litellm/tests/test_litellm/integrations
Mateo Wang f028a622e2
fix(prometheus): emit litellm_remaining_tokens_metric for Bedrock and Vertex (#27705)
* fix(prometheus): emit remaining_tokens/requests gauges for bedrock + vertex (LIT-2719)

Bedrock and Vertex AI never return x-ratelimit-remaining-* response headers,
so litellm_remaining_tokens_metric / litellm_remaining_requests_metric only
fired for OpenAI / Azure / Anthropic deployments even when tpm/rpm was
configured on the router.

Add a provider-agnostic fallback in PrometheusLogger.async_log_success_event
that asks Router.get_remaining_model_group_usage() for the same model_group
and emits the gauges with configured_limit - current_usage when the upstream
provider didn't populate the headers itself. Existing OpenAI / Azure /
Anthropic flows are unchanged because the fallback short-circuits when both
header values are already present.

Tests: 8 new tests covering bedrock + vertex emission, header short-circuit,
partial-header fill, llm_router=None, missing model_group, empty router
result, and router exception swallowing.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* fix(prometheus): narrow except to ImportError, log router lookup failures via verbose_logger.exception

Address greptile review:
- The optional 'from litellm.proxy.proxy_server import llm_router' should
  guard against ImportError specifically, not all exceptions, so that
  unexpected errors (e.g. AttributeError from partially-initialized state)
  stay visible.
- get_remaining_model_group_usage failures are now logged via
  verbose_logger.exception (with traceback) instead of debug, matching the
  PR description's intent and avoiding silent loss of router-cache errors
  in production.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* fix(prometheus): subtract in-flight delta in router-remaining fallback

The router's TPM/RPM counter is incremented by
Router.deployment_callback_on_success, which fires alongside this
prometheus callback in the success-log fan-out. Prometheus wins the
race, so get_remaining_model_group_usage returns the pre-decrement
counter for the current request — while vendor headers
(OpenAI/Anthropic/Azure) are already post-decrement.

That broke parity between providers on the same gauge: dashboards
plotting litellm_remaining_requests_metric showed Bedrock/Vertex
perpetually one request behind Anthropic for the same throughput.

Replay the in-flight increment before emit: subtract total_tokens
from remaining_tokens and 1 from remaining_requests.

* Revert "fix(prometheus): subtract in-flight delta in router-remaining fallback"

This reverts commit 001ce95ecdd952b4b5a23dd2b1e62c4562c932bc.

* fix(router): post-decrement router-derived ratelimit headers

Router.set_response_headers injects x-ratelimit-remaining-{tokens,
requests} for providers that don't return them natively (Bedrock,
Vertex). The values come from get_remaining_model_group_usage, which
reads the router's TPM/RPM counter — incremented post-response by
deployment_callback_on_success. So the headers reflected the counter
state before the current request was counted: pre-decrement.

Vendor headers from OpenAI/Anthropic/Azure are post-decrement (the
vendor counted the request before responding). Same metric name, two
semantics — dashboards plotting litellm_remaining_requests_metric
showed Bedrock/Vertex perpetually one request behind for the same
throughput, and the HTTP response headers exposed the same skew to
clients.

Subtract the in-flight delta before writing: 1 from
remaining-requests, response.usage.total_tokens from remaining-tokens.
Fixes both the response headers and (transitively) the prometheus
gauges that read from standard_logging_payload.additional_headers.

---------

Co-authored-by: cursor <cursor@example.com>
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
2026-05-13 17:40:59 -07:00
..
arize Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_oss_staging_04_25_2026 2026-05-02 06:04:39 +00:00
azure_storage style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
bitbucket fix: block path traversal SSRF in BitBucket, Arize Phoenix, and AssemblyAI clients (#26943) 2026-05-01 11:45:12 -07:00
cloudzero style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
compression_interception Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
datadog style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
dotprompt style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
focus style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
gcs_bucket fix cloud storage file guards 2026-05-01 15:34:11 -07:00
gcs_pubsub Litellm fix GitHub action testing (#11163) 2025-05-26 14:41:42 -07:00
gitlab style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
langfuse style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
levo style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
litellm_agent Agent Builder - support new experimental agent builder, to ensure agents pass compliance checks (#21817) 2026-02-21 15:32:47 -08:00
open_telemetry/data fix(tests): replace deprecated Bedrock Claude 3.7 Sonnet model ID 2026-04-28 14:24:19 -07:00
SlackAlerting style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
websearch_interception Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
test_agentops.py Litellm fix GitHub action testing (#11163) 2025-05-26 14:41:42 -07:00
test_anthropic_cache_control_hook.py fix(tests): replace deprecated Bedrock Claude 3.7 Sonnet model ID 2026-04-28 14:24:19 -07:00
test_athina.py Litellm fix GitHub action testing (#11163) 2025-05-26 14:41:42 -07:00
test_azure_sentinel.py Add Azure Sentinel audit log support (#27280) 2026-05-06 15:50:06 -07:00
test_braintrust_logging.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_braintrust_span_name.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_custom_guardrail.py Fix 3 OpenTelemetry tracing bugs in proxy integration (#27757) 2026-05-12 18:32:05 -07:00
test_custom_guardrail_recursion.py fix: recursive pydantic issue (#19531) 2026-01-22 19:56:41 -08:00
test_custom_prompt_management.py [Fix] CI/CD - Fix failing proxy and core integration tests (#17926) 2025-12-13 10:11:01 -08:00
test_deepeval.py fix: use fastuuid helper (#14903) 2025-09-25 15:47:01 -07:00
test_langfuse.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_langfuse_otel.py fix: prevent sys.modules["langfuse"] import failures in langfuse unit tests 2026-02-18 08:22:23 -03:00
test_langsmith_init.py Remove unneeded metadata info from LangSmith 2026-05-01 15:42:12 -07:00
test_mlflow.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_openmeter.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_opentelemetry.py Fix 3 OpenTelemetry tracing bugs in proxy integration (#27757) 2026-05-12 18:32:05 -07:00
test_opentelemetry_dynamic_imports.py Make grpc dependency optional (#19447) 2026-01-20 19:03:52 -08:00
test_prometheus_api_promql_escape.py fix(prometheus): quote api_key for PromQL string literal in spend lookup 2026-05-01 21:38:19 +00:00
test_prometheus_cache_metrics.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_client_ip_user_agent.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_custom_metadata_label_counts.py Fix Prometheus remaining metric zero values (#27348) 2026-05-06 17:22:20 -07:00
test_prometheus_end_user_cardinality.py perf: cap Prometheus end-user metric cardinality with TTL + LRU eviction (#27272) 2026-05-06 13:35:13 -07:00
test_prometheus_invalid_key_filtering.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_labels.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_metric_name_consistency.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_missing_metrics.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_none_metadata.py fix: guard against None metadata in prometheus metrics (#21489) 2026-02-18 12:40:45 -08:00
test_prometheus_queue_guardrail_metrics.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_remaining_tokens_router_fallback.py fix(prometheus): emit litellm_remaining_tokens_metric for Bedrock and Vertex (#27705) 2026-05-13 17:40:59 -07:00
test_prometheus_services.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_spend_logs_metadata.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_stream_label.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prometheus_user_team_metrics.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_prompt_manager_ssti.py fix(security): sandbox jinja2 in gitlab/arize/bitbucket prompt managers 2026-05-02 09:14:02 +00:00
test_responses_background_cost.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_s3_v2.py decouple S3 audit-log config via s3_audit_callback_params 2026-05-05 13:23:32 -07:00
test_weave_otel.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00