompt.""" + model_info = { + "key": "gemini/gemini-2.5-flash", + "search_context_cost_per_query": { + "search_context_size_medium": 0.035, + }, + } + cost = cost_per_web_search_request(usage=_make_server_tool_use_usage(4), model_info=model_info) + assert cost == pytest.approx(0.035 * 1) + + +def test_prompt_tokens_details_take_precedence_over_server_tool_use(): + """The native Gemini field wins when both counts are present.""" + from litellm.types.utils import ServerToolUse + + model_info = { + "key": "gemini/gemini-3-flash-preview", + "web_search_billing_unit": "per_query", + "search_context_cost_per_query": { + "search_context_size_medium": 0.014, + }, + } + usage = Usage( + prompt_tokens=100, + completion_tokens=50, + total_tokens=150, + prompt_tokens_details=PromptTokensDetailsWrapper(web_search_requests=2), + server_tool_use=ServerToolUse(web_search_requests=5), + ) + cost = cost_per_web_search_request(usage=usage, model_info=model_info) + assert cost == pytest.approx(0.014 * 2) + + def _make_maps_usage(google_maps_grounding_requests: int) -> Usage: return Usage( prompt_tokens=100, diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py index 99e3e8d7413..aa6ddbfb49d 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py @@ -1082,11 +1082,38 @@ class TestMCPOAuth2AuthFlow: # LiteLLM key should be used for auth mock_auth.assert_called_once() call_args = mock_auth.call_args - assert call_args.kwargs["api_key"] == "sk-litellm-valid-key" + assert call_args.kwargs["api_key"] == "Bearer sk-litellm-valid-key" # OAuth2 headers should still contain the Authorization token assert oauth2_headers.get("Authorization") == "Bearer atlassian-oauth2-token" + @pytest.mark.parametrize( + "header_value", + [b"sk-litellm-valid-key", b"Bearer sk-litellm-valid-key", b"bearer sk-litellm-valid-key"], + ) + async def test_x_litellm_api_key_survives_bearer_only_strip(self, header_value): + from litellm.proxy.auth.user_api_key_auth import _get_bearer_token + + scope = { + "type": "http", + "method": "POST", + "path": "/mcp/some_server", + "headers": [(b"x-litellm-api-key", header_value)], + } + + async def mock_user_api_key_auth(api_key, request): + return UserAPIKeyAuth(api_key=api_key, user_id="test-user") + + with patch( # test-quality-ok: capturing the exact api_key handed to key validation is the regression under test + "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth", + side_effect=mock_user_api_key_auth, + ) as mock_auth: + auth_result, *_rest = await MCPRequestHandler.process_mcp_request(scope) + + mock_auth.assert_called_once() + assert _get_bearer_token(api_key=mock_auth.call_args.kwargs["api_key"]) == "sk-litellm-valid-key" + assert auth_result.user_id == "test-user" + async def test_litellm_key_in_authorization_backward_compat(self): """ Backward compatibility: when only Authorization header is present @@ -3007,7 +3034,7 @@ class TestMCPCustomHeaderName: # Verify the mock was called mock_auth.assert_called_once() call_args = mock_auth.call_args - assert call_args.kwargs["api_key"] == "test-api-key" + assert call_args.kwargs["api_key"] == "Bearer test-api-key" def test_get_mcp_server_auth_headers_from_headers(self): """Test _get_mcp_server_auth_headers_from_headers method""" @@ -6254,7 +6281,7 @@ class TestMCPDcrBridgeDelegateAdmission: ) = await MCPRequestHandler.process_mcp_request(scope) mock_auth.assert_called_once() - assert mock_auth.call_args.kwargs["api_key"] == "sk-explicit-litellm-key" + assert mock_auth.call_args.kwargs["api_key"] == "Bearer sk-explicit-litellm-key" # The explicit-key arm admitted; the envelope arm never ran, so no inner token is injected. assert auth_result.user_id == "litellm-key-user" assert mcp_server_auth_headers == {} diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py index 753a3d6a942..f8fb22469f1 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py @@ -10,6 +10,7 @@ through the consumer; and no path leaks the upstream token in a repr. from datetime import datetime, timedelta, timezone +import pytest from pydantic import SecretStr from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import ( @@ -188,6 +189,31 @@ def test_resolve_strips_optional_bearer_scheme_before_detection(): assert prefixed.upstream_authorization.get_secret_value() == bare.upstream_authorization.get_secret_value() +@pytest.mark.parametrize("token_type", ("bearer", "BEARER", "beArEr")) +def test_resolve_canonicalizes_case_insensitive_bearer_token_type(token_type: str): + keys = envelope_keys_from_master_key(_MASTER_KEY) + grant = UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN), token_type=token_type, expires_in=600) + sealed = mint_envelope(_IDENTITY, grant, keys, _NOW) + assert isinstance(sealed, SealedEnvelope) + + result = resolve_bridge_envelope(sealed.token.get_secret_value(), keys, _NOW, _SERVER_ID) + + assert isinstance(result, BridgeEnvelopeAdmitted) + assert result.upstream_authorization.get_secret_value() == f"Bearer {_ACCESS_TOKEN}" + + +def test_resolve_preserves_non_bearer_token_type(): + keys = envelope_keys_from_master_key(_MASTER_KEY) + grant = UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN), token_type="DPoP", expires_in=600) + sealed = mint_envelope(_IDENTITY, grant, keys, _NOW) + assert isinstance(sealed, SealedEnvelope) + + result = resolve_bridge_envelope(sealed.token.get_secret_value(), keys, _NOW, _SERVER_ID) + + assert isinstance(result, BridgeEnvelopeAdmitted) + assert result.upstream_authorization.get_secret_value() == f"DPoP {_ACCESS_TOKEN}" + + def test_resolve_expired_envelope_is_invalid_not_admitted(): keys = envelope_keys_from_master_key(_MASTER_KEY) token = _sealed_token(keys, now=_NOW) diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py index 4081681daef..56851d31241 100644 --- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py +++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py @@ -5,7 +5,8 @@ Validates that: 1. _convert_mcp_hook_response_to_kwargs extracts extra_headers from hook response 2. pre_call_tool_check returns hook-provided extra_headers AND modified arguments 3. call_tool flows hook headers and modified arguments downstream -4. Hook-provided headers take highest priority (merge after static_headers) +4. Hook-provided headers merge after static_headers, but a hook Authorization + header never displaces an existing upstream Authorization credential 5. OpenAPI-backed servers log a warning and continue (skip injection) when hook headers are present 6. JWT claims are propagated in both standard and virtual-key fast paths 7. Backward compatibility: hooks without extra_headers continue to work @@ -487,8 +488,8 @@ class TestHookHeaderMergePriority: ) @pytest.mark.asyncio - async def test_hook_headers_override_static_headers(self): - """Hook headers should take precedence over static_headers.""" + async def test_hook_authorization_does_not_override_static_authorization(self): + """A hook Authorization must not displace a static_headers Authorization (LIT-6321).""" manager = MCPServerManager() server = self._make_server(static_headers={"Authorization": "Bearer static-token", "X-Static": "yes"}) @@ -521,7 +522,7 @@ class TestHookHeaderMergePriority: pass headers = captured_extra_headers.get("value", {}) - assert headers["Authorization"] == "Bearer hook-signed-jwt" + assert headers["Authorization"] == "Bearer static-token" assert headers["X-Static"] == "yes" @pytest.mark.asyncio @@ -560,8 +561,8 @@ class TestHookHeaderMergePriority: assert headers == {"X-Static": "static-value"} @pytest.mark.asyncio - async def test_hook_headers_merge_with_oauth2(self): - """Hook headers merge on top of OAuth2 headers.""" + async def test_hook_authorization_does_not_override_oauth2_authorization(self): + """tools/call keeps the user's OAuth Authorization; only non-auth hook headers merge (LIT-6321).""" manager = MCPServerManager() server = MCPServer( server_id="test-id", @@ -570,6 +571,8 @@ class TestHookHeaderMergePriority: url="https://example.com", transport=MCPTransport.http, auth_type=MCPAuth.oauth2, + oauth2_flow="authorization_code", + delegate_auth_to_upstream=True, ) captured_extra_headers: Dict[str, Any] = {} @@ -605,10 +608,245 @@ class TestHookHeaderMergePriority: pass headers = captured_extra_headers.get("value", {}) - assert headers["Authorization"] == "Bearer hook-jwt" + assert headers["Authorization"] == "Bearer oauth2-token" assert headers["X-OAuth"] == "yes" assert headers["X-Trace-Id"] == "trace-123" + @pytest.mark.asyncio + async def test_hook_authorization_used_when_no_upstream_credential(self): + """With no upstream credential, the signer JWT is still injected.""" + manager = MCPServerManager() + server = self._make_server() + + captured_extra_headers: Dict[str, Optional[Dict[str, str]]] = {} + + async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs): + captured_extra_headers["value"] = extra_headers + mock_client = MagicMock() + mock_client.call_tool = AsyncMock(return_value=MagicMock()) + return mock_client + + with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client): + with patch.object(manager, "_build_stdio_env", return_value=None): + try: + await manager._call_regular_mcp_tool( + mcp_server=server, + original_tool_name="test_tool", + arguments={"key": "val"}, + tasks=[], + mcp_auth_header=None, + mcp_server_auth_headers=None, + oauth2_headers=None, + raw_headers=None, + proxy_logging_obj=None, + hook_extra_headers={"Authorization": "Bearer hook-jwt"}, + ) + except Exception: + pass + + headers = captured_extra_headers.get("value") or {} + assert headers["Authorization"] == "Bearer hook-jwt" + + @pytest.mark.asyncio + async def test_hook_authorization_dropped_when_server_auth_header_present(self): + """With a configured authentication_token (auth_value), the hook Authorization is dropped.""" + manager = MCPServerManager() + server = self._make_server() + + captured: Dict[str, object] = {} + + async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs): + captured["extra_headers"] = extra_headers + captured["mcp_auth_header"] = mcp_auth_header + mock_client = MagicMock() + mock_client.call_tool = AsyncMock(return_value=MagicMock()) + return mock_client + + with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client): + with patch.object(manager, "_build_stdio_env", return_value=None): + try: + await manager._call_regular_mcp_tool( + mcp_server=server, + original_tool_name="test_tool", + arguments={"key": "val"}, + tasks=[], + mcp_auth_header="server-static-token", + mcp_server_auth_headers=None, + oauth2_headers=None, + raw_headers=None, + proxy_logging_obj=None, + hook_extra_headers={ + "Authorization": "Bearer hook-jwt", + "X-Trace-Id": "trace-123", + }, + ) + except Exception: + pass + + headers = captured.get("extra_headers") or {} + assert isinstance(headers, dict) + assert "Authorization" not in headers + assert headers.get("X-Trace-Id") == "trace-123" + assert captured.get("mcp_auth_header") == "server-static-token" + + @pytest.mark.asyncio + async def test_hook_authorization_case_insensitive_conflict(self): + """Authorization conflicts are matched case-insensitively.""" + manager = MCPServerManager() + server = self._make_server(static_headers={"authorization": "Bearer static-token"}) + + captured_extra_headers: Dict[str, Optional[Dict[str, str]]] = {} + + async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs): + captured_extra_headers["value"] = extra_headers + mock_client = MagicMock() + mock_client.call_tool = AsyncMock(return_value=MagicMock()) + return mock_client + + with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client): + with patch.object(manager, "_build_stdio_env", return_value=None): + try: + await manager._call_regular_mcp_tool( + mcp_server=server, + original_tool_name="test_tool", + arguments={"key": "val"}, + tasks=[], + mcp_auth_header=None, + mcp_server_auth_headers=None, + oauth2_headers=None, + raw_headers=None, + proxy_logging_obj=None, + hook_extra_headers={"Authorization": "Bearer hook-jwt"}, + ) + except Exception: + pass + + headers = captured_extra_headers.get("value") or {} + assert headers.get("authorization") == "Bearer static-token" + assert "Authorization" not in headers + + @pytest.mark.asyncio + async def test_hook_authorization_kept_with_api_key_server_credential(self): + """An api_key credential maps to X-API-Key, so the hook Authorization is kept.""" + manager = MCPServerManager() + server = MCPServer( + server_id="test-id", + name="Test Server", + server_name="test_server", + url="https://example.com", + transport=MCPTransport.http, + auth_type=MCPAuth.api_key, + ) + + captured: Dict[str, object] = {} + + async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs): + captured["extra_headers"] = extra_headers + captured["mcp_auth_header"] = mcp_auth_header + mock_client = MagicMock() + mock_client.call_tool = AsyncMock(return_value=MagicMock()) + return mock_client + + with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client): + with patch.object(manager, "_build_stdio_env", return_value=None): + try: + await manager._call_regular_mcp_tool( + mcp_server=server, + original_tool_name="test_tool", + arguments={"key": "val"}, + tasks=[], + mcp_auth_header="server-api-key", + mcp_server_auth_headers=None, + oauth2_headers=None, + raw_headers=None, + proxy_logging_obj=None, + hook_extra_headers={"Authorization": "Bearer hook-jwt"}, + ) + except Exception: + pass + + headers = captured.get("extra_headers") or {} + assert isinstance(headers, dict) + assert headers.get("Authorization") == "Bearer hook-jwt" + assert captured.get("mcp_auth_header") == "server-api-key" + + @pytest.mark.asyncio + async def test_hook_authorization_kept_with_non_authorization_server_header_dict(self): + """A per-server header dict without Authorization does not block the hook JWT.""" + manager = MCPServerManager() + server = self._make_server() + + captured: Dict[str, object] = {} + + async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs): + captured["extra_headers"] = extra_headers + captured["mcp_auth_header"] = mcp_auth_header + mock_client = MagicMock() + mock_client.call_tool = AsyncMock(return_value=MagicMock()) + return mock_client + + with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client): + with patch.object(manager, "_build_stdio_env", return_value=None): + try: + await manager._call_regular_mcp_tool( + mcp_server=server, + original_tool_name="test_tool", + arguments={"key": "val"}, + tasks=[], + mcp_auth_header=None, + mcp_server_auth_headers={"test_server": {"X-API-Key": "per-server-key"}}, + oauth2_headers=None, + raw_headers=None, + proxy_logging_obj=None, + hook_extra_headers={"Authorization": "Bearer hook-jwt"}, + ) + except Exception: + pass + + headers = captured.get("extra_headers") or {} + assert isinstance(headers, dict) + assert headers.get("Authorization") == "Bearer hook-jwt" + assert captured.get("mcp_auth_header") == {"X-API-Key": "per-server-key"} + + @pytest.mark.asyncio + async def test_hook_authorization_dropped_with_authorization_server_header_dict(self): + """A per-server header dict carrying Authorization blocks the hook JWT.""" + manager = MCPServerManager() + server = self._make_server() + + captured: Dict[str, object] = {} + + async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs): + captured["extra_headers"] = extra_headers + captured["mcp_auth_header"] = mcp_auth_header + mock_client = MagicMock() + mock_client.call_tool = AsyncMock(return_value=MagicMock()) + return mock_client + + with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client): + with patch.object(manager, "_build_stdio_env", return_value=None): + try: + await manager._call_regular_mcp_tool( + mcp_server=server, + original_tool_name="test_tool", + arguments={"key": "val"}, + tasks=[], + mcp_auth_header=None, + mcp_server_auth_headers={"test_server": {"authorization": "Bearer per-server-token"}}, + oauth2_headers=None, + raw_headers=None, + proxy_logging_obj=None, + hook_extra_headers={"Authorization": "Bearer hook-jwt", "X-Trace-Id": "trace-123"}, + ) + except Exception: + pass + + headers = captured.get("extra_headers") or {} + assert isinstance(headers, dict) + assert "Authorization" not in headers + assert headers.get("X-Trace-Id") == "trace-123" + assert captured.get("mcp_auth_header") == {"authorization": "Bearer per-server-token"} + @pytest.mark.asyncio async def test_m2m_oauth2_does_not_forward_litellm_caller_authorization(self): """M2M must not put caller Bearer (LiteLLM API key) into extra_headers (#23652).""" diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py index 6a117985820..d44f96d95bf 100644 --- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py +++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py @@ -4972,6 +4972,143 @@ async def test_centralized_common_checks_ui_sentinel_team_vouches_despite_absent setattr(_proxy_server_mod, k, v) +@pytest.mark.asyncio +async def test_centralized_common_checks_ui_sentinel_team_skips_db_lookup(): + """LIT-6297 / GH#28775: ``UI_TEAM_ID`` never has a team row and the + not-found path bypasses the DB throttle, so building the team fetch for it + cost one guaranteed-miss ``LiteLLM_TeamTable.find_unique`` plus a 404 debug + log on every dashboard request. The gate must not call ``get_team_object`` + for the sentinel at all, while the token-derived team object still reaches + ``common_checks``.""" + import litellm.proxy.proxy_server as _proxy_server_mod + from fastapi import Request + from starlette.datastructures import URL + + from litellm.proxy._types import UI_TEAM_ID, LiteLLM_TeamTableCachedObj + + token = UserAPIKeyAuth( + api_key="sk-test", + user_id="ui-session-user", + team_id=UI_TEAM_ID, + models=[], + team_models=[], + ) + request = Request(scope={"type": "http"}) + request._url = URL(url="/user/info") + request._body = b"{}" + + received_team_objects: list[LiteLLM_TeamTableCachedObj | None] = [] + + async def _capturing_common_checks(*_args, **kwargs) -> bool: + received_team_objects.append(kwargs.get("team_object")) + return True + + attrs = _proxy_attrs_for_centralized_checks(user_custom_auth=None) + originals = {a: getattr(_proxy_server_mod, a, None) for a in attrs} + try: + for k, v in attrs.items(): + setattr(_proxy_server_mod, k, v) + with ( + patch( # test-quality-ok: the regression IS that this DB lookup is never made for the sentinel + "litellm.proxy.auth.user_api_key_auth.get_team_object", + new_callable=AsyncMock, + ) as mock_get_team_object, + patch( # test-quality-ok: capture the team_object the consumer receives without a DB + "litellm.proxy.auth.user_api_key_auth.common_checks", + _capturing_common_checks, + ), + ): + await _run_centralized_common_checks( + user_api_key_auth_obj=token, + request=request, + request_data={}, + route="/user/info", + ) + mock_get_team_object.assert_not_awaited() + assert len(received_team_objects) == 1 + received_team_object = received_team_objects[0] + assert received_team_object is not None + assert received_team_object.team_id == UI_TEAM_ID + finally: + for k, v in originals.items(): + setattr(_proxy_server_mod, k, v) + + +@pytest.mark.asyncio +async def test_builder_ui_sentinel_team_never_hits_get_team_object(): # test-quality-ok: absence of the guaranteed-miss DB call is the observable being pinned + """Companion to the centralized-gate test for the builder path: the cached + UI session token's team refresh and the post-validation team fetch must + both skip ``get_team_object`` for ``UI_TEAM_ID`` instead of 404ing on + every request.""" + import litellm.proxy.proxy_server as _proxy_server_mod + from fastapi import Request + from starlette.datastructures import URL + + from litellm.proxy._types import UI_TEAM_ID + from litellm.proxy.auth.user_api_key_auth import _user_api_key_auth_builder + from litellm.proxy.proxy_server import hash_token + + api_key = "sk-test-ui-session-key" + cached_token = UserAPIKeyAuth( + api_key=api_key, + token=hash_token(api_key), + user_id="ui-session-user", + user_role=LitellmUserRoles.INTERNAL_USER, + team_id=UI_TEAM_ID, + ) + + mock_proxy_logging_obj = MagicMock() + mock_proxy_logging_obj.post_call_failure_hook = AsyncMock(return_value=None) + + attrs = { + "prisma_client": MagicMock(), + "user_api_key_cache": DualCache(), + "proxy_logging_obj": mock_proxy_logging_obj, + "master_key": "sk-master-key", + "general_settings": {}, + "llm_model_list": [], + "llm_router": None, + "open_telemetry_logger": None, + "model_max_budget_limiter": MagicMock(), + "user_custom_auth": None, + "jwt_handler": None, + "litellm_proxy_admin_name": "admin", + } + originals = {a: getattr(_proxy_server_mod, a, None) for a in attrs} + try: + for k, v in attrs.items(): + setattr(_proxy_server_mod, k, v) + + request = Request(scope={"type": "http"}) + request._url = URL(url="/user/info") + + with ( + patch( # test-quality-ok: seed the cached UI session token without a DB + "litellm.proxy.auth.resolvers.store.IdentityStore._resolve_key", + new_callable=AsyncMock, + return_value=cached_token, + ), + patch( # test-quality-ok: the regression IS that this DB lookup is never made for the sentinel + "litellm.proxy.auth.user_api_key_auth.get_team_object", + new_callable=AsyncMock, + ) as mock_get_team_object, + ): + result = await _user_api_key_auth_builder( + request=request, + api_key=f"Bearer {api_key}", + azure_api_key_header="", + anthropic_api_key_header=None, + google_ai_studio_api_key_header=None, + azure_apim_header=None, + request_data={}, + ) + assert result.team_id == UI_TEAM_ID + mock_get_team_object.assert_not_awaited() + finally: + for k, v in originals.items(): + setattr(_proxy_server_mod, k, v) + + @pytest.mark.asyncio async def test_centralized_common_checks_user_http_exception_isolates_to_user_only(): """Per-fetch isolation, mirror of the team case: an HTTPException diff --git a/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py b/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py index aa844304604..5d3afd95a55 100644 --- a/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py +++ b/tests/test_litellm/proxy/common_utils/test_reset_budget_job.py @@ -1458,7 +1458,7 @@ def test_budget_cascade_writes_land_in_a_single_transaction(reset_budget_job, mo budget = _budget_row(budget_id="budget-1", budget_duration="7d") mock_prisma_client.data["budget"] = [budget] mock_prisma_client.data["enduser"] = [ - type("EndUser", (), {"spend": 5.0, "litellm_budget_table": budget, "user_id": "enduser-1"}) + type("EndUser", (), {"spend": 5.0, "litellm_budget_table": budget, "user_id": "enduser-1", "budget_id": "budget-1"}) ] asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table()) @@ -2588,3 +2588,303 @@ def test_ambiguous_commit_replay_does_not_erase_newly_accrued_spend( assert client.key_spend == expected_spend assert client.commit_attempts == expected_commits assert client.reconnect_reasons == expected_reconnects + + +# --------------------------------------------------------------------------- +# Budget rollover (LIT-3085): overage beyond max_budget carries into the next +# window instead of being forgiven +# --------------------------------------------------------------------------- + + +@pytest.fixture +def rollover_enabled(monkeypatch): + import litellm + + monkeypatch.setattr(litellm, "budget_rollover", True) + + +@pytest.mark.parametrize( + "run_phase, table, id_field, id_value, row_factory", + [ + ( + lambda job: job.reset_budget_for_litellm_keys(), + "key", + "token", + "tok-roll", + lambda now: type( + "Key", + (), + { + "spend": 150.0, + "max_budget": 100.0, + "budget_duration": "1d", + "budget_reset_at": now, + "token": "tok-roll", + }, + ), + ), + ( + lambda job: job.reset_budget_for_litellm_users(), + "user", + "user_id", + "user-roll", + lambda now: type( + "User", + (), + { + "spend": 150.0, + "max_budget": 100.0, + "budget_duration": "30d", + "budget_reset_at": now, + "user_id": "user-roll", + }, + ), + ), + ( + lambda job: job.reset_budget_for_litellm_teams(), + "team", + "team_id", + "team-roll", + lambda now: type( + "Team", + (), + { + "spend": 150.0, + "max_budget": 100.0, + "budget_duration": "1mo", + "budget_reset_at": now, + "team_id": "team-roll", + }, + ), + ), + ], +) +def test_direct_reset_carries_overage_when_rollover_enabled( + rollover_enabled, reset_budget_job, mock_prisma_client, monkeypatch, run_phase, table, id_field, id_value, row_factory +): + """spend=150 against max_budget=100 must decrement by the cap (leaving 50) + rather than zero the row, and the spend counter must be seeded with 50.""" + counter_cache = _make_counter_invalidation_job(monkeypatch) + now = datetime.now(timezone.utc) + mock_prisma_client.data[table] = [row_factory(now)] + + asyncio.run(run_phase(reset_budget_job)) + + writes = _batch_writes(mock_prisma_client, table) + assert len(writes) == 1 + assert writes[0]["where"] == {id_field: id_value} + assert writes[0]["data"]["spend"] == {"decrement": 100.0} + assert writes[0]["data"]["budget_reset_at"] > now + counter_prefix = {"key": "spend:key", "user": "spend:user", "team": "spend:team"}[table] + counter_cache.in_memory_cache.set_cache.assert_any_call(key=f"{counter_prefix}:{id_value}", value=50.0, ttl=60) + + +def test_direct_reset_zeroes_under_budget_row_even_with_rollover( + rollover_enabled, reset_budget_job, mock_prisma_client, monkeypatch +): + counter_cache = _make_counter_invalidation_job(monkeypatch) + now = datetime.now(timezone.utc) + mock_prisma_client.data["key"] = [ + type( + "Key", + (), + {"spend": 40.0, "max_budget": 100.0, "budget_duration": "1d", "budget_reset_at": now, "token": "tok-under"}, + ) + ] + + asyncio.run(reset_budget_job.reset_budget_for_litellm_keys()) + + assert _batch_writes(mock_prisma_client, "key")[0]["data"]["spend"] == 0 + counter_cache.in_memory_cache.set_cache.assert_any_call(key="spend:key:tok-under", value=0.0, ttl=60) + + +def test_direct_reset_zeroes_row_without_max_budget_even_with_rollover( + rollover_enabled, reset_budget_job, mock_prisma_client, monkeypatch +): + """No cap means nothing to carry against: reset to zero as before.""" + _make_counter_invalidation_job(monkeypatch) + now = datetime.now(timezone.utc) + mock_prisma_client.data["key"] = [ + type( + "Key", + (), + {"spend": 150.0, "max_budget": None, "budget_duration": "1d", "budget_reset_at": now, "token": "tok-nocap"}, + ) + ] + + asyncio.run(reset_budget_job.reset_budget_for_litellm_keys()) + + assert _batch_writes(mock_prisma_client, "key")[0]["data"]["spend"] == 0 + + +def test_budget_cascade_carries_overage_per_tier_when_rollover_enabled( + rollover_enabled, reset_budget_job, mock_prisma_client, monkeypatch +): + """A team member 5 over the tier cap keeps a spend of 5 in the next window: + the cascade decrements over-cap rows by the cap, zeroes the rest, and seeds + the spend counter with the carried amount.""" + counter_cache = _make_counter_invalidation_job(monkeypatch) + budget = _budget_row(budget_id="budget-roll", budget_duration="7d", max_budget=10.0) + mock_prisma_client.data["budget"] = [budget] + membership = type( + "Membership", + (), + {"user_id": "member-1", "team_id": "team-1", "spend": 15.0, "budget_id": "budget-roll"}, + ) + mock_prisma_client.db.litellm_teammembership.set_find_many_results([membership]) + + asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table()) + + membership_writes = _batch_writes(mock_prisma_client, "team_membership") + assert { + "table": "team_membership", + "op": "update_many", + "where": {"budget_id": "budget-roll", "spend": {"gt": 10.0}}, + "data": {"spend": {"decrement": 10.0}}, + } in membership_writes + assert { + "table": "team_membership", + "op": "update_many", + "where": {"budget_id": "budget-roll", "spend": {"gt": 0, "lte": 10.0}}, + "data": {"spend": 0}, + } in membership_writes + counter_cache.in_memory_cache.set_cache.assert_any_call(key="spend:team_member:member-1:team-1", value=5.0, ttl=60) + + +def test_budget_cascade_carries_enduser_overage_when_rollover_enabled( + rollover_enabled, reset_budget_job, mock_prisma_client, monkeypatch +): + _make_counter_invalidation_job(monkeypatch) + budget = _budget_row(budget_id="budget-roll", budget_duration="1d", max_budget=10.0) + mock_prisma_client.data["budget"] = [budget] + mock_prisma_client.data["enduser"] = [ + type( + "EndUser", + (), + {"spend": 15.0, "litellm_budget_table": budget, "user_id": "enduser-roll", "budget_id": "budget-roll"}, + ) + ] + + asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table()) + + enduser_writes = _batch_writes(mock_prisma_client, "enduser") + assert { + "table": "enduser", + "op": "update_many", + "where": {"user_id": {"in": ["enduser-roll"]}, "spend": {"gt": 10.0}}, + "data": {"spend": {"decrement": 10.0}}, + } in enduser_writes + assert { + "table": "enduser", + "op": "update_many", + "where": {"user_id": {"in": ["enduser-roll"]}, "spend": {"lte": 10.0}}, + "data": {"spend": 0}, + } in enduser_writes + + +def _replay_spend_writes(writes, spend): + """Apply the queued update_many statements in order, the way the DB + transaction executes them, and return the row's final spend.""" + for write in writes: + condition = write["where"].get("spend") + if isinstance(condition, dict): + if "gt" in condition and not spend > condition["gt"]: + continue + if "lte" in condition and not spend <= condition["lte"]: + continue + payload = write["data"]["spend"] + spend = payload if not isinstance(payload, dict) else spend - payload["decrement"] + return spend + + +@pytest.mark.parametrize("table", ["team_membership", "enduser"]) +def test_cascade_rollover_writes_survive_sequential_execution( + rollover_enabled, reset_budget_job, mock_prisma_client, monkeypatch, table +): + """The statements run one after another inside a transaction, so a + decrement-then-zero order would re-match the decremented row (now in the + 0..cap range) and erase the carried spend. Replaying the writes in queue + order must leave the overage, for any spend between cap and twice the cap.""" + _make_counter_invalidation_job(monkeypatch) + budget = _budget_row(budget_id="budget-roll", budget_duration="7d", max_budget=10.0) + mock_prisma_client.data["budget"] = [budget] + membership = type( + "Membership", + (), + {"user_id": "member-1", "team_id": "team-1", "spend": 15.0, "budget_id": "budget-roll"}, + ) + mock_prisma_client.db.litellm_teammembership.set_find_many_results([membership]) + mock_prisma_client.data["enduser"] = [ + type( + "EndUser", + (), + {"spend": 15.0, "litellm_budget_table": budget, "user_id": "enduser-roll", "budget_id": "budget-roll"}, + ) + ] + + asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table()) + + writes = _batch_writes(mock_prisma_client, table) + assert _replay_spend_writes(writes, 15.0) == 5.0 + assert _replay_spend_writes(writes, 8.0) == 0 + assert _replay_spend_writes(writes, 25.0) == 15.0 + + +def test_budget_cascade_zeroes_everything_when_rollover_disabled(reset_budget_job, mock_prisma_client, monkeypatch): + """Control: with the flag off the cascade keeps the plain zeroing writes.""" + _make_counter_invalidation_job(monkeypatch) + budget = _budget_row(budget_id="budget-off", budget_duration="7d", max_budget=10.0) + mock_prisma_client.data["budget"] = [budget] + + asyncio.run(reset_budget_job.reset_budget_for_litellm_budget_table()) + + membership_writes = _batch_writes(mock_prisma_client, "team_membership") + assert membership_writes == [ + { + "table": "team_membership", + "op": "update_many", + "where": {"budget_id": {"in": ["budget-off"]}}, + "data": {"spend": 0}, + } + ] + + +def test_window_reset_carries_counter_overage_when_rollover_enabled(rollover_enabled, monkeypatch): + """A per-window counter at 130 against a 100 cap restarts the window at 30.""" + now = datetime.utcnow() + expired = (now - timedelta(minutes=5)).isoformat() + "Z" + key_rows = [ + { + "token": "sk-roll", + "budget_limits": [{"budget_duration": "1d", "reset_at": expired, "max_budget": 100.0}], + } + ] + job, prisma_client, spend_counter_cache = _make_reset_budget_windows_job( + monkeypatch, key_rows=key_rows, team_rows=[] + ) + spend_counter_cache.async_get_cache = AsyncMock(return_value=130.0) + + asyncio.run(job.reset_budget_windows()) + + prisma_client.db.litellm_verificationtoken.update.assert_awaited_once() + spend_counter_cache.in_memory_cache.set_cache.assert_any_call(key="spend:key:sk-roll:window:1d", value=30.0) + + +def test_window_reset_zeroes_counter_when_rollover_disabled(monkeypatch): + now = datetime.utcnow() + expired = (now - timedelta(minutes=5)).isoformat() + "Z" + key_rows = [ + { + "token": "sk-off", + "budget_limits": [{"budget_duration": "1d", "reset_at": expired, "max_budget": 100.0}], + } + ] + job, prisma_client, spend_counter_cache = _make_reset_budget_windows_job( + monkeypatch, key_rows=key_rows, team_rows=[] + ) + spend_counter_cache.async_get_cache = AsyncMock(return_value=130.0) + + asyncio.run(job.reset_budget_windows()) + + spend_counter_cache.in_memory_cache.set_cache.assert_any_call(key="spend:key:sk-off:window:1d", value=0.0) + spend_counter_cache.async_get_cache.assert_not_awaited() diff --git a/tests/test_litellm/proxy/db/test_prisma_client.py b/tests/test_litellm/proxy/db/test_prisma_client.py index b1ecbfeff8e..f0983d6bf62 100644 --- a/tests/test_litellm/proxy/db/test_prisma_client.py +++ b/tests/test_litellm/proxy/db/test_prisma_client.py @@ -215,6 +215,44 @@ def test_db_push_applies_replica_identity_full_when_requested(monkeypatch): assert applied == [True] +def test_db_push_is_rejected_when_spend_logs_is_partitioned(monkeypatch): + """A doc-partitioned LiteLLM_SpendLogs makes `prisma db push` rewrite the + primary key back to ("request_id"), which Postgres rejects; the guard must + fail fast with guidance instead of running the push.""" + from litellm.proxy.db.prisma_client import PrismaManager + from litellm_proxy_extras.utils import ( + PARTITIONED_SPEND_LOGS_PUSH_ERROR, + ProxyExtrasDBManager, + ) + + monkeypatch.setattr( + ProxyExtrasDBManager, "spend_logs_is_partitioned", staticmethod(lambda: True) + ) + with patch( # test-quality-ok: subprocess.run is the external prisma CLI boundary, asserted never reached + "litellm.proxy.db.prisma_client.subprocess.run" + ) as mock_run: + with pytest.raises(RuntimeError) as err: + PrismaManager.setup_database(use_migrate=False) + + assert str(err.value) == PARTITIONED_SPEND_LOGS_PUSH_ERROR + mock_run.assert_not_called() + + +def test_db_push_proceeds_when_spend_logs_is_not_partitioned(monkeypatch): + from litellm.proxy.db.prisma_client import PrismaManager + from litellm_proxy_extras.utils import ProxyExtrasDBManager + + monkeypatch.setattr( + ProxyExtrasDBManager, "spend_logs_is_partitioned", staticmethod(lambda: False) + ) + with patch( # test-quality-ok: subprocess.run is the external prisma CLI boundary, not SDK logic + "litellm.proxy.db.prisma_client.subprocess.run" + ) as mock_run: + assert PrismaManager.setup_database(use_migrate=False) is True + + assert mock_run.call_args[0][0][:3] == ["prisma", "db", "push"] + + def _entra_jwt(expires_in_seconds: int) -> str: """A JWT shaped like a real Entra access token, expiring ``expires_in_seconds`` from now.""" import base64 diff --git a/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py b/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py index 50a057c9b73..957f9fde645 100644 --- a/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py @@ -4415,6 +4415,69 @@ async def test_create_group_stamps_scim_provenance(mocker, scim_upsert_user_enab assert new_team_mock.call_args.kwargs["data"].metadata == {SCIM_MANAGED_TEAM_METADATA_KEY: True} +@pytest.mark.asyncio +@pytest.mark.parametrize("as_pydantic", [False, True]) +async def test_create_group_applies_default_team_params( + mocker: MockerFixture, + monkeypatch: pytest.MonkeyPatch, + scim_upsert_user_enabled: None, + as_pydantic: bool, +): + """SCIM-created teams must honor litellm_settings.default_team_params, including + models, the same way SSO auto-created teams do.""" + import litellm + from litellm.types.proxy.management_endpoints.ui_sso import DefaultTeamSSOParams + + default_params = { + "models": ["no-default-models"], + "max_budget": 25.0, + "budget_duration": "30d", + "tpm_limit": 100, + "rpm_limit": 10, + } + monkeypatch.setattr( + litellm, + "default_team_params", + DefaultTeamSSOParams(**default_params) if as_pydantic else default_params, + ) + + scim_group = SCIMGroup( + schemas=["urn:ietf:params:scim:schemas:core:2.0:Group"], + id="defaults-group", + displayName="Defaults.Apps", + members=[], + ) + + mocker.patch( # test-quality-ok: endpoint collaborators are module-level, not injectable into create_group + "litellm.proxy.management_endpoints.scim.scim_v2._get_prisma_client_or_raise_exception", + AsyncMock(return_value=_member_resolution_prisma(mocker, users=set(), teams=set())), + ) + new_team_mock = mocker.patch( # test-quality-ok: endpoint collaborators are module-level, not injectable into create_group + "litellm.proxy.management_endpoints.scim.scim_v2.new_team", + AsyncMock(return_value=mocker.MagicMock()), + ) + mocker.patch( # test-quality-ok: endpoint collaborators are module-level, not injectable into create_group + "litellm.proxy.management_endpoints.scim.scim_v2.ScimTransformations.transform_litellm_team_to_scim_group", + AsyncMock(return_value=scim_group), + ) + mocker.patch( # test-quality-ok: endpoint collaborators are module-level, not injectable into create_group + "litellm.proxy.management_endpoints.scim.scim_v2._recompute_scim_member_roles", + AsyncMock(), + ) + + await create_group(group=scim_group) + + team_request = new_team_mock.call_args.kwargs["data"] + assert team_request.models == ["no-default-models"] + assert team_request.max_budget == 25.0 + assert team_request.budget_duration == "30d" + assert team_request.tpm_limit == 100 + assert team_request.rpm_limit == 10 + assert team_request.team_id == "defaults-group" + assert team_request.team_alias == "Defaults.Apps" + assert team_request.metadata == {SCIM_MANAGED_TEAM_METADATA_KEY: True} + + @pytest.mark.asyncio async def test_update_group_stamps_scim_provenance(mocker, scim_upsert_user_enabled): """A PUT full sync adopts a team the identity provider now owns, and the stamp has diff --git a/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py index 0bad0d24be5..79d62f772bd 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py @@ -1,7 +1,9 @@ # tests/test_budget_endpoints.py +import json import types from datetime import datetime, timedelta, timezone +from typing import Final import pytest from unittest.mock import AsyncMock, MagicMock from fastapi.testclient import TestClient @@ -388,3 +390,34 @@ async def test_update_budget_duration_none_does_not_recompute(client_and_mocks): assert "budget_duration" in captured and captured["budget_duration"] is None assert "budget_reset_at" not in captured + + +@pytest.mark.asyncio +async def test_update_budget_serializes_model_max_budget_for_prisma( + client_and_mocks, monkeypatch +): + monkeypatch.setattr(ps, "premium_user", True) + + client, _, mock_table = client_and_mocks + captured: Final = _capture_update_data(mock_table) + + resp: Final = client.post( + "/budget/update", + json={ + "budget_id": "budget_per_model", + "model_max_budget": { + "gpt4o": {"budget_limit": 5.0, "time_period": "1d"}, + "glm-5.2": {"budget_limit": 7.5, "time_period": "30d"}, + }, + }, + ) + assert resp.status_code == 200, resp.text + + stored: Final = captured["model_max_budget"] + assert isinstance(stored, str), ( + f"model_max_budget must reach prisma as a JSON string, got {type(stored).__name__}" + ) + assert json.loads(stored) == { + "gpt4o": {"max_budget": 5.0, "budget_duration": "1d"}, + "glm-5.2": {"max_budget": 7.5, "budget_duration": "30d"}, + } diff --git a/tests/test_litellm/proxy/management_endpoints/test_entraid_app_roles.py b/tests/test_litellm/proxy/management_endpoints/test_entraid_app_roles.py index 2ce36b73de0..0c3fe175b48 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_entraid_app_roles.py +++ b/tests/test_litellm/proxy/management_endpoints/test_entraid_app_roles.py @@ -1,91 +1,120 @@ import jwt +import pytest -from litellm.proxy.management_endpoints.ui_sso import MicrosoftSSOHandler -from litellm.proxy.management_endpoints.types import get_litellm_user_role from litellm.proxy._types import LitellmUserRoles +from litellm.proxy.management_endpoints.ui_sso import MicrosoftSSOHandler + + +def _id_token(**claims) -> str: + """Build a signed id_token carrying the given claims.""" + payload = { + "sub": "user123", + "email": "user@company.com", + "aud": "litellm-app", + "iss": "https://login.microsoftonline.com/tenant-id/v2.0", + "exp": 9999999999, + **claims, + } + return jwt.encode(payload, "secret", algorithm="HS256") def test_extracts_proxy_admin_role_from_jwt(): """Ensure supported app roles like 'proxy_admin' are extracted from the id_token.""" - payload = { - "sub": "user123", - "email": "admin@company.com", - "app_roles": ["proxy_admin"], - "aud": "litellm-app", - "iss": "https://login.microsoftonline.com/tenant-id/v2.0", - "exp": 9999999999, - } + token = _id_token(app_roles=["proxy_admin"]) - token = jwt.encode(payload, "secret", algorithm="HS256") roles = MicrosoftSSOHandler.get_app_roles_from_id_token(token) assert roles == ["proxy_admin"] -def test_maps_internal_user_role(): - """Ensure internal_user role is correctly mapped to LitellmUserRoles.""" - payload = { - "sub": "user456", - "email": "user@company.com", - "app_roles": ["internal_user"], - "aud": "litellm-app", - "iss": "https://login.microsoftonline.com/tenant-id/v2.0", - "exp": 9999999999, - } +def test_extracts_app_roles_from_roles_claim(): + """Entra emits app role values in the `roles` claim; both spellings are read.""" + token = _id_token(roles=["internal_user"]) - token = jwt.encode(payload, "secret", algorithm="HS256") roles = MicrosoftSSOHandler.get_app_roles_from_id_token(token) - # Map to LitellmUserRoles - chosen = None - for r in roles: - mapped = get_litellm_user_role(r) - if mapped is not None: - chosen = mapped - break - - assert chosen == LitellmUserRoles.INTERNAL_USER + assert roles == ["internal_user"] -def test_maps_proxy_admin_viewer_role(): - """Ensure proxy_admin_viewer role is correctly mapped.""" - payload = { - "sub": "user789", - "email": "viewer@company.com", - "app_roles": ["proxy_admin_viewer"], - "aud": "litellm-app", - "iss": "https://login.microsoftonline.com/tenant-id/v2.0", - "exp": 9999999999, - } - - token = jwt.encode(payload, "secret", algorithm="HS256") - roles = MicrosoftSSOHandler.get_app_roles_from_id_token(token) - - chosen = None - for r in roles: - mapped = get_litellm_user_role(r) - if mapped is not None: - chosen = mapped - break - - assert chosen == LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY +@pytest.mark.parametrize( + "app_roles, expected", + [ + (["proxy_admin"], LitellmUserRoles.PROXY_ADMIN), + (["proxy_admin_viewer"], LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY), + (["internal_user"], LitellmUserRoles.INTERNAL_USER), + (["internal_user_viewer"], LitellmUserRoles.INTERNAL_USER_VIEW_ONLY), + # Case-insensitive, matching get_litellm_user_role. + (["PROXY_ADMIN_VIEWER"], LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY), + # Roles outside the privilege hierarchy still resolve. + (["org_admin"], LitellmUserRoles.ORG_ADMIN), + ], +) +def test_maps_single_app_role(app_roles, expected): + """A lone app role maps to its LitellmUserRoles equivalent.""" + assert MicrosoftSSOHandler.get_user_role_from_app_roles(app_roles) == expected -def test_defaults_to_internal_user_viewer_when_no_role(): - """Ensure default role is internal_user_viewer when no app role is present.""" - payload = { - "sub": "user_no_role", - "email": "noRole@company.com", - "aud": "litellm-app", - "iss": "https://login.microsoftonline.com/tenant-id/v2.0", - "exp": 9999999999, - } +@pytest.mark.parametrize( + "app_roles", + [ + ["internal_user", "proxy_admin_viewer"], + ["proxy_admin_viewer", "internal_user"], + ], +) +def test_highest_privilege_role_wins_regardless_of_claim_order(app_roles): + """ + A user in one group mapped to `internal_user` and another mapped to + `proxy_admin_viewer` gets the higher privilege role either way. + + Entra does not guarantee the ordering of the `roles` claim, so the resolved + role must not depend on it. + """ + assert MicrosoftSSOHandler.get_user_role_from_app_roles(app_roles) == (LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY) + + +@pytest.mark.parametrize( + "app_roles", + [ + ["internal_user", "proxy_admin_viewer", "proxy_admin"], + ["proxy_admin", "proxy_admin_viewer", "internal_user"], + ["proxy_admin_viewer", "internal_user", "proxy_admin"], + ], +) +def test_proxy_admin_beats_every_other_role(app_roles): + """proxy_admin outranks every other role in the hierarchy, in any claim order.""" + assert MicrosoftSSOHandler.get_user_role_from_app_roles(app_roles) == LitellmUserRoles.PROXY_ADMIN + + +def test_unrecognised_app_roles_are_ignored(): + """App roles that are not LitellmUserRoles values do not shadow ones that are.""" + app_roles = ["Some.Custom.Role", "msiam_access", "internal_user"] + + assert MicrosoftSSOHandler.get_user_role_from_app_roles(app_roles) == LitellmUserRoles.INTERNAL_USER + + +@pytest.mark.parametrize("app_roles", [None, [], ["msiam_access"], ["User"]]) +def test_returns_none_when_no_role_resolves(app_roles): + """ + Returning None lets the caller keep the user's stored role or apply + default_internal_user_params, rather than forcing a role. + """ + assert MicrosoftSSOHandler.get_user_role_from_app_roles(app_roles) is None + + +def test_no_role_claim_yields_no_app_roles(): + """An id_token with no role claim produces no app roles, and so no role.""" + token = _id_token() - token = jwt.encode(payload, "secret", algorithm="HS256") roles = MicrosoftSSOHandler.get_app_roles_from_id_token(token) assert roles == [] + assert MicrosoftSSOHandler.get_user_role_from_app_roles(roles) is None - # Default role would be internal_user_viewer - default_role = LitellmUserRoles.INTERNAL_USER_VIEW_ONLY - assert default_role.value == "internal_user_viewer" + +def test_end_to_end_from_id_token_to_role(): + """The id_token -> role path resolves the highest privilege role.""" + token = _id_token(roles=["internal_user", "proxy_admin_viewer"]) + + roles = MicrosoftSSOHandler.get_app_roles_from_id_token(token) + + assert MicrosoftSSOHandler.get_user_role_from_app_roles(roles) == LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py index a37c4f72b3d..6045b64023d 100644 --- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py +++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py @@ -730,6 +730,68 @@ async def test_update_key_personal_non_admin_denied_vector_stores(monkeypatch): assert "Vector stores" in str(exc.value.detail) +@pytest.mark.asyncio +async def test_update_key_grandfathers_existing_mcp_servers(monkeypatch): + """/key/update on a team key that already holds MCP servers outside the + team allowlist must accept re-sent or shrunk grants (LIT-6062). The wrapper + must pass the existing key's object_permission row into the validator when + the team is unchanged.""" + from unittest.mock import AsyncMock, MagicMock + + from litellm.proxy._types import ( + LiteLLM_ObjectPermissionBase, + UpdateKeyRequest, + ) + from litellm.proxy.management_endpoints.key_management_endpoints import ( + _validate_mcp_servers_for_key_update, + ) + + existing_row = MagicMock() + existing_row.mcp_servers = ["server-a", "server-b"] + existing_row.mcp_tool_permissions = {} + mock_prisma = MagicMock() + mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=[]) + + team_obj = MagicMock() + team_obj.team_id = "team-1" + team_obj.object_permission = None + + existing_key_row = MagicMock( + team_id="team-1", + object_permission_id="perm-1", + object_permission=existing_row, + ) + + mock_server_a = MagicMock() + mock_server_a.server_id = "server-a" + mock_server_b = MagicMock() + mock_server_b.server_id = "server-b" + mock_mgr = MagicMock() + mock_mgr.get_registry.return_value = { + "server-a": mock_server_a, + "server-b": mock_server_b, + } + mock_mgr.get_allow_all_keys_server_ids.return_value = [] + monkeypatch.setattr( + "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager", + mock_mgr, + ) + + result = await _validate_mcp_servers_for_key_update( + data=UpdateKeyRequest( + key="sk-team-key", + object_permission=LiteLLM_ObjectPermissionBase(mcp_servers=["server-a"]), + ), + team_obj=team_obj, + existing_key_row=existing_key_row, + prisma_client=mock_prisma, + user_api_key_cache=MagicMock(), + is_proxy_admin=False, + ) + assert result is not None + assert result["mcp_servers"] == ["server-a"] + + @pytest.mark.asyncio async def test_update_key_personal_non_admin_denied_access_groups( monkeypatch, @@ -6552,7 +6614,7 @@ async def test_get_and_validate_existing_key(): assert result == mock_key mock_prisma_client.db.litellm_verificationtoken.find_unique.assert_called_once_with( - where={"token": "hashed-test-key-123"} + where={"token": "hashed-test-key-123"}, include={"object_permission": True} ) # Test Case 2: Key not found raises ProxyException diff --git a/tests/test_litellm/proxy/management_helpers/test_object_permission_utils.py b/tests/test_litellm/proxy/management_helpers/test_object_permission_utils.py index b129ad0f659..5ef83344c1a 100644 --- a/tests/test_litellm/proxy/management_helpers/test_object_permission_utils.py +++ b/tests/test_litellm/proxy/management_helpers/test_object_permission_utils.py @@ -1213,6 +1213,124 @@ async def test_empty_object_permission_passes_for_personal_non_admin(): ) +# ---- Tests for grandfathering existing key MCP servers on /key/update (LIT-6062) ---- + + +def _make_grandfather_fixtures(mcp_servers=None, mcp_tool_permissions=None): + """Mock prisma client plus the key's existing object permission row.""" + existing_row = MagicMock() + existing_row.mcp_servers = mcp_servers or [] + existing_row.mcp_tool_permissions = mcp_tool_permissions or {} + mock_prisma = MagicMock() + mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=[]) + return mock_prisma, existing_row + + +def _patch_grandfather_env(monkeypatch, mock_mgr): + monkeypatch.setattr( + "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager", + mock_mgr, + ) + monkeypatch.setattr( + "litellm.proxy.management_helpers.object_permission_utils._get_allow_all_keys_server_ids", + lambda: set(), + ) + + +@pytest.mark.asyncio +async def test_validate_key_update_grandfathers_existing_servers(monkeypatch): + """A key already holding servers outside the team allowlist can re-send or + shrink those grants on /key/update without a 403 (LIT-6062).""" + _patch_grandfather_env(monkeypatch, _make_mock_mcp_manager("server-a", "server-b")) + team_obj = _make_team_obj(mcp_servers=[]) + mock_prisma, existing_row = _make_grandfather_fixtures(mcp_servers=["server-a", "server-b"]) + resend = await validate_key_mcp_servers_against_team( + object_permission={"mcp_servers": ["server-a", "server-b"]}, + team_obj=team_obj, + prisma_client=mock_prisma, + existing_key_object_permission=existing_row, + ) + assert sorted(resend["mcp_servers"]) == ["server-a", "server-b"] + shrink = await validate_key_mcp_servers_against_team( + object_permission={"mcp_servers": ["server-a"]}, + team_obj=team_obj, + prisma_client=mock_prisma, + existing_key_object_permission=existing_row, + ) + assert shrink["mcp_servers"] == ["server-a"] + + +@pytest.mark.asyncio +async def test_validate_key_update_grandfather_does_not_allow_new_servers(monkeypatch): + """Grandfathering only covers servers the key already holds; adding a new + server outside the team allowlist still raises 403.""" + _patch_grandfather_env(monkeypatch, _make_mock_mcp_manager("server-a", "server-new")) + team_obj = _make_team_obj(mcp_servers=[]) + mock_prisma, existing_row = _make_grandfather_fixtures(mcp_servers=["server-a"]) + with pytest.raises(HTTPException) as exc_info: + await validate_key_mcp_servers_against_team( + object_permission={"mcp_servers": ["server-a", "server-new"]}, + team_obj=team_obj, + prisma_client=mock_prisma, + existing_key_object_permission=existing_row, + ) + assert exc_info.value.status_code == 403 + assert "server-new" in str(exc_info.value.detail) + + +@pytest.mark.asyncio +async def test_validate_key_update_without_existing_permission_still_raises(monkeypatch): + """Without an existing permission row (new grants or team change) the + subset check stays strict.""" + _patch_grandfather_env(monkeypatch, _make_mock_mcp_manager("server-a")) + team_obj = _make_team_obj(mcp_servers=[]) + mock_prisma, _ = _make_grandfather_fixtures(mcp_servers=["server-a"]) + with pytest.raises(HTTPException) as exc_info: + await validate_key_mcp_servers_against_team( + object_permission={"mcp_servers": ["server-a"]}, + team_obj=team_obj, + prisma_client=mock_prisma, + existing_key_object_permission=None, + ) + assert exc_info.value.status_code == 403 + + +@pytest.mark.asyncio +async def test_validate_key_update_grandfathers_tool_permission_keys(monkeypatch): + """Servers granted only via mcp_tool_permissions keys on the existing row + (stored as a JSON string) are grandfathered too.""" + _patch_grandfather_env(monkeypatch, _make_mock_mcp_manager("server-a")) + team_obj = _make_team_obj(mcp_servers=[]) + mock_prisma, existing_row = _make_grandfather_fixtures( + mcp_tool_permissions=json.dumps({"server-a": ["tool1"]}) + ) + result = await validate_key_mcp_servers_against_team( + object_permission={"mcp_servers": ["server-a"]}, + team_obj=team_obj, + prisma_client=mock_prisma, + existing_key_object_permission=existing_row, + ) + assert result["mcp_servers"] == ["server-a"] + + +@pytest.mark.asyncio +async def test_validate_key_update_sentinels_do_not_grandfather(monkeypatch): + """Sentinels stored on the existing row must not grandfather anything.""" + _patch_grandfather_env(monkeypatch, _make_mock_mcp_manager("server-a")) + team_obj = _make_team_obj(mcp_servers=[]) + mock_prisma, existing_row = _make_grandfather_fixtures( + mcp_servers=[SpecialMCPServerName.all_proxy_servers.value, "no-mcp-servers"] + ) + with pytest.raises(HTTPException) as exc_info: + await validate_key_mcp_servers_against_team( + object_permission={"mcp_servers": ["server-a"]}, + team_obj=team_obj, + prisma_client=mock_prisma, + existing_key_object_permission=existing_row, + ) + assert exc_info.value.status_code == 403 + + def test_object_permission_dict_mirrors_pydantic_model(): """ObjectPermissionDict must stay field-for-field aligned with LiteLLM_ObjectPermissionBase. If a new field is added to the Pydantic diff --git a/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py b/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py index 688b739fb5a..b5792ac7572 100644 --- a/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py +++ b/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py @@ -79,7 +79,7 @@ async def test_delete_prompt_success(): # 2. Memory deletion should use base ID mock_registry.delete_prompts_by_base_id.assert_called_once_with( - expected_base_id + expected_base_id, environment=None ) assert response == { @@ -150,7 +150,7 @@ async def test_delete_prompt_by_base_id_success(): # 2. Memory deletion should use base ID mock_registry.delete_prompts_by_base_id.assert_called_once_with( - expected_base_id + expected_base_id, environment=None ) assert response == { @@ -158,6 +158,37 @@ async def test_delete_prompt_by_base_id_success(): } +@pytest.mark.asyncio +async def test_delete_prompt_environment_scope_reaches_db_and_registry(): + from litellm.proxy.prompts.prompt_endpoints import delete_prompt + + mock_user_auth = UserAPIKeyAuth(api_key="sk-1234", user_role=LitellmUserRoles.PROXY_ADMIN) + mock_prisma_client = MagicMock() + mock_prisma_client.db.litellm_prompttable.delete_many = AsyncMock(return_value=None) + + with patch( # test-quality-ok: stubs the collaborator so the test pins what the endpoint deletes + "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY" + ) as mock_registry: + mock_registry.get_prompt_by_id.return_value = PromptSpec( + prompt_id="test_prompt.v2", + litellm_params=PromptLiteLLMParams(prompt_id="test_prompt", prompt_integration="dotprompt"), + prompt_info=PromptInfo(prompt_type="db"), + ) + + with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client): # test-quality-ok: proxy_server module global is the endpoint's only injection point + response = await delete_prompt( + prompt_id="test_prompt.v2", + environment="production", + user_api_key_dict=mock_user_auth, + ) + + mock_prisma_client.db.litellm_prompttable.delete_many.assert_called_once_with( + where={"prompt_id": "test_prompt", "environment": "production"} + ) + mock_registry.delete_prompts_by_base_id.assert_called_once_with("test_prompt", environment="production") + assert response == {"message": "Prompt test_prompt deleted successfully from production"} + + @pytest.mark.asyncio async def test_get_prompt_info_by_base_id(): """ diff --git a/tests/test_litellm/proxy/prompts/test_prompt_registry.py b/tests/test_litellm/proxy/prompts/test_prompt_registry.py index 47f1ba13627..3008821974e 100644 --- a/tests/test_litellm/proxy/prompts/test_prompt_registry.py +++ b/tests/test_litellm/proxy/prompts/test_prompt_registry.py @@ -88,3 +88,55 @@ def test_reload_prompt_keeps_the_old_template_when_the_replacement_fails(isolate assert registry.get_prompt_callback_by_id("greeting.v1") is old_callback assert _served_content(registry) == "begin every reply with AHOY" assert isolated_callbacks == [old_callback] + + +def _versioned_prompt_spec(version: int, environment: str) -> PromptSpec: + return PromptSpec( + prompt_id=f"greeting.v{version}", + litellm_params=PromptLiteLLMParams( + prompt_id="greeting", + prompt_integration="dotprompt", + prompt_data={"content": f"begin every reply with AHOY v{version}", "metadata": {}}, + ), + prompt_info=PromptInfo(prompt_type="db", environment=environment), + version=version, + environment=environment, + ) + + +def test_delete_prompts_by_base_id_removes_the_callbacks_from_litellm_callbacks(isolated_callbacks: list) -> None: + registry = InMemoryPromptRegistry() + registry.initialize_prompt(prompt=_versioned_prompt_spec(1, "development")) + registry.initialize_prompt(prompt=_versioned_prompt_spec(2, "development")) + assert len(isolated_callbacks) == 1 + + deleted = registry.delete_prompts_by_base_id("greeting") + + assert sorted(deleted) == ["greeting.v1", "greeting.v2"] + assert registry.get_prompt_by_id("greeting.v1") is None + assert registry.get_prompt_callback_by_id("greeting.v2") is None + assert isolated_callbacks == [] + + +def test_delete_prompts_by_base_id_environment_scope_keeps_other_environments(isolated_callbacks: list) -> None: + registry = InMemoryPromptRegistry() + registry.initialize_prompt(prompt=_versioned_prompt_spec(1, "development")) + registry.initialize_prompt(prompt=_versioned_prompt_spec(2, "production")) + production_callback = registry.get_prompt_callback_by_id("greeting.v2") + + deleted = registry.delete_prompts_by_base_id("greeting", environment="development") + + assert deleted == ["greeting.v1"] + assert registry.get_prompt_by_id("greeting.v1") is None + assert registry.get_prompt_by_id("greeting.v2") is not None + assert registry.get_prompt_callback_by_id("greeting.v2") is production_callback + + +def test_remove_prompt_is_a_no_op_for_an_unknown_id(isolated_callbacks: list) -> None: + registry = InMemoryPromptRegistry() + registry.initialize_prompt(prompt=_versioned_prompt_spec(1, "development")) + + registry.remove_prompt(prompt_id="not_there.v1") + + assert registry.get_prompt_by_id("greeting.v1") is not None + assert len(isolated_callbacks) == 1 diff --git a/tests/test_litellm/proxy/proxy_server/test_background_health.py b/tests/test_litellm/proxy/proxy_server/test_background_health.py index d5a97c0a087..990844369f7 100644 --- a/tests/test_litellm/proxy/proxy_server/test_background_health.py +++ b/tests/test_litellm/proxy/proxy_server/test_background_health.py @@ -581,3 +581,73 @@ async def test_run_background_health_check_runs_one_cycle_then_cancels(monkeypat "unhealthy_count": 1, "sleep_invoked": True, } + + +@pytest.mark.asyncio +async def test_run_background_health_check_probes_only_listed_model_groups(monkeypatch): + monkeypatch.setattr(proxy_server, "health_check_interval", 60) + monkeypatch.setattr(proxy_server, "health_check_concurrency", 1) + monkeypatch.setattr(proxy_server, "health_check_details", True) + monkeypatch.setattr(proxy_server, "use_shared_health_check", False) + monkeypatch.setattr(proxy_server, "redis_usage_cache", None) + monkeypatch.setattr(proxy_server, "prisma_client", None) + monkeypatch.setattr(proxy_server, "background_health_check_loop_active", False) + monkeypatch.setattr( + proxy_server, + "llm_router", + SimpleNamespace(background_health_check_model_groups=frozenset({"prod-openai"})), + ) + monkeypatch.setattr( + proxy_server, + "llm_model_list", + [ + {"model_name": "prod-openai", "model_info": {"id": "listed-1"}}, + {"model_name": "prod-openai", "model_info": {"id": "listed-2"}}, + {"model_name": "internal-claude", "model_info": {"id": "unlisted-1"}}, + { + "model_name": "prod-openai", + "model_info": { + "id": "listed-disabled", + "disable_background_health_check": True, + }, + }, + ], + ) + monkeypatch.setattr( + proxy_server, + "health_check_results", + {"healthy_endpoints": [], "unhealthy_endpoints": []}, + ) + + probed = {} + + async def _fake_direct(model_list, *_a, **_kw): + probed["ids"] = [m["model_info"]["id"] for m in model_list] + return ([], [], {}) + + monkeypatch.setattr( + proxy_server, + "_run_direct_health_check_with_instrumentation", + _fake_direct, + ) + monkeypatch.setattr( + proxy_server, "_schedule_background_health_check_db_save", lambda *a, **kw: None + ) + monkeypatch.setattr( + proxy_server, "_write_health_state_to_router_cache", lambda *a, **kw: None + ) + monkeypatch.setattr( + proxy_server, + "health_check_filter_kwargs_from_general_settings", + lambda _gs: {}, + ) + + async def _stop_sleep(_seconds): + raise asyncio.CancelledError() + + monkeypatch.setattr(proxy_server.asyncio, "sleep", _stop_sleep) + + with pytest.raises(asyncio.CancelledError): + await _run_background_health_check() + + assert probed["ids"] == ["listed-1", "listed-2"] diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py index 8c15ead8983..19ceb3d3d1f 100644 --- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py +++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py @@ -1,6 +1,7 @@ import asyncio import collections import datetime +import hashlib import json import re from datetime import timezone @@ -96,6 +97,7 @@ def _reconstruct_ui_where_from_sql(sql_query, params): msg = re.search(r"error_message' LIKE \$(\d+)", cond) sess = re.fullmatch(r"session_id LIKE \$(\d+)", cond) status = re.fullmatch(r"status = \$(\d+)", cond) + api_key_not_in = re.fullmatch(r"api_key NOT IN \(\$(\d+), \$(\d+)\)", cond) if gte: date_bounds["gte"] = _iso(params[int(gte.group(1)) - 1]) elif lte: @@ -104,10 +106,19 @@ def _reconstruct_ui_where_from_sql(sql_query, params): where["OR"] = where.get("OR", []) + [{"multi_team": True}] elif "status = 'success'" in cond: where["OR"] = where.get("OR", []) + [{"status": "success"}] + elif cond == "LOWER(cache_hit) = 'true'": + where["cache_hit"] = "hit" + elif cond == "(cache_hit IS NULL OR LOWER(cache_hit) != 'true')": + where["cache_hit"] = "miss" elif sess: where["session_id"] = {"contains": str(params[int(sess.group(1)) - 1]).strip("%")} elif status: where["status"] = {"equals": params[int(status.group(1)) - 1]} + elif api_key_not_in: + where["api_key_not_in"] = [ + params[int(api_key_not_in.group(1)) - 1], + params[int(api_key_not_in.group(2)) - 1], + ] elif alias: metadata_conds.append( { @@ -196,6 +207,7 @@ def make_ui_spend_logs_mock_prisma(mock_spend_logs, filter_fn, team_lookup_fn=No return MockPrismaClient() +from litellm.constants import LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME from litellm.proxy._types import ( LitellmUserRoles, Member, @@ -1256,6 +1268,140 @@ async def test_ui_view_spend_logs_with_team_id(client, monkeypatch): app.dependency_overrides.pop(ps.user_api_key_auth, None) +_HEALTH_CHECK_HASHED_API_KEY = hashlib.sha256(LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME.encode()).hexdigest() + + +def _spend_logs_with_health_check_rows(): + now = datetime.datetime.now(timezone.utc).isoformat() + return [ + { + "id": "log1", + "request_id": "req1", + "api_key": "sk-test-key", + "user": "test_user_1", + "team_id": None, + "spend": 0.05, + "startTime": now, + "model": "gpt-4", + }, + { + "id": "log2", + "request_id": "req2", + "api_key": _HEALTH_CHECK_HASHED_API_KEY, + "user": None, + "team_id": LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME, + "spend": 0.0, + "startTime": now, + "model": "gpt-4", + }, + { + "id": "log3", + "request_id": "req3", + "api_key": LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME, + "user": None, + "team_id": LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME, + "spend": 0.0, + "startTime": now, + "model": "gpt-4", + }, + ] + + +@pytest.mark.asyncio +async def test_ui_view_spend_logs_exclude_internal_health_checks(client, monkeypatch): + mock_spend_logs = _spend_logs_with_health_check_rows() + + def filter_health_checks(where): + excluded = where.get("api_key_not_in") + if excluded is None: + return mock_spend_logs + return [log for log in mock_spend_logs if log["api_key"] not in excluded] + + observed_queries = [] + + def observe_query(sql_query, params): + if 'FROM "LiteLLM_SpendLogs"' in sql_query: + observed_queries.append((sql_query, params)) + + monkeypatch.setattr( + "litellm.proxy.proxy_server.prisma_client", + make_ui_spend_logs_mock_prisma(mock_spend_logs, filter_health_checks, query_observer=observe_query), + ) + app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth( + user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user" + ) + + try: + start_date, end_date = _default_date_range() + response = client.get( + "/spend/logs/ui", + params={ + "exclude_internal_health_checks": "true", + "start_date": start_date, + "end_date": end_date, + }, + headers={"Authorization": "Bearer sk-test"}, + ) + + assert response.status_code == 200 + data = response.json() + assert data["total"] == 1 + assert [row["request_id"] for row in data["data"]] == ["req1"] + + page_sql, page_params = next((sql, params) for sql, params in observed_queries if "ORDER BY" in sql) + not_in = re.search(r"api_key NOT IN \(\$(\d+), \$(\d+)\)", page_sql) + assert not_in is not None + assert LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME not in page_sql + assert _HEALTH_CHECK_HASHED_API_KEY not in page_sql + assert { + page_params[int(not_in.group(1)) - 1], + page_params[int(not_in.group(2)) - 1], + } == {LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME, _HEALTH_CHECK_HASHED_API_KEY} + finally: + app.dependency_overrides.pop(ps.user_api_key_auth, None) + + +@pytest.mark.asyncio +async def test_ui_view_spend_logs_includes_internal_health_checks_by_default(client, monkeypatch): + mock_spend_logs = _spend_logs_with_health_check_rows() + + def filter_health_checks(where): + excluded = where.get("api_key_not_in") + if excluded is None: + return mock_spend_logs + return [log for log in mock_spend_logs if log["api_key"] not in excluded] + + observed_queries = [] + + def observe_query(sql_query, params): + if 'FROM "LiteLLM_SpendLogs"' in sql_query: + observed_queries.append((sql_query, params)) + + monkeypatch.setattr( + "litellm.proxy.proxy_server.prisma_client", + make_ui_spend_logs_mock_prisma(mock_spend_logs, filter_health_checks, query_observer=observe_query), + ) + app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth( + user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user" + ) + + try: + start_date, end_date = _default_date_range() + response = client.get( + "/spend/logs/ui", + params={"start_date": start_date, "end_date": end_date}, + headers={"Authorization": "Bearer sk-test"}, + ) + + assert response.status_code == 200 + data = response.json() + assert data["total"] == 3 + assert [row["request_id"] for row in data["data"]] == ["req1", "req2", "req3"] + assert all("NOT IN" not in sql for sql, _ in observed_queries) + finally: + app.dependency_overrides.pop(ps.user_api_key_auth, None) + + @pytest.mark.asyncio async def test_ui_view_spend_logs_internal_user_scoped_without_user_id( client, monkeypatch @@ -2302,6 +2448,96 @@ async def test_ui_view_spend_logs_with_status(client, monkeypatch): app.dependency_overrides.pop(ps.user_api_key_auth, None) +@pytest.mark.asyncio +async def test_ui_view_spend_logs_with_cache_hit_filter(client, monkeypatch): + base = { + "api_key": "sk-test-key", + "user": "test_user_1", + "team_id": "team1", + "spend": 0.05, + "startTime": datetime.datetime.now(timezone.utc).isoformat(), + "model": "gpt-4", + "status": "success", + } + mock_spend_logs = [ + {**base, "id": "log1", "request_id": "req-hit", "cache_hit": "True"}, + {**base, "id": "log2", "request_id": "req-miss", "cache_hit": "False"}, + {**base, "id": "log3", "request_id": "req-legacy", "cache_hit": "None"}, + {**base, "id": "log4", "request_id": "req-null", "cache_hit": None}, + ] + + def filter_by_cache(where): + cache_filter = where.get("cache_hit") + if cache_filter == "hit": + return [log for log in mock_spend_logs if str(log["cache_hit"]).lower() == "true"] + if cache_filter == "miss": + return [log for log in mock_spend_logs if str(log["cache_hit"]).lower() != "true"] + return mock_spend_logs + + monkeypatch.setattr( + "litellm.proxy.proxy_server.prisma_client", + make_ui_spend_logs_mock_prisma(mock_spend_logs, filter_by_cache), + ) + + start_date, end_date = _default_date_range() + + app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth( + user_role=LitellmUserRoles.PROXY_ADMIN + ) + try: + response = client.get( + "/spend/logs/ui", + params={ + "cache_hit_filter": "hit", + "start_date": start_date, + "end_date": end_date, + }, + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 200 + data = response.json() + assert data["total"] == 1 + assert [row["request_id"] for row in data["data"]] == ["req-hit"] + + response = client.get( + "/spend/logs/ui", + params={ + "cache_hit_filter": "miss", + "start_date": start_date, + "end_date": end_date, + }, + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 200 + data = response.json() + assert data["total"] == 3 + assert [row["request_id"] for row in data["data"]] == ["req-miss", "req-legacy", "req-null"] + + response = client.get( + "/spend/logs/ui", + params={ + "start_date": start_date, + "end_date": end_date, + }, + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 200 + assert response.json()["total"] == 4 + + response = client.get( + "/spend/logs/ui", + params={ + "cache_hit_filter": "invalid", + "start_date": start_date, + "end_date": end_date, + }, + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 400 + finally: + app.dependency_overrides.pop(ps.user_api_key_auth, None) + + @pytest.mark.asyncio async def test_ui_view_spend_logs_with_model(client, monkeypatch): mock_spend_logs = [ @@ -3135,6 +3371,90 @@ async def test_view_spend_logs_summarize_parameter(client, monkeypatch): app.dependency_overrides.pop(ps.user_api_key_auth, None) +@pytest.mark.asyncio +async def test_view_spend_logs_bounds_row_count(client, monkeypatch): + """Every /spend/logs read path must send take=SPEND_LOGS_PAGINATION_COUNT_CAP to Prisma (LIT-6284).""" + captured_find_many_kwargs = [] + + class MockDB: + def __init__(self): + self.litellm_spendlogs = self + self.available_rows = 0 + + async def find_many(self, *args, **kwargs): + captured_find_many_kwargs.append(kwargs) + return [{}] * min(kwargs.get("take", 0), self.available_rows) + + class MockPrismaClient: + def __init__(self): + self.db = MockDB() + + def hash_token(self, token): + return f"hashed-{token}" + + mock_prisma_client = MockPrismaClient() + monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client) + app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth( + user_role=LitellmUserRoles.PROXY_ADMIN + ) + start_date = ( + datetime.datetime.now(timezone.utc) - datetime.timedelta(days=2) + ).strftime("%Y-%m-%d") + end_date = datetime.datetime.now(timezone.utc).strftime("%Y-%m-%d") + try: + response = client.get( + "/spend/logs", + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 200 + assert ( + captured_find_many_kwargs[-1].get("take") + == spend_management_endpoints.SPEND_LOGS_PAGINATION_COUNT_CAP + ) + assert "x-litellm-spend-logs-truncated" not in response.headers + + response = client.get( + "/spend/logs", + params={"user_id": "test-user"}, + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 200 + assert captured_find_many_kwargs[-1].get("where") == {"user": "test-user"} + assert ( + captured_find_many_kwargs[-1].get("take") + == spend_management_endpoints.SPEND_LOGS_PAGINATION_COUNT_CAP + ) + + response = client.get( + "/spend/logs", + params={ + "start_date": start_date, + "end_date": end_date, + "summarize": "false", + }, + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 200 + assert "startTime" in captured_find_many_kwargs[-1].get("where", {}) + assert ( + captured_find_many_kwargs[-1].get("take") + == spend_management_endpoints.SPEND_LOGS_PAGINATION_COUNT_CAP + ) + + mock_prisma_client.db.available_rows = ( + spend_management_endpoints.SPEND_LOGS_PAGINATION_COUNT_CAP + ) + response = client.get( + "/spend/logs", + headers={"Authorization": "Bearer sk-test"}, + ) + assert response.status_code == 200 + assert len(response.json()) == spend_management_endpoints.SPEND_LOGS_PAGINATION_COUNT_CAP + assert response.headers["x-litellm-spend-logs-truncated"] == "true" + finally: + app.dependency_overrides.pop(ps.user_api_key_auth, None) + + @pytest.mark.asyncio async def test_view_spend_tags(client, monkeypatch): """Test the /spend/tags endpoint""" diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py index 5b9d591ea56..29d199ebc6f 100644 --- a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py +++ b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py @@ -3274,6 +3274,82 @@ def test_user_traffic_carries_no_internal_call_origin(): assert metadata["internal_call_origin"] is None +def _spend_log_for_call_type( + call_type: str, internal_call_origin: str | None = None, background: bool | None = None +) -> dict: + from litellm.types.llms.openai import ResponsesAPIResponse + + return cast( + dict, + get_logging_payload( + kwargs={ + "model": "gpt-4o", + "call_type": call_type, + "response_cost": 0.0, + "litellm_params": { + "metadata": { + "user_api_key": "test-key", + "internal_call_origin": internal_call_origin, + } + }, + }, + response_obj=ResponsesAPIResponse( + id="resp_lit5602", + created_at=1234567890, + model="gpt-4o", + output=[], + usage={"input_tokens": 4000, "output_tokens": 2000, "total_tokens": 6000}, + background=background, + ), + start_time=datetime.datetime.now(timezone.utc), + end_time=datetime.datetime.now(timezone.utc), + ), + ) + + +def test_spend_log_for_response_retrieval_does_not_replay_the_created_responses_tokens(): + """A retrieved response carries the usage of the call that created it, so counting it again + bills the same tokens twice. Regression test for LIT-5602.""" + payload = _spend_log_for_call_type("aget_responses") + + assert payload["prompt_tokens"] == 0 + assert payload["completion_tokens"] == 0 + assert payload["total_tokens"] == 0 + assert payload["spend"] == 0.0 + + +def test_spend_log_for_background_response_cost_poll_counts_tokens(): + """The poller's read is where a background job's usage first shows up, so dropping it there + leaves the job unbilled forever.""" + payload = _spend_log_for_call_type("aget_responses", internal_call_origin="background_response_cost_poll") + + assert payload["total_tokens"] == 6000 + + +def test_spend_log_for_background_response_retrieval_counts_tokens(): + """A background create answers queued carrying no usage, so its retrieval is the first and only + place the job's tokens are ever visible. Zeroing that read bills the whole job nothing on any + proxy that is not running the enterprise cost poller.""" + payload = _spend_log_for_call_type("aget_responses", background=True) + + assert payload["total_tokens"] == 6000 + + +def test_spend_log_for_foreground_response_retrieval_still_counts_nothing(): + """Guards the test above against a blanket exemption: an explicit background=false read was + already billed by its create and must stay at zero.""" + payload = _spend_log_for_call_type("aget_responses", background=False) + + assert payload["total_tokens"] == 0 + + +def test_spend_log_for_response_creation_still_counts_tokens(): + """Guards the test above: the same response object must still be counted on the create path.""" + payload = _spend_log_for_call_type("aresponses") + + assert payload["total_tokens"] == 6000 + + REDACTED_RESPONSE_PLACEHOLDER: Final = {"text": "redacted-by-litellm"} CONSTANT_ID_FROM_HASHED_PLACEHOLDER: Final = "00fcbef15a3b0097e14b0ca016ed30a0" diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py index 6c55765a744..64318778bc2 100644 --- a/tests/test_litellm/proxy/test_common_request_processing.py +++ b/tests/test_litellm/proxy/test_common_request_processing.py @@ -26,6 +26,7 @@ from litellm.proxy.common_request_processing import ( _ClientDisconnectedBeforeFirstChunk, _extract_error_from_sse_chunk, _get_cost_breakdown_from_logging_obj, + CostBreakdownHeaderValues, _has_attribute_error_in_chain, _is_azure_model_router_request, open_sse_before_first_byte, @@ -5018,6 +5019,169 @@ class TestResponseCostHeaderForTypedDictResponses: assert fastapi_response.headers["x-litellm-response-cost"] == "0.00123" +class TestCostHeadersForCallsPricedAtZero: + """ + Regression for LIT-5602. Pricing responses reads and vector-store management routes at + zero dropped the entire x-litellm-response-cost family off those replies: the header + build reads a falsy zero as "this response never recorded a cost" and filters it out, + and a call that returns before pricing stores no cost breakdown for the component + headers to read. A client parsing the cost off a read got a KeyError where it had + previously been handed a number. Those calls now advertise the whole family at zero. + """ + + @staticmethod + def _responses_read(*, background=False): + from litellm.types.llms.openai import ResponsesAPIResponse + + return ResponsesAPIResponse( + id="resp_lit5602", + created_at=0, + model="gpt-4.1-mini", + object="response", + output=[], + status="completed", + background=background, + usage={"input_tokens": 10, "output_tokens": 5, "total_tokens": 15}, + ) + + @staticmethod + def _logging_obj(*, call_type, recovered_cost=0.0): + logging_obj = MagicMock() + logging_obj.litellm_call_id = "call-lit5602" + logging_obj.call_type = call_type + logging_obj.litellm_params = {} + logging_obj.cost_breakdown = None + logging_obj.model_call_details = {"response_cost": recovered_cost} + logging_obj._response_cost_calculator = MagicMock(return_value=recovered_cost) + logging_obj._enqueue_deferred_logging = None + logging_obj._on_deferred_stream_complete = None + return logging_obj + + async def _drive(self, *, monkeypatch, response, logging_obj, route_type): + import litellm.proxy.common_request_processing as crp + from litellm.proxy._types import UserAPIKeyAuth as RealUserAPIKeyAuth + + async def fake_route_request(**kwargs): + async def _llm_call(): + return response + + return _llm_call() + + monkeypatch.setattr(crp, "route_request", fake_route_request) + + async def fake_post_call_success_hook(data, user_api_key_dict, response): + return response + + proxy_logging_obj = MagicMock(spec=ProxyLogging) + proxy_logging_obj.during_call_hook = AsyncMock(return_value=None) + proxy_logging_obj.update_request_status = AsyncMock(return_value=None) + proxy_logging_obj.post_call_response_headers_hook = AsyncMock(return_value={}) + proxy_logging_obj.post_call_success_hook = fake_post_call_success_hook + + fastapi_response = Response() + processing_obj = ProxyBaseLLMRequestProcessing(data={"litellm_logging_obj": logging_obj}) + + with patch.object( + ProxyBaseLLMRequestProcessing, "_has_post_call_guardrails", return_value=False + ): + await processing_obj.base_process_llm_request( + request=MagicMock(spec=Request, headers={}), + fastapi_response=fastapi_response, + user_api_key_dict=RealUserAPIKeyAuth(api_key="sk-test"), + route_type=route_type, + proxy_logging_obj=proxy_logging_obj, + general_settings={}, + proxy_config=MagicMock(spec=ProxyConfig), + select_data_generator=None, + llm_router=None, + skip_pre_call_logic=True, + ) + return fastapi_response + + @pytest.mark.asyncio + async def test_responses_read_emits_the_cost_header_family_at_zero(self, monkeypatch): + fastapi_response = await self._drive( + monkeypatch=monkeypatch, + response=self._responses_read(), + logging_obj=self._logging_obj(call_type="aget_responses"), + route_type="aget_responses", + ) + + assert fastapi_response.headers["x-litellm-response-cost"] == "0.0" + for component in ( + "original", + "discount-amount", + "margin-amount", + "margin-percent", + "input", + "output", + "tool-usage", + ): + assert fastapi_response.headers[f"x-litellm-response-cost-{component}"] == "0.0" + + @pytest.mark.asyncio + async def test_reading_a_background_response_keeps_its_real_cost(self, monkeypatch): + fastapi_response = await self._drive( + monkeypatch=monkeypatch, + response=self._responses_read(background=True), + logging_obj=self._logging_obj(call_type="aget_responses", recovered_cost=0.00042), + route_type="aget_responses", + ) + + assert float(fastapi_response.headers["x-litellm-response-cost"]) == pytest.approx(0.00042) + + @pytest.mark.asyncio + async def test_an_inference_call_without_a_recorded_cost_still_omits_the_header(self, monkeypatch): + """A chat completion has no zero-priced route, so a falsy cost there means the cost was + never recorded and the header stays absent rather than advertising a made-up zero.""" + fastapi_response = await self._drive( + monkeypatch=monkeypatch, + response=SimpleNamespace(_hidden_params={}), + logging_obj=self._logging_obj(call_type="acompletion"), + route_type="acompletion", + ) + + assert "x-litellm-response-cost" not in fastapi_response.headers + + def test_cost_breakdown_reports_zero_components_for_a_call_priced_at_zero(self): + breakdown = _get_cost_breakdown_from_logging_obj( + litellm_logging_obj=self._logging_obj(call_type="aget_responses") + ) + + assert breakdown.original_cost == 0.0 + assert breakdown.input_cost == 0.0 + assert breakdown.output_cost == 0.0 + assert breakdown.tool_usage_cost == 0.0 + + def test_cost_breakdown_stays_empty_for_an_inference_call(self): + breakdown = _get_cost_breakdown_from_logging_obj( + litellm_logging_obj=self._logging_obj(call_type="acompletion") + ) + + assert breakdown == CostBreakdownHeaderValues() + + def test_cost_breakdown_never_zeroes_the_split_under_a_real_total(self): + """Reading a background response prices normally, so a breakdown that has not landed by the + time headers are built is reported as absent rather than as a zero split contradicting the + real total alongside it.""" + breakdown = _get_cost_breakdown_from_logging_obj( + litellm_logging_obj=self._logging_obj(call_type="aget_responses"), + response_cost=1.96e-05, + ) + + assert breakdown == CostBreakdownHeaderValues() + + def test_cost_breakdown_reports_zero_components_under_a_zero_total(self): + breakdown = _get_cost_breakdown_from_logging_obj( + litellm_logging_obj=self._logging_obj(call_type="aget_responses"), + response_cost=0.0, + ) + + assert breakdown.original_cost == 0.0 + assert breakdown.input_cost == 0.0 + assert breakdown.output_cost == 0.0 + + class TestPreCallWithFallbacksOnLocalRateLimit: @pytest.mark.asyncio diff --git a/tests/test_litellm/proxy/test_health_check_functions.py b/tests/test_litellm/proxy/test_health_check_functions.py index f2d95131e5e..fdae11d517a 100644 --- a/tests/test_litellm/proxy/test_health_check_functions.py +++ b/tests/test_litellm/proxy/test_health_check_functions.py @@ -623,5 +623,53 @@ async def test_perform_health_check_and_save_forwards_skip_disabled_background_f assert call_kwargs["health_check_skip_disabled_background_models"] is True +def test_parse_background_health_check_model_groups_unset_returns_none(): + from litellm.proxy.health_check import parse_background_health_check_model_groups + + assert parse_background_health_check_model_groups(None) is None + assert parse_background_health_check_model_groups({}) is None + assert ( + parse_background_health_check_model_groups( + {"background_health_check_model_groups": None} + ) + is None + ) + + +def test_parse_background_health_check_model_groups_list_returns_frozenset(): + from litellm.proxy.health_check import parse_background_health_check_model_groups + + parsed = parse_background_health_check_model_groups( + {"background_health_check_model_groups": ["prod-openai", "prod-claude"]} + ) + assert parsed == frozenset({"prod-openai", "prod-claude"}) + + +@pytest.mark.parametrize("bad_value", ["prod-openai", 42, {"a": 1}, [1, 2], [None]]) +def test_parse_background_health_check_model_groups_malformed_raises(bad_value): + from litellm.proxy.health_check import parse_background_health_check_model_groups + + with pytest.raises(ValueError, match="must be a list of model group names"): + parse_background_health_check_model_groups( + {"background_health_check_model_groups": bad_value} + ) + + +def test_filter_deployments_to_model_groups(): + from litellm.proxy.health_check import filter_deployments_to_model_groups + + model_list = [ + {"model_name": "prod-openai", "model_info": {"id": "a"}}, + {"model_name": "internal-claude", "model_info": {"id": "b"}}, + {"model_name": "prod-openai", "model_info": {"id": "c"}}, + ] + + assert filter_deployments_to_model_groups(model_list, None) == tuple(model_list) + assert filter_deployments_to_model_groups( + model_list, frozenset({"prod-openai"}) + ) == (model_list[0], model_list[2]) + assert filter_deployments_to_model_groups(model_list, frozenset()) == () + + if __name__ == "__main__": pytest.main([__file__]) diff --git a/tests/test_litellm/proxy/test_lazy_openapi_snapshot.py b/tests/test_litellm/proxy/test_lazy_openapi_snapshot.py index 79330b0e3a6..f9ef98bc474 100644 --- a/tests/test_litellm/proxy/test_lazy_openapi_snapshot.py +++ b/tests/test_litellm/proxy/test_lazy_openapi_snapshot.py @@ -1,8 +1,9 @@ +import json import sys from types import ModuleType, SimpleNamespace from litellm.proxy._lazy_features import LazyFeature -from litellm.proxy._lazy_openapi_snapshot import _normalize_operation_ids +from litellm.proxy._lazy_openapi_snapshot import SnapshotResult, _normalize_operation_ids, main def test_generate_snapshot_uses_shared_operation_id_reservations(monkeypatch): @@ -61,7 +62,7 @@ def test_generate_snapshot_uses_shared_operation_id_reservations(monkeypatch): monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", fake_proxy_server_module) monkeypatch.setattr("fastapi.openapi.utils.get_openapi", fake_get_openapi) - fragments = _lazy_openapi_snapshot.generate_snapshot() + fragments = _lazy_openapi_snapshot.generate_snapshot().fragments assert fragments["feature-a"]["paths"]["/feature-a/items"]["get"]["operationId"] == "shared_operation_id_get" assert fragments["feature-b"]["paths"]["/feature-b/items"]["get"]["operationId"] == "shared_operation_id_get_2" @@ -106,7 +107,7 @@ def test_generate_snapshot_registers_transitively_imported_modules(monkeypatch): monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", fake_proxy_server_module) monkeypatch.setattr("fastapi.openapi.utils.get_openapi", fake_get_openapi) - fragments = _lazy_openapi_snapshot.generate_snapshot() + fragments = _lazy_openapi_snapshot.generate_snapshot().fragments assert fragments["transitive"]["paths"]["/transitive/items"]["get"]["tags"] == ["transitive"] assert "/v1/{param}/deep/leaf" in fragments["transitive"]["paths"] @@ -144,3 +145,66 @@ def test_normalize_operation_ids_preserves_custom_ids(): operations = paths["/proxy/{endpoint}"] assert operations["get"]["operationId"] == "custom_operation" assert operations["post"]["operationId"] == "custom_operation" + + +def test_generate_snapshot_reports_features_whose_import_fails(monkeypatch): + from litellm.proxy import _lazy_openapi_snapshot + + fake_app = SimpleNamespace(title="LiteLLM test", version="0.0.0", routes=[]) + + fake_module = ModuleType("fake_importable_feature") + monkeypatch.setitem(sys.modules, "fake_importable_feature", fake_module) + + def register_fn(app, module): + app.routes.append(SimpleNamespace(path="/importable/items")) + + fake_lazy_features_module = ModuleType("litellm.proxy._lazy_features") + fake_lazy_features_module.LAZY_FEATURES = [ + LazyFeature( + name="importable", + module_path="fake_importable_feature", + path_prefixes=("/importable",), + register_fn=register_fn, + ), + LazyFeature( + name="broken", + module_path="litellm.proxy.this_module_does_not_exist", + path_prefixes=("/broken",), + ), + ] + monkeypatch.setitem(sys.modules, "litellm.proxy._lazy_features", fake_lazy_features_module) + + def fake_get_openapi(title, version, routes): + return {"paths": {route.path: {"get": {"operationId": "importable_get"}} for route in routes}} + + fake_proxy_server_module = ModuleType("litellm.proxy.proxy_server") + fake_proxy_server_module.app = fake_app + fake_proxy_server_module.ensure_unique_openapi_operation_ids = lambda schema, reserved_operation_ids: schema + monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", fake_proxy_server_module) + monkeypatch.setattr("fastapi.openapi.utils.get_openapi", fake_get_openapi) + + result = _lazy_openapi_snapshot.generate_snapshot() + + assert result.skipped == ("broken",) + assert sorted(result.fragments) == ["importable"] + + +def test_main_refuses_to_write_a_snapshot_missing_skipped_features(tmp_path, capsys): + snapshot_file = tmp_path / "snapshot.json" + result = SnapshotResult(fragments={"importable": {"paths": {}, "components": {"schemas": {}}}}, skipped=("broken",)) + + assert main(snapshot_file, generate=lambda: result) == 1 + assert not snapshot_file.exists() + assert "broken" in capsys.readouterr().err + + +def test_main_writes_sorted_snapshot_when_every_feature_loads(tmp_path): + snapshot_file = tmp_path / "snapshot.json" + fragments = { + "zeta": {"paths": {"/z": {}}, "components": {"schemas": {}}}, + "alpha": {"paths": {}, "components": {"schemas": {}}}, + } + + assert main(snapshot_file, generate=lambda: SnapshotResult(fragments=fragments, skipped=())) == 0 + assert json.loads(snapshot_file.read_text()) == fragments + assert snapshot_file.read_text() == json.dumps(fragments, indent=2, sort_keys=True) + "\n" diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py index 50ef6f29ec2..503cf40244e 100644 --- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py +++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py @@ -234,6 +234,40 @@ async def test_add_litellm_data_to_request_parses_string_metadata(): assert updated_data["metadata"]["generation_name"] == "gen123" +@pytest.mark.asyncio +async def test_key_otel_service_name_outranks_team_metadata_merge(): + from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request + + request_mock = MagicMock(spec=Request) + request_mock.url = MagicMock() + request_mock.url.path = "/v1/chat/completions" + request_mock.url.