* test(proxy): move proxy_server, _experimental and db tests into tests/unit/proxy
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): keep tuple identity in proxy state restore and fix misc target paths
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yuneng <yuneng@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): move utils, agent_endpoints and endpoint tests into tests/unit/proxy
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): package moved unit test directories
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): exclude proxy-db-owned files from the misc target
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): drop the redundant fixture docstrings in the proxy conftest
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yuneng <yuneng@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* chore(lens): remove deployment screenshots
* refactor(lens)!: rename internal engine package and API
* fix(lens): pin worker image for renamed API
* test(lens): cover fresh and populated rename migrations
* fix(lens): protect db-push upgrades and restore routing and CI
* fix(lens): resolve migration tables across schemas and include database driver
* feat(s3_v2): add s3_partition_granularity option for hourly S3 folders
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): cover s3 v2 partition granularity across surfaces, settings and chaos
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): cover previous_response_id history rebuilt from an hourly cold storage object
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(s3_v2): reuse the cold storage key only when s3_v2 owns cold storage
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(s3_v2): cover hour rollover, postgres outage, in-flight switches, key/team vars and real S3 layout
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* chore(liccheck): authorize libfaketime, the GPLv2 dev-only clock the s3 rollover integration test preloads
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(s3_v2): wait for the rejected-request cell's payloads by id, not by line count
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(s3_v2): declare the postgres outage cell's models in config and trip the relay on burst ids
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(s3_v2): drop the libfaketime hour rollover cell and its dev dependency
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(e2e): deselect the s3_v2 live e2e on the stage-mirror stack
The stage-mirror config enables no s3_v2 callback, so every test in test_s3_log_e2e.py fails its readiness check there. The file keeps running in the Buildkite e2e lane, which configures s3_v2
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(s3_v2): declare the sink outage burst models in config
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(s3_v2): read cold storage metadata without an empty dict default
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): wait for the proxy to reconnect before the postgres outage recovery request
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: mrinal <mrinal@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: yucheng <yucheng@berri.ai>
* test(proxy): move auth, hooks, policy_engine and client tests into tests/unit/proxy
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): stub HIBP through respx by disabling the aiohttp transport
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): share the httpx transport fixture across proxy unit tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): restore proxy globals without a missing-value sentinel
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): package moved dirs and stub the login breach check at the HTTP boundary
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): isolate the mcp server manager per test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): move management_endpoints, management_helpers and guardrails tests into tests/unit/proxy
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): reuse the shared httpx transport fixture in moved proxy tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): stub outbound HTTP and package moved test dirs
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): restore the config server hostname in the mcp resolution test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): pin the completion tokenizer model in the straiker screening test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yuneng <yuneng@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(ci): add used_client_oauth_token to the GCS pub/sub spend-log golden
#43063 stamps used_client_oauth_token into spend-log metadata, so
test_async_gcs_pub_sub_v1 failed on main with an extra metadata key
* test(ui): give the auto-router threshold save wait room for the availability debounce
#42625 keeps Save disabled while a 300ms-debounced availability check runs.
This test waits for Save right after the change, so the whole debounce lands
inside waitFor's 1s default and it times out under CI load. It is the
recurring UI Unit Tests failure on main since #42625 landed
* test(e2e): expect no pricing tier on bills for streamed calls OpenAI served at default
#42870 added both the rule that a served default or standard tier bills at
base pricing and records no service_tier, and streamed tests expecting the
row to record 'default'. They have failed on every scheduled litellm-e2e run
since. The tests now map the served tier to the pricing basis the bill must
record and check input is billed at that basis's rate; the messages case
registers custom rates so the rate check has something to compare against
* test(e2e-ui): wait for the call-id search before hovering the logs row
The row the spec hovers is already on the unfiltered first page, so it was
found before the search request returned. The search response then
re-rendered the table under the mouse, and the Base UI tooltip never opened.
