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feat: Add support for query rewrite in vector_store.search (#4171)
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# What does this PR do?
Actualize query rewrite in search API, add
`default_query_expansion_model` and `query_expansion_prompt` in
`VectorStoresConfig`.
Makes `rewrite_query` parameter functional in vector store search.
- `rewrite_query=false` (default): Use original query
- `rewrite_query=true`: Expand query via LLM, or fail gracefully if no
LLM available
Adds 4 parameters to`VectorStoresConfig`:
- `default_query_expansion_model`: LLM model for query expansion
(optional)
- `query_expansion_prompt`: Custom prompt template (optional, uses
built-in default)
- `query_expansion_max_tokens`: Configurable token limit (default: 100)
- `query_expansion_temperature`: Configurable temperature (default: 0.3)
Enabled `run.yaml`:
```yaml
vector_stores:
rewrite_query_params:
model:
provider_id: "ollama"
model_id: "llama3.2:3b-instruct-fp16"
# prompt defaults to built-in
# max_tokens defaults to 100
# temperature defaults to 0.3
```
Fully customized `run.yaml`:
```yaml
vector_stores:
default_provider_id: faiss
default_embedding_model:
provider_id: sentence-transformers
model_id: nomic-ai/nomic-embed-text-v1.5
rewrite_query_params:
model:
provider_id: ollama
model_id: llama3.2:3b-instruct-fp16
prompt: "Rewrite this search query to improve retrieval results by expanding it with relevant synonyms and related terms: {query}"
max_tokens: 100
temperature: 0.3
```
## Test Plan
Added test and recording
Example script as well:
```python
import asyncio
from llama_stack_client import LlamaStackClient
from io import BytesIO
def gen_file(client, text: str=""):
file_buffer = BytesIO(text.encode('utf-8'))
file_buffer.name = "my_file.txt"
uploaded_file = client.files.create(
file=file_buffer,
purpose="assistants"
)
return uploaded_file
async def test_query_rewriting():
client = LlamaStackClient(base_url="http://0.0.0.0:8321/")
uploaded_file = gen_file(client, "banana banana apple")
uploaded_file2 = gen_file(client, "orange orange kiwi")
vs = client.vector_stores.create()
xf_vs = client.vector_stores.files.create(vector_store_id=vs.id, file_id=uploaded_file.id)
xf_vs1 = client.vector_stores.files.create(vector_store_id=vs.id, file_id=uploaded_file2.id)
response1 = client.vector_stores.search(
vector_store_id=vs.id,
query="apple",
max_num_results=3,
rewrite_query=False
)
response2 = client.vector_stores.search(
vector_store_id=vs.id,
query="kiwi",
max_num_results=3,
rewrite_query=True,
)
print(f"\n🔵 Response 1 (rewrite_query=False):\n\033[94m{response1}\033[0m")
print(f"\n🟢 Response 2 (rewrite_query=True):\n\033[92m{response2}\033[0m")
for f in [uploaded_file.id, uploaded_file2.id]:
client.files.delete(file_id=f)
client.vector_stores.delete(vector_store_id=vs.id)
if __name__ == "__main__":
asyncio.run(test_query_rewriting())
```
And see the screen shot of the server logs showing it worked.
<img width="1111" height="826" alt="Screenshot 2025-11-19 at 1 16 03 PM"
src="https://github.com/user-attachments/assets/2d188b44-1fef-4df5-b465-2d6728ca49ce"
/>
Notice the log:
```bash
Query rewritten:
'kiwi' → 'kiwi, a small brown or green fruit native to New Zealand, or a person having a fuzzy brown outer skin similar in appearance.'
```
So `kiwi` was expanded.
---------
Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
Co-authored-by: Matthew Farrellee <matt@cs.wisc.edu>
This commit is contained in:
Francisco Javier Arceo
GitHub
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"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "o3-deep-research",
|
||||
"created": 1749840121,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "o3-deep-research-2025-06-26",
|
||||
"created": 1750865219,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-4o-mini-transcribe",
|
||||
"created": 1742068596,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-4o-mini-realtime-preview",
|
||||
"created": 1734387380,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-4o-mini-realtime-preview-2024-12-17",
|
||||
"created": 1734112601,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "o3",
|
||||
"created": 1744225308,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "o3-2025-04-16",
|
||||
"created": 1744133301,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-4o-transcribe-diarize",
|
||||
"created": 1750798887,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-5.1-codex",
|
||||
"created": 1762988221,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-4o-audio-preview-2024-10-01",
|
||||
"created": 1727389042,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-4o-realtime-preview-2024-10-01",
|
||||
"created": 1727131766,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
},
|
||||
{
|
||||
"__type__": "openai.types.model.Model",
|
||||
"__data__": {
|
||||
"id": "gpt-5-codex",
|
||||
"created": 1757527818,
|
||||
"object": "model",
|
||||
"owned_by": "system"
|
||||
}
|
||||
}
|
||||
],
|
||||
"is_streaming": false
|
||||
},
|
||||
"id_normalization_mapping": {}
|
||||
}
|
||||
|
|
@ -1704,3 +1704,50 @@ def test_openai_vector_store_file_contents_with_extra_query(
|
|||
assert with_flags_embedding is not None, "Embeddings should be included when include_embeddings=True"
|
||||
assert len(with_flags_embedding) > 0, "Embedding should be a non-empty list"
|
||||
assert without_flags_embedding is None, "Embeddings should not be included when include_embeddings=False"
|
||||
|
||||
|
||||
@vector_provider_wrapper
|
||||
def test_openai_vector_store_search_with_rewrite_query(
|
||||
compat_client_with_empty_stores,
|
||||
client_with_models,
|
||||
sample_chunks,
|
||||
embedding_model_id,
|
||||
embedding_dimension,
|
||||
vector_io_provider_id,
|
||||
):
|
||||
"""Test that rewrite_query parameter is properly passed through and handled."""
|
||||
skip_if_provider_doesnt_support_openai_vector_stores(client_with_models)
|
||||
|
||||
compat_client = compat_client_with_empty_stores
|
||||
llama_client = client_with_models
|
||||
|
||||
# Create vector store and insert chunks
|
||||
vector_store = compat_client.vector_stores.create(
|
||||
name="rewrite_test",
|
||||
extra_body={"embedding_model": embedding_model_id, "provider_id": vector_io_provider_id},
|
||||
)
|
||||
llama_client.vector_io.insert(
|
||||
vector_store_id=vector_store.id,
|
||||
chunks=sample_chunks,
|
||||
)
|
||||
|
||||
response_no_rewrite = compat_client.vector_stores.search(
|
||||
vector_store_id=vector_store.id,
|
||||
query="programming",
|
||||
max_num_results=2,
|
||||
rewrite_query=False,
|
||||
)
|
||||
assert response_no_rewrite is not None
|
||||
|
||||
# Test rewrite_query=True should fail with proper error when no LLM models are configured
|
||||
with pytest.raises((BadRequestError, OpenAIBadRequestError, ValueError)) as exc_info:
|
||||
compat_client.vector_stores.search(
|
||||
vector_store_id=vector_store.id,
|
||||
query="programming",
|
||||
max_num_results=2,
|
||||
rewrite_query=True,
|
||||
)
|
||||
|
||||
# Verify the error message indicates missing query rewriting configuration
|
||||
error_message = str(exc_info.value)
|
||||
assert "Query rewriting is not available" in error_message
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue