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Author SHA1 Message Date
Ashwin Bharambe
eb07a0f86a
fix(ci, tests): ensure uv environments in CI are kosher, record tests (#3193)
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I started this PR trying to unbreak a newly broken test
`test_agent_name`. This test was broken all along but did not show up
because during testing we were pulling the "non-updated" llama stack
client. See this comment:
https://github.com/llamastack/llama-stack/pull/3119#discussion_r2270988205

While fixing this, I encountered a large amount of badness in our CI
workflow definitions.

- We weren't passing `LLAMA_STACK_DIR` or `LLAMA_STACK_CLIENT_DIR`
overrides to `llama stack build` at all in some cases.
- Even when we did, we used `uv run` liberally. The first thing `uv run`
does is "syncs" the project environment. This means, it is going to undo
any mutations we might have done ourselves. But we make many mutations
in our CI runners to these environments. The most important of which is
why `llama stack build` where we install distro dependencies. As a
result, when you tried to run the integration tests, you would see old,
strange versions.


## Test Plan

Re-record using:

```
sh scripts/integration-tests.sh --stack-config ci-tests \
  --provider ollama --test-pattern test_agent_name --inference-mode record
```

Then re-run with `--inference-mode replay`. But: 

Eventually, this test turned out to be quite flaky for telemetry
reasons. I haven't investigated it for now and just disabled it sadly
since we have a release to push out.
2025-08-18 17:02:24 -07:00
Matthew Farrellee
914c7be288
feat: add batches API with OpenAI compatibility (with inference replay) (#3162)
Add complete batches API implementation with protocol, providers, and
tests:

Core Infrastructure:
- Add batches API protocol using OpenAI Batch types directly
- Add Api.batches enum value and protocol mapping in resolver
- Add OpenAI "batch" file purpose support
- Include proper error handling (ConflictError, ResourceNotFoundError)

Reference Provider:
- Add ReferenceBatchesImpl with full CRUD operations (create, retrieve,
cancel, list)
- Implement background batch processing with configurable concurrency
- Add SQLite KVStore backend for persistence
- Support /v1/chat/completions endpoint with request validation

Comprehensive Test Suite:
- Add unit tests for provider implementation with validation
- Add integration tests for end-to-end batch processing workflows
- Add error handling tests for validation, malformed inputs, and edge
cases

Configuration:
- Add max_concurrent_batches and max_concurrent_requests_per_batch
options
- Add provider documentation with sample configurations

Test with -

```
$ uv run llama stack build --image-type venv --providers inference=YOU_PICK,files=inline::localfs,batches=inline::reference --run &
$ LLAMA_STACK_CONFIG=http://localhost:8321 uv run pytest tests/unit/providers/batches tests/integration/batches --text-model YOU_PICK
```

addresses #3066

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2025-08-15 15:34:15 -07:00
Ashwin Bharambe
0e8bb94bf3
feat(ci): make recording workflow simpler, more parameterizable (#3169)
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# What does this PR do?

Recording tests has become a nightmare. This is the first part of making
that process simpler by making it _less_ automatic. I tried to be too
clever earlier.

It simplifies the record-integration-tests workflow to use workflow
dispatch inputs instead of PR labels. No more opaque stuff. Just go to
the GitHub UI and run the workflow with inputs. I will soon add a helper
script for this also.

Other things to aid re-running just the small set of things you need to
re-record:
- Replaces the `test-types` JSON array parameter with a more intuitive
`test-subdirs` comma-separated list. The whole JSON array crap was for
matrix.
- Adds a new `test-pattern` parameter to allow filtering tests using
pytest's `-k` option


## Test Plan

Note that this PR is in a fork not the source repository.

- Replay tests on this PR are green
- Manually
[ran](1699856292)
the replay workflow with a test-subdir and test-pattern filter, worked
- Manually
[ran](4819508034)
the **record** workflow with a simple pattern, it has worked and updated
_this_ PR.

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-08-15 14:47:20 -07:00
ashwinb
01b2afd4b5
fix(tests): record missing tests for test_responses_store (#3163)
# What does this PR do?

Updates test recordings.

## Test Plan

Started ollama serving the 3.2:3b model. Then ran the server:

```
LLAMA_STACK_TEST_INFERENCE_MODE=record \
  LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings/ \
  SQLITE_STORE_DIR=$(mktemp -d) \
  OLLAMA_URL=http://localhost:11434 \
  llama stack build --template starter --image-type venv --run
```

Then ran the tests which needed recording:

```
pytest -sv tests/integration/agents/test_openai_responses.py \
  --stack-config=server:starter \
   --text-model ollama/llama3.2:3b-instruct-fp16 -k test_responses_store
```

Then, restarted the server with `LLAMA_STACK_TEST_INFERENCE_MODE=replay`, re-ran the tests and verified they passed.
2025-08-15 03:52:45 +00:00
Charlie Doern
0caef40e0d
fix: telemetry fixes (inference and core telemetry) (#2733)
# What does this PR do?

I found a few issues while adding new metrics for various APIs:

currently metrics are only propagated in `chat_completion` and
`completion`

since most providers use the `openai_..` routes as the default in
`llama-stack-client inference chat-completion`, metrics are currently
not working as expected.

in order to get them working the following had to be done:

1. get the completion as usual
2. use new `openai_` versions of the metric gathering functions which
use `.usage` from the `OpenAI..` response types to gather the metrics
which are already populated.
3. define a `stream_generator` which counts the tokens and computes the
metrics (only for stream=True)
5. add metrics to response


NOTE: I could not add metrics to `openai_completion` where stream=True
because that ONLY returns an `OpenAICompletion` not an AsyncGenerator
that we can manipulate.


acquire the lock, and add event to the span as the other `_log_...`
methods do

some new output:

`llama-stack-client inference chat-completion --message hi`

<img width="2416" height="425" alt="Screenshot 2025-07-16 at 8 28 20 AM"
src="https://github.com/user-attachments/assets/ccdf1643-a184-4ddd-9641-d426c4d51326"
/>


and in the client:

<img width="763" height="319" alt="Screenshot 2025-07-16 at 8 28 32 AM"
src="https://github.com/user-attachments/assets/6bceb811-5201-47e9-9e16-8130f0d60007"
/>

these were not previously being recorded nor were they being printed to
the server due to the improper console sink handling

---------

Signed-off-by: Charlie Doern <cdoern@redhat.com>
2025-08-06 13:37:40 -07:00
Ashwin Bharambe
7f834339ba
chore(misc): make tests and starter faster (#3042)
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A bunch of miscellaneous cleanup focusing on tests, but ended up
speeding up starter distro substantially.

- Pulled llama stack client init for tests into `pytest_sessionstart` so
it does not clobber output
- Profiling of that told me where we were doing lots of heavy imports
for starter, so lazied them
- starter now starts 20seconds+ faster on my Mac
- A few other smallish refactors for `compat_client`
2025-08-05 14:55:05 -07:00
ehhuang
bb6b6041d6
chore: fix: integration tests failures marked as successful (#3039) 2025-08-04 17:06:28 -07:00
ehhuang
6ac710f3b0
fix(recording): endpoint resolution (#3013)
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# What does this PR do?


## Test Plan
2025-08-01 16:23:54 -07:00
Ashwin Bharambe
27d866795c
feat(ci): add support for running vision inference tests (#2972)
This PR significantly refactors the Integration Tests workflow. The main
goal behind the PR was to enable recording of vision tests which were
never run as part of our CI ever before. During debugging, I ended up
making several other changes refactoring and hopefully increasing the
robustness of the workflow.

After doing the experiments, I have updated the trigger event to be
`pull_request_target` so this workflow can get write permissions by
default but it will run with source code from the base (main) branch in
the source repository only. If you do change the workflow, you'd need to
experiment using the `workflow_dispatch` triggers. This should not be
news to anyone using Github Actions (except me!)

It is likely to be a little rocky though while I learn more about GitHub
Actions, etc. Please be patient :)

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-07-31 11:50:42 -07:00
Ashwin Bharambe
b237df8f18
feat(ci): use replay mode, setup ollama if specific label exists on PR (#2955)
This PR makes setting up Ollama optional for CI. By default, we use
`replay` mode for inference requests and use the stored results from the
`tests/integration/recordings/` directory.

Every so often, users will update tests which will need us to re-record.
To do this, we check for the existence of a label `re-record-tests` on
the PR. If detected,
- ollama is spun up
- inference mode is set to record
- after the tests are done, if any new changes are detected, they are
pushed back to the PR

## Test Plan

This is GitHub CI. Gotta test it live.
2025-07-29 16:50:26 -07:00
Ashwin Bharambe
0ac503ec0d
feat(tests): record responses for evals and telemetry tests (#2954)
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Continuing with https://github.com/meta-llama/llama-stack/pull/2952

This also includes a "fix" to inference store related tests so that we
pull a large number of inference responses from the DB so as to always
find the one we just wrote.
2025-07-29 15:46:21 -07:00
Ashwin Bharambe
072d20a124
feat(test): record agents, safety and vector_io integration tests (#2952)
Continue to build on top of
https://github.com/meta-llama/llama-stack/pull/2941

## Test Plan

Run server with `LLAMA_STACK_TEST_INFERENCE_MODE=record` and then run
the integration tests with `--stack-config=server:starter`. Then restart
the server with `LLAMA_STACK_TEST_INFERENCE_MODE=replay` and re-run the
tests. Verify that no request hit Ollama at any point.
2025-07-29 14:02:14 -07:00
Ashwin Bharambe
2e5ca3f15c chore: move recordings one directory upwards 2025-07-29 12:46:19 -07:00