__str__.return_value = "http://localhost/v1/chat/completions" + request_mock.method = "POST" + request_mock.query_params = {} + request_mock.headers = {"Content-Type": "application/json"} + request_mock.client = MagicMock() + request_mock.client.host = "127.0.0.1" + + user_api_key_dict = UserAPIKeyAuth( + api_key="hashed-key", + metadata={"otel_service_name": "key-svc"}, + team_metadata={"otel_service_name": "team-svc", "other_setting": "team-val"}, + ) + + updated_data = await add_litellm_data_to_request( + data={"model": "gpt-3.5-turbo"}, + request=request_mock, + user_api_key_dict=user_api_key_dict, + proxy_config=MagicMock(), + general_settings={}, + version="test-version", + ) + + auth_metadata = updated_data["metadata"]["user_api_key_auth_metadata"] + assert auth_metadata["otel_service_name"] == "key-svc" + assert auth_metadata["other_setting"] == "team-val" + + @pytest.mark.asyncio async def test_stamped_auth_object_reflects_header_derived_identity(): """ diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py index 3ebaf951e26..f51648faf80 100644 --- a/tests/test_litellm/proxy/test_proxy_server.py +++ b/tests/test_litellm/proxy/test_proxy_server.py @@ -11492,6 +11492,150 @@ async def test_init_prompts_in_db_serves_the_newest_row_when_environments_collid IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_env") +def _prompt_db_row(prompt_id: str, litellm_params: str) -> MagicMock: + row = MagicMock() + row.model_dump.return_value = { + "prompt_id": prompt_id, + "version": 1, + "environment": "development", + "created_by": None, + "litellm_params": litellm_params, + "prompt_info": json.dumps({"prompt_type": "db"}), + "created_at": None, + "updated_at": None, + } + return row + + +def _dotprompt_params(prompt_id: str) -> str: + return json.dumps( + { + "prompt_id": prompt_id, + "prompt_integration": "dotprompt", + "prompt_data": {"content": "Begin every reply with AHOY", "metadata": {}}, + } + ) + + +@pytest.mark.asyncio +async def test_init_prompts_in_db_unloads_rows_deleted_on_another_worker(monkeypatch): + from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY + from litellm.proxy.proxy_server import ProxyConfig + + monkeypatch.setattr(litellm, "callbacks", []) + + prisma_client = MagicMock() + try: + prisma_client.db.litellm_prompttable.find_many = AsyncMock( + return_value=[_prompt_db_row("greeting_del", _dotprompt_params("greeting_del"))] + ) + await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client) + assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_del.v1") is not None + + prisma_client.db.litellm_prompttable.find_many = AsyncMock(return_value=[]) + await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client) + + assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id("greeting_del.v1") is None + assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_del.v1") is None + assert litellm.callbacks == [] + finally: + IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_del") + + +@pytest.mark.asyncio +async def test_init_prompts_in_db_keeps_config_prompts_when_their_id_has_no_db_row(monkeypatch): + from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY + from litellm.proxy.proxy_server import ProxyConfig + from litellm.types.prompts.init_prompts import PromptInfo, PromptLiteLLMParams, PromptSpec + + monkeypatch.setattr(litellm, "callbacks", []) + + config_prompt = PromptSpec( + prompt_id="greeting_cfg", + litellm_params=PromptLiteLLMParams( + prompt_id="greeting_cfg", + prompt_integration="dotprompt", + prompt_data={"content": "Begin every reply with AHOY", "metadata": {}}, + ), + prompt_info=PromptInfo(prompt_type="config"), + ) + + prisma_client = MagicMock() + try: + IN_MEMORY_PROMPT_REGISTRY.initialize_prompt(prompt=config_prompt) + prisma_client.db.litellm_prompttable.find_many = AsyncMock(return_value=[]) + + await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client) + + assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_cfg") is not None + assert len(litellm.callbacks) == 1 + finally: + IN_MEMORY_PROMPT_REGISTRY.remove_prompt(prompt_id="greeting_cfg") + + +@pytest.mark.asyncio +async def test_init_prompts_in_db_keeps_the_in_memory_copy_when_a_row_fails_to_parse(monkeypatch): + from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY + from litellm.proxy.proxy_server import ProxyConfig + + monkeypatch.setattr(litellm, "callbacks", []) + + prisma_client = MagicMock() + try: + prisma_client.db.litellm_prompttable.find_many = AsyncMock( + return_value=[_prompt_db_row("greeting_broken", _dotprompt_params("greeting_broken"))] + ) + await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client) + loaded_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_broken.v1") + assert loaded_callback is not None + + prisma_client.db.litellm_prompttable.find_many = AsyncMock( + return_value=[_prompt_db_row("greeting_broken", "this is not json")] + ) + await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client) + + assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_broken.v1") is loaded_callback + assert litellm.callbacks == [loaded_callback] + finally: + IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_broken") + + +@pytest.mark.asyncio +async def test_init_prompts_in_db_keeps_a_prompt_created_while_the_sync_was_reading(monkeypatch): + from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY + from litellm.proxy.proxy_server import ProxyConfig + from litellm.types.prompts.init_prompts import PromptInfo, PromptLiteLLMParams, PromptSpec + + monkeypatch.setattr(litellm, "callbacks", []) + + prisma_client = MagicMock() + try: + + async def create_prompt_behind_the_select() -> list: + IN_MEMORY_PROMPT_REGISTRY.initialize_prompt( + prompt=PromptSpec( + prompt_id="greeting_race.v1", + litellm_params=PromptLiteLLMParams( + prompt_id="greeting_race", + prompt_integration="dotprompt", + prompt_data={"content": "Begin every reply with AHOY", "metadata": {}}, + ), + prompt_info=PromptInfo(prompt_type="db"), + ) + ) + return [] + + prisma_client.db.litellm_prompttable.find_many = AsyncMock(side_effect=create_prompt_behind_the_select) + await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client) + + surviving_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_race.v1") + assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id("greeting_race.v1") is not None + assert surviving_callback is not None + assert litellm.callbacks == [surviving_callback] + finally: + IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_race") + + class TestEmbeddingsFailureHookRequestData: @pytest.mark.asyncio async def test_failure_hook_gets_post_setup_data_with_logging_obj(self): diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py index a29b4d03bc5..9216bb33314 100644 --- a/tests/test_litellm/router_strategy/test_complexity_router.py +++ b/tests/test_litellm/router_strategy/test_complexity_router.py @@ -1810,9 +1810,7 @@ class TestLLMClassifier: "request_kwargs", [ pytest.param({"metadata": {"user_api_key": "sk-abc"}}, id="metadata-bucket"), - pytest.param( - {"litellm_metadata": {"user_api_key": "sk-abc"}}, id="litellm-metadata-bucket" - ), + pytest.param({"litellm_metadata": {"user_api_key": "sk-abc"}}, id="litellm-metadata-bucket"), pytest.param({}, id="no-caller-context"), pytest.param(None, id="no-request-kwargs"), ], @@ -6044,7 +6042,8 @@ class TestContextAwareClassifier: turn = ( "We run a multi-region gateway and last night the eu-west pod returned 502s on the " "streaming path only, for thirty minutes, while non-streaming stayed healthy the whole " - "window and the cooldown map was mid-failover. " + "Filler sentence to push past the cap. " * 4 + "window and the cooldown map was mid-failover. " + + "Filler sentence to push past the cap. " * 4 + "Now rewrite the streaming retry path and prove it cannot livelock." ) @@ -8889,3 +8888,210 @@ async def test_session_pin_survives_json_list_round_trip(mock_router_instance): assert response.model == "shared" assert response.litellm_params == {"reasoning_effort": "low"} assert cache.async_set_cache.call_args.kwargs["value"] == {"model": "shared", "tier": "SIMPLE"} + + +HEURISTIC_FIRST_TIERS: dict[str, str] = { + "SIMPLE": "gpt-4o-mini", + "MEDIUM": "gpt-4o", + "COMPLEX": "claude-sonnet-4-20250514", + "REASONING": "o1-preview", +} + +# The scorer maps a weighted score to a tier against these, and PR #37910 is retuning the shipped +# defaults, so every heuristic_first test pins them rather than inheriting DEFAULT_TIER_BOUNDARIES. +HEURISTIC_FIRST_BOUNDARIES: dict[str, float] = { + "simple_medium": 0.15, + "medium_complex": 0.35, + "complex_reasoning": 0.60, +} + +# Scores 0.0 with an empty signals tuple: no dimension fires, so the scorer has no opinion and the +# score-to-tier mapping lands SIMPLE purely by default. This is the population the permutation +# control measured at ~zero information, and the prompt that must always escalate. +NO_SIGNAL_PROMPT = ( + "A distributed ledger must guarantee linearizability across five regions while tolerating one " + "region partition and bounded clock skew. Derive the minimum quorum configuration and prove why " + "a smaller quorum violates linearizability." +) + + +def _heuristic_first_router(mock_router_instance, **config_overrides): + config = { + "tiers": dict(HEURISTIC_FIRST_TIERS), + "tier_boundaries": dict(HEURISTIC_FIRST_BOUNDARIES), + "classifier_type": "heuristic_first", + "heuristic_first_max_tier": "SIMPLE", + "classifier_llm_config": {"model": "haiku-classifier", "timeout_ms": 400}, + **config_overrides, + } + return ComplexityRouter( + model_name="test-complexity-router", + litellm_router_instance=mock_router_instance, + complexity_router_config=config, + ) + + +class TestHeuristicFirstConfig: + """Config validation for classifier_type='heuristic_first'.""" + + @pytest.mark.parametrize( + "overrides, expected", + [ + ({"classifier_llm_config": None}, "classifier_llm_config is required"), + ({"heuristic_first_max_tier": None}, "heuristic_first_max_tier is required"), + ({"heuristic_first_max_tier": "REASONING"}, "is the highest tier"), + ({"heuristic_first_max_tier": "NOPE"}, "is not an active tier"), + ( + { + "tiers": {"SIMPLE": "gpt-4o-mini", "COMPLEX": "c", "REASONING": "r"}, + "heuristic_first_max_tier": "MEDIUM", + }, + "has no model configured in tiers", + ), + ], + ) + def test_rejects_incoherent_config(self, overrides, expected): + config = { + "tiers": dict(HEURISTIC_FIRST_TIERS), + "classifier_type": "heuristic_first", + "heuristic_first_max_tier": "SIMPLE", + "classifier_llm_config": {"model": "haiku-classifier"}, + **overrides, + } + with pytest.raises(ValidationError, match=expected): + ComplexityRouterConfig(**config) + + @pytest.mark.parametrize("classifier_type", ["heuristic", "llm", "custom"]) + def test_threshold_rejected_on_every_other_classifier_type(self, classifier_type): + """A threshold on a router with no heuristic gate is a silent no-op, so it is refused + rather than accepted and ignored.""" + config: dict[str, object] = { + "tiers": dict(HEURISTIC_FIRST_TIERS), + "classifier_type": classifier_type, + "heuristic_first_max_tier": "SIMPLE", + } + if classifier_type == "llm": + config["classifier_llm_config"] = {"model": "haiku-classifier"} + if classifier_type == "custom": + config["classifier_plugin"] = _FixedTierClassifier("SIMPLE") + with pytest.raises(ValidationError, match="heuristic_first_max_tier is set but classifier_type"): + ComplexityRouterConfig(**config) + + def test_custom_tier_set_is_rejected(self): + """The scorer only emits the four built-in tiers, so it cannot gate a replaced tier set.""" + with pytest.raises(ValidationError, match="tier_definitions requires classifier_type"): + ComplexityRouterConfig( + classifier_type="heuristic_first", + heuristic_first_max_tier="lo", + classifier_llm_config={"model": "haiku-classifier"}, + tier_definitions=[{"name": "lo", "description": "x"}, {"name": "hi", "description": "y"}], + tiers={"lo": "gpt-4o-mini", "hi": "gpt-4o"}, + ) + + def test_classifier_model_is_a_dependency(self): + """uses_llm_classifier is what tells the health graph and the routing-test authorizer that + the classifier model is really called, so heuristic_first must answer True.""" + config = ComplexityRouterConfig( + tiers=dict(HEURISTIC_FIRST_TIERS), + classifier_type="heuristic_first", + heuristic_first_max_tier="SIMPLE", + classifier_llm_config={"model": "haiku-classifier"}, + ) + assert config.uses_llm_classifier is True + assert ComplexityRouterConfig(tiers=dict(HEURISTIC_FIRST_TIERS)).uses_llm_classifier is False + + +class TestHeuristicFirst: + """Behavior of the heuristic-first chain: when the classifier call is skipped, and when it is not.""" + + @pytest.mark.asyncio + async def test_signalled_cheap_prompt_short_circuits(self, mock_router_instance): + """A prompt the scorer actually placed at or below the threshold must not reach the LLM.""" + mock_router_instance.acompletion = AsyncMock() + router = _heuristic_first_router(mock_router_instance) + outcome = await router.aclassify("thanks so much, appreciate it") + mock_router_instance.acompletion.assert_not_called() + assert outcome.tier == ComplexityTier.SIMPLE + assert outcome.cause == "heuristic_first_short_circuit" + assert outcome.score is not None + assert outcome.signals + assert outcome.classifier_cost is None + + @pytest.mark.asyncio + async def test_no_signal_prompt_escalates_even_though_it_scores_simple(self, mock_router_instance): + """The core guard. This prompt scores 0.0 and the mapping calls it SIMPLE, which is at the + threshold, so a bare tier comparison would short-circuit it to the cheapest model. No + dimension fired, so the scorer has no opinion and the classifier must decide.""" + mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "COMPLEX"}')) + router = _heuristic_first_router(mock_router_instance) + + tier, score, signals, _cause = router._score_and_classify(NO_SIGNAL_PROMPT) + assert (tier, score, signals) == (ComplexityTier.SIMPLE, 0.0, ()) + + outcome = await router.aclassify(NO_SIGNAL_PROMPT) + mock_router_instance.acompletion.assert_awaited_once() + assert outcome.tier == ComplexityTier.COMPLEX + assert outcome.cause == "llm_classifier" + + @pytest.mark.asyncio + async def test_signalled_prompt_above_threshold_escalates(self, mock_router_instance): + """The scorer had an opinion, but it was above the threshold, so the classifier decides.""" + mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "REASONING"}')) + router = _heuristic_first_router(mock_router_instance) + + tier, _score, signals, _cause = router._score_and_classify("write a python function to reverse a string") + assert tier == ComplexityTier.MEDIUM and signals + + outcome = await router.aclassify("write a python function to reverse a string") + mock_router_instance.acompletion.assert_awaited_once() + assert outcome.tier == ComplexityTier.REASONING + assert outcome.cause == "llm_classifier" + + @pytest.mark.asyncio + async def test_raising_threshold_short_circuits_what_it_previously_escalated(self, mock_router_instance): + """The threshold is the knob: the same signalled MEDIUM prompt escalates at SIMPLE and + short-circuits at MEDIUM.""" + mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "REASONING"}')) + router = _heuristic_first_router(mock_router_instance, heuristic_first_max_tier="MEDIUM") + outcome = await router.aclassify("write a python function to reverse a string") + mock_router_instance.acompletion.assert_not_called() + assert outcome.tier == ComplexityTier.MEDIUM + assert outcome.cause == "heuristic_first_short_circuit" + + @pytest.mark.asyncio + async def test_reasoning_override_never_short_circuits(self, mock_router_instance): + """A reasoning-override prompt lands REASONING, which outranks every legal threshold, so it + always reaches the classifier.""" + mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "MEDIUM"}')) + router = _heuristic_first_router(mock_router_instance, heuristic_first_max_tier="COMPLEX") + outcome = await router.aclassify( + "think step by step and analyze the tradeoffs, then reason through the consequences carefully" + ) + mock_router_instance.acompletion.assert_awaited_once() + assert outcome.cause == "llm_classifier" + + @pytest.mark.asyncio + async def test_classifier_failure_falls_back_to_the_scorer(self, mock_router_instance): + """An escalated request whose classifier call fails still gets the scorer's own verdict, + the same way classifier_type='llm' does, rather than erroring out.""" + mock_router_instance.acompletion = AsyncMock(side_effect=RuntimeError("classifier exploded")) + router = _heuristic_first_router(mock_router_instance) + expected_tier, expected_score, expected_signals, _cause = router._score_and_classify(NO_SIGNAL_PROMPT) + + outcome = await router.aclassify(NO_SIGNAL_PROMPT) + + assert outcome.tier == expected_tier + assert outcome.score == expected_score + assert outcome.signals == expected_signals + assert outcome.cause == "heuristic_scorer" + + @pytest.mark.asyncio + async def test_classifier_failure_honors_default_model_fallback(self, mock_router_instance): + """classifier_fallback='default_model' still wins over the heuristic outcome, same as it + does for classifier_type='llm'.""" + mock_router_instance.acompletion = AsyncMock(side_effect=RuntimeError("classifier exploded")) + router = _heuristic_first_router( + mock_router_instance, classifier_fallback="default_model", default_model="gpt-4o" + ) + outcome = await router.aclassify(NO_SIGNAL_PROMPT) + assert outcome.cause == "default_model_fallback" diff --git a/tests/test_litellm/router_utils/test_health_check_allowed_fails_integration.py b/tests/test_litellm/router_utils/test_health_check_allowed_fails_integration.py index 64239f33966..6effbc5fa7f 100644 --- a/tests/test_litellm/router_utils/test_health_check_allowed_fails_integration.py +++ b/tests/test_litellm/router_utils/test_health_check_allowed_fails_integration.py @@ -502,6 +502,68 @@ class TestHealthCheckFilterBypassWithPolicy: ) assert len(result) == 2 + def _make_scoped_router_with_unhealthy(self, policy) -> Router: + import time + + from litellm.caching.caching import DualCache + from litellm.router_utils.health_state_cache import DeploymentHealthCache + + router = Router( + model_list=[ + _make_model("bad-listed"), + _make_model("ok-listed"), + _make_model("bad-unlisted", "gpt-5"), + ], + allowed_fails_policy=policy, + enable_health_check_routing=True, + background_health_check_model_groups=["gpt-4"], + ) + cache = DualCache() + health_cache = DeploymentHealthCache(cache=cache, staleness_threshold=60.0) + health_cache.set_deployment_health_states( + { + model_id: { + "is_healthy": False, + "timestamp": time.time(), + "reason": "test", + } + for model_id in ("bad-listed", "bad-unlisted") + } + ) + router.health_state_cache = health_cache + return router + + def test_filter_with_policy_still_applies_to_listed_groups(self): + """A model-group allowlist keeps the filter active for listed groups even with a policy set.""" + router = self._make_scoped_router_with_unhealthy( + AllowedFailsPolicy(AuthenticationErrorAllowedFails=3) + ) + deployments = [ + _make_model("bad-listed"), + _make_model("ok-listed"), + _make_model("bad-unlisted", "gpt-5"), + ] + + result = router._filter_health_check_unhealthy_deployments(deployments) + assert [d["model_info"]["id"] for d in result] == ["ok-listed", "bad-unlisted"] + + @pytest.mark.asyncio + async def test_async_filter_with_policy_still_applies_to_listed_groups(self): + """Async version: listed groups stay filtered with a policy set, unlisted stay untouched.""" + router = self._make_scoped_router_with_unhealthy( + AllowedFailsPolicy(TimeoutErrorAllowedFails=2) + ) + deployments = [ + _make_model("bad-listed"), + _make_model("ok-listed"), + _make_model("bad-unlisted", "gpt-5"), + ] + + result = await router._async_filter_health_check_unhealthy_deployments( + deployments + ) + assert [d["model_info"]["id"] for d in result] == ["ok-listed", "bad-unlisted"] + class TestAllDeploymentsInCooldownSafetyNet: """ diff --git a/tests/test_litellm/router_utils/test_health_state_cache.py b/tests/test_litellm/router_utils/test_health_state_cache.py index 1af61e899be..ffd031f9b7d 100644 --- a/tests/test_litellm/router_utils/test_health_state_cache.py +++ b/tests/test_litellm/router_utils/test_health_state_cache.py @@ -111,3 +111,84 @@ def test_malformed_state_entries_are_skipped(health_cache): health_cache.set_deployment_health_states(states) result = health_cache.get_unhealthy_deployment_ids() assert result == {"deploy-1"} + + +def test_set_merges_states_from_scoped_writers(health_cache): + """A writer covering one scope must not erase another scope's fresh states.""" + now = time.time() + health_cache.set_deployment_health_states( + {"listed-bad": {"is_healthy": False, "timestamp": now, "reason": "check_failed"}} + ) + health_cache.set_deployment_health_states( + {"other-ok": {"is_healthy": True, "timestamp": now, "reason": ""}} + ) + assert health_cache.get_unhealthy_deployment_ids() == {"listed-bad"} + + +def test_set_prunes_expired_entries(health_cache, cache): + """Entries older than 1.5x the staleness threshold are dropped on write.""" + expired_time = time.time() - 100 # threshold 60s, prune horizon 90s + health_cache.set_deployment_health_states( + {"gone": {"is_healthy": False, "timestamp": expired_time, "reason": "check_failed"}} + ) + now = time.time() + health_cache.set_deployment_health_states( + {"fresh": {"is_healthy": False, "timestamp": now, "reason": "check_failed"}} + ) + stored = cache.get_cache(key=DeploymentHealthCache.CACHE_KEY) + assert set(stored.keys()) == {"fresh"} + + +class _SharedRedisFake: + """Shared get/set key-value store standing in for the Redis layer of a DualCache.""" + + def __init__(self): + self.store = {} + self.fail_get = False + + def get_cache(self, key, parent_otel_span=None, **kwargs): + if self.fail_get: + return None # RedisCache.get_cache swallows connection errors and returns None + return self.store.get(key) + + def set_cache(self, key, value, **kwargs): + self.store[key] = value + + +def test_scoped_writers_on_shared_redis_preserve_each_other(): + """Pods with different allowlists share one Redis entry; each merge must keep the peer's scope.""" + redis_fake = _SharedRedisFake() + pod_a = DeploymentHealthCache(cache=DualCache(redis_cache=redis_fake), staleness_threshold=60.0) + pod_b = DeploymentHealthCache(cache=DualCache(redis_cache=redis_fake), staleness_threshold=60.0) + pod_a.set_deployment_health_states( + {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}} + ) + pod_b.set_deployment_health_states( + {"internal-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "timeout"}} + ) + pod_a.set_deployment_health_states( + {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}} + ) + assert set(redis_fake.store[DeploymentHealthCache.CACHE_KEY]) == {"prod-bad", "internal-bad"} + assert pod_a.get_unhealthy_deployment_ids() == {"prod-bad", "internal-bad"} + + +def test_failed_redis_read_falls_back_to_local_copy(): + """A swallowed Redis GET error must not make a writer erase peer scopes it already saw.""" + redis_fake = _SharedRedisFake() + pod_a = DeploymentHealthCache(cache=DualCache(redis_cache=redis_fake), staleness_threshold=60.0) + pod_b = DeploymentHealthCache(cache=DualCache(redis_cache=redis_fake), staleness_threshold=60.0) + pod_a.set_deployment_health_states( + {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}} + ) + pod_b.set_deployment_health_states( + {"internal-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "timeout"}} + ) + pod_a.set_deployment_health_states( + {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}} + ) + redis_fake.fail_get = True + pod_a.set_deployment_health_states( + {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}} + ) + assert set(redis_fake.store[DeploymentHealthCache.CACHE_KEY]) == {"prod-bad", "internal-bad"} diff --git a/tests/test_litellm/router_utils/test_router_health_check_routing.py b/tests/test_litellm/router_utils/test_router_health_check_routing.py index b87a39ac1de..46ed679f746 100644 --- a/tests/test_litellm/router_utils/test_router_health_check_routing.py +++ b/tests/test_litellm/router_utils/test_router_health_check_routing.py @@ -43,7 +43,12 @@ def _make_health_cache( class TestFilterHealthCheckUnhealthyDeployments: """Test the sync filter method.""" - def _make_router_like(self, enable: bool, health_cache: DeploymentHealthCache): + def _make_router_like( + self, + enable: bool, + health_cache: DeploymentHealthCache, + model_groups: frozenset[str] | None = None, + ): """Create a minimal object that behaves like Router for filter testing.""" class FakeRouter: @@ -51,6 +56,7 @@ class TestFilterHealthCheckUnhealthyDeployments: self.enable_health_check_routing = enable self.health_state_cache = health_cache self.allowed_fails_policy = None + self.background_health_check_model_groups = model_groups # Import the actual method and bind it from litellm.router import Router @@ -115,11 +121,50 @@ class TestFilterHealthCheckUnhealthyDeployments: result = router._filter_health_check_unhealthy_deployments(deployments) assert len(result) == 2 + def test_filter_scoped_to_listed_model_groups(self): + """With an allowlist, only deployments in listed groups are filtered on health.""" + health_cache = _make_health_cache(unhealthy_ids={"bad-listed", "bad-unlisted"}) + router = self._make_router_like( + enable=True, health_cache=health_cache, model_groups=frozenset({"prod"}) + ) + + deployments = [ + _make_deployment("bad-listed", model_name="prod"), + _make_deployment("ok-listed", model_name="prod"), + _make_deployment("bad-unlisted", model_name="other"), + _make_deployment("ok-unlisted", model_name="other"), + ] + result = router._filter_health_check_unhealthy_deployments(deployments) + assert [d["model_info"]["id"] for d in result] == [ + "ok-listed", + "bad-unlisted", + "ok-unlisted", + ] + + def test_filter_unscoped_when_model_groups_unset(self): + """Without an allowlist, unhealthy deployments in every group are filtered.""" + health_cache = _make_health_cache(unhealthy_ids={"bad-listed", "bad-unlisted"}) + router = self._make_router_like(enable=True, health_cache=health_cache) + + deployments = [ + _make_deployment("bad-listed", model_name="prod"), + _make_deployment("ok-listed", model_name="prod"), + _make_deployment("bad-unlisted", model_name="other"), + _make_deployment("ok-unlisted", model_name="other"), + ] + result = router._filter_health_check_unhealthy_deployments(deployments) + assert [d["model_info"]["id"] for d in result] == ["ok-listed", "ok-unlisted"] + class TestAsyncFilterHealthCheckUnhealthyDeployments: """Test the async filter method.""" - def _make_router_like(self, enable: bool, health_cache: DeploymentHealthCache): + def _make_router_like( + self, + enable: bool, + health_cache: DeploymentHealthCache, + model_groups: frozenset[str] | None = None, + ): from litellm.router import Router class FakeRouter: @@ -127,6 +172,7 @@ class TestAsyncFilterHealthCheckUnhealthyDeployments: self.enable_health_check_routing = enable self.health_state_cache = health_cache self.allowed_fails_policy = None + self.background_health_check_model_groups = model_groups fake = FakeRouter() fake._async_filter_health_check_unhealthy_deployments = ( @@ -168,6 +214,29 @@ class TestAsyncFilterHealthCheckUnhealthyDeployments: ) assert len(result) == 2 # safety net + @pytest.mark.asyncio + async def test_async_filter_scoped_to_listed_model_groups(self): + """Async version: only deployments in listed groups are filtered on health.""" + health_cache = _make_health_cache(unhealthy_ids={"bad-listed", "bad-unlisted"}) + router = self._make_router_like( + enable=True, health_cache=health_cache, model_groups=frozenset({"prod"}) + ) + + deployments = [ + _make_deployment("bad-listed", model_name="prod"), + _make_deployment("ok-listed", model_name="prod"), + _make_deployment("bad-unlisted", model_name="other"), + _make_deployment("ok-unlisted", model_name="other"), + ] + result = await router._async_filter_health_check_unhealthy_deployments( + healthy_deployments=deployments + ) + assert [d["model_info"]["id"] for d in result] == [ + "ok-listed", + "bad-unlisted", + "ok-unlisted", + ] + class TestBuildDeploymentHealthStates: """Test the build_deployment_health_states function.""" diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py index 8fce9ba080c..0c99d128e14 100644 --- a/tests/test_litellm/test_cost_calculator.py +++ b/tests/test_litellm/test_cost_calculator.py @@ -343,6 +343,31 @@ def test_transcription_cost_uses_token_pricing(_local_model_cost_map): assert pytest.approx(cost, rel=1e-6) == expected_cost +def test_transcription_token_pricing_is_provider_aware(_local_model_cost_map): + """Regression: the token-priced transcription path hardcoded provider openai, + so gemini transcription models raised "This model isn't mapped yet".""" + from litellm import completion_cost + + usage = Usage( + prompt_tokens=200, + completion_tokens=10, + total_tokens=210, + prompt_tokens_details=PromptTokensDetailsWrapper(text_tokens=1, audio_tokens=199), + ) + response = TranscriptionResponse(text="demo text") + response.usage = usage + + cost = completion_cost( + completion_response=response, + model="gemini/gemini-3.5-transcribe", + custom_llm_provider="gemini", + call_type="atranscription", + ) + + expected_cost = (199 * 2e-06) + (1 * 2e-06) + (10 * 1.2e-05) + assert pytest.approx(cost, rel=1e-6) == expected_cost + + def test_transcription_cost_falls_back_to_duration(_local_model_cost_map): from litellm import completion_cost diff --git a/tests/test_litellm/test_register_model_custom_pricing.py b/tests/test_litellm/test_register_model_custom_pricing.py index e3f6a1a0f40..39f498b4e58 100644 --- a/tests/test_litellm/test_register_model_custom_pricing.py +++ b/tests/test_litellm/test_register_model_custom_pricing.py @@ -435,6 +435,151 @@ def test_register_model_warns_when_no_builtin_match_for_cache_pricing(caplog): litellm.model_cost.pop(registered_key, None) +def test_register_model_no_warning_without_custom_pricing(caplog): + """LIT-6318: an entry with no custom pricing (e.g. router deployment + metadata) never drives cost calculation, so registering it under an + unmatched key must not emit the missing-cache-pricing warning. + """ + import logging + + from litellm._logging import verbose_logger + + registered_key = "azure/lit6318-deployment-without-pricing" + litellm.model_cost.pop(registered_key, None) + + try: + with caplog.at_level(logging.WARNING, logger=verbose_logger.name): + litellm.register_model( + { + registered_key: { + "litellm_provider": "azure", + "base_model": "azure/text-embedding-3-large", + } + } + ) + + assert not any("register_model" in record.message for record in caplog.records), ( + "entry without custom pricing must register silently" + ) + finally: + litellm.model_cost.pop(registered_key, None) + + +def test_register_model_no_warning_for_tiered_pricing_without_cache_costs(caplog): + """LIT-6318: tiered pricing bills cache reads at the tier's input rate when + cache costs are omitted, so a tiered entry must not trigger the + cache-defaults-to-0 warning. + """ + import logging + + from litellm._logging import verbose_logger + + registered_key = "bedrock/lit6318-tiered-priced-model" + litellm.model_cost.pop(registered_key, None) + + try: + with caplog.at_level(logging.WARNING, logger=verbose_logger.name): + litellm.register_model( + { + registered_key: { + "litellm_provider": "bedrock", + "tiered_pricing": [ + { + "range": [0, 200000], + "input_cost_per_token": 1e-06, + "output_cost_per_token": 5e-06, + } + ], + } + } + ) + + assert not any("register_model" in record.message for record in caplog.records), ( + "tiered pricing entry must register silently" + ) + finally: + litellm.model_cost.pop(registered_key, None) + + +def test_router_deployment_without_custom_pricing_registers_silently(caplog): + """LIT-6318: the router registers every deployment under its hashed id and + its backend key. Deployments without custom pricing are costed at request + time from the underlying model name, so startup must not warn about them. + """ + import logging + + from litellm import Router + from litellm._logging import verbose_logger + + deployment_model = "azure/lit6318-my-deployment-name" + deployment_id = "lit6318-no-pricing-deployment" + snapshot = _snapshot_model_cost_entries([deployment_model, deployment_id]) + + try: + with caplog.at_level(logging.WARNING, logger=verbose_logger.name): + Router( + model_list=[ + { + "model_name": "indexing", + "litellm_params": { + "model": deployment_model, + "api_base": "https://example.openai.azure.com", + "api_key": "fake-key", + }, + "model_info": { + "id": deployment_id, + "base_model": "azure/text-embedding-3-large", + }, + } + ] + ) + + register_warnings = [record.message for record in caplog.records if "register_model" in record.message] + assert not register_warnings, register_warnings + finally: + _restore_model_cost_entries(snapshot) + + +def test_router_custom_priced_deployment_warning_names_model_not_hash(caplog): + """LIT-6318: when a custom-priced deployment genuinely lacks cache pricing + and no built-in entry matches, the warning must name the deployment's + model rather than its opaque hashed id. + """ + import logging + + from litellm import Router + from litellm._logging import verbose_logger + + deployment_model = "bedrock/lit6318-totally-made-up-model" + deployment_id = "lit6318-custom-priced-deployment-hash" + snapshot = _snapshot_model_cost_entries([deployment_model, deployment_id]) + + try: + with caplog.at_level(logging.WARNING, logger=verbose_logger.name): + Router( + model_list=[ + { + "model_name": "made-up", + "litellm_params": { + "model": deployment_model, + "aws_region_name": "us-east-1", + "input_cost_per_token": 1e-06, + "output_cost_per_token": 5e-06, + }, + "model_info": {"id": deployment_id}, + } + ] + ) + + register_warnings = [record.message for record in caplog.records if "register_model" in record.message] + assert register_warnings, "expected a warning for missing cache pricing" + for message in register_warnings: + assert deployment_id not in message, message + assert deployment_model in message, message + finally: + _restore_model_cost_entries(snapshot) + + def test_register_model_router_add_deployment_custom_pricing_applies(): """End-to-end regression for https://github.com/BerriAI/litellm/issues/28336. diff --git a/type-discipline-budget.json b/type-discipline-budget.json index 6fd7828906c..399e02043a0 100644 --- a/type-discipline-budget.json +++ b/type-discipline-budget.json @@ -27,7 +27,7 @@ "limit": 0 }, "LIT010": { - "limit": 16619 + "limit": 16616 }, "LIT011": { "limit": 5583 diff --git a/ui/Dockerfile b/ui/Dockerfile index 0d184b74493..24140093270 100644 --- a/ui/Dockerfile +++ b/ui/Dockerfile @@ -3,7 +3,7 @@ # UI container — Next.js static export served by nginx. ARG UI_BUILD_IMAGE=node:24.19-alpine3.24@sha256:d32cdf619f63fe0471182d08996dd516c6275bb5fd31ae06e55a570bd9e1ad43 -ARG NGINX_VERSION=1.27-alpine +ARG NGINX_VERSION=1.31-alpine # ---------- builder ---------- FROM ${UI_BUILD_IMAGE} AS builder diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx index 9cc4333b1e8..ce0cd75cd36 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.test.tsx @@ -1,5 +1,5 @@ import { QueryClient, QueryClientProvider } from "@tanstack/react-query"; -import { fireEvent, render, screen } from "@testing-library/react"; +import { fireEvent, render, screen, within } from "@testing-library/react"; import React from "react"; import { beforeEach, describe, expect, it, vi } from "vitest"; @@ -151,15 +151,18 @@ describe("AutoRouterBenchmarksTab", () => { mockAutoRouters(); }); - it("leads with total estimated savings, before the three session-shape metrics", () => { + it("leads with total estimated savings, before the four session-shape metrics", () => { mockHook({ data: response([group(), group({ router_name: "gpt-auto" })]) }); renderTab(); const labels = screen - .getAllByText(/Total estimated savings|Avg turns per session|Avg session length|Avg tokens per session/) + .getAllByText( + /Total estimated savings|Avg saved per session|Avg turns per session|Avg session length|Avg tokens per session/, + ) .map((node) => node.textContent); expect(labels).toEqual([ "Total estimated savings", + "Avg saved per session", "Avg turns per session", "Avg session length", "Avg tokens per session", @@ -181,13 +184,35 @@ describe("AutoRouterBenchmarksTab", () => { expect(screen.getByText("5.3M")).toBeInTheDocument(); }); - it("pairs the savings with the session count it was earned over", () => { + it("pairs the savings with the session count it was earned over, in its own tile", () => { mockHook({ data: response([group(), group({ router_name: "gpt-auto" })]) }); renderTab(); - expect(screen.getByText("Avg saved per session")).toBeInTheDocument(); - expect(screen.getByText("$23.13")).toBeInTheDocument(); - expect(screen.getByText("across 94 sessions")).toBeInTheDocument(); + const tile = screen.getByText("Avg saved per session").closest('[data-slot="card"]'); + if (!tile) throw new Error("expected avg saved per session to render as a metric tile"); + + expect(within(tile).getByText("$23.13")).toBeInTheDocument(); + expect(within(tile).getByText("· 94 sessions")).toBeInTheDocument(); + }); + + it("exposes each spend row as a term and its value, not as loose text", () => { + mockHook({ data: response([group()]) }); + renderTab(); + + const terms = screen.getAllByRole("term").map((node) => node.textContent); + const values = screen.getAllByRole("definition").map((node) => node.textContent); + expect(terms).toEqual(["Actual auto-router spend", "Estimated spend at highest-tier model"]); + expect(values).toEqual(["$359.86", "$2,534.45"]); + }); + + it("lets both hero columns shrink below their content so a large total cannot clip", () => { + const huge = totals({ saved_spend: 123_456_789_012.34 }); + mockHook({ data: response([group(huge)], huge) }); + renderTab(); + + const figure = screen.getByText("$123,456,789,012.34"); + const grid = figure.closest('[data-slot="card"]')?.firstElementChild; + expect(grid).toHaveClass("md:grid-cols-[minmax(0,1fr)_minmax(0,1fr)]"); }); it("shows a cost increase as a positive delta rather than a saving", () => { @@ -315,7 +340,7 @@ describe("AutoRouterBenchmarksTab", () => { expect(screen.getByText("Total estimated savings")).toBeInTheDocument(); expect(screen.getAllByText("$0.00")).toHaveLength(4); - expect(screen.getByText("across 0 sessions")).toBeInTheDocument(); + expect(screen.getByText("· 0 sessions")).toBeInTheDocument(); expect(screen.getByText("0s")).toBeInTheDocument(); expect(screen.getByText(/turns measured/)).toBeInTheDocument(); expect(screen.getAllByText("0.0%").length).toBeGreaterThan(0); diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx index fda1c1b1155..09a0cf0242b 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx @@ -8,6 +8,7 @@ import AdvancedDatePicker from "@/components/shared/advanced_date_picker"; import { Badge } from "@/components/ui/badge"; import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"; import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select"; +import { Separator } from "@/components/ui/separator"; import { Table, TableBody, TableCell, TableHead, TableHeader, TableRow } from "@/components/ui/table"; import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"; import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip"; @@ -39,51 +40,51 @@ const Message: React.FC<{ children: React.ReactNode }> = ({ children }) => (

