Commit Graph

56 Commits (f3601b0aaff4a7e9a0945a4e7bc784e44f84a481)

Author SHA1 Message Date
James Briggs ca288d8f2c
community[patch]: add vector param to index query for pinecone vec store (#16054) 8 months ago
Antonio Morales 476fb328ee
community[patch]: implement adelete from VectorStore in Qdrant (#16005)
**Description:**
Implement `adelete` function from `VectorStore` in `Qdrant` to support
other asynchronous flows such as async indexing (`aindex`) which
requires `adelete` to be implemented. Since `Qdrant` can be passed an
async qdrant client, this can be supported easily.

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
8 months ago
高远 061e63eef2
community[minor]: add vikingdb vecstore (#15155)
---------

Co-authored-by: gaoyuan <gaoyuan.20001218@bytedance.com>
8 months ago
盐粒 Yanli ddf4e7c633
community[minor]: Update pgvecto_rs to use its high level sdk (#15574)
- **Description:** Update pgvecto_rs to use its high level sdk, 
  - **Issue:** fix #15173
8 months ago
YHW ce21392a21
community: add a flag that determines whether to load the milvus collection (#15693)
fix https://github.com/langchain-ai/langchain/issues/15694

---------

Co-authored-by: hyungwookyang <hyungwookyang@worksmobile.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
8 months ago
JaguarDB b11fd3bedc
community[patch]: jaguar vector store fix integer-element error when joining metadata values (#15939)
- **Description:** some document loaders add integer-type metadata
values which cause error
  - **Issue:** 15937
  - **Dependencies:** none

---------

Co-authored-by: JY <jyjy@jaguardb>
8 months ago
Neo Zhao 21e0df937f
community[patch]: fix a bug that mistakenly handle zip iterator in FAISS.from_embeddings (#16020)
**Description**: `zip` is iterator that will only produce result once,
so the previous code will cause the `embeddings` to be an empty list.

**Issue**: I could not find a related issue.

**Dependencies**: this PR does not introduce or affect dependencies.

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
8 months ago
Ashley Xu ce7723c1e5
community[minor]: add additional support for `BigQueryVectorSearch` (#15904)
BigQuery vector search lets you use GoogleSQL to do semantic search,
using vector indexes for fast but approximate results, or using brute
force for exact results.

This PR:
1. Add `metadata[_job_ib]` in Document returned by any similarity search
2. Add `explore_job_stats` to enable users to explore job statistics and
better the debuggability
3. Set the minimum row limit for running create vector index.
8 months ago
Karim Lalani 768e5e33bc
community[minor]: Fix to match SurrealDB 0.3.2 SDK (#15996)
New version of SurrealDB python sdk was causing the integration to
break.
This fix addresses that change.
8 months ago
Varik Matevosyan efe6cfafe2
community: Added Lantern as VectorStore (#12951)
Support [Lantern](https://github.com/lanterndata/lantern) as a new
VectorStore type.

- Added Lantern as VectorStore.
It will support 3 distance functions `l2 squared`, `cosine` and
`hamming` and will use `HNSW` index.
- Added tests
- Added example notebook
8 months ago
Mahdi Setayesh eb76f9c9fe
community: Fixing a performance issue with AzureSearch to perform batch embedding (#15594)
- **Description:** Azure Cognitive Search vector DB store performs slow
embedding as it does not utilize the batch embedding functionality. This
PR provide a fix to improve the performance of Azure Search class when
adding documents to the vector search,
  - **Issue:** #11313 ,
  - **Dependencies:** any dependencies required for this change,
- **Twitter handle:** we announce bigger features on Twitter. If your PR
gets announced, and you'd like a mention, we'll gladly shout you out!

Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` from the root
of the package you've modified to check this locally.

See contribution guidelines for more information on how to write/run
tests, lint, etc: https://python.langchain.com/docs/contributing/

If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.