Reproduced with Playwright against a local proxy: hovering right after the
fill never shows the tooltip, hovering after the search response shows the
call id every time
* test(e2e): run the Together structured-output case on the hybrid Qwen with reasoning off
The case picked the cheapest Together row flagged supports_response_schema.
DeepSeek-V4-Flash-0731 hit its cost-map deprecation date on 2026-09-29, so the
pick moved to GLM-5.3-Flash, a reasoning-only model that spends the 1024-token
budget thinking and returns content=None. Qwen3.5-9B is the pinned hybrid model
the reasoning_effort=none case already exercises, and Together lists it with
structured output support
* test(integration): read the agent 365 guardrail status by its own name in spend logs
The MCP shard runs under xdist against one database, and a sibling file creates a
default_on pre_mcp_call content filter there. The owned proxy reloads DB guardrails, so
that filter's 'success' entry could land first in guardrail_information and the test
read it instead of the agent 365 verdict
* test(unit): ignore asyncio's leaked-task records in the budget limiter push-failure log check
gc.collect() inside the caplog window can collect a pending task an earlier test left
on a closed loop, and asyncio logs 'Task was destroyed but it is pending' into this
test's records. The check still counts every LiteLLM logger, and unretrieved task
exceptions on this loop still go through the asserted exception handler
* test(e2e-ui): fill the create-tag fields inside the dialog
#42949 added 'Filter by tag name' and 'Filter by description' inputs to the Tag
Management page, so page-wide getByLabel('Tag Name') and getByLabel('Description')
match two elements and Playwright's strict mode fails the create step
* test(integration): run integration proxies with the CI license
Multi-worker proxies start each uvicorn worker in a fresh process, so every
worker reads the license from its environment. Forward LITELLM_LICENSE into the
proxy and test runner environments
* ci: save GitHub Actions caches only from main and bump codecov-action to 5.5.5
Every pull request saved its own uv, maturin, Rust and Prisma caches, about
4.5 GB per PR, so the repository's 10 GB cache budget evicted main's entries
within minutes. Pull request jobs then missed every cache, downloaded all
dependencies from PyPI and hit the install step timeouts. Pull requests now
restore only, and main keeps the caches warm for them. test-linting and
check-ui-api-types run only on pull requests and keep saving
codecov-action 5.5.4 imports its signing key from the deleted codecovsecurity
keybase account, so every upload failed signature verification. 5.5.5 reads it
from codecovsecops; the key ID matches the one signing the current CLI
* test(unit): join the session-minting thread before collecting the handler
asyncio.to_thread resumes the test as soon as the worker sets its result,
while the pool thread can still hold the work item and through it the
handler. gc.collect() then cannot finalize the handler and the session stays
open. A pool that shuts down before the test continues drops that reference
* test(integration): relaunch owned proxies that lose their port, expire idle gateway connections early
owned_proxy_process released its reserved port and the proxy bound it only
after full startup, so another xdist worker or an outgoing connection could
take it first and the proxy exited with 'address already in use'. The launch
now retries on a fresh port when that happens and stops every failed attempt.
uvicorn closes idle keep-alive connections after 5 seconds and httpx expired
them at the same 5 seconds, so a request sent right at that mark could reuse a
socket the server was closing and get 'Connection reset by peer'. Gateway
clients now drop idle connections after 2 seconds
* ci(circleci): give the base SDK wheel build the same 30 minute no-output window as the Windows build
The release profile builds with fat LTO and one codegen unit, so the final
link of litellm-cache-s3 runs silently for minutes. Successful builds take
711 to 749 seconds, right at the default 10 minute no-output limit, and about
30% of recent runs were killed there
* test(integration): model the budget-reset database outage as 10 seconds instead of 5 refused connections
The proxy retries the database about every 30 seconds and each retry opens
roughly one connection, so a 5-connection outage took 3 to 4 retries to clear
and recovery landed between 60 and 90 seconds, straddling the test's 80 second
reset window. A fixed 10 second outage still refuses the immediate reconnect
and recovers on the next retry
* ci: move the unit-test uv cache split into a composite action
check_workflow_startup_safety sums every setup step's timeout, so the save and
restore variants each counted 5 minutes although only one runs. One composite
step keeps the setup ceiling at 35 minutes
* test(unit): point tiktoken at the bundled cache for every unit test
The rust_bridge tokenizer tests loaded o200k_base before any test in their
xdist worker had imported default_encoding, so tiktoken fell back to the
temp cache and tried to download under pytest-socket. Move the session
fixture from litellm_core_utils/conftest.py to the root unit conftest.
* test(integration): answer model discovery probes in the hosted_vllm wire tests
The router's periodic upstream model info refresh sends GET /v1/models to
hosted_vllm deployments, so a wire server that is live during a refresh
sees an extra request. Answer the probe with an empty model list and leave
it out of the provider-call assertions, matching the responses bridge
tests.
* test(proxy): move auth, hooks, policy_engine and client tests into tests/unit/proxy
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): stub HIBP through respx by disabling the aiohttp transport
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): share the httpx transport fixture across proxy unit tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): restore proxy globals without a missing-value sentinel
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): package moved dirs and stub the login breach check at the HTTP boundary
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): isolate the mcp server manager per test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yuneng <yuneng@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): inject the HIBP client into the breached-password update test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(mcp): drive optional-discovery deadlines with an injected loop clock
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test: bound MCP deadline checks, support Python 3.10, pin HIBP URL
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* feat(guardrails): honor litellm_params.timeout in every HTTP guardrail
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(guardrails): accept timeout kwarg in presidio and responses-handler post stubs
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(guardrails): bound hiddenlayer startup jwt call by configured timeout, drop akto from timeout coverage
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(guardrails): narrow hiddenlayer startup auth timeout without cast
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(guardrails): bound hiddenlayer jwt refresh by configured timeout
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(guardrails): keep provider timeout defaults when unset and bound only rubrik moderation calls
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(guardrails): cover model_armor and run timeout probes concurrently
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(guardrails): match sink calls to the exact guardrail name
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: kerry <kerry@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): write the response-cache SET to Redis at once instead of on the post-call batch
The post-call Redis batch only goes out after every success callback finishes or the 1s deadline, so an
identical request sent right after the first response missed the cache and went to the provider again.
Response-cache writes go straight to Redis again, the counters, rate limits, TPM and slot releases keep
riding the post-call batch
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): re-export DualCache explicitly instead of through a noqa
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): keep the DualCache re-export as a reasoned noqa for the strict ruff gate
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(ci): repair stale request fakes, spend-log golden, auto-router labels, and Interactions spec lookups
Request fakes now carry the scope a real Starlette request has, the GCS pub/sub
spend-log golden gains the agent identity keys from #43722, the auto-router
session tests follow the baseline_models contract from #43348, and the
Interactions spec checks resolve the create body and resource paths from the
live spec instead of hardcoded names
* test(ci): move retired OpenAI text-completion fixtures to live vehicles
OpenAI still serves native /v1/completions on the gpt-5.4 family, so the
single-prompt cases move to text-completion-openai/gpt-5.4-nano. Multi-prompt
batches and echo with logprobs now 500 on every OpenAI model, so those cases
keep the same text-completion-openai transport pointed at Fireworks, which
documents both. The optional-params test asserts the request body actually
sent instead of a success callback whose assertions were swallowed
* test(ci): use a serverless Fireworks model for the text-completion batch and echo cases
gpt-oss-20b is on-demand only on Fireworks, so the CI key got 404 model not
deployed; glm-5p3-flash is listed as serverless
* test(ci): skip the ROI calculator repository listing in the security route sweep
GET /roi-calculator/repositories (#43669) lists repositories from the configured
GitHub API, api.github.com by default, so the S2 sweep's GET of every route made
the owned proxy reach an external host and failed the egress check in 31
integration-security tests. It joins /get/latest_release_info in the deny list
* feat(proxy): record in spend logs whether a request used a client-forwarded Anthropic OAuth token
Stamp metadata.used_client_oauth_token where the proxy decides to forward a
client's Anthropic OAuth token, carry it through StandardLoggingMetadata into
the spend log row, add a used_client_oauth_token filter to /spend/logs/ui, and
surface it on the Logs page as a Credential filter and drawer field. The token
itself never reaches the log
* fix(proxy): carry used_client_oauth_token onto failure spend rows for litellm_metadata routes
* fix(proxy): resolve used_client_oauth_token against the provider the call was sent to
* fix(proxy): keep the proxy's used_client_oauth_token stamp on failure rows and move the resolver under llms/anthropic
* fix(logging): read used_client_oauth_token from the proxy-stamped metadata slot
On routes that carry proxy metadata in litellm_metadata, metadata is the
caller's own body field, and merge_litellm_metadata lets it win. Resolve the
flag from litellm_metadata when the proxy stamped it there so a caller cannot
set it in the standard logging payload
* fix(spend-logs): read used_client_oauth_token from the bucket the route stamped
A guardrail on the unified path adds litellm_metadata to a chat request after
the proxy stamped metadata, so both spend row writers read the new bucket and
stored null. The success row now resolves the flag the same way the callback
payload does, and the failure row picks the bucket from the request route.
---------
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* fix(azure_storage): keep the DataLakeServiceClient alive until its TTL elapses
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* ci: rerun integrations shard after unrelated gitlab prompt manager timeout
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): audit azure_storage client reuse against a local Data Lake sink
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(azure_storage): cover the exact TTL expiry boundary
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(azure_storage): wait for a rejected write before flipping the sink back
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(e2e): add azure_storage log delivery cells behind an opt-in lane
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(azure_storage): restart the proxy mid burst and bound the loss to the unflushed queue
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(azure_storage): drop the redundant stop after the owned proxy exits
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(e2e): read azure_storage objects at the auth-mode-dependent layout
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(e2e): install the datalake sdk in the e2e lint environment
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(azure_storage): drop the opt-in real Azure e2e cells and their e2e-dev dependency
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: yucheng <yucheng@berri.ai>
Map dangerous-tool-use-2026-09-03 for azure_ai in the beta header config so the
Claude Code auto mode beta reaches Foundry instead of being stripped, matching
the anthropic, bedrock, and vertex_ai entries
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* fix(router): inherit catalog service-tier rates for custom-priced deployments
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(cost): apply tier-suffixed long-context rates when only tier thresholds are set
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(router): cover canonical cost-map backend model resolution
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(router): use descriptive names for service-tier pricing fixtures
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: kerry <kerry@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* feat(tracing): bring current ingestion prerequisite onto main
Port the prerequisite implementation from BerriAI/litellm#43915 at 5aacd57455 so Lens does not depend on the retired tracing stack.
* feat(lens): add trace analysis and standalone worker
* fix(lens): clarify review limits and finalize main integration
* fix(lens): simplify worker setup and show the next check
* fix(lens): simplify analyzer setup and resolve integration failures
* fix(lens): preserve durations and evidence from later trace reads
* fix(lens): trust server context for internal analysis exclusion
* fix(lens): pin reviewed analyzer image and verify request inclusion
* test(lens): select time units before entering custom duration
* test(lens): allow the standalone analyzer lifetime HTTP client
* test(lens): run analyzer tests in active proxy coverage shard
* refactor(proxy): route every team-admin decision through auth/team_access.py
Move the six team-admin helpers out of common_utils, team_endpoints and
key_management_endpoints into litellm/proxy/auth/team_access.py under public
names, and point every management route and helper at them. The key routes
keep checking team admin before org admin, so a team admin whose user row is
gone still passes as before. Status codes and bodies are unchanged, which the
223-case team-admin matrix confirms at the merge base and at the tip
common_utils keeps `_is_user_team_admin` as an alias because the published
litellm-enterprise 0.1.71 wheel still imports it from there
* refactor(proxy): answer every team access check with TeamAccess.allows
Replace the six helpers in auth/team_access.py with one resolver in
litellm/proxy/management/teams/access.py. Each route passes the roles it
accepts (TEAM_OR_ORG_ADMIN or TEAM_ADMIN_ONLY), and /team/update and
/team/info rank roles through strongest_role so org admin still outranks
team admin there
The org lookup moves behind an OrgRoles protocol, implemented by
PrismaOrgRoles in management/users/service.py, and get_team_access in
management/teams/dependencies.py is the only place that reads proxy_server
globals. _check_key_admin_access keeps its name and body from main
Routes that checked org admin first now read the roster first, so a team
admin whose org lookup errors now passes on /team/delete, /team/block,
/team/unblock, member reset_spend and reset_budget, and the team callback
routes. No allowed caller is denied
* fix(transcription): honor base_url alias for Groq Whisper and report it as the api base
transcription() and speech() only accepted api_base, so a deployment configured with base_url leaked the alias into the provider params, which Groq rejected as an unknown param, and the request never reached the internal gateway. get_api_base() now reads the same alias so response headers and logs show the configured endpoint instead of the provider default
Resolves LIT-9071
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(speech): keep base_url after existing audio params, route Vertex speech to it, skip empty alias
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Callbacks saved from the Admin UI reach litellm through _add_custom_logger_callback_to_specific_event, which skipped the freshly built logger whenever a callback of the same exact class was already registered. With LITELLM_OTEL_V2 enabled every OTel preset (otel, arize, ...) is an OpenTelemetryV2, so a UI-added arize was treated as a duplicate of the yaml otel callback and never attached, and no trace ever reached Arize
The exists check now compares the exact class and the logger's callback_name, so presets that share a class register side by side while a true re-registration of the same preset is still skipped
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(proxy): delete large teams without per-member transaction fan-out
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(proxy): evict email-only member caches and reset team members metric on delete
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(proxy): keep new delete-team literals within the LIT002 ceiling
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(proxy): resolve deleted-team member ids before the locked delete
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(proxy): resolve email-only deleted-team members with one case-insensitive lookup
`_deleted_team_member_user_ids` looked each email-only roster entry up with its own
`find_users_by_email` call inside an unbounded `asyncio.gather`: one exact-match query
per email, so a large roster fanned out against the pool again and a roster email that
differed in case from its user row was missed. Add `UserRepository.find_by_emails`, a
single case-insensitive `in` query, and call it once before the locked delete.
`management_helpers/utils.py` goes back to its main-branch shape since the single-email
helper no longer needs exporting.
* fix(repositories): slice find_by_emails into bounded IN statements
The unbounded-IN lint flagged the case-insensitive email lookup added for
/team/delete cache eviction. chunked_in.find_many_in cannot carry Prisma's
insensitive mode, so the repository slices the deduplicated list into
IN_LIST_CHUNK_SIZE statements itself and concatenates the pages. Empty input
still returns () without a query.
* fix(proxy): delete a team once when /team/delete repeats its id
The audit sent {"team_ids": [T, T]}: main answered 400 "User not found in
team" after deleting the keys and memberships and writing two tombstones,
leaving the team row behind; this branch answered 200 but still wrote the
tombstone, audit row and eviction twice. DeleteTeamRequest now collapses
repeated ids in order, so every later step sees each team once and the
response lists each deleted team once.
* test(integration): audit cells for /team/delete on large, legacy and concurrent teams
Thirty-eight deterministic cells in tests/integration/management/ (the CircleCI
integration-management group) covering the /team/delete happy, sad, edge and chaos rows:
250 members against a pool limit of five on two workers, the advisory-lock wait, email-only
legacy roster entries in every casing, member and team cache eviction on both proxies for
every client and endpoint, the Prometheus gauge, audit rows, malformed and duplicate input,
the route gate, and a worker kill, a Redis outage and a proxy restart mid-burst.