{children}

); -const Metric: React.FC<{ label: string; value: string }> = ({ label, value }) => ( +const Metric: React.FC<{ label: string; value: string; hint?: string }> = ({ label, value, hint }) => ( {label} - +

{value}

+ {hint &&

{hint}

} ); +const SpendRow: React.FC<{ label: string; value: string }> = ({ label, value }) => ( +
+
{label}
+
{value}
+
+); + const HeroCard: React.FC<{ view: BenchmarkView }> = ({ view }) => { const stats = view.stats; const cheaper = stats.saved_spend >= 0; return ( -
-
-

Total estimated savings

-
-

{usd(stats.saved_spend)}

+
+
+

+ Total estimated savings +

+
+

{usd(stats.saved_spend)}

{stats.saved_spend !== 0 && (cheaper ? "-" : "+")} {Math.abs(stats.saved_pct).toFixed(0)}%
-
-
-
Actual auto-router spend
-
{usd(stats.spend)}
-
-
-
Estimated spend at highest-tier model
-
{usd(stats.baseline_spend)}
-
-
-
-

Avg saved per session

-

{usd(stats.saved_per_session)}

-

across {stats.sessions.toLocaleString()} sessions

+
+ + +
@@ -239,7 +240,12 @@ const BenchmarksBody: React.FC = ({ isPending, error, data, -
+
+ diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx index 9ec551bc227..8c683f230e0 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx @@ -107,6 +107,33 @@ const mockDeploymentsPage = () => { modelInfoCall.mockResolvedValue(pageOf(DEPLOYMENTS)); }; +// Oldest-first, as the proxy returns them, and two more than the ten-row first page holds. +const BULK_ROUTER_NAMES = [ + "router-01-oldest", + ...Array.from({ length: 10 }, (_, i) => `router-${i + 2}`), + "router-12-newest", +]; + +const A_FULL_PAGE_AND_TWO_MORE = Array.from({ length: 12 }, (_, index) => ({ + model_name: BULK_ROUTER_NAMES[index], + litellm_params: { + model: "auto_router/complexity_router", + complexity_router_config: { tiers: {}, classifier_type: "heuristic" }, + }, + model_info: { + id: `bulk-${index + 1}`, + db_model: true, + created_at: `2026-08-${String(index + 1).padStart(2, "0")}T00:00:00.000000+00:00`, + }, +})); + +/** Row order as rendered, header row dropped. */ +const routerNamesInOrder = () => + screen + .getAllByRole("row") + .slice(1) + .map((row) => row.querySelector("span.text-sm.font-medium")?.textContent ?? ""); + const renderPanel = (canModify = true) => renderWithProviders( { await screen.findByText("config-router"); expect(screen.queryByTestId("auto-router-actions-auto-4")).not.toBeInTheDocument(); }); + + // /v2/model/info returns an unordered model_list, and created_at is absent on config routers + // and on non-enterprise proxies, so both halves of the order have to be pinned here. + it("orders newest first, then the undated routers by name", async () => { + renderPanel(); + + await screen.findByText("tri-tier-router"); + + expect(routerNamesInOrder()).toEqual([ + "tri-tier-router", // 2026-07-28 + "support-router", // 2026-07-27 + "adaptive-router", // undated, sorts after every dated row, then by name + "config-router", + ]); + }); + + // The reported bug: the newest router was rendered last, so it landed on page 2 and read + // as never created. + it("puts a just-created router on the first page of a list longer than one page", async () => { + modelInfoCall.mockResolvedValue(pageOf(A_FULL_PAGE_AND_TWO_MORE)); + + renderPanel(); + + expect(await screen.findByRole("button", { name: "router-12-newest" })).toBeInTheDocument(); + // Page one holds the ten newest, so the two oldest are the ones pushed off it. + expect(screen.queryByRole("button", { name: "router-01-oldest" })).not.toBeInTheDocument(); + expect(routerNamesInOrder()[0]).toBe("router-12-newest"); + }); }); diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTable.tsx index 943388f8535..2102f5e55d9 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTable.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTable.tsx @@ -1,7 +1,7 @@ "use client"; import { SortingState } from "@tanstack/react-table"; -import { useMemo, useState } from "react"; +import { useMemo } from "react"; import { DataTable } from "@/components/shared/DataTable"; import { AutoRouterIcon } from "@/components/shared/table_cells"; @@ -19,6 +19,11 @@ interface AutoRoutersTableProps { const PAGE_SIZE_OPTIONS = [10, 25, 50]; +const DEFAULT_SORTING: SortingState = [ + { id: "createdAt", desc: true }, + { id: "name", desc: false }, +]; + function EmptyState({ canModify }: { canModify: boolean }) { return (
@@ -42,8 +47,6 @@ export function AutoRoutersTable({ onRouterClick, onDeleteClick, }: AutoRoutersTableProps) { - const [sorting, setSorting] = useState([]); - const columns = useMemo( () => getAutoRoutersTableColumns({ canModify, onRouterClick, onDeleteClick }), [canModify, onRouterClick, onDeleteClick], @@ -55,8 +58,7 @@ export function AutoRoutersTable({ columns={columns} getRowId={(router) => router.id} sortingMode="client" - sorting={sorting} - onSortingChange={setSorting} + defaultSorting={DEFAULT_SORTING} paginationMode="client" pageSizeOptions={PAGE_SIZE_OPTIONS} isLoading={isLoading} diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTableColumns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTableColumns.tsx index 995ba634c34..4a99062988f 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTableColumns.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersTableColumns.tsx @@ -155,6 +155,7 @@ export const getAutoRoutersTableColumns = ({ size: 150, enableSorting: true, sortingFn: "datetime", + sortUndefined: "last", cell: ({ row }) => , }, ...(canModify diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts index 35172d67e84..bbdf4697315 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts +++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts @@ -30,7 +30,8 @@ export interface AutoRouterRow { editBlockedReason: EditBlockedReason | null; targets: string[]; defaultModel: string | null; - createdAt: string | null; + /** `undefined`, not `null`: the table's `sortUndefined` pin only matches `undefined` */ + createdAt: string | undefined; deployment: AutoRouterDeployment; } @@ -54,8 +55,14 @@ const asStringArray = (value: unknown): string[] => const dedupe = (models: string[]): string[] => Array.from(new Set(models)); +const COMPLEXITY_TYPE_LABELS: Record = { + llm: "LLM Classifier", + heuristic_first: "Heuristic first", + custom: "Custom classifier", +}; + export const complexityTypeLabel = (config: Record): string => - config.classifier_type === "llm" ? "LLM Classifier" : "Heuristic"; + (typeof config.classifier_type === "string" && COMPLEXITY_TYPE_LABELS[config.classifier_type]) || "Heuristic"; interface Presentation { typeLabel: string; @@ -107,7 +114,7 @@ export const toAutoRouterRow = ( canEdit: canEdit && mayActOnRow, canDelete: canDelete && mayActOnRow, editBlockedReason, - createdAt: info.created_at ?? null, + createdAt: info.created_at ?? undefined, defaultModel: (params[strategy.defaultModelKey] as string | null | undefined) ?? null, deployment, ...PRESENTERS[strategy.kind](asRecord(params[strategy.configKey])), diff --git a/ui/litellm-dashboard/src/autorouter_presets.json b/ui/litellm-dashboard/src/autorouter_presets.json index aff6f09da04..41107e88b8c 100644 --- a/ui/litellm-dashboard/src/autorouter_presets.json +++ b/ui/litellm-dashboard/src/autorouter_presets.json @@ -1,13 +1,16 @@ { "anthropic_family": { "label": "Anthropic Family", - "description": "Routes across the Claude model family: Haiku for simple queries, Sonnet for medium, Opus for complex and reasoning-heavy requests.", + "description": "Routes across the Claude model family: Haiku for simple queries, Sonnet for medium, Opus for complex, Opus at high thinking for reasoning.", "complexity_router_config": { "tiers": { "SIMPLE": ["claude-haiku-4-5"], "MEDIUM": ["claude-sonnet-5"], "COMPLEX": ["claude-opus-5"], - "REASONING": ["claude-fable-5"] + "REASONING": ["claude-opus-5"] + }, + "tier_model_configs": { + "REASONING": [{ "model_name": "claude-opus-5", "litellm_params": { "reasoning_effort": "high" } }] }, "classifier_type": "heuristic", "escalation_keywords": ["LITELLM ESCALATE"], diff --git a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx index 5f5a6f26c0a..0b38d51e36a 100644 --- a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx +++ b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx @@ -2,6 +2,7 @@ import { useOrganizations } from "@/app/(dashboard)/hooks/organizations/useOrganizations"; import { useTeamsTable } from "@/app/(dashboard)/hooks/teams/useTeams"; +import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized"; import { DataTable, DataTableFilterDrawer, @@ -9,14 +10,17 @@ import { DataTableToolbar, } from "@/components/shared/DataTable"; import { SearchSelect } from "@/components/shared/SearchSelect"; +import { Button } from "@/components/ui/button"; import { Input } from "@/components/ui/input"; import { DEBOUNCE_WAIT_MS } from "@/utils/debounceConstants"; import { useDebouncedValue } from "@tanstack/react-pacer/debouncer"; import { ColumnFiltersState, OnChangeFn, PaginationState, SortingState } from "@tanstack/react-table"; +import { Download } from "lucide-react"; import React, { useCallback, useMemo, useState } from "react"; import { Team } from "../key_team_helpers/key_list"; import { getTeamTableColumns, TEAM_TABLE_HIDDEN_COLUMNS } from "./teamTableColumns"; +import { exportTeamsToCsv } from "./teamsCsvExport"; interface TeamsTableProps { userRole: string | null; @@ -49,7 +53,9 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet const [columnFilters, setColumnFilters] = useState([]); const [filtersOpen, setFiltersOpen] = useState(false); const [searchInput, setSearchInput] = useState(""); + const [isExporting, setIsExporting] = useState(false); const [searchQuery] = useDebouncedValue(searchInput, { wait: DEBOUNCE_WAIT_MS }); + const { accessToken } = useAuthorized(); const getFilterValue = useCallback( (columnId: string): string | undefined => { @@ -61,16 +67,19 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet const isAdminView = userRole === "Admin" || userRole === "Admin Viewer"; - const teamListOptions = { - organizationID: getFilterValue("org_id"), - team_alias: getFilterValue("alias"), - teamID: getFilterValue("team_id"), - search: searchQuery.trim() || undefined, - searchTeamIdMatch: "prefix" as const, - userID: isAdminView ? undefined : userID ?? undefined, - sortBy: sorting[0]?.id, - sortOrder: toSortOrder(sorting), - }; + const teamListOptions = useMemo( + () => ({ + organizationID: getFilterValue("org_id"), + team_alias: getFilterValue("alias"), + teamID: getFilterValue("team_id"), + search: searchQuery.trim() || undefined, + searchTeamIdMatch: "prefix" as const, + userID: isAdminView ? undefined : userID ?? undefined, + sortBy: sorting[0]?.id, + sortOrder: toSortOrder(sorting), + }), + [getFilterValue, searchQuery, isAdminView, userID, sorting], + ); const { data: teamsResponse, @@ -97,6 +106,16 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet setTablePagination((prev) => ({ ...prev, pageIndex: 0 })); }, []); + const handleExportCsv = useCallback(async () => { + if (!accessToken || isExporting) return; + setIsExporting(true); + try { + await exportTeamsToCsv(accessToken, teamListOptions); + } finally { + setIsExporting(false); + } + }, [accessToken, isExporting, teamListOptions]); + const columns = useMemo(() => { const columnDeps = { organizations, userRole, onSelectTeam, onEditTeam, onDeleteTeam }; return getTeamTableColumns(columnDeps); @@ -159,7 +178,18 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet onOpenFilters={() => setFiltersOpen(true)} filterLabels={FILTER_LABELS} formatFilterValue={formatFilterValue} - /> + > + + ): Team => + ({ + team_id: "team-1", + team_alias: "alias-1", + models: [], + max_budget: null, + budget_duration: null, + tpm_limit: null, + rpm_limit: null, + organization_id: "org-1", + created_at: "2026-01-01T00:00:00Z", + keys: [], + members_with_roles: [], + spend: 0, + ...overrides, + }) as Team; + +const makePage = (teams: Team[], page: number, totalPages: number): TeamsResponse => ({ + teams, + total: teams.length, + page, + page_size: TEAMS_EXPORT_PAGE_SIZE, + total_pages: totalPages, +}); + +describe("fetchAllTeams", () => { + it("returns the single page without extra requests", async () => { + const fetchPage = vi.fn().mockResolvedValue(makePage([makeTeam({ team_id: "a" })], 1, 1)); + const teams = await fetchAllTeams(fetchPage); + expect(teams.map((t) => t.team_id)).toEqual(["a"]); + expect(fetchPage).toHaveBeenCalledTimes(1); + expect(fetchPage).toHaveBeenCalledWith(1, TEAMS_EXPORT_PAGE_SIZE); + }); + + it("fetches and concatenates every page in order", async () => { + const fetchPage = vi + .fn() + .mockImplementation(async (page: number) => makePage([makeTeam({ team_id: `team-${page}` })], page, 3)); + const teams = await fetchAllTeams(fetchPage); + expect(teams.map((t) => t.team_id)).toEqual(["team-1", "team-2", "team-3"]); + expect(fetchPage).toHaveBeenCalledTimes(3); + expect(fetchPage).toHaveBeenCalledWith(2, TEAMS_EXPORT_PAGE_SIZE); + expect(fetchPage).toHaveBeenCalledWith(3, TEAMS_EXPORT_PAGE_SIZE); + }); +}); + +describe("collectTeamMemberBudgetIds", () => { + it("dedupes ids and skips teams without a member budget", () => { + const teams = [ + makeTeam({ team_id: "a", metadata: { team_member_budget_id: "bud-1" } }), + makeTeam({ team_id: "b", metadata: { team_member_budget_id: "bud-1" } }), + makeTeam({ team_id: "c", metadata: {} }), + makeTeam({ team_id: "d", metadata: { team_member_budget_id: "" } }), + makeTeam({ team_id: "e" }), + makeTeam({ team_id: "f", metadata: { team_member_budget_id: "bud-2" } }), + ]; + expect(collectTeamMemberBudgetIds(teams)).toEqual(["bud-1", "bud-2"]); + }); +}); + +describe("buildTeamsCsvRows", () => { + it("maps configured limits, spend, models, and rate limits", () => { + const teamFields: Partial = { + team_id: "team-42", + team_alias: "finance", + organization_id: "org-9", + models: ["gpt-4o", "claude-sonnet-4-5"], + max_budget: 250, + budget_duration: "30d", + budget_reset_at: "2026-02-01T00:00:00Z", + spend: 12.5, + tpm_limit: 1000, + rpm_limit: 50, + members_count: 7, + keys_count: 3, + blocked: false, + }; + const [row] = buildTeamsCsvRows([makeTeam(teamFields)], []); + const expectedRow = { + "Team Alias": "finance", + "Team ID": "team-42", + "Organization ID": "org-9", + Models: "gpt-4o, claude-sonnet-4-5", + "Max Budget (USD)": 250, + "Budget Duration": "30d", + "Budget Reset At": "2026-02-01T00:00:00Z", + "Spend (USD)": 12.5, + "TPM Limit": 1000, + "RPM Limit": 50, + "Team Member Budget (USD)": "", + "Team Member Budget Duration": "", + "Team Member TPM Limit": "", + "Team Member RPM Limit": "", + Members: 7, + Keys: 3, + Blocked: false, + "Created At": "2026-01-01T00:00:00Z", + }; + expect(row).toEqual(expectedRow); + }); + + it("joins team member budget rows by budget id from metadata", () => { + const teams = [ + makeTeam({ team_id: "a", metadata: { team_member_budget_id: "bud-1" } }), + makeTeam({ team_id: "b" }), + ]; + const rows = buildTeamsCsvRows(teams, [ + { budget_id: "bud-1", max_budget: 25, budget_duration: "7d", tpm_limit: 200, rpm_limit: 10 }, + ]); + expect(rows[0]["Team Member Budget (USD)"]).toBe(25); + expect(rows[0]["Team Member Budget Duration"]).toBe("7d"); + expect(rows[0]["Team Member TPM Limit"]).toBe(200); + expect(rows[0]["Team Member RPM Limit"]).toBe(10); + expect(rows[1]["Team Member Budget (USD)"]).toBe(""); + }); + + it("falls back to members_with_roles and keys lengths when counts are absent", () => { + const team = makeTeam({ + members_with_roles: [ + { user_id: "u1", role: "admin" }, + { user_id: "u2", role: "user" }, + ], + keys: [{ token: "t" } as Team["keys"][number]], + }); + const [row] = buildTeamsCsvRows([team], []); + expect(row.Members).toBe(2); + expect(row.Keys).toBe(1); + }); +}); + +describe("buildTeamsCsv", () => { + it("produces a header row and quotes values containing commas", () => { + const csv = buildTeamsCsv([makeTeam({ team_alias: "sales, emea", models: ["m1", "m2"] })], []); + const [header, row] = csv.split("\r\n"); + expect(header).toBe( + "Team Alias,Team ID,Organization ID,Models,Max Budget (USD),Budget Duration,Budget Reset At,Spend (USD)," + + "TPM Limit,RPM Limit,Team Member Budget (USD),Team Member Budget Duration,Team Member TPM Limit," + + "Team Member RPM Limit,Members,Keys,Blocked,Created At", + ); + expect(row).toContain('"sales, emea"'); + expect(row).toContain('"m1, m2"'); + }); + + it("neutralizes formula-leading values so spreadsheets render them as text", () => { + const csv = buildTeamsCsv([makeTeam({ team_alias: "=SUM(A1:A9)" })], []); + const [, row] = csv.split("\r\n"); + expect(row).toContain('"\'=SUM(A1:A9)"'); + expect(row).not.toContain("=SUM(A1:A9),"); + }); +}); diff --git a/ui/litellm-dashboard/src/components/TeamsPage/teamsCsvExport.ts b/ui/litellm-dashboard/src/components/TeamsPage/teamsCsvExport.ts new file mode 100644 index 00000000000..e03ccdada75 --- /dev/null +++ b/ui/litellm-dashboard/src/components/TeamsPage/teamsCsvExport.ts @@ -0,0 +1,95 @@ +import Papa from "papaparse"; + +import { TeamListCallOptions, TeamsResponse, teamListCall } from "@/app/(dashboard)/hooks/teams/useTeams"; + +import { Team } from "../key_team_helpers/key_list"; +import { apiClient } from "../networking"; + +export interface TeamMemberBudget { + budget_id: string; + max_budget?: number | null; + budget_duration?: string | null; + tpm_limit?: number | null; + rpm_limit?: number | null; +} + +export const TEAMS_EXPORT_PAGE_SIZE = 100; + +type FetchTeamsPage = (page: number, pageSize: number) => Promise; + +export const fetchAllTeams = async (fetchPage: FetchTeamsPage): Promise => { + const firstPage = await fetchPage(1, TEAMS_EXPORT_PAGE_SIZE); + const totalPages = firstPage.total_pages ?? 1; + if (totalPages <= 1) return firstPage.teams; + + const remainingPages = await Promise.all( + Array.from({ length: totalPages - 1 }, (_, i) => fetchPage(i + 2, TEAMS_EXPORT_PAGE_SIZE)), + ); + return [firstPage, ...remainingPages].flatMap((page) => page.teams); +}; + +const teamMemberBudgetId = (team: Team): string | null => { + const id = team.metadata?.team_member_budget_id; + return typeof id === "string" && id.length > 0 ? id : null; +}; + +export const collectTeamMemberBudgetIds = (teams: Team[]): string[] => + Array.from(new Set(teams.map(teamMemberBudgetId).filter((id): id is string => id !== null))); + +const cell = (value: string | number | boolean | null | undefined): string | number | boolean => value ?? ""; + +export const buildTeamsCsvRows = ( + teams: Team[], + budgets: TeamMemberBudget[], +): Record[] => { + const budgetsById = new Map(budgets.map((budget) => [budget.budget_id, budget])); + return teams.map((team) => { + const budgetId = teamMemberBudgetId(team); + const memberBudget = budgetId ? budgetsById.get(budgetId) : undefined; + return { + "Team Alias": cell(team.team_alias), + "Team ID": cell(team.team_id), + "Organization ID": cell(team.organization_id), + Models: (team.models ?? []).join(", "), + "Max Budget (USD)": cell(team.max_budget), + "Budget Duration": cell(team.budget_duration), + "Budget Reset At": cell(team.budget_reset_at), + "Spend (USD)": cell(team.spend), + "TPM Limit": cell(team.tpm_limit), + "RPM Limit": cell(team.rpm_limit), + "Team Member Budget (USD)": cell(memberBudget?.max_budget), + "Team Member Budget Duration": cell(memberBudget?.budget_duration), + "Team Member TPM Limit": cell(memberBudget?.tpm_limit), + "Team Member RPM Limit": cell(memberBudget?.rpm_limit), + Members: cell(team.members_count ?? team.members_with_roles?.length), + Keys: cell(team.keys_count ?? team.keys?.length), + Blocked: cell(team.blocked), + "Created At": cell(team.created_at), + }; + }); +}; + +export const buildTeamsCsv = (teams: Team[], budgets: TeamMemberBudget[]): string => + Papa.unparse(buildTeamsCsvRows(teams, budgets), { escapeFormulae: true }); + +const downloadCsv = (csv: string, fileName: string): void => { + const blob = new Blob([csv], { type: "text/csv;charset=utf-8;" }); + const url = window.URL.createObjectURL(blob); + const a = document.createElement("a"); + a.href = url; + a.download = fileName; + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + window.URL.revokeObjectURL(url); +}; + +export const exportTeamsToCsv = async (accessToken: string, options: TeamListCallOptions): Promise => { + const teams = await fetchAllTeams((page, pageSize) => teamListCall(accessToken, page, pageSize, options)); + const budgetIds = collectTeamMemberBudgetIds(teams); + const budgets = budgetIds.length + ? await apiClient.post("/budget/info", { accessToken, body: { budgets: budgetIds } }) + : []; + downloadCsv(buildTeamsCsv(teams, budgets), `teams_export_${new Date().toISOString().split("T")[0]}.csv`); + return teams.length; +}; diff --git a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx index c3fc23034f1..cea967f5966 100644 --- a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx +++ b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx @@ -27,6 +27,10 @@ import { CLASSIFICATION_RUBRIC_KEYS, ClassificationRubric, effectiveTierLabel, + heuristicScoringRole, + usesLlmClassifier, + DEFAULT_HEURISTIC_FIRST_MAX_TIER, + HEURISTIC_FIRST_MAX_TIER_KEYS, } from "./ComplexityRouterConfig"; const DEFAULT_SCORING_EXPLANATION = @@ -49,7 +53,7 @@ const CUSTOM_PROMPT_WITH_DEFAULT_MODEL_FALLBACK = */ const scoringExplanation = (value: ComplexityRouterConfigValue): string => { const usesCustomPrompt = - value.classifier_type === "llm" && Boolean(value.classifier_llm_config?.system_prompt?.trim()); + usesLlmClassifier(value.classifier_type) && Boolean(value.classifier_llm_config?.system_prompt?.trim()); if (!usesCustomPrompt) return DEFAULT_SCORING_EXPLANATION; return value.classifier_fallback === "default_model" ? CUSTOM_PROMPT_WITH_DEFAULT_MODEL_FALLBACK @@ -148,7 +152,7 @@ const ClassificationMethodConfig: React.FC = ({ }) => { const hasDefaultModel = Boolean(defaultModel); const classifierModelMissing = - showValidationErrors && value.classifier_type === "llm" && !value.classifier_llm_config?.model; + showValidationErrors && usesLlmClassifier(value.classifier_type) && !value.classifier_llm_config?.model; const usesCustomPrompt = Boolean(value.classifier_llm_config?.system_prompt?.trim()); const contextBudget = value.classifier_context_budget_chars ?? DEFAULT_CLASSIFIER_CONTEXT_BUDGET_CHARS; const contextBudgetQuotesNothing = contextBudget > 0 && contextBudget < MIN_QUOTED_CONTEXT_TURN_CHARS; @@ -158,29 +162,35 @@ const ClassificationMethodConfig: React.FC = ({ const nextValue: ComplexityRouterConfigValue = { ...value, classifier_type: classifierType, - classifier_llm_config: - classifierType === "llm" - ? value.classifier_llm_config ?? { - model: "", - timeout_ms: DEFAULT_CLASSIFIER_TIMEOUT_MS, - classification_rubric: NEW_CLASSIFIER_CLASSIFICATION_RUBRIC, - } + classifier_llm_config: usesLlmClassifier(classifierType) + ? value.classifier_llm_config ?? { + model: "", + timeout_ms: DEFAULT_CLASSIFIER_TIMEOUT_MS, + classification_rubric: NEW_CLASSIFIER_CLASSIFICATION_RUBRIC, + } + : undefined, + classifier_context_window_size: usesLlmClassifier(classifierType) + ? value.classifier_context_window_size ?? DEFAULT_CLASSIFIER_CONTEXT_WINDOW_SIZE + : undefined, + classifier_context_budget_chars: usesLlmClassifier(classifierType) + ? value.classifier_context_budget_chars ?? DEFAULT_CLASSIFIER_CONTEXT_BUDGET_CHARS + : undefined, + classifier_context_include_assistant_turns: usesLlmClassifier(classifierType) + ? value.classifier_context_include_assistant_turns + : undefined, + classifier_fallback: usesLlmClassifier(classifierType) ? value.classifier_fallback : undefined, + heuristic_first_max_tier: + classifierType === "heuristic_first" + ? value.heuristic_first_max_tier ?? DEFAULT_HEURISTIC_FIRST_MAX_TIER : undefined, - classifier_context_window_size: - classifierType === "llm" - ? value.classifier_context_window_size ?? DEFAULT_CLASSIFIER_CONTEXT_WINDOW_SIZE - : undefined, - classifier_context_budget_chars: - classifierType === "llm" - ? value.classifier_context_budget_chars ?? DEFAULT_CLASSIFIER_CONTEXT_BUDGET_CHARS - : undefined, - classifier_context_include_assistant_turns: - classifierType === "llm" ? value.classifier_context_include_assistant_turns : undefined, - classifier_fallback: classifierType === "llm" ? value.classifier_fallback : undefined, }; onChange(nextValue); }; + const handleHeuristicFirstMaxTierChange = (tier: string) => { + onChange({ ...value, heuristic_first_max_tier: tier }); + }; + const handleClassifierModelChange = (model: string) => { onChange({ ...value, @@ -265,7 +275,7 @@ const ClassificationMethodConfig: React.FC = ({ Heuristic{" "} - (default) — rule-based scoring, no API calls, <1ms latency + (default), rule-based scoring with no API calls and <1ms latency @@ -273,13 +283,47 @@ const ClassificationMethodConfig: React.FC = ({ LLM Classifier{" "} - — use a model to decide the tier (e.g. a small/fast model) + calls a model to decide the tier (e.g. a small/fast model) + + +
- {value.classifier_type === "llm" && ( + {value.classifier_type === "heuristic_first" && ( +
+ Decide locally up to + +

+ A request the scorer places at or below this tier routes there without a classifier call. Anything the + scorer places higher, and anything it found no signal for at all, goes to the classifier instead +

