Commit graph

757 commits

Author SHA1 Message Date
Omar Abdelwahab
607e3cc05c
Merge branch 'main' into add-mcp-authentication-param 2025-11-12 14:55:23 -08:00
Omar Abdelwahab
7a823bc280 fix: remove syntax errors from test files caused by sed
Fixed syntax errors in test files that were introduced by batch sed replacement:
- test_tools_with_schemas.py: Removed leftover broken comments and closing brace
- test_mcp_json_schema.py: Removed all instances of broken comment blocks

The sed command left remnants that broke Python syntax.
2025-11-12 14:54:38 -08:00
Omar Abdelwahab
84baa5c406 feat: unify MCP authentication across Responses and Tool Runtime APIs
- Add authorization parameter to Tool Runtime API signatures (list_runtime_tools, invoke_tool)
- Update MCP provider implementation to use authorization from request body instead of provider-data
- Deprecate mcp_authorization and mcp_headers from provider-data (MCPProviderDataValidator now empty)
- Update all Tool Runtime tests to pass authorization as request body parameter
- Responses API already uses request body authorization (no changes needed)

This provides a single, consistent way to pass MCP authentication tokens across both APIs, addressing reviewer feedback about avoiding multiple configuration paths.
2025-11-12 14:41:00 -08:00
Ashwin Bharambe
fcf649b97a
feat(storage): share sql/kv instances and add upsert support (#4140)
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A few changes to the storage layer to ensure we reduce unnecessary
contention arising out of our design choices (and letting the database
layer do its correct thing):

- SQL stores now share a single `SqlAlchemySqlStoreImpl` per backend,
and `kvstore_impl` caches instances per `(backend, namespace)`. This
avoids spawning multiple SQLite connections for the same file, reducing
lock contention and aligning the cache story for all backends.

- Added an async upsert API (with SQLite/Postgres dialect inserts) and
routed it through `AuthorizedSqlStore`, then switched conversations and
responses to call it. Using native `ON CONFLICT DO UPDATE` eliminates
the insert-then-update retry window that previously caused long WAL lock
retries.

### Test Plan

Existing tests, added a unit test for `upsert()`
2025-11-12 12:14:26 -08:00
Ashwin Bharambe
492f79ca9b
fix: harden storage semantics (#4118)
Fixes issues in the storage system by guaranteeing immediate durability
for responses and ensuring background writers stay alive. Three related
fixes:

* Responses to the OpenAI-compatible API now write directly to
Postgres/SQLite inside the request instead of detouring through an async
queue that might never drain; this restores the expected
read-after-write behavior and removes the "response not found" races
reported by users.

* The access-control shim was stamping owner_principal/access_attributes
as SQL NULL, which Postgres interprets as non-public rows; fixing it to
use the empty-string/JSON-null pattern means conversations and responses
stored without an authenticated user stay queryable (matching SQLite).

* The inference-store queue remains for batching, but its worker tasks
now start lazily on the live event loop so server startup doesn't cancel
them—writes keep flowing even when the stack is launched via llama stack
run.

Closes #4115 

### Test Plan

Added a matrix entry to test our "base" suite against Postgres as the
store.
2025-11-12 10:35:39 -08:00
Ken Dreyer
94e977c257
fix(docs): link to test replay-record docs for discoverability (#4134)
Help users find the comprehensive integration testing docs by linking to
the record-replay documentation. This clarifies that the technical
README complements the main docs.
2025-11-12 10:04:56 -08:00
Francisco Arceo
eb3f9ac278
feat: allow returning embeddings and metadata from /vector_stores/ methods; disallow changing Provider ID (#4046)
# What does this PR do?

- Updates `/vector_stores/{vector_store_id}/files/{file_id}/content` to
allow returning `embeddings` and `metadata` using the `extra_query`
    -  Updates the UI accordingly to display them.

- Update UI to support CRUD operations in the Vector Stores section and
adds a new modal exposing the functionality.

- Updates Vector Store update to fail if a user tries to update Provider
ID (which doesn't make sense to allow)

```python
In  [1]: client.vector_stores.files.content(
    vector_store_id=vector_store.id, 
    file_id=file.id, 
    extra_query={"include_embeddings": True, "include_metadata": True}
)
Out [1]: FileContentResponse(attributes={}, content=[Content(text='This is a test document to check if embeddings are generated properly.\n', type='text', embedding=[0.33760684728622437, ...,], chunk_metadata={'chunk_id': '62a63ae0-c202-f060-1b86-0a688995b8d3', 'document_id': 'file-27291dbc679642ac94ffac6d2810c339', 'source': None, 'created_timestamp': 1762053437, 'updated_timestamp': 1762053437, 'chunk_window': '0-13', 'chunk_tokenizer': 'DEFAULT_TIKTOKEN_TOKENIZER', 'chunk_embedding_model': 'sentence-transformers/nomic
-ai/nomic-embed-text-v1.5', 'chunk_embedding_dimension': 768, 'content_token_count': 13, 'metadata_token_count': 9}, metadata={'filename': 'test-embedding.txt', 'chunk_id': '62a63ae0-c202-f060-1b86-0a688995b8d3', 'document_id': 'file-27291dbc679642ac94ffac6d2810c339', 'token_count': 13, 'metadata_token_count': 9})], file_id='file-27291dbc679642ac94ffac6d2810c339', filename='test-embedding.txt')
```