Every cell runs against the real proxy, Postgres and Redis with the scripted upstream; no
component is mocked. On the merge base the rows this fix changes are red (P2028 on the
250-member team, two lock waiters, case-mismatched email lookups, duplicate ids, orphaned
LiteLLM_UserTable.teams references under a concurrent burst); on the tip every cell is green
twice with identical selections.
Two pre-existing behaviours are pinned as observed rather than fixed here: a roster entry with
neither user_id nor user_email answers 500, and the LiteLLM_DeletedTeamTable row is committed
before the locked transaction, so a delete that dies in between leaves a tombstone for a live
team and the retry adds a second.
* test(integration): pin each chaos outage to a live /team/delete
The three chaos cells applied the outage once three deletes had answered, which on a fast
run let the whole burst finish before the worker kill, Redis stop or SIGTERM landed, so the
cells passed without exercising the failure. Each cell now holds the first team's advisory
lock from a test-owned transaction, waits until that team's delete is queued behind it in
Postgres with its request unanswered, applies the outage, and only then releases the lock,
so an in-flight delete meets the failure on every run and both legs. The pinned team's
outcome and the number of deletes answered before the outage are recorded as junit
properties (pinned_delete, answered_before_outage).
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: ryan-crabbe-berri <ryan@berri.ai>
* fix(hosted_vllm): keep reasoning_content on assistant messages in _transform_messages
vLLM accepts reasoning_content (200 on the wire) and qwen/deepseek/glm
chat templates consume it, so popping it made reasoning models lose
earlier reasoning across tool loops. thinking_blocks is still removed
for vLLM compatibility.
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(hosted_vllm): forward replayed reasoning_content only when it is a string
* test(integration): cover hosted_vllm reasoning_content replay across endpoints
* test(integration): require the surviving worker to serve its held requests in the sigkill chaos cell
---------
Co-authored-by: mateo <mateo@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Co-authored-by: yassin <yassin@berri.ai>
* feat(otel): excluded_services opt-out for datastore spans on tenant destinations
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): keep upstream support unchanged
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel): excluded_services resolves from the otel callback config only
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel): name the otel callback logger so excluded_services owner lookup matches
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): assert no aux datastore traces reach the tenant sink
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): read bogus-start proxy log from the results dir
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): read only this invocation's bogus-start proxy log
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): assert operator kept db spans over the whole recorded window
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): split operator db-span asserts by trace scope
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel): build the otel logger after preset callbacks and validate the exclusion env at boot
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel): tolerate a bogus exclusion env when callback config wins
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel): keep bogus exclusion env fatal when a preset parses it
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel): hoist the preset check out of the callback loop
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(otel): use a rule-scoped pyright suppression
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel): log and drop unknown excluded_services instead of failing boot
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): wait for the operator spend-writer span before checking the tenant for postgres
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel v2): leave callback init and boot untouched when excluded_services is unset
Read callback_settings.otel.excluded_services directly instead of making the otel callback build its own logger, and drop the new boot-time parse of callback_settings.otel, so a proxy without the setting behaves exactly as on main
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel v2): normalize callback_settings excluded_services without rereading OTel env vars
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(otel v2): log and ignore malformed excluded_services instead of failing startup
Lowercase and trim names, drop non-string items, and add an integration matrix over endpoints, clients, cache hits, destination outages and setting shapes
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(otel v2): cover failed upstream calls in the excluded_services matrix
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(otel v2): pin operator Langfuse credentials in preset-only excluded_services tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yucheng <yucheng@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mrinal <mrinal@berri.ai>
* fix(responses): scan and mask top-level instructions with guardrails
The Responses guardrail translation handler put a non-empty top-level instructions field into structured_messages as a system row but never into the flat texts list, so guardrails that scan texts skipped it, flat-text masking could not rewrite it, and PANW latest-only selection failed its alignment guard whenever instructions were present.
Seed texts with the instructions row, carry that offset into the flat-text write-back so a rewritten row lands on data["instructions"], and account for the leading row in the PANW Responses alignment.