+
+ )} + + {usesLlmClassifier(value.classifier_type) && (
Classifier Model @@ -459,7 +503,7 @@ const ClassificationMethodConfig: React.FC = ({
)} - {value.classifier_type === "heuristic" && ( + {heuristicScoringRole(value) !== "never" && (
Custom Technical Keywords diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx index 45a967c0537..2925c28cc5e 100644 --- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx +++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx @@ -1012,3 +1012,47 @@ describe("ComplexityRouterConfig per-model effort filtering", () => { ); }); }); + +describe("ComplexityRouterConfig custom technical keywords", () => { + const openClassificationPanel = (value: ComplexityRouterConfigValue) => { + renderWithProviders(); + fireEvent.click(screen.getByText("Advanced: Classification Method")); + }; + + const llmConfig = { model: "gpt-3.5-turbo", timeout_ms: 3000 }; + + it.each([ + ["heuristic", { ...defaultValue, classifier_type: "heuristic" as const }], + [ + "heuristic_first", + { + ...defaultValue, + classifier_type: "heuristic_first" as const, + heuristic_first_max_tier: "SIMPLE", + classifier_llm_config: llmConfig, + }, + ], + [ + "llm falling back to the scorer", + { + ...defaultValue, + classifier_type: "llm" as const, + classifier_llm_config: llmConfig, + classifier_fallback: "heuristic" as const, + }, + ], + ])("offers the keywords on a router whose scorer runs: %s", (_label, value) => { + openClassificationPanel(value); + expect(screen.getByText("Custom Technical Keywords")).toBeInTheDocument(); + }); + + it("hides the keywords when the scorer never runs, so they cannot imply an effect they have none", () => { + openClassificationPanel({ + ...defaultValue, + classifier_type: "llm", + classifier_llm_config: llmConfig, + classifier_fallback: "default_model", + }); + expect(screen.queryByText("Custom Technical Keywords")).not.toBeInTheDocument(); + }); +}); diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx index 71bce0b254c..de6c9cd72fb 100644 --- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx +++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx @@ -95,7 +95,15 @@ export interface ClassifierLLMConfig { system_prompt?: string; } -export type ClassifierType = "heuristic" | "llm"; +export type ClassifierType = "heuristic" | "llm" | "heuristic_first"; + +/** + * Whether this router can call classifier_llm_config.model. Mirrors the backend's + * ComplexityRouterConfig.uses_llm_classifier, and is the single gate for every classifier-only + * control and payload key, so a new chaining type cannot strip knobs the operator set. + */ +export const usesLlmClassifier = (classifierType: ClassifierType): boolean => + classifierType === "llm" || classifierType === "heuristic_first"; export type ClassifierFallback = "heuristic" | "default_model"; @@ -113,13 +121,14 @@ export type HeuristicScoringRole = "decides" | "fallback_only" | "never"; /** * Whether the heuristic scorer runs on this router at all, which is what gates its knobs. An LLM * classifier still falls back to the scorer unless the fallback is the default model, so the gate cannot be - * a plain classifier_type check. + * a plain classifier_type check. Under heuristic_first the scorer runs first on every request and + * decides outright whenever it lands at or below the threshold. */ export const heuristicScoringRoleFor = ( classifierType: ClassifierType, classifierFallback: ClassifierFallback | undefined, ): HeuristicScoringRole => { - if (classifierType === "heuristic") return "decides"; + if (classifierType === "heuristic" || classifierType === "heuristic_first") return "decides"; return (classifierFallback ?? DEFAULT_CLASSIFIER_FALLBACK) === "heuristic" ? "fallback_only" : "never"; }; @@ -142,6 +151,8 @@ export interface ComplexityRouterConfigValue { classifier_context_per_turn_chars?: number; classifier_context_include_assistant_turns?: boolean; classifier_fallback?: ClassifierFallback; + /** Highest tier the scorer may decide alone under heuristic_first. Required by that type, rejected by the others. */ + heuristic_first_max_tier?: string; session_affinity?: boolean; deployment_affinity?: boolean; /** Tier floor for coding-agent plan-mode requests. Unset means detection is off, matching the backend. */ @@ -223,6 +234,14 @@ export const TIER_KEYS = Object.keys(TIER_DESCRIPTIONS) as Array tierLabels?.[tier]?.trim() || TIER_DESCRIPTIONS[tier].label; +export const DEFAULT_HEURISTIC_FIRST_MAX_TIER = "SIMPLE"; + +/** + * Tiers the heuristic_first threshold may name. The top tier is excluded because it would short + * circuit every request and leave the classifier unreachable, which the backend rejects. + */ +export const HEURISTIC_FIRST_MAX_TIER_KEYS = TIER_KEYS.slice(0, -1); + const ComplexityRouterConfig: React.FC = ({ modelInfo, value, @@ -314,7 +333,7 @@ const ComplexityRouterConfig: React.FC = ({ Rename a tier to use your own vocabulary in the dashboard and your spend logs. Renaming doesn't change how requests are classified, and callers never see these names. - {value.classifier_type === "llm" && + {usesLlmClassifier(value.classifier_type) && " Your classifier model reads these names, so clearer ones can sharpen its choices."} diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx index 1219ac6138b..6afdd1dbcfb 100644 --- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx +++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx @@ -5,6 +5,8 @@ import AddAutoRouterTab from "./add_auto_router_tab"; import { toast } from "@/lib/toast"; import { handleAddAutoRouterSubmit } from "./handle_add_auto_router_submit"; import { getMissingTiersError } from "./build_complexity_router_config"; +import { getSubmitBlockedReason } from "./add_auto_router_tab"; +import { buildModelAvailability } from "@/lib/autorouter_presets"; import { testAutoRouterRouting } from "../networking"; import { ModelGroup } from "@/components/llm_calls/fetch_models"; import { getAllPresets, getPresetByKey, getRequiredModelsInPreset } from "@/lib/autorouter_presets"; @@ -590,6 +592,28 @@ describe("AddAutoRouterTab", () => { }); }); + // Every step between the bundled JSON and the payload drops these params silently. + it("carries a preset's per-tier reasoning effort through to the create payload", async () => { + const user = userEvent.setup(); + mockFetchAvailableModels.mockResolvedValue(ALL_FAMILY_MODELS); + + renderWithProviders(); + await waitForPresetEnabled("Anthropic Family"); + await selectTemplate("Anthropic Family"); + + await user.type(screen.getByPlaceholderText(/smart_router/i), "anthropic-router"); + await user.click(screen.getByRole("button", { name: /add auto router/i })); + + await waitFor(() => expect(handleAddAutoRouterSubmit).toHaveBeenCalled()); + expect(vi.mocked(handleAddAutoRouterSubmit).mock.calls.at(-1)?.[0]).toMatchObject({ + complexity_router_config: { + tier_model_configs: { + REASONING: [{ model_name: "claude-opus-5", litellm_params: { reasoning_effort: "high" } }], + }, + }, + }); + }); + // Bugbot-found bug: submitBlockedReason disables the button for this, but Form's onFinish // (wired to the same handler as the button) fires whenever the form itself is submitted, // independent of the button's own disabled state. Without submitRecommendedRouter re-checking @@ -864,3 +888,38 @@ describe("AddAutoRouterTab", () => { }); }); }); + +describe("getSubmitBlockedReason", () => { + const tiers = { + SIMPLE: ["gpt-4o-mini"], + MEDIUM: ["gpt-4o-mini"], + COMPLEX: ["gpt-4o-mini"], + REASONING: ["gpt-4o-mini"], + }; + const availability = buildModelAvailability(["gpt-4o-mini"], []); + const referenced = { + tiers, + classifierType: "heuristic" as const, + classifierLlmConfig: undefined, + semanticMatchingEnabled: false, + embeddingModel: undefined, + defaultModel: undefined, + }; + + it("lets a complete heuristic router through", () => { + expect(getSubmitBlockedReason({ tiers, classifier_type: "heuristic" }, [], referenced, availability)).toBeNull(); + }); + + it("blocks an LLM classifier with no model, which the button previously left enabled", () => { + expect(getSubmitBlockedReason({ tiers, classifier_type: "llm" }, [], referenced, availability)).toContain( + "Please select a classifier model", + ); + }); + + it("blocks a keyword rule aimed at a tier this router does not have", () => { + const rules = [{ id: "r1", keywords: ["audit"], tier: "AUDIT" }]; + expect(getSubmitBlockedReason({ tiers, classifier_type: "heuristic" }, rules, referenced, availability)).toContain( + "no longer has", + ); + }); +}); diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx index 87c4754f56d..4b58a2085a8 100644 --- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx +++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx @@ -34,6 +34,7 @@ import { BuildComplexityRouterConfigParams, buildComplexityRouterConfig, getKeywordTierRulesError, + getClassifierModelError, getMissingTiersError, getPlanModeTierError, getSemanticConfigError, @@ -116,7 +117,7 @@ const tierConfigSummary = (config: ComplexityRouterConfigValue): string => { // itself and to say what is missing, so the two can never give different answers. Checks the // config actually being built, not which preset (if any) it came from: a preset only ever // prefills once (handlePresetChange), and everything after that is edited exactly like Custom. -const getSubmitBlockedReason = ( +export const getSubmitBlockedReason = ( config: ComplexityRouterConfigValue, keywordTierRules: KeywordTierRule[], referencedModelsParams: Parameters[0], @@ -125,7 +126,8 @@ const getSubmitBlockedReason = ( getMissingTiersError(activeTierRows(config)) ?? getTierLabelsError(config.tier_labels) ?? getPlanModeTierError(config.plan_mode_min_tier, activeTierRows(config)) ?? - getKeywordTierRulesError(keywordTierRules) ?? + getKeywordTierRulesError(keywordTierRules, activeTierRows(config)) ?? + getClassifierModelError(config) ?? getReferencedModelsError(referencedModelsParams, availability); const autoRouterSchema = (requiresTeamScope: boolean) => @@ -342,6 +344,7 @@ const AddAutoRouterTab: React.FC = ({ tiers: complexityRouterConfig.tiers, defaultModel: complexityRouterConfig.default_model, planModeMinTier: complexityRouterConfig.plan_mode_min_tier, + heuristicFirstMaxTier: complexityRouterConfig.heuristic_first_max_tier, tierLabels: complexityRouterConfig.tier_labels, classifierType: complexityRouterConfig.classifier_type, classifierLlmConfig: complexityRouterConfig.classifier_llm_config, @@ -370,50 +373,21 @@ const AddAutoRouterTab: React.FC = ({ }; const submitRecommendedRouter = async (name: string) => { - const { tiers, tierLabels, classifierType, classifierLlmConfig } = complexityRouterConfigParams; + const { tiers } = complexityRouterConfigParams; - const missingTiersError = getMissingTiersError(activeTierRows(complexityRouterConfig)); - if (missingTiersError) { + // The one answer the submit button reads, so a disabled button and a refused submit cannot + // disagree about why. The handler needs it in its own right: the form fires this on Enter + // regardless of the button's disabled state. + const blockedReason = + getSubmitBlockedReason( + complexityRouterConfig, + keywordTierRules, + referencedModelsParams, + groupsOnlyAvailability, + ) ?? getSemanticConfigError({ semanticMatchingEnabled, embeddingModel, keywordTierRules }); + if (blockedReason) { setShowValidationErrors(true); - toast.fromError(missingTiersError); - return; - } - - const tierLabelsError = getTierLabelsError(tierLabels); - if (tierLabelsError) { - setShowValidationErrors(true); - toast.fromError(tierLabelsError); - return; - } - - if (classifierType === "llm" && !classifierLlmConfig?.model) { - setShowValidationErrors(true); - toast.fromError("Please select a classifier model, or switch back to Heuristic"); - return; - } - - const keywordRulesError = getKeywordTierRulesError(keywordTierRules); - if (keywordRulesError) { - setShowValidationErrors(true); - toast.fromError(keywordRulesError); - return; - } - - const semanticError = getSemanticConfigError({ semanticMatchingEnabled, embeddingModel, keywordTierRules }); - if (semanticError) { - setShowValidationErrors(true); - toast.fromError(semanticError); - return; - } - - // submitBlockedReason already disables the button for this, but the form's submit handler (wired to - // this same function) fires on Enter regardless of the button's disabled state - without this check, - // Enter in the name field could still create a router referencing a model that disappeared from - // availableModelSet after the tiers were filled in. - const referencedModelsError = getReferencedModelsError(referencedModelsParams, groupsOnlyAvailability); - if (referencedModelsError) { - setShowValidationErrors(true); - toast.fromError(referencedModelsError); + toast.fromError(blockedReason); return; } diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts index 63545f5b7de..b780234ad93 100644 --- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts +++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts @@ -3,6 +3,7 @@ import { getPlanModeTierError, normalizeClassifierLlmConfig, getKeywordTierRulesError, + getClassifierModelError, getMissingTiersError, getSemanticConfigError, getTierLabelsError, @@ -334,21 +335,24 @@ describe("getSemanticConfigError", () => { describe("getKeywordTierRulesError", () => { it("returns null when every rule carries a keyword", () => { expect( - getKeywordTierRulesError([ - { id: "r1", keywords: ["invoice"], tier: "MEDIUM" }, - { id: "r2", keywords: ["deploy to k8s"], tier: "REASONING" }, - ]), + getKeywordTierRulesError( + [ + { id: "r1", keywords: ["invoice"], tier: "MEDIUM" }, + { id: "r2", keywords: ["deploy to k8s"], tier: "REASONING" }, + ], + activeTierRows({ tiers }), + ), ).toBeNull(); }); it("returns null when there are no rules at all, since the section is optional", () => { - expect(getKeywordTierRulesError([])).toBeNull(); + expect(getKeywordTierRulesError([], activeTierRows({ tiers }))).toBeNull(); }); // The whole point of the ticket: the semantic toggle is off by default, and an unfilled row // used to be discarded silently on an otherwise successful create. it("rejects a row left empty while semantic matching is off", () => { - expect(getKeywordTierRulesError([{ id: "r1", keywords: [], tier: "COMPLEX" }])).toBe( + expect(getKeywordTierRulesError([{ id: "r1", keywords: [], tier: "COMPLEX" }], activeTierRows({ tiers }))).toBe( "Add at least one keyword to keyword rule(s): 1", ); }); @@ -357,7 +361,9 @@ describe("getKeywordTierRulesError", () => { ["whitespace only", [" "]], ["blank strings, as an unfilled row between filled ones leaves behind", ["", " ", ""]], ])("treats %s as empty rather than as a keyword", (_label, keywords) => { - expect(getKeywordTierRulesError([{ id: "r1", keywords, tier: "SIMPLE" }])).toMatch(/keyword rule\(s\): 1/); + expect(getKeywordTierRulesError([{ id: "r1", keywords, tier: "SIMPLE" }], activeTierRows({ tiers }))).toMatch( + /keyword rule\(s\): 1/, + ); }); // Row numbers have to survive rules that are fine, or the message points at the wrong input. @@ -373,7 +379,9 @@ describe("getKeywordTierRulesError", () => { }); it("keeps a keyword whose surrounding whitespace is the only thing trimmed", () => { - expect(getKeywordTierRulesError([{ id: "r1", keywords: [" invoice "], tier: "MEDIUM" }])).toBeNull(); + expect( + getKeywordTierRulesError([{ id: "r1", keywords: [" invoice "], tier: "MEDIUM" }], activeTierRows({ tiers })), + ).toBeNull(); }); }); @@ -674,3 +682,80 @@ describe("buildComplexityRouterConfig tier model params", () => { }); }); }); + +describe("getClassifierModelError", () => { + it("stays quiet for a heuristic router, which needs no classifier model", () => { + expect(getClassifierModelError({ classifier_type: "heuristic" })).toBeNull(); + }); + + it("blocks an LLM classifier with no model, which the router cannot start without", () => { + expect(getClassifierModelError({ classifier_type: "llm" })).toBe( + "Please select a classifier model, or switch back to Heuristic", + ); + }); + + it("stays quiet once a model is chosen", () => { + expect( + getClassifierModelError({ classifier_type: "llm", classifier_llm_config: { model: "m", timeout_ms: 3000 } }), + ).toBeNull(); + }); +}); + +describe("getKeywordTierRulesError orphaned tiers", () => { + const rows = activeTierRows({ tiers }); + + it("accepts a rule naming a tier the router has", () => { + expect(getKeywordTierRulesError([{ id: "r1", keywords: ["k"], tier: "COMPLEX" }], rows)).toBeNull(); + }); + + it("names the rule pointing at a tier this router does not have", () => { + expect(getKeywordTierRulesError([{ id: "r1", keywords: ["k"], tier: "AUDIT" }], rows)).toBe( + "Keyword rule(s) 1 route to a tier this router no longer has", + ); + }); + + it("rejects a differently cased tier, because _validate_keyword_rule_tiers matches exactly", () => { + expect(getKeywordTierRulesError([{ id: "r1", keywords: ["k"], tier: "complex" }], rows)).toBe( + "Keyword rule(s) 1 route to a tier this router no longer has", + ); + }); + + it("reports an empty keyword row before an orphaned tier, since that is the nearer problem", () => { + expect(getKeywordTierRulesError([{ id: "r1", keywords: [], tier: "AUDIT" }], rows)).toContain( + "Add at least one keyword", + ); + }); +}); + +describe("heuristic_first", () => { + const heuristicFirstParams: BuildComplexityRouterConfigParams = { + ...baseParams, + classifierType: "heuristic_first", + heuristicFirstMaxTier: "SIMPLE", + classifierLlmConfig: { model: "gpt-4o-mini", timeout_ms: 3000 }, + classifierContextWindowSize: 5, + classifierContextBudgetChars: 4000, + classifierFallback: "default_model", + }; + + it("emits heuristic_first_max_tier", () => { + const config = buildComplexityRouterConfig(heuristicFirstParams); + expect(config.classifier_type).toBe("heuristic_first"); + expect(config.heuristic_first_max_tier).toBe("SIMPLE"); + }); + + it("keeps every classifier key the operator set, since heuristic_first still calls the classifier", () => { + const config = buildComplexityRouterConfig(heuristicFirstParams); + expect(config.classifier_llm_config).toEqual({ model: "gpt-4o-mini", timeout_ms: 3000 }); + expect(config.classifier_context_window_size).toBe(5); + expect(config.classifier_context_budget_chars).toBe(4000); + expect(config.classifier_fallback).toBe("default_model"); + }); + + it("omits heuristic_first_max_tier on every other classifier type, which the backend rejects it on", () => { + for (const classifierType of ["heuristic", "llm"] as const) { + const config = buildComplexityRouterConfig({ ...heuristicFirstParams, classifierType }); + expect(config.heuristic_first_max_tier).toBeUndefined(); + } + }); +}); diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts index 241cae25705..66d5e9abead 100644 --- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts +++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts @@ -9,6 +9,7 @@ import { ClassifierLLMConfig, ClassifierType, ComplexityTierLabels, + ComplexityRouterConfigValue, ComplexityTiers, DimensionWeights, TIER_KEYS, @@ -17,6 +18,7 @@ import { TokenThresholds, effectiveTierLabel, heuristicScoringRoleFor, + usesLlmClassifier, } from "./ComplexityRouterConfig"; /** @@ -85,6 +87,7 @@ export interface BuildComplexityRouterConfigParams { classifierContextBudgetChars: number | undefined; classifierContextIncludeAssistantTurns: boolean | undefined; classifierFallback: ClassifierFallback | undefined; + heuristicFirstMaxTier: string | undefined; sessionAffinity: boolean; deploymentAffinity: boolean; customTechnicalKeywords: string[]; @@ -117,6 +120,7 @@ export interface ComplexityRouterConfigPayload { classifier_context_per_turn_chars?: number; classifier_context_include_assistant_turns?: boolean; classifier_fallback?: ClassifierFallback; + heuristic_first_max_tier?: string; session_affinity: boolean; deployment_affinity: boolean; custom_technical_keywords?: string[]; @@ -187,12 +191,30 @@ export const getPlanModeTierError = (planModeMinTier: string | undefined, rows: return `The plan-mode minimum tier (${floor ? activeTierName(floor) : planModeMinTier}) has no models. Add one or turn the override off.`; }; -export const getKeywordTierRulesError = (keywordTierRules: KeywordTierRule[]): string | null => { +// The tier is a free string since #37413, and _validate_keyword_rule_tiers matches it EXACTLY, so a +// rule naming a tier this router does not have is a raw 400 unless the gate catches it first. +export const getKeywordTierRulesError = ( + keywordTierRules: KeywordTierRule[], + rows: readonly TierRow[], +): string | null => { const emptyRows = emptyKeywordTierRuleIndexes(keywordTierRules); - if (emptyRows.length === 0) return null; - return `Add at least one keyword to keyword rule(s): ${emptyRows.map((index) => index + 1).join(", ")}`; + if (emptyRows.length > 0) + return `Add at least one keyword to keyword rule(s): ${emptyRows.map((index) => index + 1).join(", ")}`; + const names = rows.map(activeTierName); + const orphaned = keywordTierRules.flatMap((rule, index) => (names.includes(rule.tier) ? [] : [index + 1])); + if (orphaned.length === 0) return null; + return `Keyword rule(s) ${orphaned.join(", ")} route to a tier this router no longer has`; }; +// The submit gate and the submit handler both read this, so a disabled button and a refused submit +// cannot disagree about why. +export const getClassifierModelError = ( + config: Pick, +): string | null => + usesLlmClassifier(config.classifier_type) && !config.classifier_llm_config?.model + ? "Please select a classifier model, or switch back to Heuristic" + : null; + export const getSemanticConfigError = ({ semanticMatchingEnabled, embeddingModel, @@ -217,6 +239,7 @@ export const buildComplexityRouterConfig = ({ classifierContextBudgetChars, classifierContextIncludeAssistantTurns, classifierFallback, + heuristicFirstMaxTier, sessionAffinity, deploymentAffinity, customTechnicalKeywords, @@ -257,18 +280,21 @@ export const buildComplexityRouterConfig = ({ ...(planModeMinTier?.trim() && { plan_mode_min_tier: planModeMinTier }), ...(cleanedTierLabels && { tier_labels: cleanedTierLabels }), classifier_type: classifierType, - ...(classifierType === "llm" && + ...(usesLlmClassifier(classifierType) && classifierLlmConfig && { classifier_llm_config: normalizeClassifierLlmConfig(classifierLlmConfig) }), - ...(classifierType === "llm" && classifierFallback !== undefined && { classifier_fallback: classifierFallback }), - ...(classifierType === "llm" && + ...(usesLlmClassifier(classifierType) && + classifierFallback !== undefined && { classifier_fallback: classifierFallback }), + ...(classifierType === "heuristic_first" && + heuristicFirstMaxTier?.trim() && { heuristic_first_max_tier: heuristicFirstMaxTier }), + ...(usesLlmClassifier(classifierType) && classifierContextWindowSize !== undefined && { classifier_context_window_size: classifierContextWindowSize, }), - ...(classifierType === "llm" && + ...(usesLlmClassifier(classifierType) && classifierContextBudgetChars !== undefined && { classifier_context_budget_chars: classifierContextBudgetChars, }), - ...(classifierType === "llm" && + ...(usesLlmClassifier(classifierType) && classifierContextIncludeAssistantTurns !== undefined && { classifier_context_include_assistant_turns: classifierContextIncludeAssistantTurns, }), diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts index 1a8f5f34909..468ba6baae7 100644 --- a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts +++ b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts @@ -1,6 +1,11 @@ import { describe, expect, it } from "vitest"; -import { buildUpdatedComplexityRouterConfig, type KeywordMatchingState } from "./edit_auto_router_modal"; +import { + MANAGED_COMPLEXITY_ROUTER_KEYS, + buildUpdatedComplexityRouterConfig, + hydrateComplexityRouterConfig, + type KeywordMatchingState, +} from "./edit_auto_router_modal"; const STORED = { tiers: { SIMPLE: ["gpt-4o-mini"], MEDIUM: [], COMPLEX: [], REASONING: [] }, @@ -440,3 +445,48 @@ describe("buildUpdatedComplexityRouterConfig tier model params", () => { expect(result).not.toHaveProperty("tier_model_configs"); }); }); + +describe("managed keys survive an untouched open-and-save", () => { + // Every managed key is rewritten from form state on save, so one the hydrator forgets is silently + // dropped from the saved config. This config sets each managed key to a value that actually + // applies, so an untouched open-and-save must return every one of them. + const STORED_ALL_MANAGED: Record = { + tiers: { SIMPLE: ["gpt-4o-mini"], MEDIUM: ["gpt-4o"], COMPLEX: ["opus"], REASONING: ["o1"] }, + tier_model_configs: { REASONING: [{ model_name: "o1", litellm_params: { reasoning_effort: "high" } }] }, + default_model: "gpt-4o", + plan_mode_min_tier: "COMPLEX", + tier_labels: { SIMPLE: "Cheap" }, + classifier_type: "heuristic_first", + heuristic_first_max_tier: "SIMPLE", + classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000 }, + classifier_context_window_size: 5, + classifier_context_budget_chars: 4000, + classifier_context_include_assistant_turns: true, + classifier_fallback: "default_model", + session_affinity: true, + deployment_affinity: false, + adaptive: true, + adaptive_weights: { quality: 0.4, cost: 0.6 }, + tier_distance_penalty: 0.25, + adaptive_eligible: "all", + return_raw_model_name: true, + tier_boundaries: { simple_medium: 0.2, medium_complex: 0.4, complex_reasoning: 0.7 }, + token_thresholds: { simple: 20, complex: 500 }, + dimension_weights: { tokenCount: 0.1 }, + reasoning_override_min_score: 0.3, + }; + + it("carries every managed key through hydrate then save", () => { + const hydrated = hydrateComplexityRouterConfig(STORED_ALL_MANAGED, undefined); + const saved = buildUpdatedComplexityRouterConfig(STORED_ALL_MANAGED, hydrated); + + const dropped = [...MANAGED_COMPLEXITY_ROUTER_KEYS].filter((key) => saved[key] === undefined); + expect(dropped).toEqual([]); + }); + + it("round-trips the heuristic_first threshold, which save requires and the backend rejects without", () => { + const hydrated = hydrateComplexityRouterConfig(STORED_ALL_MANAGED, undefined); + expect(hydrated.heuristic_first_max_tier).toBe("SIMPLE"); + expect(buildUpdatedComplexityRouterConfig(STORED_ALL_MANAGED, hydrated).heuristic_first_max_tier).toBe("SIMPLE"); + }); +}); diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx index 8f4b06d80fb..22c64501ff7 100644 --- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx +++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx @@ -20,6 +20,7 @@ import { isComplexityRouter } from "../add_model/auto_router_strategies"; import { type BuildComplexityRouterConfigParams, buildComplexityRouterConfig, + getClassifierModelError, getKeywordTierRulesError, getSemanticConfigError, getPlanModeTierError, @@ -36,6 +37,10 @@ import { hydrateTokenThresholds, } from "../add_model/heuristic_scoring_knobs"; import ComplexityRouterConfig, { + AdaptiveEligible, + AdaptiveRouterWeights, + ClassifierLLMConfig, + ClassifierType, ComplexityRouterConfigValue, ComplexityTiers, DEFAULT_ADAPTIVE_WEIGHTS, @@ -64,7 +69,101 @@ interface EditAutoRouterModalProps { // Keys this modal rewrites from its own form state on save. Anything absent from this set is // carried through untouched from the stored config, so a key only belongs here once the modal // actually renders a control that can set it. -const MANAGED_COMPLEXITY_ROUTER_KEYS = new Set([ +/** The complexity_router_config as it comes back from the proxy, before any hydration. Fields the + * hydrators validate themselves stay `unknown`; the ones assigned straight through carry their type. */ +export interface StoredComplexityRouterConfig { + tiers?: Partial>; + tier_model_configs?: unknown; + default_model?: string | null; + plan_mode_min_tier?: unknown; + heuristic_first_max_tier?: unknown; + tier_labels?: unknown; + classifier_type?: ClassifierType; + classifier_llm_config?: ClassifierLLMConfig; + classifier_context_window_size?: unknown; + classifier_context_budget_chars?: unknown; + classifier_context_include_assistant_turns?: unknown; + classifier_fallback?: unknown; + tier_boundaries?: unknown; + token_thresholds?: unknown; + dimension_weights?: unknown; + reasoning_override_min_score?: unknown; + session_affinity?: unknown; + deployment_affinity?: unknown; + adaptive?: boolean; + adaptive_weights?: AdaptiveRouterWeights; + tier_distance_penalty?: number; + adaptive_eligible?: AdaptiveEligible; + return_raw_model_name?: boolean; +} + +/** + * The stored complexity_router_config as form state. Every key in MANAGED_COMPLEXITY_ROUTER_KEYS is + * rewritten from this state on save, so a key missing here is silently dropped from the saved config. + */ +export const hydrateComplexityRouterConfig = ( + parsedConfig: StoredComplexityRouterConfig, + complexityRouterDefaultModel: string | null | undefined, +): ComplexityRouterConfigValue => { + const hydratedTiers: ComplexityTiers = { + SIMPLE: normalizeTierModels(parsedConfig.tiers?.SIMPLE), + MEDIUM: normalizeTierModels(parsedConfig.tiers?.MEDIUM), + COMPLEX: normalizeTierModels(parsedConfig.tiers?.COMPLEX), + REASONING: normalizeTierModels(parsedConfig.tiers?.REASONING), + }; + + return { + tiers: hydratedTiers, + tier_model_params: hydrateTierModelParams(parsedConfig.tiers, parsedConfig.tier_model_configs), + default_model: hydratePinnedDefaultModel(parsedConfig.default_model, complexityRouterDefaultModel, { + tiers: hydratedTiers, + }), + plan_mode_min_tier: + typeof parsedConfig.plan_mode_min_tier === "string" && parsedConfig.plan_mode_min_tier.trim() !== "" + ? parsedConfig.plan_mode_min_tier + : undefined, + tier_labels: hydrateTierLabels(parsedConfig.tier_labels), + classifier_type: parsedConfig.classifier_type || "heuristic", + classifier_llm_config: parsedConfig.classifier_llm_config, + classifier_context_window_size: + typeof parsedConfig.classifier_context_window_size === "number" + ? parsedConfig.classifier_context_window_size + : undefined, + classifier_context_budget_chars: + typeof parsedConfig.classifier_context_budget_chars === "number" + ? parsedConfig.classifier_context_budget_chars + : undefined, + classifier_context_include_assistant_turns: + typeof parsedConfig.classifier_context_include_assistant_turns === "boolean" + ? parsedConfig.classifier_context_include_assistant_turns + : undefined, + classifier_fallback: + parsedConfig.classifier_fallback === "default_model" || parsedConfig.classifier_fallback === "heuristic" + ? parsedConfig.classifier_fallback + : undefined, + heuristic_first_max_tier: + typeof parsedConfig.heuristic_first_max_tier === "string" && parsedConfig.heuristic_first_max_tier.trim() !== "" + ? parsedConfig.heuristic_first_max_tier + : undefined, + tier_boundaries: hydrateTierBoundaries(parsedConfig.tier_boundaries), + token_thresholds: hydrateTokenThresholds(parsedConfig.token_thresholds), + dimension_weights: hydrateDimensionWeights(parsedConfig.dimension_weights), + reasoning_override_min_score: hydrateReasoningOverrideMinScore(parsedConfig.reasoning_override_min_score), + session_affinity: + typeof parsedConfig.session_affinity === "boolean" ? parsedConfig.session_affinity : DEFAULT_SESSION_AFFINITY, + deployment_affinity: + typeof parsedConfig.deployment_affinity === "boolean" + ? parsedConfig.deployment_affinity + : DEFAULT_DEPLOYMENT_AFFINITY, + adaptive: parsedConfig.adaptive || false, + adaptive_weights: parsedConfig.adaptive_weights, + tier_distance_penalty: parsedConfig.tier_distance_penalty, + adaptive_eligible: parsedConfig.adaptive_eligible || "all", + return_raw_model_name: parsedConfig.return_raw_model_name || false, + }; +}; + +export const MANAGED_COMPLEXITY_ROUTER_KEYS = new Set([ "tiers", "tier_model_configs", "default_model", @@ -76,6 +175,7 @@ const MANAGED_COMPLEXITY_ROUTER_KEYS = new Set([ "classifier_context_budget_chars", "classifier_context_include_assistant_turns", "classifier_fallback", + "heuristic_first_max_tier", "session_affinity", "deployment_affinity", "adaptive", @@ -149,6 +249,7 @@ export const buildUpdatedComplexityRouterConfig = ( tiers: value.tiers, defaultModel: value.default_model, planModeMinTier: value.plan_mode_min_tier, + heuristicFirstMaxTier: value.heuristic_first_max_tier, tierLabels: value.tier_labels, classifierType: value.classifier_type, classifierLlmConfig: value.classifier_llm_config, @@ -268,7 +369,8 @@ const EditAutoRouterModal: React.FC = ({ : null) ?? getTierLabelsError(complexityRouterConfig.tier_labels) ?? getPlanModeTierError(complexityRouterConfig.plan_mode_min_tier, activeTierRows(complexityRouterConfig)) ?? - getKeywordTierRulesError(keywordTierRules); + getKeywordTierRulesError(keywordTierRules, activeTierRows(complexityRouterConfig)) ?? + getClassifierModelError(complexityRouterConfig); useEffect(() => { if (isVisible && modelData) { @@ -312,62 +414,10 @@ const EditAutoRouterModal: React.FC = ({ parsedConfig = JSON.parse(parsedConfig); } - const hydratedTiers: ComplexityTiers = { - SIMPLE: normalizeTierModels(parsedConfig.tiers?.SIMPLE), - MEDIUM: normalizeTierModels(parsedConfig.tiers?.MEDIUM), - COMPLEX: normalizeTierModels(parsedConfig.tiers?.COMPLEX), - REASONING: normalizeTierModels(parsedConfig.tiers?.REASONING), - }; - - const hydratedComplexityRouterConfig: ComplexityRouterConfigValue = { - tiers: hydratedTiers, - tier_model_params: hydrateTierModelParams(parsedConfig.tiers, parsedConfig.tier_model_configs), - default_model: hydratePinnedDefaultModel( - parsedConfig.default_model, - modelData.litellm_params?.complexity_router_default_model, - { tiers: hydratedTiers }, - ), - plan_mode_min_tier: - typeof parsedConfig.plan_mode_min_tier === "string" && parsedConfig.plan_mode_min_tier.trim() !== "" - ? parsedConfig.plan_mode_min_tier - : undefined, - tier_labels: hydrateTierLabels(parsedConfig.tier_labels), - classifier_type: parsedConfig.classifier_type || "heuristic", - classifier_llm_config: parsedConfig.classifier_llm_config, - classifier_context_window_size: - typeof parsedConfig.classifier_context_window_size === "number" - ? parsedConfig.classifier_context_window_size - : undefined, - classifier_context_budget_chars: - typeof parsedConfig.classifier_context_budget_chars === "number" - ? parsedConfig.classifier_context_budget_chars - : undefined, - classifier_context_include_assistant_turns: - typeof parsedConfig.classifier_context_include_assistant_turns === "boolean" - ? parsedConfig.classifier_context_include_assistant_turns - : undefined, - classifier_fallback: - parsedConfig.classifier_fallback === "default_model" || parsedConfig.classifier_fallback === "heuristic" - ? parsedConfig.classifier_fallback - : undefined, - tier_boundaries: hydrateTierBoundaries(parsedConfig.tier_boundaries), - token_thresholds: hydrateTokenThresholds(parsedConfig.token_thresholds), - dimension_weights: hydrateDimensionWeights(parsedConfig.dimension_weights), - reasoning_override_min_score: hydrateReasoningOverrideMinScore(parsedConfig.reasoning_override_min_score), - session_affinity: - typeof parsedConfig.session_affinity === "boolean" - ? parsedConfig.session_affinity - : DEFAULT_SESSION_AFFINITY, - deployment_affinity: - typeof parsedConfig.deployment_affinity === "boolean" - ? parsedConfig.deployment_affinity - : DEFAULT_DEPLOYMENT_AFFINITY, - adaptive: parsedConfig.adaptive || false, - adaptive_weights: parsedConfig.adaptive_weights, - tier_distance_penalty: parsedConfig.tier_distance_penalty, - adaptive_eligible: parsedConfig.adaptive_eligible || "all", - return_raw_model_name: parsedConfig.return_raw_model_name || false, - }; + const hydratedComplexityRouterConfig = hydrateComplexityRouterConfig( + parsedConfig, + modelData.litellm_params?.complexity_router_default_model, + ); setComplexityRouterConfig(hydratedComplexityRouterConfig); setCustomTechnicalKeywords( Array.isArray(parsedConfig.custom_technical_keywords) ? parsedConfig.custom_technical_keywords : [], @@ -428,16 +478,17 @@ const EditAutoRouterModal: React.FC = ({ toast.fromError("Please select at least one model for a complexity tier"); return; } - if (classifier_type === "llm" && !classifier_llm_config?.model) { + const classifierError = getClassifierModelError(complexityRouterConfig); + if (classifierError) { setShowValidationErrors(true); - toast.fromError("Please select a classifier model, or switch back to Heuristic"); + toast.fromError(classifierError); return; } // Same guards the create form applies (add_auto_router_tab.tsx). The backend rejects a // keyword rule with no keyword, and semantic_keyword_matching without an embedding model // or keyword rules (complexity_router/config.py), so without these a save fails as a raw // 400 instead of an inline message. - const keywordRulesError = getKeywordTierRulesError(keywordTierRules); + const keywordRulesError = getKeywordTierRulesError(keywordTierRules, activeTierRows(complexityRouterConfig)); if (keywordRulesError) { setShowValidationErrors(true); toast.fromError(keywordRulesError); diff --git a/ui/litellm-dashboard/src/components/key_team_helpers/key_list.tsx b/ui/litellm-dashboard/src/components/key_team_helpers/key_list.tsx index 7f79260843e..a6cc940c7fd 100644 --- a/ui/litellm-dashboard/src/components/key_team_helpers/key_list.tsx +++ b/ui/litellm-dashboard/src/components/key_team_helpers/key_list.tsx @@ -13,6 +13,9 @@ export interface Team { tpm_limit: number | null; rpm_limit: number | null; organization_id: string; + metadata?: Record | null; + budget_reset_at?: string | null; + blocked?: boolean; created_at: string; updated_at?: string | null; keys: KeyResponse[]; diff --git a/ui/litellm-dashboard/src/components/networking.test.ts b/ui/litellm-dashboard/src/components/networking.test.ts index f12a52a0bcf..cd22935a66f 100644 --- a/ui/litellm-dashboard/src/components/networking.test.ts +++ b/ui/litellm-dashboard/src/components/networking.test.ts @@ -459,6 +459,64 @@ describe("teamInfoCall", () => { }); }); +describe("uiSpendLogsCall exclude_internal_health_checks serialization", () => { + const originalFetch = global.fetch; + + beforeEach(() => { + vi.clearAllMocks(); + }); + + afterEach(() => { + global.fetch = originalFetch; + }); + + const mockOkFetch = () => { + const mockFetch = vi.fn().mockResolvedValue({ + ok: true, + json: vi.fn().mockResolvedValue({ data: [], total: 0, page: 1, page_size: 50, total_pages: 0 }), + } as any); + global.fetch = mockFetch as any; + return mockFetch; + }; + + const callWith = (params: Parameters[0]["params"]) => + Networking.uiSpendLogsCall({ + accessToken: "token", + start_date: "2026-01-01 00:00:00", + end_date: "2026-01-02 00:00:00", + params, + }); + + const lastUrl = (mockFetch: ReturnType) => { + const [url] = mockFetch.mock.calls.at(-1) ?? []; + return new URL(url as string, "http://example.com"); + }; + + it("appends exclude_internal_health_checks=true when the toggle is on", async () => { + const mockFetch = mockOkFetch(); + + await callWith({ exclude_internal_health_checks: true }); + + expect(lastUrl(mockFetch).searchParams.get("exclude_internal_health_checks")).toBe("true"); + }); + + it("omits exclude_internal_health_checks when the toggle is off", async () => { + const mockFetch = mockOkFetch(); + + await callWith({ exclude_internal_health_checks: false }); + + expect(lastUrl(mockFetch).searchParams.has("exclude_internal_health_checks")).toBe(false); + }); + + it("omits exclude_internal_health_checks when the param is absent", async () => { + const mockFetch = mockOkFetch(); + + await callWith({}); + + expect(lastUrl(mockFetch).searchParams.has("exclude_internal_health_checks")).toBe(false); + }); +}); + describe("sessionSpendLogsCall", () => { const originalFetch = global.fetch; diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index 5b6d70b4771..032429ba8ed 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -2002,6 +2002,7 @@ interface UiSpendLogsParams { user_id?: string; end_user?: string; status_filter?: string; + cache_hit_filter?: string; /** Filter by model name (e.g. "gpt-4") */ model?: string; /** Filter by model ID (litellm model deployment id) */ @@ -2013,6 +2014,7 @@ interface UiSpendLogsParams { sort_order?: "asc" | "desc"; min_spend?: number; max_spend?: number; + exclude_internal_health_checks?: boolean; } interface UiSpendLogsCallOptions { @@ -2047,6 +2049,8 @@ export const uiSpendLogsCall = async ({ if (value == null) continue; if (key === "min_spend" || key === "max_spend") { queryParams.append(key, value.toString()); + } else if (typeof value === "boolean") { + if (value) queryParams.append(key, "true"); } else if (typeof value === "string" && value !== "") { queryParams.append(key, String(value)); } diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx index 3c62576e144..4e1a9b8ee7f 100644 --- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx @@ -72,6 +72,20 @@ function describeReasoningOverride(tierLabel: string | undefined, floor: number return `Heuristic, ${tierLabel ?? "REASONING"} override (2 or more reasoning markers, score of at least ${stated})`; } +const CONSTANT_CAUSE_LABELS: Record = { + heuristic_scorer: "Heuristic scorer", + heuristic_first_short_circuit: "Heuristic scorer, classifier skipped", + classifier_plugin: "Custom classifier plugin", + semantic_keyword_match: "Semantic keyword match", + session_affinity_pin: "Pinned to session", + session_affinity_escalation: "Escalated from session pin", + quality_tier: "Quality tier mapping", + bandit: "Adaptive bandit", + default_fallback: "Default model, no route matched", + classifier_fallback: "Fallback tier, LLM classifier failed", + default_model_fallback: "Default model, LLM classifier failed", +}; + function describeCause(decision: RoutingDecision): string { const { cause, @@ -81,35 +95,19 @@ function describeCause(decision: RoutingDecision): string { reasoning_override_min_score: overrideFloor, } = decision; + const constant = cause ? CONSTANT_CAUSE_LABELS[cause] : undefined; + if (constant) return constant; + switch (cause) { - case "heuristic_scorer": - return "Heuristic scorer"; case "reasoning_override": return describeReasoningOverride(tierLabel, overrideFloor); case "llm_classifier": return classifierModel ? `LLM classifier (${classifierModel})` : "LLM classifier"; case "literal_keyword_match": - return matchedKeyword ? `Keyword match: "${matchedKeyword}"` : "Keyword match"; - case "semantic_keyword_match": - return "Semantic keyword match"; - case "plan_mode": - return describePlanModeFloor(matchedKeyword); - case "session_affinity_pin": - return "Pinned to session"; - case "session_affinity_escalation": - return "Escalated from session pin"; - case "quality_tier": - return "Quality tier mapping"; case "keyword": return matchedKeyword ? `Keyword match: "${matchedKeyword}"` : "Keyword match"; - case "bandit": - return "Adaptive bandit"; - case "default_fallback": - return "Default model, no route matched"; - case "classifier_fallback": - return "Fallback tier, LLM classifier failed"; - case "default_model_fallback": - return "Default model, LLM classifier failed"; + case "plan_mode": + return describePlanModeFloor(matchedKeyword); default: return cause ?? "Unknown"; } diff --git a/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx b/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx index 7cd339f1d48..cb7836d603f 100644 --- a/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx @@ -23,6 +23,8 @@ interface LogsTableToolbarProps { onSelectedTimeIntervalChange: (value: { value: number; unit: string }) => void; isLiveTail: boolean; onIsLiveTailChange: (value: boolean) => void; + excludeInternalHealthChecks: boolean; + onExcludeInternalHealthChecksChange: (value: boolean) => void; onResetToFirstPage: () => void; onResetFilters: () => void; } @@ -38,6 +40,8 @@ export function LogsTableToolbar({ onSelectedTimeIntervalChange, isLiveTail, onIsLiveTailChange, + excludeInternalHealthChecks, + onExcludeInternalHealthChecksChange, onResetToFirstPage, onResetFilters, }: LogsTableToolbarProps) { @@ -125,6 +129,15 @@ export function LogsTableToolbar({
+
+ Hide Health Checks + +
+ diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.test.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.test.tsx index 893d6219e64..5d96f2637cd 100644 --- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.test.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.test.tsx @@ -69,6 +69,7 @@ describe("RequestLogsFilters", () => { for (const label of [ "Team ID", "Status", + "Cache", "Key Alias", "User ID", "End User", @@ -259,4 +260,37 @@ describe("RequestLogsFilters", () => { expect(await screen.findByText(label)).toBeInTheDocument(); }); + + it.each([ + ["", "All Requests"], + ["hit", "Cache Hit"], + ["miss", "Cache Miss"], + ])("shows the human label on the Cache trigger for %s", async (cacheState, label) => { + renderFilters(cacheState === "" ? {} : { [LOG_FILTER_IDS.CACHE_STATUS]: cacheState }); + + expect(await screen.findByText(label)).toBeInTheDocument(); + }); + + it.each([ + ["Cache Hit", "hit"], + ["Cache Miss", "miss"], + ])("selecting %s sets the cache filter to %s", async (label, expected) => { + const user = userEvent.setup(); + const { set } = renderFilters(); + + await user.click(await screen.findByText("All Requests")); + await user.click(await screen.findByRole("option", { name: label })); + + expect(set).toHaveBeenCalledWith(LOG_FILTER_IDS.CACHE_STATUS, expected); + }); + + it("selecting All Requests clears the cache filter", async () => { + const user = userEvent.setup(); + const { set } = renderFilters({ [LOG_FILTER_IDS.CACHE_STATUS]: "hit" }); + + await user.click(await screen.findByText("Cache Hit")); + await user.click(await screen.findByRole("option", { name: "All Requests" })); + + expect(set).toHaveBeenCalledWith(LOG_FILTER_IDS.CACHE_STATUS, undefined); + }); }); diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx index af6a6d1f178..69257a6f52d 100644 --- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx @@ -31,6 +31,12 @@ const STATUS_FILTER_ITEMS = [ { value: "success", label: "Success" }, { value: "failure", label: "Failure" }, ] as const; + +const CACHE_FILTER_ITEMS = [ + { value: ALL_VALUE, label: "All Requests" }, + { value: "hit", label: "Cache Hit" }, + { value: "miss", label: "Cache Miss" }, +] as const; const PAGE_SIZE = 50; const asString = (value: unknown): string => (typeof value === "string" ? value : ""); @@ -328,6 +334,27 @@ export function RequestLogsFilters({ get, set, teams, logsWindow }: RequestLogsF + + + + { }); }); + describe("hide health checks", () => { + const toggle = () => screen.getByRole("switch", { name: "Hide Health Checks" }); + + it("defaults to showing health checks and refetches without them from page 1 when toggled on", async () => { + const user = userEvent.setup(); + renderPanel(); + + await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled()); + expect(lastCall()?.params?.exclude_internal_health_checks).toBe(false); + expect(toggle()).not.toBeChecked(); + + await user.click(toggle()); + + await waitFor(() => expect(lastCall()?.params?.exclude_internal_health_checks).toBe(true)); + expect(lastCall()?.page).toBe(1); + expect(toggle()).toBeChecked(); + expect(sessionStorage.getItem("excludeInternalHealthChecks")).toBe("true"); + }); + + it("restores the persisted toggle from sessionStorage", async () => { + sessionStorage.setItem("excludeInternalHealthChecks", "true"); + renderPanel(); + + await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled()); + expect(lastCall()?.params?.exclude_internal_health_checks).toBe(true); + expect(toggle()).toBeChecked(); + }); + + it("falls back to showing health checks when the persisted value is malformed", async () => { + sessionStorage.setItem("excludeInternalHealthChecks", "{not json"); + renderPanel(); + + await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled()); + expect(lastCall()?.params?.exclude_internal_health_checks).toBe(false); + expect(toggle()).not.toBeChecked(); + }); + }); + describe("live tail", () => { it("shows the auto-refresh banner on the first page and hides it once stopped", async () => { const user = userEvent.setup(); diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx index b6f61cb3c6b..52ea78abf5e 100644 --- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx @@ -72,6 +72,14 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID, sessionStorage.setItem("isLiveTail", JSON.stringify(isLiveTail)); }, [isLiveTail]); + const [excludeInternalHealthChecks, setExcludeInternalHealthChecks] = useState( + () => sessionStorage.getItem("excludeInternalHealthChecks") === "true", + ); + + useEffect(() => { + sessionStorage.setItem("excludeInternalHealthChecks", JSON.stringify(excludeInternalHealthChecks)); + }, [excludeInternalHealthChecks]); + const { logsQuery, filteredLogs, allTeams } = useLogFilterLogic({ accessToken, token, @@ -80,6 +88,7 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID, columnFilters, activeTab: isActive ? "request logs" : "inactive", isLiveTail, + excludeInternalHealthChecks, startTime, endTime, pagination, @@ -219,6 +228,14 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID, setPagination((previous) => ({ ...previous, pageIndex: 0 })); }, []); + const handleExcludeInternalHealthChecksChange = useCallback( + (value: boolean) => { + setExcludeInternalHealthChecks(value); + resetToFirstPage(); + }, + [resetToFirstPage], + ); + const handleResetFilters = useCallback(() => { setColumnFilters([]); setStartTime(moment().subtract(24, "hours").format("YYYY-MM-DDTHH:mm")); @@ -313,6 +330,8 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID, onSelectedTimeIntervalChange={setSelectedTimeInterval} isLiveTail={isLiveTail} onIsLiveTailChange={setIsLiveTail} + excludeInternalHealthChecks={excludeInternalHealthChecks} + onExcludeInternalHealthChecksChange={handleExcludeInternalHealthChecksChange} onResetToFirstPage={resetToFirstPage} onResetFilters={handleResetFilters} /> diff --git a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx index 26c5bda1593..1b738db097d 100644 --- a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx @@ -47,6 +47,7 @@ const defaultProps = { columnFilters: [] as ColumnFiltersState, activeTab: "request logs", isLiveTail: false, + excludeInternalHealthChecks: false, startTime: "2025-01-01T00:00:00", endTime: "2025-01-01T23:59:59", pagination: FIRST_PAGE, @@ -82,6 +83,8 @@ describe("useLogFilterLogic", () => { { id: LOG_FILTER_IDS.SESSION_ID, value: "sess-1", param: "session_id" }, { id: LOG_FILTER_IDS.END_USER, value: "end-user-1", param: "end_user" }, { id: LOG_FILTER_IDS.STATUS, value: "failure", param: "status_filter" }, + { id: LOG_FILTER_IDS.CACHE_STATUS, value: "hit", param: "cache_hit_filter" }, + { id: LOG_FILTER_IDS.CACHE_STATUS, value: "miss", param: "cache_hit_filter" }, { id: LOG_FILTER_IDS.MODEL_ID, value: "model-uuid-1", param: "model_id" }, { id: LOG_FILTER_IDS.PUBLIC_MODEL_OR_SEARCH_TOOL, value: "gpt-4o", param: "model" }, { id: LOG_FILTER_IDS.KEY_ALIAS, value: "alias-1", param: "key_alias" }, @@ -152,6 +155,7 @@ describe("useLogFilterLogic", () => { ["pagination", { pagination: { pageIndex: 1, pageSize: 50 } }], ["startTime", { startTime: "2025-02-02T00:00:00" }], ["columnFilters", { columnFilters: [{ id: LOG_FILTER_IDS.TEAM_ID, value: "team-2" }] }], + ["excludeInternalHealthChecks", { excludeInternalHealthChecks: true }], ])("refetches when %s changes", async (_label, nextProps) => { const { rerender } = renderHook((props: HookOverrides) => useLogFilterLogic({ ...defaultProps, ...props }), { wrapper, @@ -164,6 +168,22 @@ describe("useLogFilterLogic", () => { }); }); + describe("hide health checks toggle", () => { + it("passes exclude_internal_health_checks when the toggle is on", async () => { + renderFilterHook({ excludeInternalHealthChecks: true }); + + await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled()); + expect(lastCallParams()?.params).toMatchObject({ exclude_internal_health_checks: true }); + }); + + it("passes exclude_internal_health_checks as false when the toggle is off", async () => { + renderFilterHook(); + + await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled()); + expect(lastCallParams()?.params).toMatchObject({ exclude_internal_health_checks: false }); + }); + }); + describe("query enablement", () => { it("does not query when the request logs tab is inactive", async () => { renderFilterHook({ activeTab: "audit logs" }); diff --git a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx index 474f51e93b3..3b8d96596de 100644 --- a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx +++ b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx @@ -20,6 +20,7 @@ export interface PaginatedResponse { export const LOG_FILTER_IDS = { TEAM_ID: "team_id", STATUS: "status", + CACHE_STATUS: "cache_hit", KEY_ALIAS: "key_alias", END_USER: "end_user", ERROR_CODE: "error_code", @@ -35,6 +36,7 @@ export const LOG_FILTER_IDS = { export const LOG_FILTER_LABELS: Record = { [LOG_FILTER_IDS.TEAM_ID]: "Team ID", [LOG_FILTER_IDS.STATUS]: "Status", + [LOG_FILTER_IDS.CACHE_STATUS]: "Cache", [LOG_FILTER_IDS.KEY_ALIAS]: "Key Alias", [LOG_FILTER_IDS.USER_ID]: "User ID", [LOG_FILTER_IDS.END_USER]: "End User", @@ -101,6 +103,7 @@ export function useLogFilterLogic({ columnFilters, activeTab, isLiveTail, + excludeInternalHealthChecks, startTime, endTime, pagination, @@ -114,6 +117,7 @@ export function useLogFilterLogic({ columnFilters: ColumnFiltersState; activeTab: string; isLiveTail: boolean; + excludeInternalHealthChecks: boolean; startTime: string; endTime: string; pagination: PaginationState; @@ -137,6 +141,7 @@ export function useLogFilterLogic({ columnFilters, sortBy, sortOrder, + excludeInternalHealthChecks, ], queryFn: async () => { if (!accessToken || !token || !userRole || !userID) { @@ -167,6 +172,7 @@ export function useLogFilterLogic({ user_id: userIdFilter, end_user: getFilterValue(columnFilters, LOG_FILTER_IDS.END_USER), status_filter: getFilterValue(columnFilters, LOG_FILTER_IDS.STATUS), + cache_hit_filter: getFilterValue(columnFilters, LOG_FILTER_IDS.CACHE_STATUS), model_id: getFilterValue(columnFilters, LOG_FILTER_IDS.MODEL_ID), model: getFilterValue(columnFilters, LOG_FILTER_IDS.PUBLIC_MODEL_OR_SEARCH_TOOL), key_alias: getFilterValue(columnFilters, LOG_FILTER_IDS.KEY_ALIAS), @@ -174,6 +180,7 @@ export function useLogFilterLogic({ error_message: getFilterValue(columnFilters, LOG_FILTER_IDS.ERROR_MESSAGE), sort_by: sortBy, sort_order: sortOrder, + exclude_internal_health_checks: excludeInternalHealthChecks, }, }); }, diff --git a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts index 01c61ba6130..02f39c5344c 100644 --- a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts +++ b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts @@ -11,6 +11,7 @@ import { buildPresetPrefill, buildModelAvailability, deploymentRefsFromModelInfo, + normalizeModelName, } from "./autorouter_presets"; import { DEFAULT_MATCH_THRESHOLD } from "@/components/add_model/SemanticKeywordMatching"; import { DEFAULT_ESCALATION_KEYWORDS } from "@/components/add_model/EscalationKeywords"; @@ -28,6 +29,29 @@ describe("autorouter_presets", () => { } }); + // buildPresetPrefill resolves every model reference through normalizeModelName, so two spellings + // of the same model in one tier (e.g. "claude-sonnet-4-5" and "claude-sonnet-4.5") collapse to one + // key. For tier_model_configs that silently drops one model's litellm_params; catch it in the + // bundled data itself, since nothing else validates preset authoring. + it("never spells the same model two ways within a single tier", () => { + for (const preset of getAllPresets()) { + const { tiers, tier_model_configs: configs } = preset.complexity_router_config; + for (const tier of Object.keys(tiers) as (keyof typeof tiers)[]) { + const fromTierList = tiers[tier] ?? []; + const fromConfigs = (configs?.[tier] ?? []).map((entry) => entry.model_name); + const names = new Set([...fromTierList, ...fromConfigs]); + const byNormalized = new Map(); + for (const name of names) { + const key = normalizeModelName(name); + byNormalized.set(key, [...(byNormalized.get(key) ?? []), name]); + } + for (const spellings of byNormalized.values()) { + expect(new Set(spellings).size, `${preset.key}.${tier}: ${spellings.join(", ")}`).toBe(1); + } + } + } + }); + it("resolves a preset by its stable JSON key, not its display label", () => { expect(getPresetByKey("anthropic_family")?.label).toBe("Anthropic Family"); expect(getPresetByKey("does_not_exist")).toBeUndefined(); @@ -75,6 +99,36 @@ describe("autorouter_presets", () => { ); }); + // Opus serves both tiers, so the effort is all that separates them and losing it fails silently. + it("pins the anthropic preset's reasoning tier to Opus at high thinking", () => { + const config = getPresetByKey("anthropic_family")!.complexity_router_config; + expect(config.tiers.COMPLEX).toEqual(["claude-opus-5"]); + expect(config.tiers.REASONING).toEqual(["claude-opus-5"]); + expect(config.tier_model_configs).toEqual({ + REASONING: [{ model_name: "claude-opus-5", litellm_params: { reasoning_effort: "high" } }], + }); + }); + + // serializeTierModelConfigs filters on the tier's models, so a stray name drops silently. + it("never names a model in tier_model_configs that its own tier does not hold", () => { + for (const preset of getAllPresets()) { + const { tiers, tier_model_configs: configs } = preset.complexity_router_config; + for (const [tier, entries] of Object.entries(configs ?? {})) { + for (const entry of entries) { + expect(tiers[tier as keyof typeof tiers] ?? [], `${preset.key}.${tier}`).toContain(entry.model_name); + } + } + } + }); + + it("prefills the anthropic preset's effort through to tier_model_params", () => { + const preset = getPresetByKey("anthropic_family")!; + const prefill = buildPresetPrefill(preset.complexity_router_config, groupsOnly(getRequiredModelsInPreset(preset))); + expect(prefill.complexityRouterConfig.tier_model_params).toEqual({ + REASONING: { "claude-opus-5": { reasoning_effort: "high" } }, + }); + }); + it("pins the gemini preset to concrete model ids, never Google's hot-swapping -latest aliases", () => { const gemini = getPresetByKey("gemini_family")!; const config = gemini.complexity_router_config; @@ -544,5 +598,73 @@ describe("autorouter_presets", () => { const prefill = buildPresetPrefill(config, groupsOnly(["claude-sonnet-4.5"])); expect(prefill.complexityRouterConfig.tiers.SIMPLE).toEqual(["claude-sonnet-4.5"]); }); + + it("prefills the per-model litellm_params a preset carries in tier_model_configs", () => { + const config = { + tiers: { SIMPLE: ["gpt-5-nano"], MEDIUM: [], COMPLEX: [], REASONING: ["o3"] }, + tier_model_configs: { + REASONING: [{ model_name: "o3", litellm_params: { reasoning_effort: "high" } }], + }, + classifier_type: "heuristic" as const, + session_affinity: false, + deployment_affinity: true, + }; + const prefill = buildPresetPrefill(config, groupsOnly(["gpt-5-nano", "o3"])); + expect(prefill.complexityRouterConfig.tier_model_params).toEqual({ + REASONING: { o3: { reasoning_effort: "high" } }, + }); + }); + + // The params key on the preset's own spelling while the tier entry gets rewritten to the + // caller's. Leaving the key alone names a model the tier no longer holds, and + // serializeTierModelConfigs then drops the params on submit without saying so. + it("rewrites a param key to the same registered spelling its tier entry was rewritten to", () => { + const config = { + tiers: { SIMPLE: [], MEDIUM: [], COMPLEX: [], REASONING: ["claude-sonnet-4-5"] }, + tier_model_configs: { + REASONING: [{ model_name: "claude-sonnet-4-5", litellm_params: { reasoning_effort: "high" } }], + }, + classifier_type: "heuristic" as const, + session_affinity: false, + deployment_affinity: true, + }; + const prefill = buildPresetPrefill(config, groupsOnly(["claude-sonnet-4.5"])); + expect(prefill.complexityRouterConfig.tier_model_params).toEqual({ + REASONING: { "claude-sonnet-4.5": { reasoning_effort: "high" } }, + }); + }); + + // Two spellings of one model in a tier collapse to a single registered key, and one model can + // only hold one param set downstream. Merging keeps whatever only one spelling set instead of + // dropping that spelling's params wholesale. + it("merges rather than drops params when two spellings resolve to the same registered model", () => { + const config = { + tiers: { SIMPLE: [], MEDIUM: [], COMPLEX: [], REASONING: ["claude-sonnet-4-5", "claude-sonnet-4.5"] }, + tier_model_configs: { + REASONING: [ + { model_name: "claude-sonnet-4-5", litellm_params: { reasoning_effort: "high", temperature: 0.2 } }, + { model_name: "claude-sonnet-4.5", litellm_params: { reasoning_effort: "low" } }, + ], + }, + classifier_type: "heuristic" as const, + }; + const prefill = buildPresetPrefill(config, groupsOnly(["claude-sonnet-4.5"])); + // temperature survives from the spelling that would otherwise have been overwritten; + // reasoning_effort, set by both, resolves last-wins. + expect(prefill.complexityRouterConfig.tier_model_params).toEqual({ + REASONING: { "claude-sonnet-4.5": { reasoning_effort: "low", temperature: 0.2 } }, + }); + }); + + it("leaves tier_model_params undefined for a preset that carries no per-model params", () => { + const config = { + tiers: { SIMPLE: ["gpt-5-nano"], MEDIUM: [], COMPLEX: [], REASONING: [] }, + classifier_type: "heuristic" as const, + session_affinity: false, + deployment_affinity: true, + }; + const prefill = buildPresetPrefill(config, groupsOnly(["gpt-5-nano"])); + expect(prefill.complexityRouterConfig.tier_model_params).toBeUndefined(); + }); }); }); diff --git a/ui/litellm-dashboard/src/lib/autorouter_presets.ts b/ui/litellm-dashboard/src/lib/autorouter_presets.ts index 72f0d6a7db4..a35b868db5e 100644 --- a/ui/litellm-dashboard/src/lib/autorouter_presets.ts +++ b/ui/litellm-dashboard/src/lib/autorouter_presets.ts @@ -8,9 +8,15 @@ import { ClassifierLLMConfig, DEFAULT_SESSION_AFFINITY, DEFAULT_DEPLOYMENT_AFFINITY, + usesLlmClassifier, } from "@/components/add_model/ComplexityRouterConfig"; import { KeywordTierRule } from "@/components/add_model/KeywordTierRules"; import { hydrateKeywordTierRules } from "@/components/add_model/complexity_router_keywords"; +import { + TierModelParams, + TierModelParamsByTier, + hydrateTierModelParams, +} from "@/components/add_model/complexity_router_tiers"; import { DEFAULT_ESCALATION_KEYWORDS } from "@/components/add_model/EscalationKeywords"; import { DEFAULT_MATCH_THRESHOLD } from "@/components/add_model/SemanticKeywordMatching"; import presetsRaw from "@/autorouter_presets.json"; @@ -53,7 +59,7 @@ export const getRequiredModels = ( // differing only in that separator. Canonicalizing on "-" (the presets' own convention) lets both // spellings match without doing anything looser - two DIFFERENT model names never collide here, // only the punctuation within one version number does. -const normalizeModelName = (model: string): string => model.replace(/(\d)\.(\d)/g, "$1-$2"); +export const normalizeModelName = (model: string): string => model.replace(/(\d)\.