If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
 -->
8 months ago
ChengZi d5808f786c
community: Support milvus partition key. (#15740)
- **Description:** Milvus's partition key is an important feature. It
can support multi-tenancy. We hope to introduce this feature.
https://milvus.io/docs/partition_key.md
  - **Issue:** No
  - **Dependencies:** No
  - **Twitter handle:** No

---------

Signed-off-by: ChengZi <chen.zhang@zilliz.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
8 months ago
ohbeep 9b3962fc25
community: Add support of "http" URI for Milvus (#12710) (#15683)
- **Description:** Add support of HTTP URI for Milvus
  - **Issue:** #12710 
  - **Dependencies:** N/A,
8 months ago
manishsahni2000 74d9fc2f9e
PR community:Removing knn beta content in mongodb atlas vectorstore (#15865)
<!-- Thank you for contributing to LangChain!

Please title your PR "<package>: <description>", where <package> is
whichever of langchain, community, core, experimental, etc. is being
modified.

Replace this entire comment with:
  - **Description:** a description of the change, 
  - **Issue:** the issue # it fixes if applicable,
  - **Dependencies:** any dependencies required for this change,
- **Twitter handle:** we announce bigger features on Twitter. If your PR
gets announced, and you'd like a mention, we'll gladly shout you out!

Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` from the root
of the package you've modified to check this locally.

See contribution guidelines for more information on how to write/run
tests, lint, etc: https://python.langchain.com/docs/contributing/

If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.

If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
 -->
8 months ago
Yacine 782dd44be9
<langchain_community.vectorstores>:<Fix pinecone.py __init__ docsrting instruction> (#15922)
- **Description:** The pinecone docstring instructs to pass the
embedding query text causing the warning below. It should be the
embeddings object.
warning message: UserWarning: Passing in `embedding` as a Callable is
deprecated. Please pass in an Embeddings object instead.
  - **Issue:** NA
  - **Dependencies:** None


@baskaryan
8 months ago
Erick Friis 623f87c888
community[patch]: pinecone bug (#15905) 8 months ago
axiangcoding d5aa277b94
community: add collection_properties parameter to Milvus (#15788)
- **Description:** add collection_properties parameter to Milvus. See
[pymilvus set_properties()
description](https://milvus.io/api-reference/pymilvus/v2.3.x/Collection/set_properties().md)
  - **Issue:** None
  - **Dependencies:** None
  - **Twitter handle:** None
8 months ago
mogith-pn 9e1ed17bfb
Community : Modified doc strings and example notebook for Clarifai (#15816)
Community : Modified doc strings and example notebook for Clarifai

Description:
1. Modified doc strings inside clarifai vectorstore class and
embeddings.
2. Modified notebook examples.

---------

Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
8 months ago
Erick Friis ee708739c3
community[patch]: pinecone v3 support (#15849)
Info in slack

---------

Co-authored-by: Roie Schwaber-Cohen <roie.cohen@gmail.com>
8 months ago
Ian 32ec56194b
community: fix myscale delete function bug (#15675)
Now the SQL used to delete vector doc from myscale is as follow:
```sql
DELETE FROM collection WHERE id = '1' AND id = '2' AND id = '3'
```

But the expected one should be 

```sql
DELETE FROM collection WHERE id IN ('1', '2', '3')
```
8 months ago
Christophe Bornet a466f79ac9
Fix AstraDB logical operator filtering (#15699)
<!-- Thank you for contributing to LangChain!

Please title your PR "<package>: <description>", where <package> is
whichever of langchain, community, core, experimental, etc. is being
modified.

Replace this entire comment with:
  - **Description:** a description of the change, 
  - **Issue:** the issue # it fixes if applicable,
  - **Dependencies:** any dependencies required for this change,
- **Twitter handle:** we announce bigger features on Twitter. If your PR
gets announced, and you'd like a mention, we'll gladly shout you out!

Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` from the root
of the package you've modified to check this locally.

See contribution guidelines for more information on how to write/run
tests, lint, etc: https://python.langchain.com/docs/contributing/

If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in
`docs/docs/integrations` directory.

If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
 -->
This change fixes the AstraDB logical operator filtering (`$and,`
`$or`).
The `metadata` prefix must not be added if the key is `$and` or `$or`.
8 months ago
Erick Friis 94911ae503
community[patch]: Support different Pinecone initializations depending on the version (#15717)
Co-authored-by: DosticJelena <jelenadostic2@gmail.com>
8 months ago
Earlee 98c6c9603e
community: fix: should flush after inserting data on milvus (#15568)
The inserted data cannot take effect immediately. We should flush after
inserting data on milvus.
8 months ago
Chad Norvell d1bfb70bc4
community: Allow deleting by ID and collection in `pgvector` (#15627)
- **Description:** The `delete_collection` method deletes an entire
collection regardless of custom ID. The `delete` method deletes
everything with the provided custom IDs regardless of collection. It can
be useful to restrict deletion to both the collection and a set of
custom IDs. This change adds support for that by allowing you to
optionally specify that `delete` should be restricted to the collection
defined on the `PGVector` instance.
8 months ago
Raunak 64f5968a81
community: Replaced hardcoded "metadata" with FIELDS_METADATA variable in semantic_hybrid_search_with_score_and_rerank (#15642)
- **Description:** This PR is to fix a bug in
semantic_hybrid_search_with_score_and_rerank() function in
langchain_community/vectorstores/azuresearch.py. The hardcoded
"metadata" name is replaced with FIELDS_METADATA variable with an if
block to check if the metadata column exists or not.
- **Issue:** Fixed #15581
- **Dependencies:** No
- **Twitter handle:** None

Co-authored-by: H161961 <Raunak.Raunak@Honeywell.com>
9 months ago
chyroc f12b5c1222
Feat: support Milvus more params (#15447)
fix https://github.com/langchain-ai/langchain/issues/15442
9 months ago
Anush 58cc7878e9
refactor: Qdrant async improvements (#14492)
Follow up on https://github.com/langchain-ai/langchain/pull/13048.
This PR intends to simplify the Qdrant async implementation by replacing
the internal GRPC methods with the `QdrantAsyncClient` methods.
This is a backward compatible change with no additional steps required
after merge.

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
9 months ago
Bob Lin e93be14c11
Improvement: Allow passing parameters to the underlying es_client. Closes: #14403 (#14435)
### Description

In https://github.com/langchain-ai/langchain/issues/14403, the user
mentioned that he hopes not to verify ssl and needs to pass more
parameters

I found that the `Elasticsearch` class [has very many
parameters](98f2af2134/elasticsearch/_sync/client/__init__.py (L131-L191)
):

<img width="1097" alt="Screenshot 2023-12-08 at 4 24 39 PM"
src="https://github.com/langchain-ai/langchain/assets/10000925/f2201554-b41a-4388-a8e8-c14a2d0466d4">

In order to adapt to more situations, I want to add the kwargs parameter
so that users can enter more `Elasticsearch` parameters. Like
[redis](https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/vectorstores/redis/base.py#L253),
[tair](https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/vectorstores/tair.py#L32),
[myscale](https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/vectorstores/myscale.py#L112)
and so on.
9 months ago
codehound42 8aa921d3a4
Support `score_threshold` in SupabaseVectorStore similarity search (#14439)
Description: Add support for setting the `score_threshold` for
similarity search in SupabaseVectoreStore.

This pull request addresses issue #14438

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
9 months ago
YISH eecfa81918
Add the collection_description parameter to Milvus (#14524)
Because Milvus' collection_name doesn't support UFT8 characters in other
languages, I want the `collection_descriotion`.


<!-- Thank you for contributing to LangChain!