Resolves LIT-8931
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(responses): reject empty guardrail rewrites instead of forwarding raw input
An explicit texts=[] answer from a guardrail now fails the count check and
raises UnappliableRequestRewrite like any other misaligned rewrite; only a
missing texts key means no rewrite. Types the out-param as dict[str, object]
and adds integration coverage for instructions blocking, masking, empty
instructions, tool loops, latest-only and concurrent workers
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(responses): type the texts-replacing guardrail helper explicitly
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(responses): honor skip_system_message_in_guardrail for instructions and system input items
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(responses): cover skip_system_message_in_guardrail on the live proxy
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(responses): keep skipped rows through full-coverage rewrites and align latest-only with skip_system
Trust a guardrail's structured_messages_cover_full_request claim only when it
returns as many rows as the full normalized request, otherwise merge the scoped
rows back so skipped instructions and system items survive the write-back.
Make PANW's Responses reasoning alignment skip-aware so latest-only still picks
the latest user turn when system content is excluded from texts.
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(responses): annotate new guardrail tests with return types
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(responses): treat an empty guardrail texts answer as no rewrite like chat completions
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(responses): type the guardrail test doubles explicitly
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yucheng <yucheng@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(router): settle the shared logging worker before recording shadow callbacks
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(router): always stop the shared logging worker after settling it
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Identity objects (key, end user) load through the request MGET and their write-backs, the registry
reads and the management-object SETs ride the request pipeline. A team refresh invalidates its alias
with a pipelined DEL instead of a synchronous DEL plus a duplicate async one, and an MGET miss is
remembered so no per-key GET follows it in the same request.
Resolves LIT-9012
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: yassin <yassin@berri.ai>
Post-call owners declare into one request-scoped RedisBatch per Redis backend: spend counter
increments and reservation reconciliation, rate-limit token Lua updates and refunds, parallel-slot
release (freed locally at once), deployment TPM, and compatible async response-cache SETs. The batch
is sent once the success and failure callbacks have run, or on a deadline, and pending batches are
drained at shutdown before Redis disconnects. nx writes, non-Redis caches and calls outside a request
stay direct; numeric string TTLs keep the direct-path coercion.
Resolves LIT-8883
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: yassin <yassin@berri.ai>
RedisBatch: one pipeline per Redis backend for independently declared operations (MGET, GET, Lua
scripts, INCRBYFLOAT, SET, DEL), a future per operation so each owner keeps its own fallback, Redis
Cluster hash-slot fallback. A request-scoped batch middleware shares that pipeline across the auth
identity reads and write-back, the spend counter MGET, the rate limiter Lua groups and the routing
read. A rate-limit denial stands when another pipelined group fails; every pipelined group is refunded
on rejection; local cooldowns win over the prefetch.
The routing prefetch failure log line strips request line breaks (CodeQL py/log-injection)
Resolves LIT-8882
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Claude Code background sessions (claude --bg) stamp x-app: cli-bg on every
request, including main-loop turns. The session router binding only
accepted x-app: cli, so a background session never bound and its
subagents' concrete-model calls bypassed the router.
The binding write already requires the requested model to resolve to a
pre-routing strategy, so background side calls naming plain models still
never bind. Since f6eff1bde0 removed the clear path, the x-app check
guarded nothing else.
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
* perf(responses): run aresponses through the async wrapper so the cache is read once
aresponses() sets kwargs["aresponses"] = True and runs the decorated sync
responses() on an executor, but _is_async_request() did not recognise that
flag, so the sync wrapper did a second cache lookup on the executor thread
with a differently ordered cache-key input. Every /v1/responses request paid
two cache GETs against two different keys. Recognising aresponses in
_is_async_request() leaves the async wrapper as the only cache reader and
writer for the async path, one GET per request, same key on read and write
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): let a responses cache entry cover aresponses so responses-only configs keep caching
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Auth's spend counter MGET scope spans common checks, model budget check and reservation;
reservation increments go out as one pipeline; post-call reconcile adjustments ride the ordinary
increment pipeline and update_cache uses one batched read. Over-budget reservation counters are
charged one at a time so a rejection never touches the counters after it; post-call counter keys are
derived from ids without validating a UserAPIKeyAuth.
