Commit Graph

267 Commits

Author SHA1 Message Date
sergiolrinditex
fe8bbc2da7
Create snowflake Loader (#5825)
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Fixes # (issue)

#### Before submitting

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Tag maintainers/contributors who might be interested:

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---------

Co-authored-by: rlm <pexpresss31@gmail.com>
2023-06-08 22:03:00 -07:00
Frank Hübner
3ec6400d70
Feature/add AWS Kendra Index Retriever (#5856)
adding a new retriever for AWS Kendra

@dev2049 please take a look!
2023-06-08 15:44:09 -07:00
Harrison Chase
658f8bdee7
Harrison/fauna loader (#5864)
Co-authored-by: Shadid12 <Shadid12@users.noreply.github.com>
2023-06-07 21:32:23 -07:00
volodymyr-memsql
a1549901ce
Added SingleStoreDB Vector Store (#5619)
- Added `SingleStoreDB` vector store, which is a wrapper over the
SingleStore DB database, that can be used as a vector storage and has an
efficient similarity search.
- Added integration tests for the vector store
- Added jupyter notebook with the example

@dev2049

---------

Co-authored-by: Volodymyr Tkachuk <vtkachuk-ua@singlestore.com>
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2023-06-07 20:45:33 -07:00
Duarte OC
137da7e4b6
Update microsoft loader example with docx2txt dependency (#5832)
@eyurtsev
2023-06-07 19:21:48 -07:00
Matt Robinson
11fec7d4d1
feat: Add UnstructuredCSVLoader for CSV files (#5844)
### Summary

Adds an `UnstructuredCSVLoader` for loading CSVs. One advantage of using
`UnstructuredCSVLoader` relative to the standard `CSVLoader` is that if
you use `UnstructuredCSVLoader` in `"elements"` mode, an HTML
representation of the table will be available in the metadata.

#### Who can review?

@hwchase17
 @eyurtsev
2023-06-07 19:18:01 -07:00
Soos3D
0b4a51930c
Add how to use a custom scraping function with the sitemap loader. (#5847)
Hi! I just added an example of how to use a custom scraping function
with the sitemap loader. I recently used this feature and had to dig in
the source code to find it. I thought it might be useful to other devs
to have an example in the Jupyter Notebook directly.

I only added the example to the documentation page. 

@eyurtsev I was not able to run the lint. Please let me know if I have
to do anything else.

I know this is a very small contribution, but I hope it will be
valuable. My Twitter handle is @web3Dav3.

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2023-06-07 19:16:51 -07:00
Harrison Chase
5468528748
rm docs mongo (#5811) 2023-06-06 22:22:44 -07:00
Sun bin
2be4fbb835
add doc about reusing MongoDBAtlasVectorSearch (#5805)
DOC: add doc about reusing MongoDBAtlasVectorSearch

#### Who can review?

Anyone authorized.
2023-06-06 22:10:36 -07:00
Lance Martin
4092fd21dc
YoutubeAudioLoader and updates to OpenAIWhisperParser (#5772)
This introduces the `YoutubeAudioLoader`, which will load blobs from a
YouTube url and write them. Blobs are then parsed by
`OpenAIWhisperParser()`, as show in this
[PR](https://github.com/hwchase17/langchain/pull/5580), but we extend
the parser to split audio such that each chuck meets the 25MB OpenAI
size limit. As shown in the notebook, this enables a very simple UX:

```
# Transcribe the video to text
loader = GenericLoader(YoutubeAudioLoader([url],save_dir),OpenAIWhisperParser())
docs = loader.load()
``` 

Tested on full set of Karpathy lecture videos:

```
# Karpathy lecture videos
urls = ["https://youtu.be/VMj-3S1tku0"
        "https://youtu.be/PaCmpygFfXo",
        "https://youtu.be/TCH_1BHY58I",
        "https://youtu.be/P6sfmUTpUmc",
        "https://youtu.be/q8SA3rM6ckI",
        "https://youtu.be/t3YJ5hKiMQ0",
        "https://youtu.be/kCc8FmEb1nY"]

# Directory to save audio files 
save_dir = "~/Downloads/YouTube"
 
# Transcribe the videos to text
loader = GenericLoader(YoutubeAudioLoader(urls,save_dir),OpenAIWhisperParser())
docs = loader.load()
```
2023-06-06 15:15:08 -07:00
Harrison Chase
2ae2d6cd1d
fix ver 191 (#5784) 2023-06-06 09:17:23 -07:00
berkedilekoglu
f907b62526
Scores are explained in vectorestore docs (#5613)
# Scores in Vectorestores' Docs Are Explained