Screenshots of UI are displayed below:

### List Vector Store with Added "Create New Vector Store"
<img width="1912" height="491" alt="Screenshot 2025-11-06 at 10 47
25 PM"
src="https://github.com/user-attachments/assets/a3a3ddd9-758d-4005-ac9c-5047f03916f3"
/>

### Create New Vector Store
<img width="1918" height="1048" alt="Screenshot 2025-11-06 at 10 47
49 PM"
src="https://github.com/user-attachments/assets/b4dc0d31-696f-4e68-b109-27915090f158"
/>

### Edit Vector Store
<img width="1916" height="1355" alt="Screenshot 2025-11-06 at 10 48
32 PM"
src="https://github.com/user-attachments/assets/ec879c63-4cf7-489f-bb1e-57ccc7931414"
/>


### Vector Store Files Contents page (with Embeddings)
<img width="1914" height="849" alt="Screenshot 2025-11-06 at 11 54
32 PM"
src="https://github.com/user-attachments/assets/3095520d-0e90-41f7-83bd-652f6c3fbf27"
/>

### Vector Store Files Contents Details page (with Embeddings)
<img width="1916" height="1221" alt="Screenshot 2025-11-06 at 11 55
00 PM"
src="https://github.com/user-attachments/assets/e71dbdc5-5b49-472b-a43a-5785f58d196c"
/>

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->

## Test Plan
Tests added for Middleware extension and Provider failures.

---------

Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
2025-11-12 09:59:48 -08:00
Charlie Doern
37853ca558
fix(tests): add OpenAI client connection cleanup to prevent CI hangs (#4119)
# What does this PR do?

Add explicit connection cleanup and shorter timeouts to OpenAI client
fixtures. Fixes CI deadlock after 25+ tests due to connection pool
exhaustion. Also adds 60s timeout to test_conversation_context_loading
as safety net.

## Test Plan

tests pass

Signed-off-by: Charlie Doern <cdoern@redhat.com>
2025-11-12 12:17:13 -05:00
Omar Abdelwahab
30a544fb8c
Merge branch 'main' into add-mcp-authentication-param 2025-11-10 18:26:48 -08:00
Charlie Doern
43adc23ef6
refactor: remove dead inference API code and clean up imports (#4093)
# What does this PR do?

Delete ~2,000 lines of dead code from the old bespoke inference API that
was replaced by OpenAI-only API. This includes removing unused type
conversion functions, dead provider methods, and event_logger.py.

Clean up imports across the codebase to remove references to deleted
types. This eliminates unnecessary
code and dependencies, helping isolate the API package as a
self-contained module.

This is the last interdependency between the .api package and "exterior"
packages, meaning that now every other package in llama stack imports
the API, not the other way around.

## Test Plan

this is a structural change, no tests needed.

---------

Signed-off-by: Charlie Doern <cdoern@redhat.com>
2025-11-10 15:29:24 -08:00
Omar Abdelwahab
5c6f713354
Merge branch 'main' into add-mcp-authentication-param 2025-11-10 15:13:45 -08:00
Shabana Baig
433438cfc0
feat: Implement the 'max_tool_calls' parameter for the Responses API (#4062)
# Problem
Responses API uses max_tool_calls parameter to limit the number of tool
calls that can be generated in a response. Currently, LLS implementation
of the Responses API does not support this parameter.

# What does this PR do?
This pull request adds the max_tool_calls field to the response object
definition and updates the inline provider. it also ensures that:

- the total number of calls to built-in and mcp tools do not exceed
max_tool_calls
- an error is thrown if max_tool_calls < 1 (behavior seen with the
OpenAI Responses API, but we can change this if needed)

Closes #[3563](https://github.com/llamastack/llama-stack/issues/3563)

## Test Plan
- Tested manually for change in model response w.r.t supplied
max_tool_calls field.
- Added integration tests to test invalid max_tool_calls parameter.
- Added integration tests to check max_tool_calls parameter with
built-in and function tools.
- Added integration tests to check max_tool_calls parameter in the
returned response object.
- Recorded OpenAI Responses API behavior using a sample script:
https://github.com/s-akhtar-baig/llama-stack-examples/blob/main/responses/src/max_tool_calls.py

Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>
2025-11-10 13:21:27 -08:00
Omar Abdelwahab
114ab693a5
Merge branch 'main' into add-mcp-authentication-param 2025-11-10 13:19:12 -08:00
Dennis Kennetz
209a78b618
feat: add oci genai service as chat inference provider (#3876)
# What does this PR do?
Adds OCI GenAI PaaS models for openai chat completion endpoints.