(\d)/g, "$1-$2"); export interface DeploymentModelRef { modelGroup: string; @@ -177,7 +183,7 @@ export const getMissingModelsInPreset = (preset: AutoRouterPreset, availability: // Checks the config actually being built (whether it arrived via a preset prefill or was typed by // hand - the two are indistinguishable once the caller has started editing), not a preset's // original bundled model list. Only counts classifier_llm_config/embedding_model as referenced -// when buildComplexityRouterConfig would actually emit them (classifierType === "llm", +// when buildComplexityRouterConfig would actually emit them (usesLlmClassifier(classifierType), // semanticMatchingEnabled) - otherwise a dormant selection left over from a toggle no longer in // effect would block submit for a model that was never going to be submitted. export const getReferencedModelsError = ( @@ -195,7 +201,7 @@ export const getReferencedModelsError = ( { tiers: params.tiers, default_model: params.defaultModel, - classifier_llm_config: params.classifierType === "llm" ? params.classifierLlmConfig : undefined, + classifier_llm_config: usesLlmClassifier(params.classifierType) ? params.classifierLlmConfig : undefined, embedding_model: params.semanticMatchingEnabled ? params.embeddingModel : undefined, }, availability, @@ -243,6 +249,25 @@ export const buildPresetPrefill = ( ): PresetPrefill => { const resolve = (model: string): string => resolveAvailableModel(model, availability) ?? model; const resolveTier = (models: string[]): string[] => models.map(resolve); + // Params key on the model name the preset spells while every tier entry is rewritten to the + // caller's registered spelling, so the keys have to be rewritten the same way. Otherwise + // serializeTierModelConfigs drops them for naming a model the tier no longer holds. + // + // Two spellings in one tier can resolve to the same registered model, and one model holds one + // param set here and in the payload, so a collision has to collapse. Merge rather than replace: + // params only one spelling set still survive, and a key both set resolves last-wins, matching + // how hydrateTierModelParams already collapses two entries spelled identically. + const resolveParamKeys = (params: TierModelParamsByTier | undefined): TierModelParamsByTier | undefined => + params && + Object.fromEntries( + Object.entries(params).map(([tier, byModel]) => [ + tier, + Object.entries(byModel).reduce>((byResolved, [model, litellmParams]) => { + const resolved = resolve(model); + return { ...byResolved, [resolved]: { ...byResolved[resolved], ...litellmParams } }; + }, {}), + ]), + ); return { complexityRouterConfig: { @@ -252,6 +277,7 @@ export const buildPresetPrefill = ( COMPLEX: resolveTier(config.tiers.COMPLEX), REASONING: resolveTier(config.tiers.REASONING), }, + tier_model_params: resolveParamKeys(hydrateTierModelParams(config.tiers, config.tier_model_configs)), tier_labels: hydrateTierLabels(config.tier_labels), classifier_type: config.classifier_type, classifier_llm_config: config.classifier_llm_config && { diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts index 7e48b8aa024..488d295d6e5 100644 --- a/ui/litellm-dashboard/src/lib/http/schema.d.ts +++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts @@ -21,6 +21,52 @@ export interface paths { patch?: never; trace?: never; }; + "/.well-known/jwks.json": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Jwks Json + * @description JSON Web Key Set endpoint. + * + * Returns the RSA public key used by MCPJWTSigner to sign outbound MCP tokens. + * MCP servers and gateways use this endpoint to verify liteLLM-issued JWTs. + * + * Returns an empty key set if MCPJWTSigner is not configured. + */ + get: operations["jwks_json__well_known_jwks_json_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/litellm-cli-auth": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Native Client Auth Discovery + * @description The versioned contract a native client (``lite login --pkce``, or a CLI in any other + * language) reads to sign a user in through the browser and obtain a proxy credential. + */ + get: operations["native_client_auth_discovery__well_known_litellm_cli_auth_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/.well-known/litellm-ui-config": { parameters: { query?: never; @@ -38,6 +84,241 @@ export interface paths { patch?: never; trace?: never; }; + "/.well-known/oauth-authorization-server": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Authorization Server Mcp + * @description OAuth authorization server discovery endpoint. + * + * Supports both legacy pattern (/{server_name}) and root endpoint. + */ + get: operations["oauth_authorization_server_mcp__well_known_oauth_authorization_server_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-authorization-server/mcp": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Authorization Server Aggregate + * @description OAuth authorization server discovery for the aggregate /mcp endpoint, the RFC 8414 + * path-inserted form for a client that treats {base}/mcp as its authorization base URL. + * + * The single-segment /mcp is reserved for the aggregate so the discovery chain stays + * consistent: the aggregate protected-resource document advertises {base}/mcp as its + * authorization server, so the document served here must have issuer {base}/mcp. A server + * literally named ``mcp`` therefore does not take this route; it keeps its standard + * two-segment discovery at /.well-known/oauth-authorization-server/mcp/mcp. Letting the + * per-server row win here instead would serve an issuer of {base} against a resource that + * advertised {base}/mcp, which fails the RFC 8414 issuer check and breaks the front door. + */ + get: operations["oauth_authorization_server_aggregate__well_known_oauth_authorization_server_mcp_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-authorization-server/mcp/{mcp_server_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Authorization Server Mcp Standard + * @description OAuth authorization server discovery endpoint using standard MCP URL pattern. + * + * Standard pattern: /mcp/{server_name} + * Discovery path: /.well-known/oauth-authorization-server/mcp/{server_name} + */ + get: operations["oauth_authorization_server_mcp_standard__well_known_oauth_authorization_server_mcp__mcp_server_name__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-authorization-server/{mcp_server_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Authorization Server Mcp + * @description OAuth authorization server discovery endpoint. + * + * Supports both legacy pattern (/{server_name}) and root endpoint. + */ + get: operations["oauth_authorization_server_mcp__well_known_oauth_authorization_server__mcp_server_name__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-authorization-server/{mcp_server_name}/mcp": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Authorization Server Legacy + * @description OAuth authorization server discovery for legacy /{server_name}/mcp pattern. + */ + get: operations["oauth_authorization_server_legacy__well_known_oauth_authorization_server__mcp_server_name__mcp_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-protected-resource": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Protected Resource Mcp + * @description OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern. + * + * Legacy pattern: /{server_name}/mcp + * Discovery path: /.well-known/oauth-protected-resource/{server_name}/mcp + * + * This endpoint is kept for backward compatibility. New integrations should + * use the standard MCP pattern (/mcp/{server_name}) instead. + */ + get: operations["oauth_protected_resource_mcp__well_known_oauth_protected_resource_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-protected-resource/mcp": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Protected Resource Aggregate + * @description OAuth protected resource discovery for the aggregate /mcp endpoint. + * + * The single-segment ``/mcp`` path does not collide with any per-server PRM pattern + * (those are two-segment: ``/mcp/{server}`` or ``/{server}/mcp``), so this unambiguously + * describes the aggregate resource. + */ + get: operations["oauth_protected_resource_aggregate__well_known_oauth_protected_resource_mcp_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-protected-resource/mcp/{mcp_server_name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Protected Resource Mcp Standard + * @description OAuth protected resource discovery endpoint using standard MCP URL pattern. + * + * Standard pattern: /mcp/{server_name} + * Discovery path: /.well-known/oauth-protected-resource/mcp/{server_name} + * + * This endpoint is compliant with MCP specification and works with standard + * MCP clients like mcp-inspector and VSCode Copilot. + */ + get: operations["oauth_protected_resource_mcp_standard__well_known_oauth_protected_resource_mcp__mcp_server_name__get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/oauth-protected-resource/{mcp_server_name}/mcp": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Oauth Protected Resource Mcp + * @description OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern. + * + * Legacy pattern: /{server_name}/mcp + * Discovery path: /.well-known/oauth-protected-resource/{server_name}/mcp + * + * This endpoint is kept for backward compatibility. New integrations should + * use the standard MCP pattern (/mcp/{server_name}) instead. + */ + get: operations["oauth_protected_resource_mcp__well_known_oauth_protected_resource__mcp_server_name__mcp_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/.well-known/openid-configuration": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Openid Configuration */ + get: operations["openid_configuration__well_known_openid_configuration_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/a2a/{agent_id}": { parameters: { query?: never; @@ -760,6 +1041,48 @@ export interface paths { patch?: never; trace?: never; }; + "/authorize": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Authorize */ + get: operations["authorize_authorize_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/authorize/complete": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Authorize Complete + * @description Finish an aggregate connect flow: mint the gateway authorization code for the + * signed-in user and hand it back to the DCR client, by 303 redirect (default) or, for + * a loopback client on a different machine, as a copyable callback URL + * (``delivery=manual``). POST plus the per-flow HttpOnly cookie set at /authorize; an + * anonymous or bad-flow request just 400s. The native-client consent page adds + * ``decision`` (approve or deny) and the ``team_id`` the credential is attributed to. + */ + post: operations["authorize_complete_authorize_complete_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/auto_router/benchmarks": { parameters: { query?: never; @@ -1535,6 +1858,37 @@ export interface paths { patch?: never; trace?: never; }; + "/callback": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Callback + * @description OAuth 2.0 authorization response handler for MCP loopback clients. + * + * Accepts either: + * + * - A successful authorization response (``code`` + ``state``), which is + * forwarded back to the validated client ``redirect_uri`` with the + * original (un-wrapped) ``state``. + * - An error response (``error``[+``error_description``/``error_uri``]), per + * RFC 6749 §4.1.2.1. When ``state`` is present and decodes to a trusted + * ``redirect_uri``, the error params are propagated back to the client so + * its OAuth library can surface them. Otherwise we render an HTML error + * page so the user is not left on an opaque 422 / blank screen. + */ + get: operations["callback_callback_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/callbacks/configs": { parameters: { query?: never; @@ -1677,6 +2031,8 @@ export interface paths { * the same name already exists it returns 409 Conflict; use * PUT /claude-code/plugins/{plugin_name} to update an existing plugin. * + * Requires a proxy admin API key. + * * Parameters: * - name: Plugin name (kebab-case) * - source: Git source reference (github, url, or git-subdir format) @@ -1741,6 +2097,8 @@ export interface paths { * Returns 404 if no plugin with the given name exists; use * POST /claude-code/plugins to create a new plugin. * + * Requires a proxy admin API key. + * * Parameters: * - plugin_name: Name of the plugin to update (path parameter) * - source: Git source reference (github, url, or git-subdir format) @@ -1772,6 +2130,8 @@ export interface paths { * Delete Plugin * @description Delete a plugin from the marketplace. * + * Requires a proxy admin API key. + * * Parameters: * - plugin_name: The name of the plugin to delete */ @@ -1794,6 +2154,8 @@ export interface paths { * Disable Plugin * @description Disable a plugin without deleting it. * + * Requires a proxy admin API key. + * * Parameters: * - plugin_name: The name of the plugin to disable */ @@ -1817,6 +2179,8 @@ export interface paths { * Enable Plugin * @description Enable a disabled plugin. * + * Requires a proxy admin API key. + * * Parameters: * - plugin_name: The name of the plugin to enable */ @@ -7886,6 +8250,8 @@ export interface paths { * "mcp_info": { * "server_name": "zapier", * "logo_url": "https://www.zapier.com/logo.png", + * "server_id": "a1b2c3d4-...", + * "alias": "zapier_prod", * } * } * ], @@ -9062,6 +9428,30 @@ export interface paths { patch?: never; trace?: never; }; + "/openai/v1/realtime/transcription_sessions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Realtime Transcription Session + * @description Create an ephemeral Realtime transcription session + * (POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow. + * + * Mirrors the client_secrets route but targets the transcription_sessions + * endpoint and encrypts the ephemeral key returned under `client_secret.value`. + */ + post: operations["create_realtime_transcription_session_openai_v1_realtime_transcription_sessions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/openai/v1/responses": { parameters: { query?: never; @@ -10220,7 +10610,10 @@ export interface paths { * @description List all policies from the database and config.yaml. Optionally filter by version_status. * * Config-defined policies are returned with definition_location "config" and are treated - * as production versions. On a name conflict with a DB policy, only the DB policy is returned. + * as production versions. On a name conflict with a production DB policy, only the DB policy + * is returned, mirroring runtime resolution where only production DB versions override config. + * A draft or published DB version does not hide the config policy, since the config version + * is still the one being enforced. * * Query params: * - version_status: Optional. One of "draft", "published", "production". @@ -11840,6 +12233,47 @@ export interface paths { patch?: never; trace?: never; }; + "/realtime/transcription_sessions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Realtime Transcription Session + * @description Create an ephemeral Realtime transcription session + * (POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow. + * + * Mirrors the client_secrets route but targets the transcription_sessions + * endpoint and encrypts the ephemeral key returned under `client_secret.value`. + */ + post: operations["create_realtime_transcription_session_realtime_transcription_sessions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/register": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Register Client */ + post: operations["register_client_register_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/reload/anthropic_beta_headers": { parameters: { query?: never; @@ -12079,6 +12513,28 @@ export interface paths { patch?: never; trace?: never; }; + "/revoke": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Revoke Endpoint + * @description RFC 7009 revocation for the gateway's refresh tokens (``lite logout``): 200 for a known + * client whatever the token's state, 503 when the shared single-use record cannot be written; + * access tokens expire on their own. + */ + post: operations["revoke_endpoint_revoke_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/robots.txt": { parameters: { query?: never; @@ -13176,6 +13632,8 @@ export interface paths { * @description [DEPRECATED] This endpoint is not paginated and can cause performance issues. * Please use `/spend/logs/v2` instead for paginated access to spend logs. * + * Row results are capped at 10,000 most recent entries per response. + * * View all spend logs, if request_id is provided, only logs for that request_id will be returned * * When start_date and end_date are provided: @@ -15128,6 +15586,32 @@ export interface paths { patch?: never; trace?: never; }; + "/token": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Token Endpoint + * @description Accept the authorization code from client and exchange it for OAuth token. + * Supports PKCE flow by forwarding code_verifier to upstream provider. + * + * 1. Call the token endpoint with PKCE parameters + * 2. Store the user's token in the db - and generate a LiteLLM virtual key + * 3. Return the token + * 4. Return a virtual key in this response + */ + post: operations["token_endpoint_token_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/toolset/{toolset_name}/mcp": { parameters: { query?: never; @@ -15988,27 +16472,25 @@ export interface paths { path?: never; cookie?: never; }; - /** a2a_registration */ - get: { - parameters: { - query?: never; - header?: never; - path?: never; - cookie?: never; - }; - requestBody?: never; - responses: { - /** @description OK */ - 200: { - headers: { - [name: string]: unknown; - }; - content?: never; - }; - }; - }; + get?: never; put?: never; - post?: never; + /** + * Discover Agent Card + * @description Fetch the upstream agent's well-known card so the UI can show the admin + * which skills/capabilities the agent exposes. + * + * Only proxy admins can call this — the UI uses it during agent registration, + * and we don't want arbitrary keys probing internal URLs. + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1/a2a/discover" \ + * -H "Authorization: Bearer " \ + * -H "Content-Type: application/json" \ + * -d '{"url": "https://upstream-agent.example.com"}' + * ``` + */ + post: operations["discover_agent_card_v1_a2a_discover_post"]; delete?: never; options?: never; head?: never; @@ -16108,30 +16590,30 @@ export interface paths { * -H "Content-Type: application/json" \ * -d '{ * "agent_name": "my-custom-agent", - * "agent_card_params": { - * "protocolVersion": "1.0", - * "name": "Hello World Agent", - * "description": "Just a hello world agent", - * "url": "http://localhost:9999/", - * "version": "1.0.0", - * "defaultInputModes": ["text"], - * "defaultOutputModes": ["text"], - * "capabilities": { - * "streaming": true - * }, - * "skills": [ - * { - * "id": "hello_world", - * "name": "Returns hello world", - * "description": "just returns hello world", - * "tags": ["hello world"], - * "examples": ["hi", "hello world"] - * } - * ] + * "agent_card_params": { + * "protocolVersion": "1.0", + * "name": "Hello World Agent", + * "description": "Just a hello world agent", + * "url": "http://localhost:9999/", + * "version": "1.0.0", + * "defaultInputModes": ["text"], + * "defaultOutputModes": ["text"], + * "capabilities": { + * "streaming": true * }, - * "litellm_params": { - * "make_public": true - * } + * "skills": [ + * { + * "id": "hello_world", + * "name": "Returns hello world", + * "description": "just returns hello world", + * "tags": ["hello world"], + * "examples": ["hi", "hello world"] + * } + * ] + * }, + * "litellm_params": { + * "make_public": true + * } * }' * ``` */ @@ -16201,7 +16683,7 @@ export interface paths { * * Example Request: * ```bash - * curl -X GET "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * curl -X GET "http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000" \ * -H "Authorization: Bearer " * ``` */ @@ -16212,28 +16694,26 @@ export interface paths { * * Example Request: * ```bash - * curl -X PUT "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * curl -X PUT "http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000" \ * -H "Authorization: Bearer " \ * -H "Content-Type: application/json" \ * -d '{ - * "agent": { - * "agent_name": "updated-agent", - * "agent_card_params": { - * "protocolVersion": "1.0", - * "name": "Updated Agent", - * "description": "Updated description", - * "url": "http://localhost:9999/", - * "version": "1.1.0", - * "defaultInputModes": ["text"], - * "defaultOutputModes": ["text"], - * "capabilities": { - * "streaming": true - * }, - * "skills": [] + * "agent_name": "updated-agent", + * "agent_card_params": { + * "protocolVersion": "1.0", + * "name": "Updated Agent", + * "description": "Updated description", + * "url": "http://localhost:9999/", + * "version": "1.1.0", + * "defaultInputModes": ["text"], + * "defaultOutputModes": ["text"], + * "capabilities": { + * "streaming": true * }, - * "litellm_params": { - * "make_public": false - * } + * "skills": [] + * }, + * "litellm_params": { + * "make_public": false * } * }' * ``` @@ -16246,7 +16726,7 @@ export interface paths { * * Example Request: * ```bash - * curl -X DELETE "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * curl -X DELETE "http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000" \ * -H "Authorization: Bearer " * ``` * @@ -16266,28 +16746,26 @@ export interface paths { * * Example Request: * ```bash - * curl -X PUT "http://localhost:4000/agents/123e4567-e89b-12d3-a456-426614174000" \ + * curl -X PATCH "http://localhost:4000/v1/agents/123e4567-e89b-12d3-a456-426614174000" \ * -H "Authorization: Bearer " \ * -H "Content-Type: application/json" \ * -d '{ - * "agent": { - * "agent_name": "updated-agent", - * "agent_card_params": { - * "protocolVersion": "1.0", - * "name": "Updated Agent", - * "description": "Updated description", - * "url": "http://localhost:9999/", - * "version": "1.1.0", - * "defaultInputModes": ["text"], - * "defaultOutputModes": ["text"], - * "capabilities": { - * "streaming": true - * }, - * "skills": [] + * "agent_name": "updated-agent", + * "agent_card_params": { + * "protocolVersion": "1.0", + * "name": "Updated Agent", + * "description": "Updated description", + * "url": "http://localhost:9999/", + * "version": "1.1.0", + * "defaultInputModes": ["text"], + * "defaultOutputModes": ["text"], + * "capabilities": { + * "streaming": true * }, - * "litellm_params": { - * "make_public": false - * } + * "skills": [] + * }, + * "litellm_params": { + * "make_public": false * } * }' * ``` @@ -17304,17 +17782,27 @@ export interface paths { path?: never; cookie?: never; }; - get?: never; + /** + * Index List + * @description List all vector store indexes. Proxy admin only. + * + * ```bash + * curl -L -X GET 'http://0.0.0.0:4000/v1/indexes' -H 'Authorization: Bearer sk-1234' + * ``` + */ + get: operations["index_list_v1_indexes_get"]; put?: never; /** * Index Create * @description Create an index. Just writes the index to the database. * * ```bash - * curl -L -X POST 'http://0.0.0.0:4000/indexes/create' -H 'Content-Type: application/json' -H 'Authorization: Bearer sk-1234' -H 'LiteLLM-Beta: indexes_beta=v1' -d '{ + * curl -L -X POST 'http://0.0.0.0:4000/v1/indexes' -H 'Content-Type: application/json' -H 'Authorization: Bearer sk-1234' -d '{ * "index_name": "dall-e-3", - * "vector_store_index": "real-index-name", - * "vector_store_name": "azure-ai-search" + * "litellm_params": { + * "vector_store_index": "real-index-name", + * "vector_store_name": "azure-ai-search" + * } * }' * ``` */ @@ -17685,6 +18173,34 @@ export interface paths { patch?: never; trace?: never; }; + "/v1/mcp/server/{server_id}/user-env-vars": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * Get Mcp User Env Vars + * @description Return the calling user's per-user MCP env var status for this server. + */ + get: operations["get_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_get"]; + put?: never; + /** + * Store Mcp User Env Vars + * @description Store the calling user's per-user MCP env var values for this server. Submitted values are merged over any previously stored values, so you only send the fields you want to set or change; a variable omitted (or sent empty) keeps its stored value. Use DELETE to clear all stored values. + */ + post: operations["store_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_post"]; + /** + * Clear Mcp User Env Vars + * @description Clear the calling user's per-user MCP env var values for this server. + */ + delete: operations["clear_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/v1/mcp/tools": { parameters: { query?: never; @@ -17777,6 +18293,26 @@ export interface paths { patch?: never; trace?: never; }; + "/v1/mcp/user-env-vars/status": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Mcp User Env Var Status + * @description Per-user MCP env var status across every server the user can access. Used by the dashboard to highlight servers with missing per-user vars. + */ + get: operations["list_mcp_user_env_var_status_v1_mcp_user_env_vars_status_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/v1/memory": { parameters: { query?: never; @@ -18299,6 +18835,30 @@ export interface paths { patch?: never; trace?: never; }; + "/v1/realtime/transcription_sessions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Create Realtime Transcription Session + * @description Create an ephemeral Realtime transcription session + * (POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow. + * + * Mirrors the client_secrets route but targets the transcription_sessions + * endpoint and encrypts the ephemeral key returned under `client_secret.value`. + */ + post: operations["create_realtime_transcription_session_v1_realtime_transcription_sessions_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/v1/rerank": { parameters: { query?: never; @@ -19685,25 +20245,118 @@ export interface paths { path?: never; cookie?: never; }; - /** gemini_agents */ - get: { - parameters: { - query?: never; - header?: never; - path?: never; - cookie?: never; - }; - requestBody?: never; - responses: { - /** @description OK */ - 200: { - headers: { - [name: string]: unknown; - }; - content?: never; - }; - }; + /** + * List Gemini Agents + * @description List all custom agents on the Gemini side. + * + * Pass per-request Gemini credentials via the JSON-encoded + * ``litellm_params_template`` query parameter. Flat query parameters + * (e.g. ``?api_key=AIza...``) are intentionally ignored — see + * ``_merge_query_params_into_data`` for the rationale. + * + * ```bash + * curl "http://localhost:4000/v1beta/agents?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D" \ + * -H "Authorization: Bearer sk-..." + * ``` + */ + get: operations["list_gemini_agents_v1beta_agents_get"]; + put?: never; + /** + * Create Gemini Agent + * @description Create a named custom agent on the Gemini side. + * + * Example: + * ```bash + * curl -X POST "http://localhost:4000/v1beta/agents" \ + * -H "Authorization: Bearer sk-..." \ + * -H "Content-Type: application/json" \ + * -d '{ + * "name": "my-custom-slides-agent", + * "base_agent": "waverunner", + * "instructions": "You are a helpful assistant that creates slides.", + * "base_environment": { + * "type": "remote", + * "sources": [ + * {"type": "gcs", "source": "gs://eap-templates/slides-skill", + * "target": "/.agents/skills/slides-skill"} + * ] + * } + * }' + * ``` + */ + post: operations["create_gemini_agent_v1beta_agents_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/agents/{name}": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; }; + /** + * Get Gemini Agent + * @description Get a specific custom agent by name. + * + * Pass per-request Gemini credentials via the JSON-encoded + * ``litellm_params_template`` query parameter. Flat query parameters + * (e.g. ``?api_key=AIza...``) are intentionally ignored — see + * ``_merge_query_params_into_data`` for the rationale. + * + * ```bash + * curl "http://localhost:4000/v1beta/agents/my-custom-slides-agent?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D" \ + * -H "Authorization: Bearer sk-..." + * ``` + */ + get: operations["get_gemini_agent_v1beta_agents__name__get"]; + put?: never; + post?: never; + /** + * Delete Gemini Agent + * @description Delete a custom agent by name. + * + * Pass per-request Gemini credentials via the JSON-encoded + * ``litellm_params_template`` query parameter. Flat query parameters + * (e.g. ``?api_key=AIza...``) are intentionally ignored — see + * ``_merge_query_params_into_data`` for the rationale. + * + * ```bash + * curl -X DELETE "http://localhost:4000/v1beta/agents/my-custom-slides-agent?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D" \ + * -H "Authorization: Bearer sk-..." + * ``` + */ + delete: operations["delete_gemini_agent_v1beta_agents__name__delete"]; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/v1beta/agents/{name}/versions": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** + * List Gemini Agent Versions + * @description List versions of a custom agent. + * + * Pass per-request Gemini credentials via the JSON-encoded + * ``litellm_params_template`` query parameter. Flat query parameters + * (e.g. ``?api_key=AIza...``) are intentionally ignored — see + * ``_merge_query_params_into_data`` for the rationale. + * + * ```bash + * curl "http://localhost:4000/v1beta/agents/my-custom-slides-agent/versions?litellm_params_template=%7B%22api_key%22%3A%22AIza...%22%7D" \ + * -H "Authorization: Bearer sk-..." + * ``` + */ + get: operations["list_gemini_agent_versions_v1beta_agents__name__versions_get"]; put?: never; post?: never; delete?: never; @@ -21084,6 +21737,23 @@ export interface paths { patch: operations["watsonx_proxy_route_watsonx__endpoint__patch"]; trace?: never; }; + "/{mcp_server_name}/authorize": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + /** Authorize */ + get: operations["authorize__mcp_server_name__authorize_get"]; + put?: never; + post?: never; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/{mcp_server_name}/mcp": { parameters: { query?: never; @@ -21170,6 +21840,49 @@ export interface paths { patch: operations["dynamic_mcp_route__mcp_server_name__mcp_patch"]; trace?: never; }; + "/{mcp_server_name}/register": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** Register Client */ + post: operations["register_client__mcp_server_name__register_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; + "/{mcp_server_name}/token": { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + get?: never; + put?: never; + /** + * Token Endpoint + * @description Accept the authorization code from client and exchange it for OAuth token. + * Supports PKCE flow by forwarding code_verifier to upstream provider. + * + * 1. Call the token endpoint with PKCE parameters + * 2. Store the user's token in the db - and generate a LiteLLM virtual key + * 3. Return the token + * 4. Return a virtual key in this response + */ + post: operations["token_endpoint__mcp_server_name__token_post"]; + delete?: never; + options?: never; + head?: never; + patch?: never; + trace?: never; + }; "/{provider}/v1/batches": { parameters: { query?: never; @@ -21703,6 +22416,15 @@ export interface components { /** Url */ url?: string; }; + /** AgentKeySummary */ + AgentKeySummary: { + /** Key Alias */ + key_alias?: string | null; + /** Key Name */ + key_name?: string | null; + /** Token */ + token: string; + }; /** AgentMakePublicResponse */ AgentMakePublicResponse: { /** Message */ @@ -21753,6 +22475,8 @@ export interface components { created_by?: string | null; /** Extra Headers */ extra_headers?: string[] | null; + /** Keys */ + keys?: components["schemas"]["AgentKeySummary"][] | null; /** Litellm Params */ litellm_params?: { [key: string]: unknown; @@ -22172,7 +22896,7 @@ export interface components { routing_decision: components["schemas"]["StandardLoggingRoutingDecision"]; }; /** BaseLitellmParams */ - "BaseLitellmParams-Input": { + BaseLitellmParams: { /** * Additional Provider Specific Params * @description Additional provider-specific parameters for generic guardrail APIs @@ -22252,7 +22976,7 @@ export interface components { extra_headers?: string[] | null; /** * Fail On Error - * @description Whether to fail the request if Model Armor encounters an error + * @description Whether to fail the request if the guardrail encounters an error. Implemented by guardrail='model_armor' and 'generic_guardrail_api'. True (default) raises the error. False logs a critical error and lets the request proceed, so only a valid guardrail response can block or modify it. * @default true */ fail_on_error: boolean | null; @@ -22286,186 +23010,22 @@ export interface components { * @description Optional field if guardrail requires a 'model' parameter */ model?: string | null; + /** + * On Sensitive Data + * @description Action to take when sensitive data is detected. 'block' raises an exception (default behavior). 'route' reroutes the request to the model specified in sensitive_data_route_to_model. + */ + on_sensitive_data?: ("block" | "route") | null; /** * On Violation * @description For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection. */ on_violation?: ("warn" | "end_session") | null; /** - * Pangea Input Recipe - * @description Recipe for input (LLM request) - */ - pangea_input_recipe?: string | null; - /** - * Pangea Output Recipe - * @description Recipe for output (LLM response) - */ - pangea_output_recipe?: string | null; - /** - * Pattern Redaction Format - * @description Format string for pattern redaction (use {pattern_name} placeholder) - */ - pattern_redaction_format?: string | null; - /** - * Patterns - * @description List of patterns (prebuilt or custom regex) to detect - */ - patterns?: components["schemas"]["ContentFilterPattern"][] | null; - /** - * Realtime Violation Message - * @description The message the bot speaks aloud when a /v1/realtime guardrail fires. Falls back to violation_message_template if not set. - */ - realtime_violation_message?: string | null; - /** - * Severity Threshold - * @description Minimum severity to block (high, medium, low) - */ - severity_threshold?: string | null; - /** - * Skip System Message In Guardrail - * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. - */ - skip_system_message_in_guardrail?: boolean | null; - /** - * Template Id - * @description The ID of your Model Armor template - */ - template_id?: string | null; - /** - * Unreachable Fallback - * @description Behavior when a guardrail endpoint is unreachable due to network errors. NOTE: This is currently only implemented by guardrail='generic_guardrail_api'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed. - * @default fail_closed - * @enum {string} - */ - unreachable_fallback: "fail_closed" | "fail_open"; - /** - * Violation Message Template - * @description Custom message when a guardrail blocks an action. Supports placeholders like {tool_name}, {rule_id}, and {default_message}. - */ - violation_message_template?: string | null; - } & { - [key: string]: unknown; - }; - /** BaseLitellmParams */ - "BaseLitellmParams-Output": { - /** - * Additional Provider Specific Params - * @description Additional provider-specific parameters for generic guardrail APIs - */ - additional_provider_specific_params?: { - [key: string]: unknown; - } | null; - /** - * Api Base - * @description Base URL for the guardrail service API - */ - api_base?: string | null; - /** - * Api Endpoint - * @description Optional custom API endpoint for Model Armor - */ - api_endpoint?: string | null; - /** - * Api Key - * @description API key for the guardrail service - */ - api_key?: string | null; - /** - * Blocked Words - * @description List of blocked words with individual actions - */ - blocked_words?: components["schemas"]["BlockedWord"][] | null; - /** - * Blocked Words File - * @description Path to YAML file containing blocked_words list - */ - blocked_words_file?: string | null; - /** - * Categories - * @description List of prebuilt categories to enable (harmful_*, bias_*) - */ - categories?: components["schemas"]["ContentFilterCategoryConfig"][] | null; - /** @description Threshold configuration for Lakera guardrail categories */ - category_thresholds?: components["schemas"]["LakeraCategoryThresholds"] | null; - /** - * Credentials - * @description Path to Google Cloud credentials JSON file or JSON string - */ - credentials?: string | null; - /** - * Custom Code - * @description Python-like code containing the apply_guardrail function for custom guardrail logic - */ - custom_code?: string | null; - /** - * Default On - * @description Whether the guardrail is enabled by default - */ - default_on?: boolean | null; - /** - * Detect Secrets Config - * @description Configuration for detect-secrets guardrail - */ - detect_secrets_config?: { - [key: string]: unknown; - } | null; - /** - * End Session After N Fails - * @description For /v1/realtime sessions: automatically close the session after this many guardrail violations. - */ - end_session_after_n_fails?: number | null; - /** - * Experimental Use Latest Role Message Only - * @description When True, guardrails only receive the latest message for the relevant role (e.g., newest user input pre-call, newest assistant output post-call) + * Only Scan New Messages + * @description When True, the guardrail only scans messages that have not already been scanned earlier in the same session (identified by litellm_session_id / session_id). Message content is hashed per session and cached; only the diff (new or edited messages) is sent to the guardrail provider on follow-up calls. Falls back to a full scan when the request has no session id or the cache is unavailable. Intended for blocking/detection guardrails; not applied when mask_request_content is set. * @default false */ - experimental_use_latest_role_message_only: boolean | null; - /** - * Extra Headers - * @description Header names to forward from the client request to the guardrail (e.g. x-request-id). Only these headers' values are sent; others may be omitted or sent as [present]. Used by generic_guardrail_api (similar to MCP extra_headers). - */ - extra_headers?: string[] | null; - /** - * Fail On Error - * @description Whether to fail the request if Model Armor encounters an error - * @default true - */ - fail_on_error: boolean | null; - /** - * Guard Name - * @description Name of the guardrail in guardrails.ai - */ - guard_name?: string | null; - /** - * Keyword Redaction Tag - * @description Tag to use for keyword redaction - */ - keyword_redaction_tag?: string | null; - /** - * Location - * @description Google Cloud location/region (e.g., us-central1) - */ - location?: string | null; - /** - * Mask Request Content - * @description Will mask request content if guardrail makes any changes - */ - mask_request_content?: boolean | null; - /** - * Mask Response Content - * @description Will mask response content if guardrail makes any changes - */ - mask_response_content?: boolean | null; - /** - * Model - * @description Optional field if guardrail requires a 'model' parameter - */ - model?: string | null; - /** - * On Violation - * @description For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection. - */ - on_violation?: ("warn" | "end_session") | null; + only_scan_new_messages: boolean | null; /** * Pangea Input Recipe * @description Recipe for input (LLM request) @@ -22491,6 +23051,27 @@ export interface components { * @description The message the bot speaks aloud when a /v1/realtime guardrail fires. Falls back to violation_message_template if not set. */ realtime_violation_message?: string | null; + /** + * Run In Parallel + * @description When True, this pre_call or post_call guardrail runs concurrently with other opted-in guardrails of the same hook, after the sequential guardrails have run. Use only for block-only guardrails that inspect and reject; do not enable it for guardrails that modify the request or response (e.g. PII masking or sensitive-data routing), since parallel runs share one snapshot and their mutations would race. + */ + run_in_parallel?: boolean | null; + /** + * Sanitize Error Detail + * @description For guardrail='model_armor': omit the raw Model Armor response from caller-facing errors and logs by default. Set False to restore verbose output. + * @default true + */ + sanitize_error_detail: boolean | null; + /** + * Scan Only Tool Results + * @description When True, unified guardrails only evaluate tool results, the untrusted data an agent feeds back into the model, and skip system, user, and assistant content. Intended for agent harnesses whose own prompt scaffolding is trusted but often trips prompt-attack detectors. + */ + scan_only_tool_results?: boolean | null; + /** + * Sensitive Data Route To Model + * @description Model to route requests to when sensitive data is detected and on_sensitive_data='route'. This is typically an on-premise model for data privacy. The routing decision persists for the entire session. + */ + sensitive_data_route_to_model?: string | null; /** * Severity Threshold * @description Minimum severity to block (high, medium, low) @@ -22498,17 +23079,39 @@ export interface components { severity_threshold?: string | null; /** * Skip System Message In Guardrail - * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. + * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. For Anthropic /v1/messages, the flag applies only to the trusted top-level system prompt. In-sequence system entries are untrusted client input and remain in texts and structured_messages. */ skip_system_message_in_guardrail?: boolean | null; + /** + * Skip Tool Message In Guardrail + * @description When True, unified guardrails skip tool-role messages when building evaluation inputs (texts and structured_messages). When False, tool messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_tool_message_in_guardrail setting. + */ + skip_tool_message_in_guardrail?: boolean | null; + /** + * Skip Unscannable Attachments + * @description Implemented by guardrail='model_armor'. When True, attachment references that carry no inline bytes (file_id, gs://, or http(s) URLs) pass through unscanned instead of blocking, while fail_on_error still governs real Model Armor API errors. Default False blocks them. + * @default false + */ + skip_unscannable_attachments: boolean | null; + /** + * Sticky Session Routing + * @description When True (default), after sensitive data is detected and routed, all subsequent requests in the same session will continue routing to the same model. + * @default true + */ + sticky_session_routing: boolean | null; /** * Template Id * @description The ID of your Model Armor template */ template_id?: string | null; + /** + * Timeout + * @description Per-request timeout for the guardrail provider API call (seconds). Accepts int, float, or numeric string; coerced to float on load. Each guardrail handler chooses its own default when unset. + */ + timeout?: number | null; /** * Unreachable Fallback - * @description Behavior when a guardrail endpoint is unreachable due to network errors. NOTE: This is currently only implemented by guardrail='generic_guardrail_api'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed. + * @description Behavior when a guardrail endpoint is unreachable due to network errors. Implemented by guardrail='generic_guardrail_api', 'akto', 'vigil_guard', 'repelloai', 'headroom', and 'compresr'. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and allows the request to proceed. * @default fail_closed * @enum {string} */ @@ -22523,6 +23126,56 @@ export interface components { }; /** BaseModel */ BaseModel: Record; + /** + * BedrockChecksConfigModel + * @description Inline `checks` config for the resource-less Bedrock InvokeGuardrailChecks API. + * + * Include only the checks you want to run; at least one must be set. + */ + BedrockChecksConfigModel: { + contentFilter?: components["schemas"]["BedrockChecksContentFilterModel"] | null; + promptAttack?: components["schemas"]["BedrockChecksPromptAttackModel"] | null; + sensitiveInformation?: components["schemas"]["BedrockChecksSensitiveInformationModel"] | null; + }; + /** BedrockChecksContentFilterCategoryItem */ + BedrockChecksContentFilterCategoryItem: { + /** + * Category + * @enum {string} + */ + category: "VIOLENCE" | "HATE" | "SEXUAL" | "MISCONDUCT" | "INSULTS"; + }; + /** BedrockChecksContentFilterModel */ + BedrockChecksContentFilterModel: { + /** Categories */ + categories: components["schemas"]["BedrockChecksContentFilterCategoryItem"][]; + }; + /** BedrockChecksPromptAttackCategoryItem */ + BedrockChecksPromptAttackCategoryItem: { + /** + * Category + * @enum {string} + */ + category: "JAILBREAK" | "PROMPT_INJECTION" | "PROMPT_LEAKAGE"; + }; + /** BedrockChecksPromptAttackModel */ + BedrockChecksPromptAttackModel: { + /** Categories */ + categories: components["schemas"]["BedrockChecksPromptAttackCategoryItem"][]; + }; + /** BedrockChecksSensitiveInformationEntityItem */ + BedrockChecksSensitiveInformationEntityItem: { + /** + * Type + * @enum {string} + */ + type: "ADDRESS" | "AGE" | "AWS_ACCESS_KEY" | "AWS_SECRET_KEY" | "CA_HEALTH_NUMBER" | "CA_SOCIAL_INSURANCE_NUMBER" | "CREDIT_DEBIT_CARD_CVV" | "CREDIT_DEBIT_CARD_EXPIRY" | "CREDIT_DEBIT_CARD_NUMBER" | "DRIVER_ID" | "EMAIL" | "INTERNATIONAL_BANK_ACCOUNT_NUMBER" | "IP_ADDRESS" | "LICENSE_PLATE" | "MAC_ADDRESS" | "NAME" | "PASSWORD" | "PHONE" | "PIN" | "SWIFT_CODE" | "UK_NATIONAL_HEALTH_SERVICE_NUMBER" | "UK_NATIONAL_INSURANCE_NUMBER" | "UK_UNIQUE_TAXPAYER_REFERENCE_NUMBER" | "URL" | "USERNAME" | "US_BANK_ACCOUNT_NUMBER" | "US_BANK_ROUTING_NUMBER" | "US_INDIVIDUAL_TAX_IDENTIFICATION_NUMBER" | "US_PASSPORT_NUMBER" | "US_SOCIAL_SECURITY_NUMBER" | "VEHICLE_IDENTIFICATION_NUMBER"; + }; + /** BedrockChecksSensitiveInformationModel */ + BedrockChecksSensitiveInformationModel: { + /** Entities */ + entities: components["schemas"]["BedrockChecksSensitiveInformationEntityItem"][]; + }; /** BlockKeyRequest */ BlockKeyRequest: { /** Key */ @@ -22602,12 +23255,20 @@ export interface components { /** File */ file: string; }; + /** Body_authorize_complete_authorize_complete_post */ + Body_authorize_complete_authorize_complete_post: { + /** Decision */ + decision?: string | null; + /** Delivery */ + delivery?: string | null; + /** Flow */ + flow: string; + /** Team Id */ + team_id?: string | null; + }; /** Body_convert_prompt_file_to_json_utils_dotprompt_json_converter_post */ Body_convert_prompt_file_to_json_utils_dotprompt_json_converter_post: { - /** - * File - * Format: binary - */ + /** File */ file: string; }; /** Body_create_file__provider__v1_files_post */ @@ -22715,6 +23376,13 @@ export interface components { /** Mask[] */ "mask[]"?: string[] | null; }; + /** Body_revoke_endpoint_revoke_post */ + Body_revoke_endpoint_revoke_post: { + /** Client Id */ + client_id: string; + /** Token */ + token: string; + }; /** Body_test_model_connection_health_test_connection_post */ Body_test_model_connection_health_test_connection_post: { /** @@ -22737,6 +23405,48 @@ export interface components { [key: string]: unknown; }; }; + /** Body_token_endpoint__mcp_server_name__token_post */ + Body_token_endpoint__mcp_server_name__token_post: { + /** Client Id */ + client_id: string; + /** Client Secret */ + client_secret?: string | null; + /** Code */ + code?: string; + /** Code Verifier */ + code_verifier?: string; + /** Grant Type */ + grant_type: string; + /** Redirect Uri */ + redirect_uri?: string; + /** Refresh Token */ + refresh_token?: string | null; + /** Resource */ + resource?: string | null; + /** Scope */ + scope?: string | null; + }; + /** Body_token_endpoint_token_post */ + Body_token_endpoint_token_post: { + /** Client Id */ + client_id: string; + /** Client Secret */ + client_secret?: string | null; + /** Code */ + code?: string; + /** Code Verifier */ + code_verifier?: string; + /** Grant Type */ + grant_type: string; + /** Redirect Uri */ + redirect_uri?: string; + /** Refresh Token */ + refresh_token?: string | null; + /** Resource */ + resource?: string | null; + /** Scope */ + scope?: string | null; + }; /** Body_upload_logo_upload_logo_post */ Body_upload_logo_upload_logo_post: { /** File */ @@ -23654,6 +24364,8 @@ export interface components { }; /** ChatCompletionToolParam */ ChatCompletionToolParam: { + /** Allowed Callers */ + allowed_callers?: string[]; cache_control?: components["schemas"]["ChatCompletionCachedContent"]; function: components["schemas"]["ChatCompletionToolParamFunctionChunk"]; /** Type */ @@ -23736,6 +24448,86 @@ export interface components { } & { [key: string]: unknown; }; + /** + * CiscoAIDefenseGuardrailConfigModelOptionalParams + * @description Optional parameters for the Cisco AI Defense guardrail. + */ + CiscoAIDefenseGuardrailConfigModelOptionalParams: { + /** + * Enabled Rules + * @description Explicit list of Cisco AI Defense rules to evaluate. If omitted, the policies configured for the API key in the Cisco AI Defense UI are used. + */ + enabled_rules?: components["schemas"]["CiscoAIDefenseRule"][] | null; + /** + * Fallback On Error + * @description Behaviour when the Cisco AI Defense API is unavailable: 'allow' proceeds without scanning (high availability), 'block' rejects the request (maximum security). + * @default block + */ + fallback_on_error: ("allow" | "block") | null; + /** + * Inspect Path + * @description Override for the inspection endpoint path. Defaults to /api/v1/inspect/chat when inspection_type='chat' and /api/v1/inspect/mcp when inspection_type='mcp'. + */ + inspect_path?: string | null; + /** + * Inspection Type + * @description Which Cisco AI Defense inspection surface to use. 'chat' scans LLM model conversations via /api/v1/inspect/chat. 'mcp' scans MCP tool calls via /api/v1/inspect/mcp. Each guardrail instance targets exactly one surface; configure two guardrails to scan both chat and MCP traffic. + * @default chat + * @enum {string} + */ + inspection_type: "chat" | "mcp"; + /** + * Integration Profile Id + * @description Integration profile id to apply (advanced). + */ + integration_profile_id?: string | null; + /** + * Integration Profile Version + * @description Integration profile version to apply (advanced). + */ + integration_profile_version?: string | null; + /** + * Integration Tenant Id + * @description Integration tenant id to apply (advanced). + */ + integration_tenant_id?: string | null; + /** + * Integration Type + * @description Integration type to apply (advanced). + */ + integration_type?: string | null; + /** + * On Flagged Action + * @description Action to take when Cisco AI Defense flags content. 'block' raises an HTTPException; 'monitor' logs the detection and lets the request continue. + * @default block + */ + on_flagged_action: string | null; + /** + * Timeout + * @description Timeout (seconds) for Cisco AI Defense API calls (1-60). + * @default 10 + */ + timeout: number | null; + } & { + [key: string]: unknown; + }; + /** + * CiscoAIDefenseRule + * @description A single rule to enable for Cisco AI Defense inspection. + */ + CiscoAIDefenseRule: { + /** + * Entity Types + * @description Optional list of entity types for the rule (e.g. 'Email Address', 'Phone Number'). Applies to rules such as PII, PCI, and PHI. + */ + entity_types?: string[] | null; + /** + * Rule Name + * @description The canonical Cisco AI Defense rule name to evaluate. + * @enum {string} + */ + rule_name: "Code Detection" | "Harassment" | "Hate Speech" | "PCI" | "PHI" | "PII" | "Prompt Injection" | "Profanity" | "Sexual Content & Exploitation" | "Social Division & Polarization" | "Violence & Public Safety Threats"; + }; /** CitationsObject */ CitationsObject: { /** Enabled */ @@ -24086,6 +24878,11 @@ export interface components { * @description If True, a user's personal max_budget is enforced on every request they make, including requests made with a team-scoped key. Defaults to False, where a team-scoped key is governed only by the team and team-member budgets and the key owner's personal max_budget does not apply (see GitHub issue #12905). */ apply_user_budget_to_team_keys?: boolean | null; + /** + * Background Health Check Model Groups + * @description Opt-in allowlist of model group names for background health checks and health-check routing. When set, the background loop probes only deployments whose model_name is listed, and enable_health_check_routing filters unhealthy deployments only within the listed groups; every other group, including newly added deployments, is skipped and keeps its configured routing strategy. When unset, all deployments participate (opt out per deployment via model_info.disable_background_health_check). + */ + background_health_check_model_groups?: string[] | null; /** * Background Health Checks * @description run health checks in background @@ -25175,6 +25972,43 @@ export interface components { } & { [key: string]: unknown; }; + /** DiscoverAgentRequest */ + DiscoverAgentRequest: { + /** + * @description How to locate the upstream card. ``well_known_fallback`` for pure A2A agents (try standard paths); ``langgraph_platform`` for LangGraph Platform deployments where the card is shared across assistants and disambiguated by a query parameter. + * @default well_known_fallback + */ + discovery_mode: components["schemas"]["DiscoveryMode"]; + /** + * Params + * @description Mode-specific parameters. ``langgraph_platform`` requires ``{'assistant_id': }``. ``well_known_fallback`` ignores this. + */ + params?: { + [key: string]: unknown; + } | null; + /** + * Url + * @description Base URL of the upstream agent. Behavior depends on ``discovery_mode``: ``well_known_fallback`` (default) tries /.well-known/agent-card.json, /.well-known/agent.json, /agent.json under this URL in order; ``langgraph_platform`` hits ``/.well-known/agent-card.json?assistant_id=`` instead. + */ + url: string; + }; + /** DiscoverAgentResponse */ + DiscoverAgentResponse: { + /** Agent Card */ + agent_card: { + [key: string]: unknown; + }; + /** Url */ + url: string; + }; + /** + * DiscoveryMode + * @description How to locate the upstream agent card. + * + * String-valued so it serializes cleanly over JSON / Pydantic. + * @enum {string} + */ + DiscoveryMode: "well_known_fallback" | "langgraph_platform"; /** * DistinctTagResponse * @description Response for distinct user agent tags @@ -25959,6 +26793,8 @@ export interface components { images?: string[]; /** Model */ model?: string | null; + /** Stream Holdback Chars */ + stream_holdback_chars?: number[]; /** Structured Messages */ structured_messages?: (components["schemas"]["ChatCompletionUserMessage"] | components["schemas"]["ChatCompletionAssistantMessage"] | components["schemas"]["ChatCompletionToolMessage"] | components["schemas"]["ChatCompletionSystemMessage"] | components["schemas"]["ChatCompletionFunctionMessage"] | components["schemas"]["ChatCompletionDeveloperMessage"])[]; /** Texts */ @@ -25992,53 +26828,6 @@ export interface components { /** Starttime */ startTime?: string | null; }; - /** - * GraySwanGuardrailConfigModelOptionalParams - * @description Optional parameters for the Gray Swan guardrail. - */ - GraySwanGuardrailConfigModelOptionalParams: { - /** - * Categories - * @description Default Gray Swan category definitions to send with each request. - */ - categories?: { - [key: string]: string; - } | null; - /** - * Fail Open - * @description If true (default), errors contacting Gray Swan are logged and the request proceeds. If false, errors propagate and block the request. - * @default true - */ - fail_open: boolean | null; - /** - * Guardrail Timeout - * @description Timeout in seconds for calling the Gray Swan guardrail service. - * @default 30 - */ - guardrail_timeout: number | null; - /** - * On Flagged Action - * @description Action when a violation is detected: 'block' rejects the call (400 error), 'monitor' logs only, 'passthrough' replaces response content with violation message (200 status). - * @default passthrough - */ - on_flagged_action: string | null; - /** - * Policy Id - * @description Gray Swan policy identifier to apply during monitoring. - */ - policy_id?: string | null; - /** - * Reasoning Mode - * @description Gray Swan reasoning mode override. Accepted values: 'off', 'hybrid', 'thinking'. - */ - reasoning_mode?: string | null; - /** - * Violation Threshold - * @description Threshold between 0 and 1 at which Gray Swan violations trigger the configured action. - * @default 0.5 - */ - violation_threshold: number | null; - }; /** Guardrail */ Guardrail: { /** Created At */ @@ -26071,7 +26860,7 @@ export interface components { } | null; /** Guardrail Name */ guardrail_name: string; - litellm_params?: components["schemas"]["BaseLitellmParams-Output"] | null; + litellm_params?: components["schemas"]["BaseLitellmParams"] | null; /** Updated At */ updated_at?: string | null; }; @@ -26271,6 +27060,17 @@ export interface components { index_name: string; litellm_params: components["schemas"]["IndexCreateLiteLLMParams"]; }; + /** IndexListResponse */ + IndexListResponse: { + /** Data */ + data: components["schemas"]["LiteLLM_ManagedVectorStoreIndex"][]; + /** + * Object + * @default list + * @constant + */ + object: "list"; + }; /** InputAudio */ InputAudio: { /** Data */ @@ -27058,8 +27858,10 @@ export interface components { approval_status: string | null; /** Args */ args?: string[]; + /** Audience */ + audience?: string | null; /** Auth Type */ - auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token") | null; + auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token" | "oauth2_token_exchange" | "oauth2_id_jag" | "true_passthrough" | "oauth_delegate") | null; /** Authorization Url */ authorization_url?: string | null; /** @@ -27073,17 +27875,28 @@ export interface components { byok_description?: string[]; /** Command */ command?: string | null; + /** Connected App Reachable */ + connected_app_reachable?: boolean | null; /** Created At */ created_at?: string | null; /** Created By */ created_by?: string | null; credentials?: components["schemas"]["MCPCredentials"] | null; + /** Dcr Bridge */ + dcr_bridge?: boolean | null; + /** + * Delegate Auth To Upstream + * @default false + */ + delegate_auth_to_upstream: boolean; /** Description */ description?: string | null; /** Env */ env?: { [key: string]: string; }; + /** Env Vars */ + env_vars?: components["schemas"]["MCPEnvVar"][] | null; /** Extra Headers */ extra_headers?: string[]; /** Has User Credential */ @@ -27097,14 +27910,25 @@ export interface components { * @default false */ is_byok: boolean; + /** Issuer */ + issuer?: string | null; /** Last Health Check */ last_health_check?: string | null; + /** Max Concurrent Requests */ + max_concurrent_requests?: number | null; /** Mcp Access Groups */ mcp_access_groups?: string[]; /** Mcp Info */ mcp_info?: { [key: string]: unknown; } | null; + /** Oauth2 Flow */ + oauth2_flow?: ("client_credentials" | "authorization_code") | null; + /** + * Oauth Passthrough + * @default false + */ + oauth_passthrough: boolean; /** Registration Url */ registration_url?: string | null; /** Review Notes */ @@ -27129,6 +27953,8 @@ export interface components { * @default unknown */ status: ("healthy" | "unhealthy" | "unknown") | null; + /** Subject Token Type */ + subject_token_type?: string | null; /** Submitted At */ submitted_at?: string | null; /** Submitted By */ @@ -27137,6 +27963,12 @@ export interface components { teams?: { [key: string]: string | null; }[]; + /** Timeout */ + timeout?: number | null; + /** Token Exchange Endpoint */ + token_exchange_endpoint?: string | null; + /** Token Exchange Profile */ + token_exchange_profile?: string | null; /** Token Url */ token_url?: string | null; /** Tool Name To Description */ @@ -27191,6 +28023,29 @@ export interface components { /** Vector Store Name */ vector_store_name?: string | null; }; + /** + * LiteLLM_ManagedVectorStoreIndex + * @description LiteLLM managed vector store index object - this is is the object stored in the database + */ + LiteLLM_ManagedVectorStoreIndex: { + /** Created At */ + created_at?: string | null; + /** Created By */ + created_by?: string | null; + /** Id */ + id: string; + /** Index Info */ + index_info?: { + [key: string]: unknown; + } | null; + /** Index Name */ + index_name: string; + litellm_params: components["schemas"]["IndexCreateLiteLLMParams"]; + /** Updated At */ + updated_at?: string | null; + /** Updated By */ + updated_by?: string | null; + }; /** * LiteLLM_ManagedVectorStoreListResponse * @description Response format for listing vector stores @@ -27213,31 +28068,31 @@ export interface components { /** LiteLLM_ManagedVectorStoresTable */ LiteLLM_ManagedVectorStoresTable: { /** Created At */ - created_at: string | null; + created_at?: string | null; /** Custom Llm Provider */ custom_llm_provider: string; /** Litellm Credential Name */ - litellm_credential_name: string | null; + litellm_credential_name?: string | null; /** Litellm Params */ - litellm_params: { + litellm_params?: { [key: string]: unknown; } | null; /** Team Id */ - team_id: string | null; + team_id?: string | null; /** Updated At */ - updated_at: string | null; + updated_at?: string | null; /** User Id */ - user_id: string | null; + user_id?: string | null; /** Vector Store Description */ - vector_store_description: string | null; + vector_store_description?: string | null; /** Vector Store Id */ vector_store_id: string; /** Vector Store Metadata */ - vector_store_metadata: { + vector_store_metadata?: { [key: string]: unknown; } | null; /** Vector Store Name */ - vector_store_name: string | null; + vector_store_name?: string | null; }; /** LiteLLM_MemoryRow */ LiteLLM_MemoryRow: { @@ -28534,7 +29389,7 @@ export interface components { anonymize_input?: boolean | null; /** * Api Base - * @description Base URL for the Lakera AI API + * @description Regional base URL for the Cisco AI Defense Inspection API. Defaults to https://us.api.inspect.aidefense.security.cisco.com. Supported regions: us (us-west-2), ap (ap-ne-1), eu (eu-central-1). The environment variable `CISCO_AI_DEFENSE_API_BASE` is consulted as a fallback. The endpoint path is derived from inspection_type (/api/v1/inspect/chat for 'chat', /api/v1/inspect/mcp for 'mcp'). */ api_base?: string | null; /** @@ -28549,7 +29404,7 @@ export interface components { api_id?: string | null; /** * Api Key - * @description API key for the Lakera AI service + * @description API key for the Cisco AI Defense inspection endpoint. If not provided, the `CISCO_AI_DEFENSE_API_KEY` environment variable is used. Sent in the `X-Cisco-AI-Defense-API-Key` header. Both the chat and MCP endpoints use this key. */ api_key?: string | null; /** @@ -28573,6 +29428,11 @@ export interface components { * @description Custom assertions to validate against the output. Each assertion is a string describing a condition. */ assertions?: string[] | null; + /** + * Asset Id + * @description Repello asset ID whose dashboard policies are enforced. Required; the guardrail raises at init if it is missing. + */ + asset_id?: string | null; /** * Async Mode * @description Set to True to request asynchronous analysis (sets `plr_async` header). Defaults to provider behaviour when omitted. @@ -28682,6 +29542,14 @@ export interface components { categories?: components["schemas"]["ContentFilterCategoryConfig"][] | null; /** @description Threshold configuration for Lakera guardrail categories */ category_thresholds?: components["schemas"]["LakeraCategoryThresholds"] | null; + /** @description Inline safeguards for the resource-less InvokeGuardrailChecks API (contentFilter / promptAttack / sensitiveInformation). When set, the guardrail calls InvokeGuardrailChecks instead of ApplyGuardrail and no guardrailIdentifier is required. Mutually exclusive with guardrailIdentifier. */ + checks?: components["schemas"]["BedrockChecksConfigModel"] | null; + /** + * Chunk Budget Chars + * @description ApplyGuardrail: batch size, in characters, used to re-send content after AWS has rejected a request as too large. Requests AWS accepts are always sent in a single call, so this has no effect until a rejection happens. Defaults to 25,000; a batch AWS still rejects is bisected automatically, so this value only trades round trips against batch size and cannot fail a request on its own. + * @default 25000 + */ + chunk_budget_chars: number; /** * Confidence Threshold * @description Only block or mask when detection confidence >= this value; below threshold, allow or log_only. @@ -28695,6 +29563,12 @@ export interface components { config?: { [key: string]: unknown; } | null; + /** + * Content Filter Threshold + * @description InvokeGuardrailChecks: block when any contentFilter severityScore >= this value (scores are in [0,1]). Set to null to make the content filter detect-only (logged, never blocks). + * @default 0.5 + */ + content_filter_threshold: number | null; /** * Content Moderation Check * @description Enable content moderation to check for harmful content (harassment, hate speech, etc.). @@ -28710,6 +29584,11 @@ export interface components { * @description Python-like code containing the apply_guardrail function for custom guardrail logic */ custom_code?: string | null; + /** + * Deepkeep Firewall Id + * @description The DeepKeep Firewall ID to use for guardrail evaluation. If not provided, the `DEEPKEEP_FIREWALL_ID` environment variable is checked. + */ + deepkeep_firewall_id?: string | null; /** * Default Action * @description Fallback decision when no rule matches @@ -28787,7 +29666,7 @@ export interface components { extra_headers?: string[] | null; /** * Fail On Error - * @description Whether to fail the request if Model Armor encounters an error + * @description Whether to fail the request if the guardrail encounters an error. Implemented by guardrail='model_armor' and 'generic_guardrail_api'. True (default) raises the error. False logs a critical error and lets the request proceed, so only a valid guardrail response can block or modify it. * @default true */ fail_on_error: boolean | null; @@ -28906,7 +29785,7 @@ export interface components { mode: string | string[] | components["schemas"]["Mode"]; /** * Model - * @description Optional field if guardrail requires a 'model' parameter + * @description Model name forwarded to the headroom /v1/compress endpoint. */ model?: string | null; /** @@ -28933,13 +29812,24 @@ export interface components { * @default monitor */ on_flagged_action: string | null; + /** + * On Sensitive Data + * @description Action to take when sensitive data is detected. 