Replace this entire comment with:
  - **Description:** a description of the change, 
  - **Issue:** the issue # it fixes (if applicable),
  - **Dependencies:** any dependencies required for this change,
- **Tag maintainer:** for a quicker response, tag the relevant
maintainer (see below),
- **Twitter handle:** we announce bigger features on Twitter. If your PR
gets announced, and you'd like a mention, we'll gladly shout you out!

Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` to check this
locally.

See contribution guidelines for more information on how to write/run
tests, lint, etc:

https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md

If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in `docs/extras`
directory.

If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
 -->
9 months ago
YISH da0f750a0b
Milvus allows to store metadata as json field (#14636)
Because Milvus doesn't support nullable fields, but document metadata is
very rich, so it makes more sense to store it as json.


https://github.com/milvus-io/pymilvus/issues/1705#issuecomment-1731112372

<!-- Thank you for contributing to LangChain!

Replace this entire comment with:
  - **Description:** a description of the change, 
  - **Issue:** the issue # it fixes (if applicable),
  - **Dependencies:** any dependencies required for this change,
- **Tag maintainer:** for a quicker response, tag the relevant
maintainer (see below),
- **Twitter handle:** we announce bigger features on Twitter. If your PR
gets announced, and you'd like a mention, we'll gladly shout you out!

Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` to check this
locally.

See contribution guidelines for more information on how to write/run
tests, lint, etc:

https://github.com/langchain-ai/langchain/blob/master/.github/CONTRIBUTING.md

If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in `docs/extras`
directory.

If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
 -->

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
9 months ago
Ashley Xu 0ce7858529
feat: add Google BigQueryVectorSearch in vectorstore (#14829)
BigQuery vector search lets you use GoogleSQL to do semantic search,
using vector indexes for fast but approximate results, or using brute
force for exact results.

This PR integrates LangChain vectorstore with BigQuery Vector Search.

<!-- Thank you for contributing to LangChain!

Replace this entire comment with:
  - **Description:** a description of the change, 
  - **Issue:** the issue # it fixes (if applicable),
  - **Dependencies:** any dependencies required for this change,
- **Tag maintainer:** for a quicker response, tag the relevant
maintainer (see below),
- **Twitter handle:** we announce bigger features on Twitter. If your PR
gets announced, and you'd like a mention, we'll gladly shout you out!

Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` to check this
locally.

See contribution guidelines for more information on how to write/run
tests, lint, etc:
https://python.langchain.com/docs/contributing/

If you're adding a new integration, please include:
1. a test for the integration, preferably unit tests that do not rely on
network access,
2. an example notebook showing its use. It lives in `docs/extras`
directory.

If no one reviews your PR within a few days, please @-mention one of
@baskaryan, @eyurtsev, @hwchase17.
 -->

---------

Co-authored-by: Vlad Kolesnikov <vladkol@google.com>
9 months ago
JaguarDB 02f59c2035
Use args option in jaguar so it takes more options in similarity search (#15080)
- **Description:** replace score_threshold with args
  - **Issue:** needs a way to pass more options to similarity search
  - **Dependencies:** None
  - **Twitter handle:** @workbot

---------

Co-authored-by: JY <jyjy@jaguardb>
9 months ago
Bagatur fa5d49f2c1
docs, experimental[patch], langchain[patch], community[patch]: update storage imports (#15429)
ran 
```bash
g grep -l "langchain.vectorstores" | xargs -L 1 sed -i '' "s/langchain\.vectorstores/langchain_community.vectorstores/g"
g grep -l "langchain.document_loaders" | xargs -L 1 sed -i '' "s/langchain\.document_loaders/langchain_community.document_loaders/g"
g grep -l "langchain.chat_loaders" | xargs -L 1 sed -i '' "s/langchain\.chat_loaders/langchain_community.chat_loaders/g"
g grep -l "langchain.document_transformers" | xargs -L 1 sed -i '' "s/langchain\.document_transformers/langchain_community.document_transformers/g"
g grep -l "langchain\.graphs" | xargs -L 1 sed -i '' "s/langchain\.graphs/langchain_community.graphs/g"
g grep -l "langchain\.memory\.chat_message_histories" | xargs -L 1 sed -i '' "s/langchain\.memory\.chat_message_histories/langchain_community.chat_message_histories/g"
gco master libs/langchain/tests/unit_tests/*/test_imports.py
gco master libs/langchain/tests/unit_tests/**/test_public_api.py
```
9 months ago
Bagatur 480626dc99
docs, community[patch], experimental[patch], langchain[patch], cli[pa… (#15412)
…tch]: import models from community