## Test Plan
In an OCI tenancy with access to GenAI PaaS, perform the following
steps:

1. Ensure you have IAM policies in place to use service (check docs
included in this PR)
2. For local development, [setup OCI
cli](https://docs.oracle.com/en-us/iaas/Content/API/SDKDocs/cliinstall.htm)
and configure the CLI with your region, tenancy, and auth
[here](https://docs.oracle.com/en-us/iaas/Content/API/SDKDocs/cliconfigure.htm)
3. Once configured, go through llama-stack setup and run llama-stack
(uses config based auth) like:
```bash
OCI_AUTH_TYPE=config_file \
OCI_CLI_PROFILE=CHICAGO \
OCI_REGION=us-chicago-1 \
OCI_COMPARTMENT_OCID=ocid1.compartment.oc1..aaaaaaaa5...5a \
llama stack run oci
```
4. Hit the `models` endpoint to list models after server is running:
```bash
curl http://localhost:8321/v1/models | jq
...
{
      "identifier": "meta.llama-4-scout-17b-16e-instruct",
      "provider_resource_id": "ocid1.generativeaimodel.oc1.us-chicago-1.am...q",
      "provider_id": "oci",
      "type": "model",
      "metadata": {
        "display_name": "meta.llama-4-scout-17b-16e-instruct",
        "capabilities": [
          "CHAT"
        ],
        "oci_model_id": "ocid1.generativeaimodel.oc1.us-chicago-1.a...q"
      },
      "model_type": "llm"
},
   ...
```
5. Use the "display_name" field to use the model in a
`/chat/completions` request:
```bash
# Streaming result
curl -X POST http://localhost:8321/v1/chat/completions   -H "Content-Type: application/json"   -d '{
        "model": "meta.llama-4-scout-17b-16e-instruct",
       "stream": true,
       "temperature": 0.9,
      "messages": [
         {
           "role": "system",
           "content": "You are a funny comedian. You can be crass."
         },
          {
           "role": "user",
          "content": "Tell me a funny joke about programming."
         }
       ]
}'

# Non-streaming result
curl -X POST http://localhost:8321/v1/chat/completions   -H "Content-Type: application/json"   -d '{
        "model": "meta.llama-4-scout-17b-16e-instruct",
       "stream": false,
       "temperature": 0.9,
      "messages": [
         {
           "role": "system",
           "content": "You are a funny comedian. You can be crass."
         },
          {
           "role": "user",
          "content": "Tell me a funny joke about programming."
         }
       ]
}'
```
6. Try out other models from the `/models` endpoint.
2025-11-10 16:16:24 -05:00
ehhuang
d4ecbfd092
fix(vector store)!: fix file content API (#4105)
# What does this PR do?
- changed to match
https://app.stainless.com/api/spec/documented/openai/openapi.documented.yml

## Test Plan
updated test CI
2025-11-10 10:16:35 -08:00
Juan Pérez de Algaba
6147321083
fix: Vector store persistence across server restarts (#3977)
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# What does this PR do?

This PR fixes a bug in LlamaStack 0.3.0 where vector stores created via
the OpenAI-compatible API (`POST /v1/vector_stores`) would fail with
`VectorStoreNotFoundError` after server restart when attempting
operations like `vector_io.insert()` or `vector_io.query()`.

The bug affected **6 vector IO providers**: `pgvector`, `sqlite_vec`,
`chroma`, `milvus`, `qdrant`, and `weaviate`.

Created with the assistance of: claude-4.5-sonnet

## Root Cause

All affected providers had a broken
`_get_and_cache_vector_store_index()` method that:
1. Did not load existing vector stores from persistent storage during
initialization
2. Attempted to use `vector_store_table` (which was either `None` or a
`KVStore` without the required `get_vector_store()` method)
3. Could not reload vector stores after server restart or cache miss

## Solution

This PR implements a consistent pattern across all 6 providers:

1. **Load vector stores during initialization** - Pre-populate the cache
from KV store on startup
2. **Fix lazy loading** - Modified `_get_and_cache_vector_store_index()`
to load directly from KV store instead of relying on
`vector_store_table`
3. **Remove broken dependency** - Eliminated reliance on the
`vector_store_table` pattern

## Testing steps

### 1.1 Configure the stack

Create or use an existing configuration with a vector IO provider.

**Example `run.yaml`:**

```yaml
vector_io_store:
  - provider_id: pgvector
    provider_type: remote::pgvector
    config:
      host: localhost
      port: 5432
      db: llamastack
      user: llamastack
      password: llamastack

inference:
  - provider_id: sentence-transformers
    provider_type: inline::sentence-transformers
    config:
      model: sentence-transformers/all-MiniLM-L6-v2
```

### 1.2 Start the server

```bash
llama stack run run.yaml --port 5000
```

Wait for the server to fully start. You should see:

```
INFO: Started server process
INFO: Application startup complete
```

---

## Step 2: Create a Vector Store

### 2.1 Create via API

```bash
curl -X POST http://localhost:5000/v1/vector_stores \
  -H "Content-Type: application/json" \
  -d '{
    "name": "test-persistence-store",
    "extra_body": {
      "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
      "embedding_dimension": 384,
      "provider_id": "pgvector"
    }
  }' | jq
```

### 2.2 Expected Response

```json
{
  "id": "vs_a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d",
  "object": "vector_store",
  "name": "test-persistence-store",
  "status": "completed",
  "created_at": 1730304000,
  "file_counts": {
    "total": 0,
    "completed": 0,
    "in_progress": 0,
    "failed": 0,
    "cancelled": 0
  },
  "usage_bytes": 0
}
```

**Save the `id` field** (e.g.,
`vs_a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d`) — you’ll need it for the next
steps.

---

## Step 3: Insert Data (Before Restart)

### 3.1 Insert chunks into the vector store

```bash
export VS_ID="vs_a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d"

curl -X POST http://localhost:5000/vector-io/insert \
  -H "Content-Type: application/json" \
  -d "{
    \"vector_store_id\": \"$VS_ID\",
    \"chunks\": [
      {
        \"content\": \"Python is a high-level programming language known for its readability.\",
        \"metadata\": {\"source\": \"doc1\", \"page\": 1}
      },
      {
        \"content\": \"Machine learning enables computers to learn from data without explicit programming.\",
        \"metadata\": {\"source\": \"doc2\", \"page\": 1}
      },
      {
        \"content\": \"Neural networks are inspired by biological neurons in the brain.\",
        \"metadata\": {\"source\": \"doc3\", \"page\": 1}
      }
    ]
  }"
```

### 3.2 Expected Response

Status: **200 OK**  
Response: *Empty or success confirmation*

---

## Step 4: Query Data (Before Restart – Baseline)

### 4.1 Query the vector store

```bash
curl -X POST http://localhost:5000/vector-io/query \
  -H "Content-Type: application/json" \
  -d "{
    \"vector_store_id\": \"$VS_ID\",
    \"query\": \"What is machine learning?\"
  }" | jq
```

### 4.2 Expected Response

```json
{
  "chunks": [
    {
      "content": "Machine learning enables computers to learn from data without explicit programming.",
      "metadata": {"source": "doc2", "page": 1}
    },
    {
      "content": "Neural networks are inspired by biological neurons in the brain.",
      "metadata": {"source": "doc3", "page": 1}
    }
  ],
  "scores": [0.85, 0.72]
}
```

**Checkpoint:** Works correctly before restart.

---

## Step 5: Restart the Server (Critical Test)

### 5.1 Stop the server

In the terminal where it’s running:

```
Ctrl + C
```

Wait for:

```
Shutting down...
```

### 5.2 Restart the server

```bash
llama stack run run.yaml --port 5000
```

Wait for:

```
INFO: Started server process
INFO: Application startup complete
```

The vector store cache is now empty, but data should persist.

---

## Step 6: Verify Vector Store Exists (After Restart)

### 6.1 List vector stores

```bash
curl http://localhost:5000/v1/vector_stores | jq
```

### 6.2 Expected Response

```json
{
  "object": "list",
  "data": [
    {
      "id": "vs_a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d",
      "name": "test-persistence-store",
      "status": "completed"
    }
  ]
}
```

**Checkpoint:** Vector store should be listed.

---

## Step 7: Insert Data (After Restart – THE BUG TEST)

### 7.1 Insert new chunks

```bash
curl -X POST http://localhost:5000/vector-io/insert \
  -H "Content-Type: application/json" \
  -d "{
    \"vector_store_id\": \"$VS_ID\",
    \"chunks\": [
      {
        \"content\": \"This chunk was inserted AFTER the server restart.\",
        \"metadata\": {\"source\": \"post-restart\", \"test\": true}
      }
    ]
  }"
```

### 7.2 Expected Results

**With Fix (Correct):**
```
Status: 200 OK
Response: Success
```

 **Without Fix (Bug):**
```json
{
  "detail": "VectorStoreNotFoundError: Vector Store 'vs_a1b2c3d4-e5f6-4a7b-8c9d-0e1f2a3b4c5d' not found."
}
```

 **Critical Test:** If insertion succeeds, the fix works.

---

## Step 8: Query Data (After Restart – Verification)

### 8.1 Query all data

```bash
curl -X POST http://localhost:5000/vector-io/query \
  -H "Content-Type: application/json" \
  -d "{
    \"vector_store_id\": \"$VS_ID\",
    \"query\": \"restart\"
  }" | jq
```

### 8.2 Expected Response

```json
{
  "chunks": [
    {
      "content": "This chunk was inserted AFTER the server restart.",
      "metadata": {"source": "post-restart", "test": true}
    }
  ],
  "scores": [0.95]
}
```

**Checkpoint:** Both old and new data are queryable.

---

## Step 9: Multiple Restart Test (Extra Verification)

### 9.1 Restart again

```bash
Ctrl + C
llama stack run run.yaml --port 5000
```

### 9.2 Query after restart

```bash
curl -X POST http://localhost:5000/vector-io/query \
  -H "Content-Type: application/json" \
  -d "{
    \"vector_store_id\": \"$VS_ID\",
    \"query\": \"programming\"
  }" | jq
```

**Expected:** Works correctly across multiple restarts.

---------

Co-authored-by: Francisco Arceo <arceofrancisco@gmail.com>
2025-11-09 00:05:00 -05:00
Omar Abdelwahab
c353873774 precommit run 2025-11-07 14:54:33 -08:00
Omar Abdelwahab
0f0aa6a6c5 fix: correct import path for LlamaStackAsLibraryClient in test
Fixed incorrect import in test_mcp_authentication.py:
- Changed: from llama_stack import LlamaStackAsLibraryClient
- To: from llama_stack.core.library_client import LlamaStackAsLibraryClient

This aligns with the correct import pattern used in other test files.
2025-11-07 14:49:27 -08:00
Omar Abdelwahab
735831206d fix: update tests to use new mcp_authorization field
Updates integration tests to use the new mcp_authorization field
instead of the old method of passing Authorization in mcp_headers.

Changes:
- tests/integration/tool_runtime/test_mcp.py
- tests/integration/inference/test_tools_with_schemas.py
- tests/integration/tool_runtime/test_mcp_json_schema.py (6 occurrences)

All tests now use:
  provider_data = {"mcp_authorization": {uri: AUTH_TOKEN}}

Instead of the old rejected format:
  provider_data = {"mcp_headers": {uri: {"Authorization": f"Bearer {AUTH_TOKEN}"}}}

This aligns with the security architecture that prevents
accidentally leaking inference tokens to MCP servers.
2025-11-07 14:46:30 -08:00
Omar Abdelwahab
1a7ba683e3
Merge branch 'main' into add-mcp-authentication-param 2025-11-07 14:26:06 -08:00
Omar Abdelwahab
ccb870c8fb precommit 2025-11-07 12:14:42 -08:00
Omar Abdelwahab
8ce30b71f4 test: update error message match for authorization validation
Updated test_mcp_authorization_error_when_header_provided to match
the new validation error message from the Pydantic validator.
2025-11-07 10:52:40 -08:00
Ashwin Bharambe
aa2bd82b1d
fix(ci): add recordings for responses suite due to web search type changing (#4104)
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#4103 broke (even though the PR itself was green) trunk
2025-11-07 10:42:07 -08:00
Aakanksha Duggal
b83184f7ef
feat(responses)!: Add web_search_2025_08_26 to the WebSearchToolTypes (#4103)
# What does this PR do?
Resolves #4102 

1. Added `web_search_2025_08_26` to the `WebSearchToolTypes` list and
the `OpenAIResponseInputToolWebSearch.type` Literal union
2. No changes needed to tool execution logic - all `web_search` types
map to the same underlying tool
3. Backward compatibility is maintained - existing `web_search`,
`web_search_preview`, and `web_search_preview_2025_03_11` types continue
to work
4. Added an integration test case using {"type":
"web_search_2025_08_26"} to verify it works correctly
5. Updated `docs/docs/providers/openai_responses_limitations.mdx` to
reflect that `web_search_2025_08_26` is now supported.
6. Removed incorrect references to `MOD1/MOD2/MOD3` (which don't exist
in the codebase)


<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->

## Test Plan
<!-- Describe the tests you ran to verify your changes with result
summaries. *Provide clear instructions so the plan can be easily
re-executed.* -->

---------

Signed-off-by: Aakanksha Duggal <aduggal@redhat.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-07 10:01:12 -08:00
Ashwin Bharambe
f49cb0b717
chore: Stack server no longer depends on llama-stack-client (#4094)
This dependency has been bothering folks for a long time (cc @leseb). We
really needed it due to "library client" which is primarily used for our
tests and is not a part of the Stack server. Anyone who needs to use the
library client can certainly install `llama-stack-client` in their
environment to make that work.

Updated the notebook references to install `llama-stack-client`
additionally when setting things up.
2025-11-07 09:54:09 -08:00
Ashwin Bharambe
b68a25d377
fix(tests): bring back some responses tests (#4098)
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https://github.com/llamastack/llama-stack/pull/4055 cleaned the agents
implementation but while doing so it removed some tests which actually
corresponded to the responses implementation. This PR brings those tests
and assocated recordings back.

(We should likely combine all responses tests into one suite, but that
is beyond the scope of this PR.)
2025-11-07 07:49:38 +01:00
Sumanth Kamenani
e894e36eea
feat: add OpenAI-compatible Bedrock provider (#3748)
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Implements AWS Bedrock inference provider using OpenAI-compatible
endpoint for Llama models available through Bedrock.

Closes: #3410


## What does this PR do?

Adds AWS Bedrock as an inference provider using the OpenAI-compatible
endpoint. This lets us use Bedrock models (GPT-OSS, Llama) through the
standard llama-stack inference API.

The implementation uses LiteLLM's OpenAI client under the hood, so it
gets all the OpenAI compatibility features. The provider handles
per-request API key overrides via headers.

## Test Plan

**Tested the following scenarios:**
- Non-streaming completion - basic request/response flow
- Streaming completion - SSE streaming with chunked responses
- Multi-turn conversations - context retention across turns
- Tool calling - function calling with proper tool_calls format

# Bedrock OpenAI-Compatible Provider - Test Results


**Model:** `bedrock-inference/openai.gpt-oss-20b-1:0`


---

## Test 1: Model Listing

**Request:**
```http
GET /v1/models HTTP/1.1
```

**Response:**
```http
HTTP/1.1 200 OK
Content-Type: application/json

{
  "data": [
    {"identifier": "bedrock-inference/openai.gpt-oss-20b-1:0", ...},
    {"identifier": "bedrock-inference/openai.gpt-oss-40b-1:0", ...}
  ]
}
```

---

## Test 2: Non-Streaming Completion

**Request:**
```http
POST /v1/chat/completions HTTP/1.1
Content-Type: application/json

{
  "model": "bedrock-inference/openai.gpt-oss-20b-1:0",
  "messages": [{"role": "user", "content": "Say 'Hello from Bedrock' and nothing else"}],
  "stream": false
}
```