Following vectorestores can return scores with similar documents by
using `similarity_search_with_score`:
- chroma
- docarray_hnsw
- docarray_in_memory
- faiss
- myscale
- qdrant
- supabase
- vectara
- weaviate

However, in documents, these scores were either not explained at all or
explained in a way that could lead to misunderstandings (e.g., FAISS).
For instance in FAISS document: if we consider the score returned by the
function as a similarity score, we understand that a document returning
a higher score is more similar to the source document. However, since
the scores returned by the function are distance scores, we should
understand that smaller scores correspond to more similar documents.

For the libraries other than Vectara, I wrote the scores they use by
investigating from the source libraries. Since I couldn't be certain
about the score metric used by Vectara, I didn't make any changes in its
documentation. The links mentioned in Vectara's documentation became
broken due to updates, so I replaced them with working ones.

VectorStores / Retrievers / Memory
  - @dev2049

my twitter: [berkedilekoglu](https://twitter.com/berkedilekoglu)

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2023-06-05 20:39:49 -07:00
Adil Ansari
233b52735e
feat: Support for Tigris Vector Database for vector search (#5703)
### Changes
- New vector store integration - [Tigris](https://tigrisdata.com)
- Adds [tigrisdb](https://pypi.org/project/tigrisdb/) optional
dependency
- Example notebook demonstrating usage

Fixes #5535 
Closes tigrisdata/tigris-client-python#40

#### Twitter handles
We'd love a shoutout on our
[@TigrisData](https://twitter.com/TigrisData) and
[@adilansari](https://twitter.com/adilansari) twitter handles

#### Who can review?
@dev2049

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2023-06-05 20:39:16 -07:00
Harrison Chase
25487fa5ee
Harrison/youtube multi language (#5758)
Co-authored-by: rafly lesmana <raflylesmana111@gmail.com>
2023-06-05 16:38:07 -07:00
Lance Martin
aea090045b
Create OpenAIWhisperParser for generating Documents from audio files (#5580)
# OpenAIWhisperParser

This PR creates a new parser, `OpenAIWhisperParser`, that uses the
[OpenAI Whisper
model](https://platform.openai.com/docs/guides/speech-to-text/quickstart)
to perform transcription of audio files to text (`Documents`). Please
see the notebook for usage.
2023-06-05 15:51:13 -07:00
Hao Chen
a4c9053d40
Integrate Clickhouse as Vector Store (#5650)
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#### Description

This PR is mainly to integrate open source version of ClickHouse as
Vector Store as it is easy for both local development and adoption of
LangChain for enterprises who already have large scale clickhouse
deployment.

ClickHouse is a open source real-time OLAP database with full SQL
support and a wide range of functions to assist users in writing
analytical queries. Some of these functions and data structures perform
distance operations between vectors, [enabling ClickHouse to be used as
a vector
database](https://clickhouse.com/blog/vector-search-clickhouse-p1).
Recently added ClickHouse capabilities like [Approximate Nearest
Neighbour (ANN)
indices](https://clickhouse.com/docs/en/engines/table-engines/mergetree-family/annindexes)
support faster approximate matching of vectors and provide a promising
development aimed to further enhance the vector matching capabilities of
ClickHouse.

In LangChain, some ClickHouse based commercial variant vector stores
like
[Chroma](https://github.com/hwchase17/langchain/blob/master/langchain/vectorstores/chroma.py)
and
[MyScale](https://github.com/hwchase17/langchain/blob/master/langchain/vectorstores/myscale.py),
etc are already integrated, but for some enterprises with large scale
Clickhouse clusters deployment, it will be more straightforward to
upgrade existing clickhouse infra instead of moving to another similar
vector store solution, so we believe it's a valid requirement to
integrate open source version of ClickHouse as vector store.