'block' raises an exception (default behavior). 'route' reroutes the request to the model specified in sensitive_data_route_to_model. + */ + on_sensitive_data?: ("block" | "route") | null; /** * On Violation * @description For /v1/realtime sessions: 'warn' speaks the violation message and continues; 'end_session' speaks the message and closes the connection. */ on_violation?: ("warn" | "end_session") | null; + /** + * Only Scan New Messages + * @description When True, the guardrail only scans messages that have not already been scanned earlier in the same session (identified by litellm_session_id / session_id). Message content is hashed per session and cached; only the diff (new or edited messages) is sent to the guardrail provider on follow-up calls. Falls back to a full scan when the request has no session id or the cache is unavailable. Intended for blocking/detection guardrails; not applied when mask_request_content is set. + * @default false + */ + only_scan_new_messages: boolean | null; /** @description Optional parameters for the guardrail */ - optional_params?: components["schemas"]["GraySwanGuardrailConfigModelOptionalParams"] | null; + optional_params?: components["schemas"]["CiscoAIDefenseGuardrailConfigModelOptionalParams"] | null; /** * Output Parse Pii * @description When True, LiteLLM will replace the masked text with the original text in the response @@ -28981,6 +29871,12 @@ export interface components { * @description Enable PII (Personally Identifiable Information) detection. */ pii_check?: boolean | null; + /** + * Pii Confidence Threshold + * @description InvokeGuardrailChecks: block when any sensitiveInformation confidenceScore >= this value (scores are in [0,1]). Set to null to make PII detection detect-only. + * @default 0.5 + */ + pii_confidence_threshold: number | null; /** * Pii Entities Config * @description Configuration for PII entity types and actions @@ -29003,6 +29899,16 @@ export interface components { * @description XecGuard policies to apply on each scan. Select one or more of the built-in default policies; if none are selected, the guardrail defaults to System Prompt Enforcement + Harmful Content Protection. */ policy_names?: string[] | null; + /** + * Post Checkpoint Id + * @description Post-checkpoint ID for the Ovalix Tracker service. + */ + post_checkpoint_id?: string | null; + /** + * Pre Checkpoint Id + * @description Pre-checkpoint ID for the Ovalix Tracker service. + */ + pre_checkpoint_id?: string | null; /** * Presidio Ad Hoc Recognizers * @description Path to a JSON file containing ad-hoc recognizers for Presidio @@ -29051,6 +29957,12 @@ export interface components { * @description Project ID for the Lakera AI project */ project_id?: string | null; + /** + * Prompt Attack Threshold + * @description InvokeGuardrailChecks: block when any promptAttack severityScore >= this value (scores are in [0,1]). Set to null to make prompt-attack detection detect-only. + * @default 0.5 + */ + prompt_attack_threshold: number | null; /** * Prompt Injections * @description Enable prompt injection detection. Default check if no evaluation_id and no other checks are specified. @@ -29066,6 +29978,22 @@ export interface components { * @description Ordered allow/deny rules. Patterns use regex for tool names/types and optional regex constraints on tool arguments. */ rules?: components["schemas"]["ToolPermissionRule"][] | null; + /** + * Run In Parallel + * @description When True, this pre_call or post_call guardrail runs concurrently with other opted-in guardrails of the same hook, after the sequential guardrails have run. Use only for block-only guardrails that inspect and reject; do not enable it for guardrails that modify the request or response (e.g. PII masking or sensitive-data routing), since parallel runs share one snapshot and their mutations would race. + */ + run_in_parallel?: boolean | null; + /** + * Sanitize Error Detail + * @description For guardrail='model_armor': omit the raw Model Armor response from caller-facing errors and logs by default. Set False to restore verbose output. + * @default true + */ + sanitize_error_detail: boolean | null; + /** + * Scan Only Tool Results + * @description When True, unified guardrails only evaluate tool results, the untrusted data an agent feeds back into the model, and skip system, user, and assistant content. Intended for agent harnesses whose own prompt scaffolding is trusted but often trips prompt-attack detectors. + */ + scan_only_tool_results?: boolean | null; /** * Send User Api Key Alias * @description Whether to send user_API_key_alias in headers @@ -29084,29 +30012,86 @@ export interface components { * @default false */ send_user_api_key_user_id: boolean | null; + /** + * Sensitive Data Route To Model + * @description Model to route requests to when sensitive data is detected and on_sensitive_data='route'. This is typically an on-premise model for data privacy. The routing decision persists for the entire session. + */ + sensitive_data_route_to_model?: string | null; /** * Severity Threshold * @description Minimum severity to block (high, medium, low) */ severity_threshold?: string | null; + /** + * Singulr Api Base + * @description The Singulr API base URL. Get base URL from Singulr Platform. + */ + singulr_api_base?: string | null; + /** + * Singulr Api Key + * @description The Singulr API key. Generate API key from Singulr Platform. + */ + singulr_api_key?: string | null; + /** + * Singulr Application Id + * @description The Singulr application ID. Get application ID from Singulr Platform. + */ + singulr_application_id?: string | null; + /** + * Singulr Guardrail Id + * @description The Singulr Guardrail ID. Get guardrail ID from Singulr Platform. + */ + singulr_guardrail_id?: string | null; /** * Skip System Message In Guardrail - * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. + * @description When True, unified guardrails skip system-role messages when building evaluation inputs (texts and structured_messages). When False, system messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_system_message_in_guardrail setting. For Anthropic /v1/messages, the flag applies only to the trusted top-level system prompt. In-sequence system entries are untrusted client input and remain in texts and structured_messages. */ skip_system_message_in_guardrail?: boolean | null; + /** + * Skip Tool Message In Guardrail + * @description When True, unified guardrails skip tool-role messages when building evaluation inputs (texts and structured_messages). When False, tool messages are included even if litellm_settings sets a global skip. When None, use the global litellm.skip_tool_message_in_guardrail setting. + */ + skip_tool_message_in_guardrail?: boolean | null; + /** + * Skip Unscannable Attachments + * @description Implemented by guardrail='model_armor'. When True, attachment references that carry no inline bytes (file_id, gs://, or http(s) URLs) pass through unscanned instead of blocking, while fail_on_error still governs real Model Armor API errors. Default False blocks them. + * @default false + */ + skip_unscannable_attachments: boolean | null; + /** + * Sticky Session Routing + * @description When True (default), after sensitive data is detected and routed, all subsequent requests in the same session will continue routing to the same model. + * @default true + */ + sticky_session_routing: boolean | null; /** * Template Id * @description The ID of your Model Armor template */ template_id?: string | null; + /** + * Timeout + * @description Per-request timeout for the guardrail provider API call (seconds). Accepts int, float, or numeric string; coerced to float on load. Each guardrail handler chooses its own default when unset. + */ + timeout?: number | null; /** * Tool Selection Quality Check * @description Enable tool selection quality check to evaluate quality of tool/function calls. */ tool_selection_quality_check?: boolean | null; + /** + * Tracker Api Base + * @description Base URL for the Ovalix Tracker service. + */ + tracker_api_base?: string | null; + /** + * Tracker Api Key + * @description API key for the Ovalix Tracker service. + */ + tracker_api_key?: string | null; /** * Unreachable Fallback - * @description What to do when Akto is unreachable. 'fail_open' = allow, 'fail_closed' = block. + * @description Behavior when the headroom compression service is unreachable or errors. 'fail_closed' raises an error (default). 'fail_open' logs a critical error and forwards the request uncompressed instead of blocking it. * @default fail_closed * @enum {string} */ @@ -29177,6 +30162,8 @@ export interface components { }; /** MCPCredentials */ MCPCredentials: { + /** Audience */ + audience?: string | null; /** Auth Value */ auth_value?: string | null; /** Aws Access Key Id */ @@ -29193,13 +30180,68 @@ export interface components { aws_session_name?: string | null; /** Aws Session Token */ aws_session_token?: string | null; + /** Client Assertion Signing Alg */ + client_assertion_signing_alg?: string | null; /** Client Id */ client_id?: string | null; + /** Client Private Key */ + client_private_key?: string | null; + /** Client Private Key Id */ + client_private_key_id?: string | null; /** Client Secret */ client_secret?: string | null; + /** Id Jag Resource */ + id_jag_resource?: string | null; + /** Id Jag Resource Token Endpoint */ + id_jag_resource_token_endpoint?: string | null; + /** Redirect Uris */ + redirect_uris?: string[] | null; /** Scopes */ scopes?: string[] | null; + /** Subject Token Type */ + subject_token_type?: string | null; + /** Token Endpoint Auth Method */ + token_endpoint_auth_method?: ("client_secret_basic" | "client_secret_post") | null; + /** Token Exchange Endpoint */ + token_exchange_endpoint?: string | null; + /** Token Exchange Profile */ + token_exchange_profile?: string | null; + /** Upstream Resource */ + upstream_resource?: string | null; }; + /** + * MCPEnvVar + * @description One environment variable for an MCP server. + * + * Variables can be interpolated into ``static_headers`` using ``${NAME}`` + * syntax. ``scope=global`` values are stored on the server. ``scope=user`` + * values are stored per-user in ``LiteLLM_MCPUserEnvVars`` and supplied by + * each user. + */ + MCPEnvVar: { + /** Description */ + description?: string | null; + /** Name */ + name: string; + /** @default global */ + scope: components["schemas"]["MCPEnvVarScope"]; + /** + * Value + * @default + */ + value: string; + }; + /** + * MCPEnvVarScope + * @description Scope for an MCP server environment variable. + * + * - ``global``: value is provided by the admin and used for all users. + * - ``user``: each user must provide their own value via the per-user + * env-var endpoint. The admin-supplied ``value`` is treated as a + * placeholder/hint and is not used at request time. + * @enum {string} + */ + MCPEnvVarScope: "global" | "user"; /** * MCPOAuthUserCredentialRequest * @description Stores a user's OAuth2 token for an OpenAPI MCP server. @@ -29361,6 +30403,55 @@ export interface components { /** Server Id */ server_id: string; }; + /** + * MCPUserEnvVarSpec + * @description Describes one per-user env var slot for the calling user. + * + * Stored values are write-only: the status only reports whether a value + * ``is_set`` and never echoes the decrypted secret back to the client. + */ + MCPUserEnvVarSpec: { + /** Description */ + description?: string | null; + /** + * Is Set + * @default false + */ + is_set: boolean; + /** Name */ + name: string; + }; + /** + * MCPUserEnvVarsRequest + * @description Payload for storing the calling user's per-user env var values. + */ + MCPUserEnvVarsRequest: { + /** Values */ + values: { + [key: string]: string; + }; + }; + /** + * MCPUserEnvVarsStatus + * @description Per-user env var status for a single MCP server. + */ + MCPUserEnvVarsStatus: { + /** Alias */ + alias?: string | null; + /** + * Missing Count + * @default 0 + */ + missing_count: number; + /** Required */ + required?: components["schemas"]["MCPUserEnvVarSpec"][]; + /** Server Id */ + server_id: string; + /** Server Name */ + server_name?: string | null; + /** Setup Url */ + setup_url?: string | null; + }; /** MakeAgentsPublicRequest */ MakeAgentsPublicRequest: { /** Agent Ids */ @@ -29773,8 +30864,10 @@ export interface components { approval_status?: string | null; /** Args */ args?: string[]; + /** Audience */ + audience?: string | null; /** Auth Type */ - auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token") | null; + auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token" | "oauth2_token_exchange" | "oauth2_id_jag" | "true_passthrough" | "oauth_delegate") | null; /** Authorization Url */ authorization_url?: string | null; /** @@ -29789,12 +30882,21 @@ export interface components { /** Command */ command?: string | null; credentials?: components["schemas"]["MCPCredentials"] | null; + /** Dcr Bridge */ + dcr_bridge?: boolean | null; + /** + * Delegate Auth To Upstream + * @default false + */ + delegate_auth_to_upstream: boolean; /** Description */ description?: string | null; /** Env */ env?: { [key: string]: string; }; + /** Env Vars */ + env_vars?: components["schemas"]["MCPEnvVar"][] | null; /** Extra Headers */ extra_headers?: string[] | null; /** Instructions */ @@ -29804,6 +30906,10 @@ export interface components { * @default false */ is_byok: boolean; + /** Issuer */ + issuer?: string | null; + /** Max Concurrent Requests */ + max_concurrent_requests?: number | null; /** Mcp Access Groups */ mcp_access_groups?: string[]; /** Mcp Info */ @@ -29812,6 +30918,11 @@ export interface components { } | null; /** Oauth2 Flow */ oauth2_flow?: ("client_credentials" | "authorization_code") | null; + /** + * Oauth Passthrough + * @default false + */ + oauth_passthrough: boolean; /** Registration Url */ registration_url?: string | null; /** Server Id */ @@ -29826,6 +30937,8 @@ export interface components { static_headers?: { [key: string]: string; } | null; + /** Subject Token Type */ + subject_token_type?: string | null; /** * Submitted At * @description Server-managed: set by the endpoint; caller values are overridden. @@ -29836,6 +30949,12 @@ export interface components { * @description Server-managed: set by the endpoint; caller values are overridden. */ submitted_by?: string | null; + /** Timeout */ + timeout?: number | null; + /** Token Exchange Endpoint */ + token_exchange_endpoint?: string | null; + /** Token Exchange Profile */ + token_exchange_profile?: string | null; /** Token Url */ token_url?: string | null; /** Tool Name To Description */ @@ -30879,7 +31998,7 @@ export interface components { } | null; /** Guardrail Name */ guardrail_name?: string | null; - litellm_params?: components["schemas"]["BaseLitellmParams-Input"] | null; + litellm_params?: components["schemas"]["BaseLitellmParams"] | null; }; /** PatchPromptRequest */ PatchPromptRequest: { @@ -31061,7 +32180,7 @@ export interface components { * PiiEntityType * @enum {string} */ - PiiEntityType: "CREDIT_CARD" | "CRYPTO" | "DATE_TIME" | "EMAIL_ADDRESS" | "IBAN_CODE" | "IP_ADDRESS" | "NRP" | "LOCATION" | "PERSON" | "PHONE_NUMBER" | "MEDICAL_LICENSE" | "URL" | "US_BANK_NUMBER" | "US_DRIVER_LICENSE" | "US_ITIN" | "US_PASSPORT" | "US_SSN" | "UK_NHS" | "UK_NINO" | "ES_NIF" | "ES_NIE" | "IT_FISCAL_CODE" | "IT_DRIVER_LICENSE" | "IT_VAT_CODE" | "IT_PASSPORT" | "IT_IDENTITY_CARD" | "PL_PESEL" | "SG_NRIC_FIN" | "SG_UEN" | "AU_ABN" | "AU_ACN" | "AU_TFN" | "AU_MEDICARE" | "IN_PAN" | "IN_AADHAAR" | "IN_VEHICLE_REGISTRATION" | "IN_VOTER" | "IN_PASSPORT" | "FI_PERSONAL_IDENTITY_CODE"; + PiiEntityType: "CREDIT_CARD" | "CRYPTO" | "DATE_TIME" | "EMAIL_ADDRESS" | "IBAN_CODE" | "IP_ADDRESS" | "NRP" | "LOCATION" | "PERSON" | "PHONE_NUMBER" | "MEDICAL_LICENSE" | "URL" | "US_BANK_NUMBER" | "US_DRIVER_LICENSE" | "US_ITIN" | "US_PASSPORT" | "US_SSN" | "UK_NHS" | "UK_NINO" | "UK_PASSPORT" | "UK_POSTCODE" | "UK_VEHICLE_REGISTRATION" | "ES_NIF" | "ES_NIE" | "IT_FISCAL_CODE" | "IT_DRIVER_LICENSE" | "IT_VAT_CODE" | "IT_PASSPORT" | "IT_IDENTITY_CARD" | "PL_PESEL" | "SG_NRIC_FIN" | "SG_UEN" | "AU_ABN" | "AU_ACN" | "AU_TFN" | "AU_MEDICARE" | "IN_PAN" | "IN_AADHAAR" | "IN_VEHICLE_REGISTRATION" | "IN_VOTER" | "IN_PASSPORT" | "FI_PERSONAL_IDENTITY_CODE"; /** * PipelineTestRequest * @description Request body for testing a guardrail pipeline with sample messages. @@ -32222,6 +33341,21 @@ export interface components { /** Value */ value: string; }; + /** + * RealtimeTranscriptionSessionResponse + * @description Response from POST /v1/realtime/transcription_sessions. + * + * `client_secret.value` contains the encrypted token instead of the raw + * ephemeral key. Unknown fields pass through unchanged. + */ + RealtimeTranscriptionSessionResponse: { + /** Client Secret */ + client_secret?: { + [key: string]: unknown; + } | null; + } & { + [key: string]: unknown; + }; /** RegenerateKeyRequest */ RegenerateKeyRequest: { /** Access Group Ids */ @@ -32573,12 +33707,12 @@ export interface components { classifier_context_window_size: number; /** * Classifier Fallback - * @description What classifies the request when the LLM classifier errors, times out, or returns an unparseable response. 'heuristic' runs the local complexity scorer, which is right when the classifier grades complexity too. 'default_model' skips scoring and routes to default_model, which is what a classifier on some other taxonomy wants: a prompt that grades data sensitivity has no use for a complexity score, and scoring one produces a tier unrelated to what the operator configured. Requires default_model when set to 'default_model'. Only applies when classifier_type is 'llm' or 'custom'. + * @description What classifies the request when the LLM classifier errors, times out, or returns an unparseable response. 'heuristic' runs the local complexity scorer, which is right when the classifier grades complexity too. 'default_model' skips scoring and routes to default_model, which is what a classifier on some other taxonomy wants: a prompt that grades data sensitivity has no use for a complexity score, and scoring one produces a tier unrelated to what the operator configured. Requires default_model when set to 'default_model'. Only applies when classifier_type is 'llm', 'custom', or 'heuristic_first'. * @default heuristic * @enum {string} */ classifier_fallback: "heuristic" | "default_model"; - /** @description Configuration for the LLM classifier; required when classifier_type is 'llm' */ + /** @description Configuration for the LLM classifier; required when classifier_type is 'llm' or 'heuristic_first' */ classifier_llm_config?: components["schemas"]["ClassifierLLMConfig"] | null; /** * Classifier Plugin @@ -32593,11 +33727,11 @@ export interface components { classifier_plugin_timeout_ms: number; /** * Classifier Type - * @description Classification strategy: local regex/keyword scoring, an LLM call, or a custom classifier plugin + * @description Classification strategy: local regex/keyword scoring, an LLM call, a custom classifier plugin, or 'heuristic_first', which scores locally and only pays for the LLM classifier when the local scorer does not confidently land a cheap tier * @default heuristic * @enum {string} */ - classifier_type: "heuristic" | "llm" | "custom"; + classifier_type: "heuristic" | "llm" | "custom" | "heuristic_first"; /** * Code Keywords * @description Keywords indicating code-related content @@ -32641,6 +33775,11 @@ export interface components { * @description Tier routed to when the LLM classifier fails (timeout, provider error, or an unparseable reply). Required with tier_definitions and must name a defined tier; the heuristic scorer cannot produce custom tiers, so this replaces the heuristic fallback for custom tier sets. */ fallback_tier?: string | null; + /** + * Heuristic First Max Tier + * @description The highest tier the local scorer may decide on its own; required when classifier_type is 'heuristic_first' and rejected otherwise. A request whose heuristic tier is at or below this one skips the LLM classifier and routes straight to that heuristic tier, so the classifier call is only paid for on traffic the scorer could not place cheaply. The scorer must also have produced at least one signal: a prompt where no dimension fired scores 0.0 and would otherwise land SIMPLE by default rather than by evidence, which is how a chained router would silently send unclassified traffic to the cheapest model. Names a built-in tier, and may not name the highest one, since that would make the LLM classifier unreachable. + */ + heuristic_first_max_tier?: string | null; /** * Keyword Tier Rules * @description Rules that force a specific tier when their keywords match the prompt @@ -32987,6 +34126,20 @@ export interface components { /** Run Id */ run_id: string; }; + /** SCIMEnterpriseUser */ + SCIMEnterpriseUser: { + /** Costcenter */ + costCenter?: string | null; + /** Department */ + department?: string | null; + /** Division */ + division?: string | null; + /** Employeenumber */ + employeeNumber?: string | null; + manager?: components["schemas"]["SCIMUserManager"] | null; + /** Organization */ + organization?: string | null; + }; /** SCIMFeature */ SCIMFeature: { /** Maxoperations */ @@ -33018,7 +34171,7 @@ export interface components { /** SCIMListResponse */ SCIMListResponse: { /** Resources */ - Resources: components["schemas"]["SCIMUser"][] | components["schemas"]["SCIMGroup"][]; + Resources: components["schemas"]["SCIMUser-Output"][] | components["schemas"]["SCIMGroup"][]; /** * Itemsperpage * @default 10 @@ -33043,6 +34196,19 @@ export interface components { SCIMMember: { /** Display */ display?: string | null; + /** Type */ + type?: string | null; + /** Value */ + value: string; + }; + /** SCIMMultiValuedAttribute */ + SCIMMultiValuedAttribute: { + /** Display */ + display?: string | null; + /** Primary */ + primary?: boolean | null; + /** Type */ + type?: string | null; /** Value */ value: string; }; @@ -33122,7 +34288,7 @@ export interface components { sort: components["schemas"]["SCIMFeature"]; }; /** SCIMUser */ - SCIMUser: { + "SCIMUser-Input": { /** * Active * @default true @@ -33132,6 +34298,8 @@ export interface components { displayName?: string | null; /** Emails */ emails?: components["schemas"]["SCIMUserEmail"][] | null; + /** Entitlements */ + entitlements?: components["schemas"]["SCIMMultiValuedAttribute"][] | null; /** Externalid */ externalId?: string | null; /** Groups */ @@ -33143,11 +34311,17 @@ export interface components { [key: string]: unknown; } | null; name?: components["schemas"]["SCIMUserName"] | null; + /** Roles */ + roles?: components["schemas"]["SCIMMultiValuedAttribute"][] | null; /** Schemas */ schemas: string[]; + "urn:ietf:params:scim:schemas:extension:enterprise:2.0:User"?: components["schemas"]["SCIMEnterpriseUser"] | null; /** Username */ userName?: string | null; }; + "SCIMUser-Output": { + [key: string]: unknown; + }; /** SCIMUserEmail */ SCIMUserEmail: { /** Primary */ @@ -33172,6 +34346,15 @@ export interface components { /** Value */ value: string; }; + /** SCIMUserManager */ + SCIMUserManager: { + /** $Ref */ + $ref?: string | null; + /** Displayname */ + displayName?: string | null; + /** Value */ + value?: string | null; + }; /** SCIMUserName */ SCIMUserName: { /** Familyname */ @@ -33700,7 +34883,7 @@ export interface components { * Cause * @enum {string} */ - cause?: "heuristic_scorer" | "reasoning_override" | "llm_classifier" | "classifier_plugin" | "classifier_fallback" | "default_model_fallback" | "literal_keyword_match" | "semantic_keyword_match" | "plan_mode" | "session_affinity_pin" | "session_affinity_escalation" | "default_fallback" | "keyword" | "quality_tier" | "bandit"; + cause?: "heuristic_scorer" | "reasoning_override" | "llm_classifier" | "heuristic_first_short_circuit" | "classifier_plugin" | "classifier_fallback" | "default_model_fallback" | "literal_keyword_match" | "semantic_keyword_match" | "plan_mode" | "session_affinity_pin" | "session_affinity_escalation" | "default_fallback" | "keyword" | "quality_tier" | "bandit"; /** Classifier Cost */ classifier_cost?: number; /** Classifier Model */ @@ -35129,8 +36312,10 @@ export interface components { allowed_tools?: string[] | null; /** Args */ args?: string[]; + /** Audience */ + audience?: string | null; /** Auth Type */ - auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token") | null; + auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token" | "oauth2_token_exchange" | "oauth2_id_jag" | "true_passthrough" | "oauth_delegate") | null; /** Authorization Url */ authorization_url?: string | null; /** @@ -35145,12 +36330,21 @@ export interface components { /** Command */ command?: string | null; credentials?: components["schemas"]["MCPCredentials"] | null; + /** Dcr Bridge */ + dcr_bridge?: boolean | null; + /** + * Delegate Auth To Upstream + * @default false + */ + delegate_auth_to_upstream: boolean; /** Description */ description?: string | null; /** Env */ env?: { [key: string]: string; }; + /** Env Vars */ + env_vars?: components["schemas"]["MCPEnvVar"][] | null; /** Extra Headers */ extra_headers?: string[] | null; /** Instructions */ @@ -35160,12 +36354,23 @@ export interface components { * @default false */ is_byok: boolean; + /** Issuer */ + issuer?: string | null; + /** Max Concurrent Requests */ + max_concurrent_requests?: number | null; /** Mcp Access Groups */ mcp_access_groups?: string[]; /** Mcp Info */ mcp_info?: { [key: string]: unknown; } | null; + /** Oauth2 Flow */ + oauth2_flow?: ("client_credentials" | "authorization_code") | null; + /** + * Oauth Passthrough + * @default false + */ + oauth_passthrough: boolean; /** Registration Url */ registration_url?: string | null; /** Server Id */ @@ -35180,6 +36385,14 @@ export interface components { static_headers?: { [key: string]: string; } | null; + /** Subject Token Type */ + subject_token_type?: string | null; + /** Timeout */ + timeout?: number | null; + /** Token Exchange Endpoint */ + token_exchange_endpoint?: string | null; + /** Token Exchange Profile */ + token_exchange_profile?: string | null; /** Token Url */ token_url?: string | null; /** Tool Name To Description */ @@ -37081,6 +38294,46 @@ export interface operations { }; }; }; + jwks_json__well_known_jwks_json_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + native_client_auth_discovery__well_known_litellm_cli_auth_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; get_ui_config__well_known_litellm_ui_config_get: { parameters: { query?: never; @@ -37101,6 +38354,283 @@ export interface operations { }; }; }; + oauth_authorization_server_mcp__well_known_oauth_authorization_server_get: { + parameters: { + query?: { + mcp_server_name?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + oauth_authorization_server_aggregate__well_known_oauth_authorization_server_mcp_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + oauth_authorization_server_mcp_standard__well_known_oauth_authorization_server_mcp__mcp_server_name__get: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + oauth_authorization_server_mcp__well_known_oauth_authorization_server__mcp_server_name__get: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + oauth_authorization_server_legacy__well_known_oauth_authorization_server__mcp_server_name__mcp_get: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + oauth_protected_resource_mcp__well_known_oauth_protected_resource_get: { + parameters: { + query?: { + mcp_server_name?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + oauth_protected_resource_aggregate__well_known_oauth_protected_resource_mcp_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + oauth_protected_resource_mcp_standard__well_known_oauth_protected_resource_mcp__mcp_server_name__get: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + oauth_protected_resource_mcp__well_known_oauth_protected_resource__mcp_server_name__mcp_get: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + openid_configuration__well_known_openid_configuration_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; invoke_agent_a2a_a2a__agent_id__post: { parameters: { query?: never; @@ -38147,6 +39677,78 @@ export interface operations { }; }; }; + authorize_authorize_get: { + parameters: { + query: { + redirect_uri: string; + client_id?: string | null; + state?: string; + mcp_server_name?: string | null; + code_challenge?: string | null; + code_challenge_method?: string | null; + response_type?: string | null; + scope?: string | null; + resource?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + authorize_complete_authorize_complete_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/x-www-form-urlencoded": components["schemas"]["Body_authorize_complete_authorize_complete_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_auto_router_benchmarks_auto_router_benchmarks_get: { parameters: { query?: { @@ -39358,6 +40960,41 @@ export interface operations { }; }; }; + callback_callback_get: { + parameters: { + query?: { + code?: string | null; + state?: string | null; + error?: string | null; + error_description?: string | null; + error_uri?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_callback_configs_callbacks_configs_get: { parameters: { query?: never; @@ -40894,7 +42531,10 @@ export interface operations { update_hashicorp_vault_config_config_overrides_hashicorp_vault_post: { parameters: { query?: never; - header?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; path?: never; cookie?: never; }; @@ -40927,7 +42567,10 @@ export interface operations { delete_hashicorp_vault_config_config_overrides_hashicorp_vault_delete: { parameters: { query?: never; - header?: never; + header?: { + /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */ + "litellm-changed-by"?: string | null; + }; path?: never; cookie?: never; }; @@ -40942,6 +42585,15 @@ export interface operations { "application/json": unknown; }; }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; }; }; test_hashicorp_vault_connection_config_overrides_hashicorp_vault_test_connection_post: { @@ -47167,6 +48819,12 @@ export interface operations { query?: { /** @description The server id to list tools for */ server_id?: string | null; + /** @description Filter tools to a single MCP server by name or alias */ + mcp_server_name?: string | null; + /** @description Filter tools to a single toolset by name */ + toolset_name?: string | null; + /** @description Admin only. Return the full server tool catalog without the allowed_tools filter or per-key tool permissions, so the MCP settings UI can configure the allowlist. Ignored for non-admins. */ + include_disabled_tools?: boolean; }; header?: never; path?: never; @@ -48921,6 +50579,26 @@ export interface operations { }; }; }; + create_realtime_transcription_session_openai_v1_realtime_transcription_sessions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RealtimeTranscriptionSessionResponse"]; + }; + }; + }; + }; responses_api_openai_v1_responses_post: { parameters: { query?: never; @@ -51736,6 +53414,57 @@ export interface operations { }; }; }; + create_realtime_transcription_session_realtime_transcription_sessions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RealtimeTranscriptionSessionResponse"]; + }; + }; + }; + }; + register_client_register_post: { + parameters: { + query?: { + mcp_server_name?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; reload_anthropic_beta_headers_reload_anthropic_beta_headers_post: { parameters: { query?: never; @@ -51978,6 +53707,39 @@ export interface operations { }; }; }; + revoke_endpoint_revoke_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/x-www-form-urlencoded": components["schemas"]["Body_revoke_endpoint_revoke_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_robots_robots_txt_get: { parameters: { query?: never; @@ -52642,7 +54404,7 @@ export interface operations { }; requestBody: { content: { - "application/json": components["schemas"]["SCIMUser"]; + "application/json": components["schemas"]["SCIMUser-Input"]; }; }; responses: { @@ -52652,7 +54414,7 @@ export interface operations { [name: string]: unknown; }; content: { - "application/json": components["schemas"]["SCIMUser"]; + "application/json": components["schemas"]["SCIMUser-Output"]; }; }; /** @description Validation Error */ @@ -52685,7 +54447,7 @@ export interface operations { [name: string]: unknown; }; content: { - "application/json": components["schemas"]["SCIMUser"]; + "application/json": components["schemas"]["SCIMUser-Output"]; }; }; /** @description Validation Error */ @@ -52712,7 +54474,7 @@ export interface operations { }; requestBody: { content: { - "application/json": components["schemas"]["SCIMUser"]; + "application/json": components["schemas"]["SCIMUser-Input"]; }; }; responses: { @@ -52722,7 +54484,7 @@ export interface operations { [name: string]: unknown; }; content: { - "application/json": components["schemas"]["SCIMUser"]; + "application/json": components["schemas"]["SCIMUser-Output"]; }; }; /** @description Validation Error */ @@ -52790,7 +54552,7 @@ export interface operations { [name: string]: unknown; }; content: { - "application/json": components["schemas"]["SCIMUser"]; + "application/json": components["schemas"]["SCIMUser-Output"]; }; }; /** @description Validation Error */ @@ -53273,6 +55035,8 @@ export interface operations { page_size?: number; /** @description Filter logs by status (e.g., success, failure) */ status_filter?: string | null; + /** @description Filter logs by cache state: 'hit' or 'miss'. Miss includes legacy rows with a null/unknown cache state */ + cache_hit_filter?: string | null; /** @description Filter logs by model */ model?: string | null; /** @description Filter logs by model ID (litellm model deployment id) */ @@ -53291,6 +55055,8 @@ export interface operations { sort_by?: string; /** @description Sort order: asc or desc */ sort_order?: string | null; + /** @description Exclude LiteLLM internal health check requests from results */ + exclude_internal_health_checks?: boolean; }; header?: never; path?: never; @@ -53381,6 +55147,8 @@ export interface operations { page_size?: number; /** @description Filter logs by status (e.g., success, failure) */ status_filter?: string | null; + /** @description Filter logs by cache state: 'hit' or 'miss'. Miss includes legacy rows with a null/unknown cache state */ + cache_hit_filter?: string | null; /** @description Filter logs by model */ model?: string | null; /** @description Filter logs by model ID (litellm model deployment id) */ @@ -53399,6 +55167,8 @@ export interface operations { sort_by?: string; /** @description Sort order: asc or desc */ sort_order?: string | null; + /** @description Exclude LiteLLM internal health check requests from results */ + exclude_internal_health_checks?: boolean; }; header?: never; path?: never; @@ -55380,6 +57150,41 @@ export interface operations { }; }; }; + token_endpoint_token_post: { + parameters: { + query?: { + mcp_server_name?: string | null; + }; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/x-www-form-urlencoded": components["schemas"]["Body_token_endpoint_token_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; toolset_mcp_route_toolset__toolset_name__mcp_get: { parameters: { query?: never; @@ -56493,6 +58298,39 @@ export interface operations { }; }; }; + discover_agent_card_v1_a2a_discover_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["DiscoverAgentRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["DiscoverAgentResponse"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; invoke_agent_a2a_v1_a2a__agent_id__message_send_post: { parameters: { query?: never; @@ -58517,6 +60355,26 @@ export interface operations { }; }; }; + index_list_v1_indexes_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["IndexListResponse"]; + }; + }; + }; + }; index_create_v1_indexes_post: { parameters: { query?: never; @@ -58702,6 +60560,8 @@ export interface operations { query?: { /** @description Filter MCP servers by team scope. When provided, returns only servers the team has access to plus globally available (allow_all_keys) servers. Used by the Create Key UI to show team-scoped MCP servers. */ team_id?: string | null; + /** @description Annotate each returned server with connected_app_reachable: whether a connected app authorized by the calling user (a gateway OAuth session) is served this server on the aggregate MCP endpoint. */ + connected_app_view?: boolean; }; header?: never; path?: never; @@ -59216,6 +61076,103 @@ export interface operations { }; }; }; + get_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_get: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPUserEnvVarsStatus"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + store_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_post: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/json": components["schemas"]["MCPUserEnvVarsRequest"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPUserEnvVarsStatus"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + clear_mcp_user_env_vars_v1_mcp_server__server_id__user_env_vars_delete: { + parameters: { + query?: never; + header?: never; + path: { + server_id: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPUserEnvVarsStatus"]; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; get_mcp_tools_v1_mcp_tools_get: { parameters: { query?: never; @@ -59410,6 +61367,26 @@ export interface operations { }; }; }; + list_mcp_user_env_var_status_v1_mcp_user_env_vars_status_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["MCPUserEnvVarsStatus"][]; + }; + }; + }; + }; list_memory_v1_memory_get: { parameters: { query?: { @@ -59893,6 +61870,26 @@ export interface operations { }; }; }; + create_realtime_transcription_session_v1_realtime_transcription_sessions_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["RealtimeTranscriptionSessionResponse"]; + }; + }; + }; + }; rerank_v1_rerank_post: { parameters: { query?: never; @@ -61803,6 +63800,139 @@ export interface operations { }; }; }; + list_gemini_agents_v1beta_agents_get: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + create_gemini_agent_v1beta_agents_post: { + parameters: { + query?: never; + header?: never; + path?: never; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + }; + }; + get_gemini_agent_v1beta_agents__name__get: { + parameters: { + query?: never; + header?: never; + path: { + name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + delete_gemini_agent_v1beta_agents__name__delete: { + parameters: { + query?: never; + header?: never; + path: { + name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + list_gemini_agent_versions_v1beta_agents__name__versions_get: { + parameters: { + query?: never; + header?: never; + path: { + name: string; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; create_interaction_v1beta_interactions_post: { parameters: { query?: never; @@ -64059,6 +66189,46 @@ export interface operations { }; }; }; + authorize__mcp_server_name__authorize_get: { + parameters: { + query: { + redirect_uri: string; + client_id?: string | null; + state?: string; + code_challenge?: string | null; + code_challenge_method?: string | null; + response_type?: string | null; + scope?: string | null; + resource?: string | null; + }; + header?: never; + path: { + mcp_server_name: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; dynamic_mcp_route__mcp_server_name__mcp_get: { parameters: { query?: never; @@ -64276,6 +66446,72 @@ export interface operations { }; }; }; + register_client__mcp_server_name__register_post: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string | null; + }; + cookie?: never; + }; + requestBody?: never; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; + token_endpoint__mcp_server_name__token_post: { + parameters: { + query?: never; + header?: never; + path: { + mcp_server_name: string | null; + }; + cookie?: never; + }; + requestBody: { + content: { + "application/x-www-form-urlencoded": components["schemas"]["Body_token_endpoint__mcp_server_name__token_post"]; + }; + }; + responses: { + /** @description Successful Response */ + 200: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": unknown; + }; + }; + /** @description Validation Error */ + 422: { + headers: { + [name: string]: unknown; + }; + content: { + "application/json": components["schemas"]["HTTPValidationError"]; + }; + }; + }; + }; list_batches__provider__v1_batches_get: { parameters: { query?: { diff --git a/ui/litellm-dashboard/tsconfig.tsbuildinfo b/ui/litellm-dashboard/tsconfig.tsbuildinfo index d262fec5c43..740c9ab9107 100644 --- a/ui/litellm-dashboard/tsconfig.tsbuildinfo +++ b/ui/litellm-dashboard/tsconfig.tsbuildinfo @@ -1 +1 @@ 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7481,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7543,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7603,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8323,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8523,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8847,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8892,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8945,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9003,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9062,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9216,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9279,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9480,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9533,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9744,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9798,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9953,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10011,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10361,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10543,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10888,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10928,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10990,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11055,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11098,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11219,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11292,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11433,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11682,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11818,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11964,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12031,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12132,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12254,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12337,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12487,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12552,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12722,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12981,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13064,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13222,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13269,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13334,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13543,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13636,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13859,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14091,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14280,"length":6,"messageText":"Parameter '_label' implicitly has an 'any' type.","category":1,"code":7006},{"start":14288,"length":8,"messageText":"Parameter 'keywords' implicitly has an 'any' type.","category":1,"code":7006},{"start":14307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14520,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14595,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14954,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15043,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15158,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15402,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15584,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15663,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15889,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15969,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16228,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16312,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16438,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16524,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16759,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17168,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17349,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17679,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17760,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17832,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17983,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18140,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18226,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18325,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18568,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18725,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19183,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19578,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19664,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19777,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19879,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20054,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20209,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20243,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20322,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20408,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20757,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20989,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21167,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21375,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21430,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21471,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21576,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21728,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21788,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21877,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21971,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22070,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22164,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22243,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22334,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22406,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22498,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22661,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22772,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22877,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23001,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23171,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23250,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23300,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23372,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23442,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23498,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23563,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24044,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24187,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24245,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24310,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24347,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24436,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24539,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24647,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24752,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24861,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25026,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25196,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25356,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25418,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25667,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25904,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25970,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26108,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26168,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26359,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26427,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26567,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26617,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26757,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26840,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26941,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[1986,[{"start":196,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":238,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":501,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":595,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":679,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":786,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":976,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1134,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1208,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1349,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1425,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1463,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1587,"length":12,"messageText":"Parameter 'systemPrompt' implicitly has an 'any' type.","category":1,"code":7006},{"start":1601,"length":8,"messageText":"Parameter 'expected' implicitly has an 'any' type.","category":1,"code":7006},{"start":1620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1707,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1746,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1823,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1920,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2040,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2025,[{"start":2106,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2163,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2357,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2427,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2687,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2905,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2970,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3155,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3235,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3411,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3799,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2286,[{"start":3271,"length":4,"code":2322,"category":1,"messageText":{"messageText":"Type '{ key_alias: string; }' is not assignable to type '{ access_group_ids?: string[] | null | undefined; agent_id?: string | null | undefined; aliases: ({ [x: string]: unknown; } & {}) | null; allowed_cache_controls: unknown[] | null; allowed_passthrough_routes?: unknown[] | ... 1 more ... | undefined; ... 46 more ...; user_id?: string | ... 1 more ... | undefined; } & {}'.","category":1,"code":2322,"next":[{"messageText":"Type '{ key_alias: string; }' is missing the following properties from type '{ access_group_ids?: string[] | null | undefined; agent_id?: string | null | undefined; aliases: ({ [x: string]: unknown; } & {}) | null; allowed_cache_controls: unknown[] | null; allowed_passthrough_routes?: unknown[] | ... 1 more ... | undefined; 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":354,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":907,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304},{"start":1076,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1114,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1199,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1276,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1338,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1481,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1665,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1712,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1757,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1836,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1918,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1976,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2023,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2370,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2447,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2755,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2802,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2838,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2914,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2969,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3051,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3148,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3523,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3642,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3690,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4031,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4484,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4533,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4878,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4940,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4977,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5400,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5476,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6141,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6218,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6485,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6532,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6573,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6639,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6703,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6766,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6823,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6888,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7012,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7166,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7255,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7379,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7452,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7497,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7552,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7663,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7736,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7807,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7925,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8020,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8403,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8481,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9013,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9490,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9631,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9757,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9835,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9876,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10661,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10731,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10785,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11070,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11113,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11970,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12047,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12318,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2580,[{"start":3550,"length":405,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":604,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":366,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304},{"start":417,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":500,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":702,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":944,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1191,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1353,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1713,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2069,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2260,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2354,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2467,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2908,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2988,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3401,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3480,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3592,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3750,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3043,[{"start":5828,"length":11,"code":2322,"category":1,"messageText":"Type 'null' is not assignable to type 'string | undefined'."}]],[3140,[{"start":2696,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."},{"start":2826,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."},{"start":3842,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."}]],[3149,[{"start":10763,"length":423,"code":2352,"category":1,"messageText":{"messageText":"Conversion of type '{ status: \"healthy\"; last_health_check: string; health_check_error: null; teams: { team_id: string; }[]; allowed_tools: string[]; has_user_credential: true; approval_status: \"approved\"; submitted_by: string; ... 47 more ...; env_vars?: MCPEnvVar[] | null; }' to type 'MCPServer' may be a mistake because neither type sufficiently overlaps with the other. 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2415,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":2652,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3085,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3188,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3674,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3768,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3998,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4041,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":4130,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4412,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3571,[{"start":2516,"length":2,"code":2345,"category":1,"messageText":"Argument of type '{}' is not assignable to parameter of type 'void'."