**Response:**
```http
HTTP/1.1 200 OK
Content-Type: application/json

{
  "choices": [{
    "finish_reason": "stop",
    "message": {"content": "...Hello from Bedrock"}
  }],
  "usage": {"prompt_tokens": 79, "completion_tokens": 50, "total_tokens": 129}
}
```

---

## Test 3: Streaming Completion

**Request:**
```http
POST /v1/chat/completions HTTP/1.1
Content-Type: application/json

{
  "model": "bedrock-inference/openai.gpt-oss-20b-1:0",
  "messages": [{"role": "user", "content": "Count from 1 to 5"}],
  "stream": true
}
```

**Response:**
```http
HTTP/1.1 200 OK
Content-Type: text/event-stream

[6 SSE chunks received]
Final content: "1, 2, 3, 4, 5"
```

---

## Test 4: Error Handling - Invalid Model

**Request:**
```http
POST /v1/chat/completions HTTP/1.1
Content-Type: application/json

{
  "model": "invalid-model-id",
  "messages": [{"role": "user", "content": "Hello"}],
  "stream": false
}
```

**Response:**
```http
HTTP/1.1 404 Not Found
Content-Type: application/json

{
  "detail": "Model 'invalid-model-id' not found. Use 'client.models.list()' to list available Models."
}
```

---

## Test 5: Multi-Turn Conversation

**Request 1:**
```http
POST /v1/chat/completions HTTP/1.1

{
  "messages": [{"role": "user", "content": "My name is Alice"}]
}
```

**Response 1:**
```http
HTTP/1.1 200 OK

{
  "choices": [{
    "message": {"content": "...Nice to meet you, Alice! How can I help you today?"}
  }]
}
```

**Request 2 (with history):**
```http
POST /v1/chat/completions HTTP/1.1

{
  "messages": [
    {"role": "user", "content": "My name is Alice"},
    {"role": "assistant", "content": "...Nice to meet you, Alice!..."},
    {"role": "user", "content": "What is my name?"}
  ]
}
```

**Response 2:**
```http
HTTP/1.1 200 OK

{
  "choices": [{
    "message": {"content": "...Your name is Alice."}
  }],
  "usage": {"prompt_tokens": 183, "completion_tokens": 42}
}
```

**Context retained across turns**

---

## Test 6: System Messages

**Request:**
```http
POST /v1/chat/completions HTTP/1.1

{
  "messages": [
    {"role": "system", "content": "You are Shakespeare. Respond only in Shakespearean English."},
    {"role": "user", "content": "Tell me about the weather"}
  ]
}
```

**Response:**
```http
HTTP/1.1 200 OK

{
  "choices": [{
    "message": {"content": "Lo! I heed thy request..."}
  }],
  "usage": {"completion_tokens": 813}
}
```


---

## Test 7: Tool Calling

**Request:**
```http
POST /v1/chat/completions HTTP/1.1

{
  "messages": [{"role": "user", "content": "What's the weather in San Francisco?"}],
  "tools": [{
    "type": "function",
    "function": {
      "name": "get_weather",
      "parameters": {"type": "object", "properties": {"location": {"type": "string"}}}
    }
  }]
}
```

**Response:**
```http
HTTP/1.1 200 OK

{
  "choices": [{
    "finish_reason": "tool_calls",
    "message": {
      "tool_calls": [{
        "function": {"name": "get_weather", "arguments": "{\"location\":\"San Francisco\"}"}
      }]
    }
  }]
}
```

---

## Test 8: Sampling Parameters

**Request:**
```http
POST /v1/chat/completions HTTP/1.1

{
  "messages": [{"role": "user", "content": "Say hello"}],
  "temperature": 0.7,
  "top_p": 0.9
}
```

**Response:**
```http
HTTP/1.1 200 OK

{
  "choices": [{
    "message": {"content": "...Hello! 👋 How can I help you today?"}
  }]
}
```

---

## Test 9: Authentication Error Handling

### Subtest A: Invalid API Key

**Request:**
```http
POST /v1/chat/completions HTTP/1.1
x-llamastack-provider-data: {"aws_bedrock_api_key": "invalid-fake-key-12345"}

{"model": "bedrock-inference/openai.gpt-oss-20b-1:0", ...}
```

**Response:**
```http
HTTP/1.1 400 Bad Request

{
  "detail": "Invalid value: Authentication failed: Error code: 401 - {'error': {'message': 'Invalid API Key format: Must start with pre-defined prefix', ...}}"
}
```

---

### Subtest B: Empty API Key (Fallback to Config)

**Request:**
```http
POST /v1/chat/completions HTTP/1.1
x-llamastack-provider-data: {"aws_bedrock_api_key": ""}

{"model": "bedrock-inference/openai.gpt-oss-20b-1:0", ...}
```

**Response:**
```http
HTTP/1.1 200 OK

{
  "choices": [{
    "message": {"content": "...Hello! How can I assist you today?"}
  }]
}
```

 **Fell back to config key**

---

### Subtest C: Malformed Token

**Request:**
```http
POST /v1/chat/completions HTTP/1.1
x-llamastack-provider-data: {"aws_bedrock_api_key": "not-a-valid-bedrock-token-format"}

{"model": "bedrock-inference/openai.gpt-oss-20b-1:0", ...}
```