As `clickhouse-connect` is already included by other integrations, this
PR won't include any new dependencies.

#### Before submitting

<!-- If you're adding a new integration, please include:

1. Added a test for the integration:
https://github.com/haoch/langchain/blob/clickhouse/tests/integration_tests/vectorstores/test_clickhouse.py
2. Added an example notebook and document showing its use: 
* Notebook:
https://github.com/haoch/langchain/blob/clickhouse/docs/modules/indexes/vectorstores/examples/clickhouse.ipynb
* Doc:
https://github.com/haoch/langchain/blob/clickhouse/docs/integrations/clickhouse.md

See contribution guidelines for more information on how to write tests,
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1. Added a test for the integration:
https://github.com/haoch/langchain/blob/clickhouse/tests/integration_tests/vectorstores/test_clickhouse.py
2. Added an example notebook and document showing its use: 
* Notebook:
https://github.com/haoch/langchain/blob/clickhouse/docs/modules/indexes/vectorstores/examples/clickhouse.ipynb
* Doc:
https://github.com/haoch/langchain/blob/clickhouse/docs/integrations/clickhouse.md


#### Who can review?

Tag maintainers/contributors who might be interested:

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  @hwchase17 - project lead

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@hwchase17 @dev2049 Could you please help review?

---------

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-06-05 13:32:04 -07:00
George Geddes
019eb13681
Fix a typo in the documentation for the Slack document loader (#5745)
Fixes a typo I noticed while reading the docs.
2023-06-05 13:30:24 -07:00
Jens Madsen
8d9e9e013c
refactor: extract token text splitter function (#5179)
# Token text splitter for sentence transformers

The current TokenTextSplitter only works with OpenAi models via the
`tiktoken` package. This is not clear from the name `TokenTextSplitter`.
In this (first PR) a token based text splitter for sentence transformer
models is added. In the future I think we should work towards injecting
a tokenizer into the TokenTextSplitter to make ti more flexible.
Could perhaps be reviewed by @dev2049

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2023-06-04 14:41:44 -07:00
rajib
1c51d3db0f
Created fix for 5475 (#5659)
Created fix for 5475
Currently in PGvector, we do not have any function that returns the
instance of an existing store. The from_documents always adds embeddings
and then returns the store. This fix is to add a function that will
return the instance of an existing store

Also changed the jupyter example for PGVector to show the example of
using the function

<!-- Remove if not applicable -->

Fixes # 5475

#### Before submitting

<!-- If you're adding a new integration, please include:

1. a test for the integration - favor unit tests that does not rely on
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2. an example notebook showing its use


See contribution guidelines for more information on how to write tests,
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#### Who can review?
@dev2049
@hwchase17 

Tag maintainers/contributors who might be interested:

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  - @agola11

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---------

Co-authored-by: rajib76 <rajib76@yahoo.com>
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-06-03 16:47:52 -07:00
Paul-Emile Brotons
92f218207b
removing client+namespace in favor of collection (#5610)
removing client+namespace in favor of collection for an easier
instantiation and to be similar to the typescript library

@dev2049
2023-06-03 16:27:31 -07:00
Harrison Chase
ad09367a92
Harrison/pubmed integration (#5664)
Co-authored-by: younis basher <71520361+younis-ba@users.noreply.github.com>
Co-authored-by: Younis Bashir <younis@omicmd.com>
2023-06-03 16:25:28 -07:00
C.J. Jameson
4e71a1702b
nit: pgvector python example notebook, fix variable reference (#5595)
# Your PR Title (What it does)

Fixes the pgvector python example notebook : one of the variables was
not referencing anything

## Before submitting

## Who can review?

Community members can review the PR once tests pass. Tag
maintainers/contributors who might be interested:

VectorStores / Retrievers / Memory
  - @dev2049
2023-06-03 15:29:34 -07:00
Leonid Ganeline
b201cfaa0f
docs ecosystem/integrations update 4 (#5590)
# docs `ecosystem/integrations` update 4

Added missed integrations. Fixed inconsistencies. 