ran
```bash
git grep -l 'from langchain\.chat_models' | xargs -L 1 sed -i '' "s/from\ langchain\.chat_models/from\ langchain_community.chat_models/g"
git grep -l 'from langchain\.llms' | xargs -L 1 sed -i '' "s/from\ langchain\.llms/from\ langchain_community.llms/g"
git grep -l 'from langchain\.embeddings' | xargs -L 1 sed -i '' "s/from\ langchain\.embeddings/from\ langchain_community.embeddings/g"
git checkout master libs/langchain/tests/unit_tests/llms
git checkout master libs/langchain/tests/unit_tests/chat_models
git checkout master libs/langchain/tests/unit_tests/embeddings/test_imports.py
make format
cd libs/langchain; make format
cd ../experimental; make format
cd ../core; make format
```
9 months ago
savoiepe d006be60ec
Added more filtering options to pgvector vectorstore (#14852)
- **Description:** Using PGVector vector store, it was only possible to
filter for values equals, in or not in metadata. Extended this feature
to work with the following keywords : IN, NIN, BETWEEN, GT, LT, NE, EQ,
LIKE, CONTAINS, OR, AND

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
9 months ago
joel-teratis 62d32bd214
fix(minor): added missing **kwargs parameter to chroma query function (#14919)
**Description:**

This PR adds the `**kwargs` parameter to six calls in the `chroma.py`
package. All functions already were able to receive `kwargs` but they
were discarded before.

**Issue:**

When passing `kwargs` to functions in the `chroma.py` package they are
being ignored.

For example:

```
chroma_instance.similarity_search_with_score(
    query,
    k=100,
    include=["metadatas", "documents", "distances", "embeddings"],  # this parameter gets ignored
)
```
The `include` parameter does not get passed on to the next function and
does not have any effect.

**Dependencies:**

None
9 months ago
Nuno Campos eb5e250188 Propagate context vars in all classes/methods
- Any direct usage of ThreadPoolExecutor or asyncio.run_in_executor needs manual handling of context vars
9 months ago
Diego Rani Mazine ec72225265
refactor: enable connection pool usage in PGVector (#11514)
- **Description:** `PGVector` refactored to use connection pool.
  - **Issue:** #11433,
  - **Tag maintainer:** @hwchase17 @eyurtsev,

---------

Co-authored-by: Diego Rani Mazine <diego.mazine@mercadolivre.com>
Co-authored-by: Nuno Campos <nuno@langchain.dev>
9 months ago
Ran c3f8733aef
fix: correct spelling mistakes of "seperate, intialise, pre-defined" (#14647)
fix spellings

**seperate -> separate**: found more occurrences, see
https://github.com/langchain-ai/langchain/pull/14602
**initialise -> intialize**: the latter is more common in the repo
**pre-defined > predefined**: adding a comma after a prefix is a
delicate matter, but this is a generally accepted word