**Response:**
```http
HTTP/1.1 400 Bad Request

{
  "detail": "Invalid value: Authentication failed: Error code: 401 - {'error': {'message': 'Invalid API Key format: Must start with pre-defined prefix', ...}}"
}
```
2025-11-06 17:18:18 -08:00
Omar Abdelwahab
d08c529ac0 formatting issues 2025-11-06 12:43:24 -08:00
Omar Abdelwahab
5ce48d2c6a precommit 2025-11-06 12:02:45 -08:00
Omar Abdelwahab
ac9442eb92 fix: update test_mcp to use authorization parameter instead of headers
Changed tool_defs in test_mcp_invocation to use 'authorization' parameter
instead of passing Authorization via headers dict for security compliance.
2025-11-06 11:46:45 -08:00
Omar Abdelwahab
dbe41d9510 Updated a single test case to not include authorization field in the header 2025-11-06 11:08:27 -08:00
Omar Abdelwahab
d58da03e40 fix: update test to use authorization parameter instead of headers
For security reasons, reject Authorization header in headers dict and require
use of the dedicated authorization parameter instead.
2025-11-06 11:07:21 -08:00
Omar Abdelwahab
18aff1abaa rejecting headers that include Authorization in the header and pointing them to the authorization param. 2025-11-06 10:59:45 -08:00
Derek Higgins
dc9497a3b2
ci: Temperarily disable Telemetry during tests (#4090)
Closes: #4089

Signed-off-by: Derek Higgins <derekh@redhat.com>
2025-11-06 17:53:02 +01:00
Derek Higgins
03d23db910
ci: vllm ci job update (#4088)
Add missing recording for vllm in library mode
Add Docker env (missed during rebase)

Signed-off-by: Derek Higgins <derekh@redhat.com>
2025-11-06 16:59:55 +01:00
Derek Higgins
c62a09ab76
ci: Add vLLM support to integration testing infrastructure (with qwen) (#3545)
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o Introduces vLLM provider support to the record/replay testing
framework
o Enabling both recording and replay of vLLM API interactions alongside
existing Ollama support.

The changes enable testing of vLLM functionality. vLLM tests focus on
inference capabilities, while Ollama continues to exercise the full API
surface
including vision features.

--
This is an alternative to #3128 , using qwen3 instead of llama 3.2 1B
appears to be more capable at structure output and tool calls.

---------

Signed-off-by: Derek Higgins <derekh@redhat.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-06 10:36:40 +01:00
ehhuang
b335419faa
fix: actualize chunking strategy in vector store create API (#4086)
# What does this PR do?

- when create vector store is called without chunk strategy, we actually
the strategy used so that the value is persisted instead of
strategy='None'

## Test Plan
updated tests
2025-11-05 15:47:54 -08:00
ehhuang
9d5c34af27
fix!: BREAKING CHANGE: vector_store: search API response fix (#4080)
# What does this PR do?
- search_query in the vector store search API should be a list,
according to https://github.com/openai/openai-openapi


## Test Plan
modified tests


---
[//]: # (BEGIN SAPLING FOOTER)
Stack created with [Sapling](https://sapling-scm.com). Best reviewed
with
[ReviewStack](https://reviewstack.dev/llamastack/llama-stack/pull/4080).
* #4086
* __->__ #4080
2025-11-05 15:01:48 -08:00
Omar Abdelwahab
411b18a90f
Merge branch 'main' into add-mcp-authentication-param 2025-11-05 14:12:32 -08:00
ehhuang
84a84ee85c
fix: last_id when listing files in vector store (#4079)
# What does this PR do?
the last_id should be the id of the last item in the returned list, not
the unfiltered list.

## Test Plan
fixed test
2025-11-05 14:10:10 -08:00
Omar Abdelwahab
dcb3dc4211 raising an error when the authentication field is present in the authorization field and in the header 2025-11-05 11:41:02 -08:00
Omar Abdelwahab
09ef0b38c1 Updated the authentication field to take just the token 2025-11-05 10:49:35 -08:00
Emilio Garcia
ba50790a28
feat(tests): metrics tests (#3966)
# What does this PR do?
1. Make telemetry tests as easy as possible for users by expanding the
`SpanStub` data class and creating the `MetricStub` dataclass as a way
to consistently marshal telemetry data in test fixtures and unmarshal
and handle it in tests.
2. Structure server and client tests to always follow the same standards
for consistent testing experience by using the `SpanStub` and
`MetricStub` data class objects.
3. Enable Metrics Testing for completions endpoint
4. Correct token metrics to use histograms instead of counts to capture
tokens per request rather than a cumulative count of tokens over the
lifecycle of the server.

## Test Plan
These are tests
2025-11-05 10:26:15 -08:00
Roy Belio
2619f3552e
fix: show built-in distributions in llama stack list (#4040)
# What does this PR do?
Fixes issue #3922 where `llama stack list` only showed distributions
after they were run. This PR makes the command show all available
distributions immediately on a fresh install.