## Who can review?

@hwchase17 
@dev2049
2023-06-03 15:29:03 -07:00
Felipe Ferreira
ae2cf1f598
Implements support for Personal Access Token Authentication in the ConfluenceLoader (#5385)
# Implements support for Personal Access Token Authentication in the
ConfluenceLoader

Fixes #5191

Implements a new optional parameter for the ConfluenceLoader: `token`.
This allows the use of personal access authentication when using the
on-prem server version of Confluence.

## Who can review?

Community members can review the PR once tests pass. Tag
maintainers/contributors who might be interested:
@eyurtsev @Jflick58 

Twitter Handle: felipe_yyc

---------

Co-authored-by: Felipe <feferreira@ea.com>
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-06-03 14:57:49 -07:00
Matt Robinson
a97e4252e3
feat: add UnstructuredExcelLoader for .xlsx and .xls files (#5617)
# Unstructured Excel Loader

Adds an `UnstructuredExcelLoader` class for `.xlsx` and `.xls` files.
Works with `unstructured>=0.6.7`. A plain text representation of the
Excel file will be available under the `page_content` attribute in the
doc. If you use the loader in `"elements"` mode, an HTML representation
of the Excel file will be available under the `text_as_html` metadata
key. Each sheet in the Excel document is its own document.

### Testing

```python
from langchain.document_loaders import UnstructuredExcelLoader

loader = UnstructuredExcelLoader(
    "example_data/stanley-cups.xlsx",
    mode="elements"
)
docs = loader.load()
```

## Who can review?

@hwchase17
@eyurtsev
2023-06-03 12:44:12 -07:00
Jeff Vestal
d1f65d8dc1
Es knn index search 5346 (#5569)
# Create elastic_vector_search.ElasticKnnSearch class

This extends `langchain/vectorstores/elastic_vector_search.py` by adding
a new class `ElasticKnnSearch`

Features:
- Allow creating an index with the `dense_vector` mapping compataible
with kNN search
- Store embeddings in index for use with kNN search (correct mapping
creates HNSW data structure)
- Perform approximate kNN search
- Perform hybrid BM25 (`query{}`) + kNN (`knn{}`) search
- perform knn search by either providing a `query_vector` or passing a
hosted `model_id` to use query_vector_builder to automatically generate
a query_vector at search time

Connection options
- Using `cloud_id` from Elastic Cloud
- Passing elasticsearch client object

search options
- query
- k
- query_vector
- model_id
- size
- source
- knn_boost (hybrid search)
- query_boost (hybrid search)
- fields


This also adds examples to
`docs/modules/indexes/vectorstores/examples/elasticsearch.ipynb`


Fixes # [5346](https://github.com/hwchase17/langchain/issues/5346)

cc: @dev2049

 -->

---------

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-06-02 08:40:35 -07:00
sseide
001b147450
Documentation fixes (linting and broken links) (#5563)
# Lint sphinx documentation and fix broken links

This PR lints multiple warnings shown in generation of the project
documentation (using "make docs_linkcheck" and "make docs_build").
Additionally documentation internal links to (now?) non-existent files
are modified to point to existing documents as it seemed the new correct
target.

The documentation is not updated content wise.
There are no source code changes.

Fixes # (issue)

- broken documentation links to other files within the project
- sphinx formatting (linting)

## Before submitting

No source code changes, so no new tests added.

---------

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-06-01 13:06:17 -07:00
Ikko Eltociear Ashimine
14a611775c
Fix typo in docugami.ipynb (#5571)
# Fix typo in docugami.ipynb

Fixed typo.
infromation -> information
2023-06-01 11:45:56 -07:00
Davis Chase
6afb463e9b
Qdrant self query (#5567)
Add self query abilities to qdrant vectorstore
2023-06-01 08:40:31 -07:00
Davis Chase
983a213bdc
add maxcompute (#5533)
cc @pengwork (fresh branch, no creds)
2023-06-01 00:54:42 -07:00
Leonid Ganeline
373ad49157
docs ecosystem/integrations update 3 (#5470)
# docs: `ecosystem_integrations` update 3

Next cycle of updating the `ecosystem/integrations`
* Added an integration `template` file
* Added missed integration files
* Fixed several document_loaders/notebooks

## Who can review?

Is it possible to assign somebody to review PRs on docs? Thanks.
2023-05-31 17:54:05 -07:00
Timothy Ji
bd9e0f3934
Add param requests_kwargs for WebBaseLoader (#5485)
# Add param `requests_kwargs` for WebBaseLoader

Fixes # (issue)

#5483 

## Who can review?

@eyurtsev
2023-05-31 15:27:38 -07:00
Matt Robinson
4c8aad0d1b
docs: unstructured no longer requires installing detectron2 from source (#5524)
# Update Unstructured docs to remove the `detectron2` install
instructions

Removes `detectron2` installation instructions from the Unstructured
docs because installing `detectron2` is no longer required for
`unstructured>=0.7.0`. The `detectron2` model now runs using the ONNX
runtime.