}]],[3617,[{"start":11320,"length":300,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3719,[{"start":792,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1122,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1226,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1306,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1527,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1913,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2009,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2261,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2311,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2510,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2731,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3729,[{"start":780,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":813,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":891,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1117,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1371,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1570,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1620,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1789,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2053,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2107,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2176,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2342,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":2352,"length":9,"messageText":"Parameter 'iconClass' implicitly has an 'any' type.","category":1,"code":7006},{"start":2505,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2857,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3006,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3063,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3512,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3571,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3661,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4075,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3767,[{"start":2005,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2084,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[3775,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3776,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3777,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3778,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2940,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3009,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3779,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1248,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3784,[{"start":236,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":276,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":330,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":583,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":802,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":859,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":931,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1173,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1267,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1590,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2168,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2268,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3808,[{"start":1201,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1242,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1434,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1627,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1875,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1963,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2273,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2391,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2426,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2681,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2876,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2924,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3198,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3285,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3314,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3448,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":3458,"length":5,"messageText":"Parameter 'label' implicitly has an 'any' type.","category":1,"code":7006},{"start":3609,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3816,[{"start":5180,"length":36,"messageText":"Object is possibly 'null'.","category":1,"code":2531}]],[3817,[{"start":208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":242,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":387,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":525,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":681,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2186,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2268,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2372,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2539,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3054,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3689,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3826,[{"start":837,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1657,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1766,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1811,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2179,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2275,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2634,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2723,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3206,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3312,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3386,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3463,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3836,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3910,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4103,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4162,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4476,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4653,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3827,[{"start":1252,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2824,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3032,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3103,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3309,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3394,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3475,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3817,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3932,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4671,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4734,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5304,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5374,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5440,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5505,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5578,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5641,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5727,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5797,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6393,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6592,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6683,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7227,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7304,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7400,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7860,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8244,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8332,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8909,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8954,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9049,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9332,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9411,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9508,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10243,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10360,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11117,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11239,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11449,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11533,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11879,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11936,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12000,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12721,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12801,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13656,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13882,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13958,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14053,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14462,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14544,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14668,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14756,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15229,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15356,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15394,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15473,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16161,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16285,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16811,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17019,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17087,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17372,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17526,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17610,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17959,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18037,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18576,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18643,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18672,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19154,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19236,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19370,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19456,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19925,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20014,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20478,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20573,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20892,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20976,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21050,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21421,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21721,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21817,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22060,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22342,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22438,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22811,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22849,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22926,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23523,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23648,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23951,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24039,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24727,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24807,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25295,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25389,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25868,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25906,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25979,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26530,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26935,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27107,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27685,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27730,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27779,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27861,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28098,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28159,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28260,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28555,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28600,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28649,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28728,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28971,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29057,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29418,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29534,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29671,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29781,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30016,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30194,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30258,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30392,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30471,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30643,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30730,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30825,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31110,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31194,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31513,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31551,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31624,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31887,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32028,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32120,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32361,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32420,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32483,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32845,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32962,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33022,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33227,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33342,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33832,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33929,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34196,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34322,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34477,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34648,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34758,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35083,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35200,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35534,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35572,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35643,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36091,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36129,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36194,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36466,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36537,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37097,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37218,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37701,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37825,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38027,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38406,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38814,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38932,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38993,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39471,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39558,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39652,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39934,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3828,[{"start":10021,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}},{"start":11180,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}}]],[3830,[{"start":670,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":995,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1089,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1222,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1454,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1549,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1753,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2056,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3831,[{"start":2660,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5044,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5083,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":5700,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5985,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6224,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6340,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6430,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6741,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6830,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6921,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7054,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7134,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7348,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7417,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7762,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8358,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8417,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8824,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9487,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9580,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9647,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10141,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10329,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10413,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10510,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11197,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11289,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11379,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12175,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12378,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12879,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12972,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13039,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13463,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13676,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14087,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14784,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14843,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15008,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15679,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16261,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16498,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16557,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17347,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17406,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17690,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18037,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18074,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18445,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18533,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19811,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19958,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19999,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20060,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20118,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20265,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20382,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20453,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21259,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21518,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21610,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21716,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21757,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22219,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22279,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22627,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22724,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22945,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23136,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23196,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23296,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23700,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24038,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24164,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24250,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24555,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24877,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24974,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25285,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25502,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25600,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25919,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26094,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26984,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27045,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27747,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28208,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28883,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29051,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29096,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29152,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29227,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29907,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":30058,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30774,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30964,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31035,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31370,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31712,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31880,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31925,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31972,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32047,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32090,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":32191,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32649,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32710,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33555,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33616,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33793,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34590,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34970,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35060,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35163,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35573,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35712,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35994,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36055,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36509,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36923,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37119,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37227,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9514,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9567,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9778,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9832,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9987,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10045,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10355,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10395,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10469,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10522,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10577,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10922,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10962,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11089,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11132,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11196,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11280,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11353,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11521,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11609,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11797,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12173,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12301,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12423,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12506,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12656,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12721,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12891,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12979,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13150,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13233,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13391,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13438,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13805,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14028,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14102,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14260,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14449,"length":6,"messageText":"Parameter '_label' implicitly has an 'any' type.","category":1,"code":7006},{"start":14457,"length":8,"messageText":"Parameter 'keywords' implicitly has an 'any' type.","category":1,"code":7006},{"start":14476,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14689,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14764,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15123,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15212,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15327,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15571,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15753,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15832,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16058,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16138,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16481,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16607,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16693,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16928,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17337,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17518,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17848,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17929,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18001,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18152,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18309,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18395,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18494,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18737,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18894,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19261,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19352,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19747,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19833,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19946,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20048,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20223,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20378,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20412,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20491,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20577,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20873,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20926,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21158,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21238,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21336,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21544,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21599,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21640,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21686,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21745,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21897,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21957,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22046,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22140,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22239,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22333,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22412,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22503,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22575,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22667,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22758,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22830,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22870,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22941,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23004,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23046,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23170,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23340,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23419,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23469,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23541,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23611,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23667,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23732,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24213,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24356,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24414,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24479,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24516,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24605,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24708,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24816,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24921,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25030,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25195,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25365,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25525,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25587,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25663,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25836,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25881,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26073,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26139,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26277,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26337,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26596,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26736,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26786,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26897,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26953,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27063,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27164,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27287,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27355,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27437,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27536,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27787,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27828,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27989,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28382,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28501,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28561,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28626,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28808,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28902,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29091,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29367,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[1996,[{"start":196,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":238,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":501,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":595,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":679,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":786,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":890,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":976,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1134,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1208,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1349,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1425,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1463,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1587,"length":12,"messageText":"Parameter 'systemPrompt' implicitly has an 'any' type.","category":1,"code":7006},{"start":1601,"length":8,"messageText":"Parameter 'expected' implicitly has an 'any' type.","category":1,"code":7006},{"start":1620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1707,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1746,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1823,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1920,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2040,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2035,[{"start":3655,"length":28,"code":2345,"category":1,"messageText":"Argument of type 'unknown' is not assignable to parameter of type 'string | null | undefined'."}]],[2037,[{"start":2106,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2905,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2970,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3155,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3235,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3411,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3799,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2041,[{"start":1600,"length":17,"code":2322,"category":1,"messageText":{"messageText":"Type '{ budget_limit: number; time_period: string; } | { max_budget: number; budget_duration: string; }' is not assignable to type 'ModelBudgetConfig'.","category":1,"code":2322,"next":[{"messageText":"Type '{ max_budget: number; budget_duration: string; }' is missing the following properties from type 'ModelBudgetConfig': budget_limit, time_period","category":1,"code":2739,"canonicalHead":{"code":2322,"messageText":"Type '{ max_budget: number; budget_duration: string; }' is not assignable to type 'ModelBudgetConfig'."}}]}},{"start":2144,"length":12,"code":2322,"category":1,"messageText":{"messageText":"Type 'string | number' is not assignable to type 'number'.","category":1,"code":2322,"next":[{"messageText":"Type 'string' is not assignable to type 'number'.","category":1,"code":2322}]},"relatedInformation":[{"file":"./src/components/key_team_helpers/modelmaxbudgeteditor.tsx","start":506,"length":12,"messageText":"The expected type comes from property 'budget_limit' which is declared here on type 'ModelBudgetConfig'","category":3,"code":6500}]},{"start":2388,"length":12,"code":2322,"category":1,"messageText":"Type 'string' is not assignable to type 'number'.","relatedInformation":[{"file":"./src/components/key_team_helpers/modelmaxbudgeteditor.tsx","start":506,"length":12,"messageText":"The expected type comes from property 'budget_limit' which is declared here on type 'ModelBudgetConfig'","category":3,"code":6500}]},{"start":3742,"length":8,"code":2739,"category":1,"messageText":"Type '{ max_budget: number; 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":354,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":907,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304},{"start":1076,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1114,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1199,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1276,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1338,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1481,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1665,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1712,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1757,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1836,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1918,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1976,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2023,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2370,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2447,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2755,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2802,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2838,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2914,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2969,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3051,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3148,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3523,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3642,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3690,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4031,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4484,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4533,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4878,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4940,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4977,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5400,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5476,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6141,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6218,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6485,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6532,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6573,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6639,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6703,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6766,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6823,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6888,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7012,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7166,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7255,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7379,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7452,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7497,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7552,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7663,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7736,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7807,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7925,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8020,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8403,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8481,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9013,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9490,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9631,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9757,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9835,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9876,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10661,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10731,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10785,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11070,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11113,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11970,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12047,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12318,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[2598,[{"start":3595,"length":405,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":684,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":366,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304},{"start":417,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":500,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":702,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":944,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1191,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1353,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1713,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2069,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2260,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2354,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2467,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2908,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2988,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3592,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3750,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3074,[{"start":5828,"length":11,"code":2322,"category":1,"messageText":"Type 'null' is not assignable to type 'string | undefined'."}]],[3171,[{"start":2696,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."},{"start":2826,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."},{"start":3842,"length":5,"code":2339,"category":1,"messageText":"Property 'value' does not exist on type 'HTMLElement'."}]],[3180,[{"start":10763,"length":423,"code":2352,"category":1,"messageText":{"messageText":"Conversion of type '{ status: \"healthy\"; last_health_check: string; health_check_error: null; teams: { team_id: string; }[]; allowed_tools: string[]; has_user_credential: true; approval_status: \"approved\"; submitted_by: string; ... 47 more ...; env_vars?: MCPEnvVar[] | null; }' to type 'MCPServer' may be a mistake because neither type sufficiently overlaps with the other. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3674,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3768,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3998,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4041,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":4130,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4412,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3601,[{"start":2516,"length":2,"code":2345,"category":1,"messageText":"Argument of type '{}' is not assignable to parameter of type 'void'."}]],[3646,[{"start":11320,"length":300,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ isLoading: false; isAuthorized: true; token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: false; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; userRoleLabel: string; isViewOnly: boolean; premiumUser: any; disabledPersonalKeyCreation: any; 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3748,[{"start":792,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1122,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1226,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1306,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1527,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1913,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2009,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2261,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2311,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2510,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2731,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3758,[{"start":780,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":813,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":891,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1067,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1117,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1371,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1570,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1620,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1789,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2053,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2107,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2176,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2342,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":2352,"length":9,"messageText":"Parameter 'iconClass' implicitly has an 'any' type.","category":1,"code":7006},{"start":2505,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2857,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3006,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3063,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3512,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3571,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3661,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4075,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3796,[{"start":2005,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2084,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[3804,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3805,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3806,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3807,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2584,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2940,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3009,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3808,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1248,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3813,[{"start":236,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":276,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":330,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":583,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":802,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":859,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":931,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1173,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1267,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1590,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2168,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2268,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2981,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3837,[{"start":1201,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1242,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1434,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1627,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1810,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1875,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1963,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2273,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2391,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2426,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2681,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2876,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2924,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3198,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3285,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3314,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3448,"length":8,"messageText":"Parameter 'severity' implicitly has an 'any' type.","category":1,"code":7006},{"start":3458,"length":5,"messageText":"Parameter 'label' implicitly has an 'any' type.","category":1,"code":7006},{"start":3609,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3845,[{"start":5180,"length":36,"messageText":"Object is possibly 'null'.","category":1,"code":2531}]],[3847,[{"start":208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":242,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1423,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1663,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1726,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1772,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2186,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2268,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2372,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2435,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2539,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3054,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3689,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3856,[{"start":837,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":1657,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1766,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1811,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2179,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2275,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2634,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2723,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3206,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3312,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3386,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3463,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3836,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3910,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4103,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4162,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4476,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4653,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4712,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4861,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3857,[{"start":1381,"length":8,"messageText":"Cannot find name 'describe'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2133,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2273,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2362,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2439,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2734,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2953,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3019,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3090,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3161,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3232,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3438,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3523,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3604,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3946,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4061,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4799,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4862,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5432,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5502,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5568,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5633,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5706,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5866,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6614,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6700,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7224,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7307,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7925,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8037,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8581,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8658,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8754,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9214,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9314,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9598,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9686,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10263,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10308,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10403,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10686,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10765,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10862,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11597,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11714,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11924,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12008,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12354,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12411,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12475,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13196,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13276,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14029,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14357,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14433,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14528,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14937,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15019,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15143,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15231,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15831,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15869,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15948,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16636,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16760,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17347,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17847,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17926,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18001,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18085,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18365,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18434,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18512,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19051,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19118,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19147,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19592,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19677,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19759,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19893,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19979,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":20448,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20537,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21001,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21096,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21415,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21499,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21573,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21944,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22017,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22244,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22340,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22583,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22865,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22961,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23334,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23372,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23449,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24046,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24171,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24474,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25250,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25330,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25818,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25912,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":26391,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":26502,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27053,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":27458,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27533,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":27630,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28208,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28253,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28302,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28682,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28783,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29123,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29251,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29580,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29883,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29928,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29985,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30075,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30326,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30419,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":30780,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":30896,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31033,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31143,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31378,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":31556,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31683,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":31833,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32005,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32092,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32187,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32472,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":32875,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32913,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":32986,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33150,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33249,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33390,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33482,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":33723,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":33845,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34207,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34324,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":34589,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":34813,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35194,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35291,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35558,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":35684,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":35839,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36120,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36445,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36562,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":36896,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":36934,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37005,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37453,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37491,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":37828,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":37899,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":38459,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":38580,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39187,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39389,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":39681,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":39768,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40176,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40294,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40355,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":40833,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":40920,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41014,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41296,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41413,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41485,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":41748,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":41802,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42244,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":42687,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":42848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43404,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":43505,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43574,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":43728,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44012,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44318,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":44472,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44544,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":44929,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45003,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":45436,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":45738,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46146,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":46461,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":46740,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3858,[{"start":10021,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}},{"start":11180,"length":28,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to parameter of type 'UseQueryResult'.","category":1,"code":2345,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverRefetchErrorResult | QueryObserverSuccessResult | QueryObserverPlaceholderResult<...>'.","category":1,"code":2322,"next":[{"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is missing the following properties from type 'QueryObserverPlaceholderResult': error, isLoading, isLoadingError, isRefetchError, and 18 more.","category":1,"code":2740,"canonicalHead":{"code":2322,"messageText":"Type '{ data: ComplexityScorerDefaults; isPending: boolean; isError: boolean; refetch: Mock; }' is not assignable to type 'QueryObserverPlaceholderResult'."}}]}]}}]],[3860,[{"start":670,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":995,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1089,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1222,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1294,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1454,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1549,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1753,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2056,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3862,[{"start":2660,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5044,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5083,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":5700,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5985,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6224,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6340,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6430,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6741,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6830,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6921,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7054,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7134,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7348,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7417,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7762,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8358,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8417,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8824,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9321,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9487,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9580,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9647,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10141,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10329,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10413,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10510,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11197,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11289,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11379,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12116,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12175,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12378,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":12879,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":12972,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13039,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":13463,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13676,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":13735,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14087,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":14784,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":14843,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15008,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":15620,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15679,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":15835,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":16261,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16498,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16557,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":16716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17347,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17406,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":17690,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":17933,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18054,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18091,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":18462,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":18550,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":19828,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":19975,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20016,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20077,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20135,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20282,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20399,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":20470,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21276,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21535,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21627,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":21733,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":21774,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22236,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22296,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22644,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":22741,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":22962,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23153,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23213,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":23313,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":23717,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24055,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24181,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24267,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24572,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":24894,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":24991,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25302,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":25519,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":25617,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":28225,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":28900,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29068,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29169,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":29244,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":29924,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":30075,"length":2,"messageText":"Cannot find name 'it'. 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