Resolves LIT-8881
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* perf(router): fetch cooldown state and usage counters in one Redis round trip
The cooldown filter (CooldownCache) and usage-based-routing-v2 selection
(LowestTPMLoggingHandler_v2) each issued their own MGET on every request
because they live in different objects. RoutingReadBatch fetches both key
sets through DualCache.async_batch_get_cache_shared while the healthy
deployments are resolved and hands the usage slice to the strategy, so
selection does not read again. Each cache keeps its own memory tier,
throttling, reservation rollback and circuit-breaker handling, and the
strategy falls back to its own read when the prefetch does not cover its
keys. simple-shuffle keeps reading only cooldowns.
aresponses no longer issues a second, blocking response-cache read from
the worker thread that runs the sync wrapper.
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): keep per-cache tier failures inside the shared batch read
Wrap the memory-tier prepare and backfill steps of DualCache.async_batch_get_cache_shared
so a failing tier degrades that cache's read to None the way async_batch_get_cache does,
instead of escaping into routing. Drop the aresponses sync-cache guard: for native
Responses models the worker-thread read is the one whose key matches the write, so
skipping it broke cached /v1/responses replays.
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(router): rename usage key builder so the async cache-call check reads it as a key helper
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(alerting): narrow daily-report cache values before numeric comparison
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(caching): type the shared batch-read helpers and merge Redis results without mutation
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* style: fix import sort in test_dual_cache
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(caching): flatten shared batch read keys without a stacked comprehension
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(streaming): keep the provider's served service_tier on streamed chunks and spend rows
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(streaming): satisfy type-discipline and strict ruff budgets
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(streaming): stamp the served service_tier on every Responses bridge chunk
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(anthropic-adapter): expose streamed chunks so disconnects bill partial spend
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(service-tier): cover anthropic and responses served-tier billing paths
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(anthropic-adapter): return a chunks-exposing stream so disconnects bill partial spend
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(service-tier): bill disconnects through the router's anthropic stream wrapper
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* style: apply ruff format to the anthropic stream changes
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(coverage): ignore delegating properties the ast scan cannot see
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* style: keep the cast-ok reasons on the cast call line
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): cover served service_tier billing for streamed chat and messages, complete and disconnected
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(anthropic-cache): delegate chunks/messages/model through the messages stream cache writer
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(streaming): keep service_tier on OpenAI-compatible parsed chunks
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(streaming): parameterize delegated chunks and messages types
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(tests): follow the anthropic pass_through rename after merging main
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(anthropic): drain the logging worker between response cache tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(spend): cover azure, databricks, responses bridge and gemini served tiers in the stream billing integration test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(databricks): keep the served service_tier on streamed chunks and bill it
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(databricks): type the served service_tier chunk without a loose kwargs dict
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(cost): bill the served service_tier over the requested one
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(cost): drop explanatory comment from the tier resolution
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: kerry <kerry@berri.ai>
* fix(model-prices): correct azure/eu/gpt-6-astra to Data Zone rates
Co-authored-by: rain <1504569896@qq.com>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(model-prices): align groq, gemini and openai entries with official docs
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(model-prices): roll in verified Vertex, Gemini, OpenRouter and Azure AI registry fixes
Absorbs the fields from #43609, #43666, #43671 and #43644 that match the provider's own docs or price API today, and adds a cost test for the azure/eu/gpt-6-astra Data Zone tiers
Co-authored-by: bunnysayzz <stfuazzo@gmail.com>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(model-prices): add Copilot, Bedrock Kimi K3, Gemini Robotics and OpenRouter values from official sources
Co-authored-by: Michal Formanek <michal.formanek@generaliceska.cz>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: rain <1504569896@qq.com>
Co-authored-by: bunnysayzz <stfuazzo@gmail.com>
Co-authored-by: Michal Formanek <michal.formanek@generaliceska.cz>