also, another word that appears in the repo is "fs" (stands for
filesystem), e.g., in `libs/core/langchain_core/prompts/loading.py`
` """Unified method for loading a prompt from LangChainHub or local
fs."""`
Isn't "filesystem" better?
9 months ago
Karim Lalani 228ddabc3b
community: fix for surrealdb client 0.3.2 update + store and retrieve metadata (#14997)
Surrealdb client changes from 0.3.1 to 0.3.2 broke the surrealdb vectore
integration.
This PR updates the code to work with the updated client. The change is
backwards compatible with previous versions of surrealdb client.
Also expanded the vector store implementation to store and retrieve
metadata that's included with the document object.
9 months ago
JaguarDB ca0a75e1fc
community[patch]: JaguarHttpClient conditional import (#14985)
- **Description:** Fixed jaguar.py to import JaguarHttpClient with try
and catch
- **Issue:** the issue # Unable to use the JaguarHttpClient at run time
  - **Dependencies:** It requires "pip install -U jaguardb-http-client" 
  - **Twitter handle:** workbot

---------

Co-authored-by: JY <jyjy@jaguardb>
Co-authored-by: Bagatur <baskaryan@gmail.com>
9 months ago
Michael Landis 1c934fff0e
community[patch]: support momento vector index filter expressions (#14978)
**Description**

For the Momento Vector Index (MVI) vector store implementation, pass
through `filter_expression` kwarg to the MVI client, if specified. This
change will enable the MVI self query implementation in a future PR.

Also fixes some integration tests.
9 months ago
Erick Friis 75ba22793f
community: Vectara summarization (#14970)
Description: Adding Summarization to Vectara, to reflect it provides not
only vector-store type functionality but also can return a summary.
Also added:
MMR capability (in the Vectara platform side)

Updated templates

Updated documentation and IPYNB examples

Tag maintainer: @baskaryan
Twitter handle: @ofermend

---------

Co-authored-by: Ofer Mendelevitch <ofermend@gmail.com>
9 months ago
mogith-pn c53fab63a3
community[patch]: Fixed duplicate input id issue in clarifai vectorstore (#14914)
- **Description:** 
This PR fixes the issue faces with duplicate input id in Clarifai
vectorstore class when ingesting documents into the vectorstore more
than the batch size.

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
9 months ago
Bagatur 345acb26ac
community[patch]: Matching engine, return doc id (#14930) 9 months ago
JaguarDB 992b04e475
community[minor]: added jaguar vector store (#14838)
Description: A new vector store Jaguar is being added. Class, test
scripts, and documentation is added.
Issue: None -- This is the first PR contributing to LangChain
Dependencies: This depends on "pip install -U jaguardb-http-client"
client http package
Tag maintainer: @baskaryan, @eyurtsev, @hwchase1
Twitter handle: @workbot

---------

Co-authored-by: JY <jyjy@jaguardb>
Co-authored-by: Bagatur <baskaryan@gmail.com>
9 months ago
Leonid Ganeline b2fd41331e
docs: docstrings `langchain_community` update (#14889)
Addded missed docstrings. Fixed inconsistency in docstrings.

**Note** CC @efriis 
There were PR errors on
`langchain_experimental/prompt_injection_identifier/hugging_face_identifier.py`
But, I didn't touch this file in this PR! Can it be some cache problems?
I fixed this error.
9 months ago
Noah Stapp 34e6f3ff72
community[patch]: Implement similarity_score_threshold for MongoDB Vector Store (#14740)
Adds the option for `similarity_score_threshold` when using
`MongoDBAtlasVectorSearch` as a vector store retriever.

Example use:

```
vector_search = MongoDBAtlasVectorSearch.from_documents(...)

qa_retriever = vector_search.as_retriever(
    search_type="similarity_score_threshold",
    search_kwargs={
        "score_threshold": 0.5,
    }
)

qa = RetrievalQA.from_chain_type(
	llm=OpenAI(), 
	chain_type="stuff", 
	retriever=qa_retriever,
)

docs = qa({"query": "..."})
```

I've tested this feature locally, using a MongoDB Atlas Cluster with a
vector search index.
9 months ago
Karim Lalani a0064330b1
community[minor]: Add SurrealDB vectorstore (#13331)
**Description:** Vectorstore implementation around
[SurrealDB](https://www.surrealdb.com)

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
9 months ago