## Who can review?

@hwchase17 
@eyurtsev
2023-05-31 15:03:21 -07:00
Rithwik Ediga Lakhamsani
d765d77e9b
Add minor fixes for PySpark Document Loader Docs (#5525)
# Add minor fixes for PySpark Document Loader Docs

Renamed "PySpack" to "PySpark" and executed the notebook to show
outputs.
2023-05-31 15:02:57 -07:00
Harrison Chase
5ce74b5958
code splitter docs (#5480)
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-31 07:11:53 -07:00
Harrison Chase
470b2822a3
Add matching engine vectorstore (#3350)
Co-authored-by: Tom Piaggio <tomaspiaggio@google.com>
Co-authored-by: scafati98 <jupyter@matchingengine.us-central1-a.c.scafati-joonix.internal>
Co-authored-by: scafati98 <scafatieugenio@gmail.com>
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-31 02:28:02 -07:00
Kacper Łukawski
8bcaca435a
Feature: Qdrant filters supports (#5446)
# Support Qdrant filters

Qdrant has an [extensive filtering
system](https://qdrant.tech/documentation/concepts/filtering/) with rich
type support. This PR makes it possible to use the filters in Langchain
by passing an additional param to both the
`similarity_search_with_score` and `similarity_search` methods.

## Who can review?

@dev2049 @hwchase17

---------

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-31 02:26:16 -07:00
Harrison Chase
f72bb966f8
Harrison/html splitter (#5468)
Co-authored-by: David Revillas <26328973+r3v1@users.noreply.github.com>
2023-05-30 21:06:07 -07:00
ByronHsu
9d658aaa5a
Add more code splitters (go, rst, js, java, cpp, scala, ruby, php, swift, rust) (#5171)
As the title says, I added more code splitters.
The implementation is trivial, so i don't add separate tests for each
splitter.
Let me know if any concerns.

Fixes # (issue)
https://github.com/hwchase17/langchain/issues/5170

## Who can review?

Community members can review the PR once tests pass. Tag
maintainers/contributors who might be interested:
@eyurtsev @hwchase17

---------

Signed-off-by: byhsu <byhsu@linkedin.com>
Co-authored-by: byhsu <byhsu@linkedin.com>
2023-05-30 11:04:05 -04:00
Paul-Emile Brotons
a61b7f7e7c
adding MongoDBAtlasVectorSearch (#5338)
# Add MongoDBAtlasVectorSearch for the python library

Fixes #5337
---------

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-30 07:59:01 -07:00
Lei Xu
ee57054d05
Rename and fix typo in lancedb (#5425)
# Fix typo in LanceDB notebook filename
2023-05-30 00:24:17 -07:00
Harrison Chase
760632b292
Harrison/spark reader (#5405)
Co-authored-by: Rithwik Ediga Lakhamsani <rithwik.ediga@databricks.com>
Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-29 20:23:17 -07:00
UmerHA
8259f9b7fa
DocumentLoader for GitHub (#5408)
# Creates GitHubLoader (#5257)

GitHubLoader is a DocumentLoader that loads issues and PRs from GitHub.

Fixes #5257

---------

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-29 20:11:21 -07:00
German Martin
0b3e0dd1d2
New Trello document loader (#4767)
# Added New Trello loader class and documentation

Simple Loader on top of py-trello wrapper. 
With a board name you can pull cards and to do some field parameter
tweaks on load operation.
I included documentation and examples.
Included unit test cases using patch and a fixture for py-trello client
class.