Closes #3922

## Changes
- **Updated `_get_distribution_dirs()`** to discover both built-in and
built distributions:
- Built-in distributions from `src/llama_stack/distributions/` (e.g.,
starter, nvidia, dell)
  - Built distributions from `~/.llama/distributions`
- **Added a "Source" column** to distinguish between "built-in" and
"built" distributions
- **Built distributions override built-in ones** with the same name
(expected behavior)
- **Updated config file detection logic** to handle both naming
conventions:
  - Built-in: `build.yaml` and `run.yaml`
  - Built: `{name}-build.yaml` and `{name}-run.yaml`

## Test Plan
### Unit Tests
Added comprehensive unit tests in
`tests/unit/distribution/test_stack_list.py`:
```bash
uv run pytest tests/unit/distribution/test_stack_list.py -v
```
**Result**:  All 8 tests pass
- `test_builtin_distros_shown_without_running` - Verifies the core fix
for issue #3922
- `test_builtin_and_built_distros_shown_together` - Ensures both types
are shown
- `test_built_distribution_overrides_builtin` - Tests override behavior
- `test_empty_distributions` - Edge case handling
- `test_config_files_detection_builtin` - Config file detection for
built-in distros
- `test_config_files_detection_built` - Config file detection for built
distros
- `test_llamastack_prefix_stripped` - Name normalization
- `test_hidden_directories_ignored` - Filters hidden directories

### Manual Testing
**Before the fix** (simulated with empty `~/.llama/distributions`):
```bash
$ llama stack list
No stacks found in ~/.llama/distributions
```

**After the fix**:
```bash
$ llama stack list
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Stack Name        ┃ Source   ┃ Path              ┃ Build Config ┃ Run Config ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ ci-tests          │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ dell              │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ meta-reference-g… │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ nvidia            │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ open-benchmark    │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ postgres-demo     │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ starter           │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ starter-gpu       │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
│ watsonx           │ built-in │ /path/to/src/...  │ Yes          │ Yes        │
└───────────────────┴──────────┴───────────────────┴──────────────┴────────────┘
```

**After running a distribution**:
```bash
$ llama stack run starter  # Creates ~/.llama/distributions/starter
$ llama stack list
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ Stack Name        ┃ Source   ┃ Path              ┃ Build Config ┃ Run Config ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ ...               │ built-in │ ...               │ Yes          │ Yes        │
│ starter           │ built    │ ~/.llama/distri…  │ No           │ No         │
│ ...               │ built-in │ ...               │ Yes          │ Yes        │
└───────────────────┴──────────┴───────────────────┴──────────────┴────────────┘
```
Note how `starter` now shows as "built" and points to
`~/.llama/distributions`, overriding the built-in version.

## Breaking Changes
**No breaking changes** - This is a bug fix that improves user
experience with minimal risk:
- No programmatic parsing of output found in the codebase
- Table format is clearly for human consumption
- The new "Source" column helps users understand where distributions
come from
- The behavior change is exactly what users expect (seeing all available
distributions)

---------

Co-authored-by: Claude <noreply@anthropic.com>
2025-11-05 10:16:28 -08:00
Ashwin Bharambe
4d3069bfa5
chore(ci): remove unused recordings (#4074)
Added a script to cleanup recordings. While doing this, moved the CI
matrix generation to a separate script so there is a single source of
truth for the matrix.

Ran the cleanup script as:
```
PYTHONPATH=. python scripts/cleanup_recordings.py
```

Also added this as part of the pre-commit workflow to ensure that the
recordings are always up to date and that no stale recordings are left
in the repo.
2025-11-05 09:21:58 -08:00
Sébastien Han
fd1603beef
chore: remove unused classes (#4077)
# What does this PR do?

These were maybe be included in the webmethod?
The unit test was pointless too since the request was never used
anywhere?

This shouldn't be in the API definition, if we never consume it.

## Test Plan

CI with pre-commit on OpenAPI spec generation.

Signed-off-by: Sébastien Han <seb@redhat.com>
2025-11-05 16:45:23 +01:00
Omar Abdelwahab
8632c705aa
Merge branch 'main' into add-mcp-authentication-param 2025-11-04 16:20:38 -08:00
Omar Abdelwahab
5c5f6f7e65 updated the test script 2025-11-04 15:36:09 -08:00
Ashwin Bharambe
a8a8aa56c0
chore!: remove the agents (sessions and turns) API (#4055)
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- Removes the deprecated agents (sessions and turns) API that was marked
alpha in 0.3.0
- Cleans up unused imports and orphaned types after the API removal
- Removes `SessionNotFoundError` and `AgentTurnInputType` which are no
longer needed

The agents API is completely superseded by the Responses + Conversations
APIs, and the client SDK Agent class already uses those implementations.

Corresponding client-side PR:
https://github.com/llamastack/llama-stack-client-python/pull/295
2025-11-04 09:38:39 -08:00
Mustafa Elbehery
a6ddbae0ed
chore(test): migrate unit tests from unittest to pytest nvidia test eval (#3249)
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# What does this PR do?
<!-- Provide a short summary of what this PR does and why. Link to
relevant issues if applicable. -->
This PR migrates `unittest` to `pytest` in
`tests/unit/providers/nvidia/test_eval.py`.

<!-- If resolving an issue, uncomment and update the line below -->
<!-- Closes #[issue-number] -->
Part of https://github.com/llamastack/llama-stack/issues/2680

Supersedes https://github.com/llamastack/llama-stack/pull/2791

Signed-off-by: Mustafa Elbehery <melbeher@redhat.com>
2025-11-04 10:29:07 +01:00