---------

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-29 19:47:56 -07:00
Harrison Chase
72f99ff953
Harrison/text splitter (#5417)
adds support for keeping separators around when using recursive text
splitter
2023-05-29 16:56:31 -07:00
Leonid Ganeline
1837caa70d
docs: ecosystem/integrations update 1 (#5219)
# docs: ecosystem/integrations update

It is the first in a series of `ecosystem/integrations` updates.

The ecosystem/integrations list is missing many integrations.
I'm adding the missing integrations in a consistent format: 
1. description of the integrated system
2. `Installation and Setup` section with 'pip install ...`, Key setup,
and other necessary settings
3. Sections like `LLM`, `Text Embedding Models`, `Chat Models`... with
links to correspondent examples and imports of the used classes.

This PR keeps new docs, that are presented in the
`docs/modules/models/text_embedding/examples` but missed in the
`ecosystem/integrations`. The next PRs will cover the next example
sections.

Also updated `integrations.rst`: added the `Dependencies` section with a
link to the packages used in LangChain.

## Who can review?

@hwchase17
@eyurtsev
@dev2049
2023-05-29 07:25:17 -07:00
Leonid Ganeline
a3598193a0
docs: ecosystem/integrations update 2 (#5282)
# docs: ecosystem/integrations update 2

#5219 - part 1 
The second part of this update (parts are independent of each other! no
overlap):

- added diffbot.md
- updated confluence.ipynb; added confluence.md
- updated college_confidential.md
- updated openai.md
- added blackboard.md
- added bilibili.md
- added azure_blob_storage.md
- added azlyrics.md
- added aws_s3.md

## Who can review?

@hwchase17@agola11
@agola11
 @vowelparrot
 @dev2049
2023-05-29 07:19:43 -07:00
Martin Holecek
44b48d9518
Fix update_document function, add test and documentation. (#5359)
# Fix for `update_document` Function in Chroma

## Summary
This pull request addresses an issue with the `update_document` function
in the Chroma class, as described in
[#5031](https://github.com/hwchase17/langchain/issues/5031#issuecomment-1562577947).
The issue was identified as an `AttributeError` raised when calling
`update_document` due to a missing corresponding method in the
`Collection` object. This fix refactors the `update_document` method in
`Chroma` to correctly interact with the `Collection` object.

## Changes
1. Fixed the `update_document` method in the `Chroma` class to correctly
call methods on the `Collection` object.
2. Added the corresponding test `test_chroma_update_document` in
`tests/integration_tests/vectorstores/test_chroma.py` to reflect the
updated method call.
3. Added an example and explanation of how to use the `update_document`
function in the Jupyter notebook tutorial for Chroma.

## Test Plan
All existing tests pass after this change. In addition, the
`test_chroma_update_document` test case now correctly checks the
functionality of `update_document`, ensuring that the function works as
expected and updates the content of documents correctly.

## Reviewers
@dev2049

This fix will ensure that users are able to use the `update_document`
function as expected, without encountering the previous
`AttributeError`. This will enhance the usability and reliability of the
Chroma class for all users.

Thank you for considering this pull request. I look forward to your
feedback and suggestions.
2023-05-29 06:39:25 -07:00
Janos Tolgyesi
5f4552391f
Add SKLearnVectorStore (#5305)
# Add SKLearnVectorStore

This PR adds SKLearnVectorStore, a simply vector store based on
NearestNeighbors implementations in the scikit-learn package. This
provides a simple drop-in vector store implementation with minimal
dependencies (scikit-learn is typically installed in a data scientist /
ml engineer environment). The vector store can be persisted and loaded
from json, bson and parquet format.

SKLearnVectorStore has soft (dynamic) dependency on the scikit-learn,
numpy and pandas packages. Persisting to bson requires the bson package,
persisting to parquet requires the pyarrow package.

## Before submitting

Integration tests are provided under
`tests/integration_tests/vectorstores/test_sklearn.py`

Sample usage notebook is provided under
`docs/modules/indexes/vectorstores/examples/sklear.ipynb`

Co-authored-by: Dev 2049 <dev.dev2049@gmail.com>
2023-05-28 08:17:42 -07:00
Russ
6e974b5f04
Fix typos (#5323)
# Documentation typo fixes

Fixes # (issue)

Simple typos in the blockchain .ipynb documentation
2023-05-26 18:55:21 -07:00