Commit Graph

3547 Commits

Author SHA1 Message Date
Christophe Bornet
d6e9bd3011
docs: Bump cassio min version in docs (#21081)
Cassio 0.6+ is recommended for async vector store (not blocking on
getting the embedding dimension) and for hybrid search support.
2024-04-30 10:25:37 -04:00
Kuro Denjiro
fa4124b821
community[minor]: add mintbase loader to langchain (#20089)
- [x] **Add Near NFT loader**: "community: Load NFT near block chain
using mintbase graph API"

- [x] **PR message**: 
    - **Description:** a description of the change
    - **Twitter handle:**Kurodenjiro

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-30 04:11:56 +00:00
Rahul Triptahi
c172611647
community[patch]: Add classifier_url argument in PebbloSafeLoader and documentation update. (#21030)
Description: Add classifier_url argument in PebbloSafeLoader.
Documentation: Updated PebbloSafeLoader documentation with above change
and new links for pebblo github pages.

---------

Signed-off-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
2024-04-29 17:41:09 -04:00
Rodrigo Nogueira
90f19028e5
community[patch]: Add maritalk streaming (sync and async) (#19203)
Co-authored-by: RosevalJr <rdmalajr@gmail.com>
Co-authored-by: Roseval Donisete Malaquias Junior <roseval@maritaca.ai>
2024-04-29 21:31:14 +00:00
Cahid Arda Öz
cc6191cb90
community[minor]: Add support for Upstash Vector (#20824)
## Description

Adding `UpstashVectorStore` to utilize [Upstash
Vector](https://upstash.com/docs/vector/overall/getstarted)!

#17012 was opened to add Upstash Vector to langchain but was closed to
wait for filtering. Now filtering is added to Upstash vector and we open
a new PR. Additionally, [embedding
feature](https://upstash.com/docs/vector/features/embeddingmodels) was
added and we add this to our vectorstore aswell.

## Dependencies

[upstash-vector](https://pypi.org/project/upstash-vector/) should be
installed to use `UpstashVectorStore`. Didn't update dependencies
because of [this comment in the previous
PR](https://github.com/langchain-ai/langchain/pull/17012#pullrequestreview-1876522450).

## Tests

Tests are added and they pass. Tests are naturally network bound since
Upstash Vector is offered through an API.

There was [a discussion in the previous PR about mocking the
unittests](https://github.com/langchain-ai/langchain/pull/17012#pullrequestreview-1891820567).
We didn't make changes to this end yet. We can update the tests if you
can explain how the tests should be mocked.

---------

Co-authored-by: ytkimirti <yusuftaha9@gmail.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-29 17:25:01 -04:00
chyroc
3e241956d3
community[minor]: add coze chat model (#20770)
add coze chat model, to call coze.com apis
2024-04-29 12:26:16 -04:00
Patrick McFadin
3331865f6b
community[minor]: add Cassandra Database Toolkit (#20246)
**Description**: ToolKit and Tools for accessing data in a Cassandra
Database primarily for Agent integration. Initially, this includes the
following tools:
- `cassandra_db_schema` Gathers all schema information for the connected
database or a specific schema. Critical for the agent when determining
actions.
- `cassandra_db_select_table_data` Selects data from a specific keyspace
and table. The agent can pass paramaters for a predicate and limits on
the number of returned records.
- `cassandra_db_query` Expiriemental alternative to
`cassandra_db_select_table_data` which takes a query string completely
formed by the agent instead of parameters. May be removed in future
versions.

Includes unit test and two notebooks to demonstrate usage. 

**Dependencies**: cassio
**Twitter handle**: @PatrickMcFadin

---------

Co-authored-by: Phil Miesle <phil.miesle@datastax.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-29 15:51:43 +00:00
Igor Brai
b3e74f2b98
community[minor]: add mojeek search util (#20922)
**Description:** This pull request introduces a new feature to community
tools, enhancing its search capabilities by integrating the Mojeek
search engine
**Dependencies:** None

---------

Co-authored-by: Igor Brai <igor@mojeek.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: ccurme <chester.curme@gmail.com>
2024-04-29 15:49:53 +00:00
Rahul Triptahi
a64a1943fd
docs: Document update for load_extended_matadata in GoogleDriveLoader (#20950)
Document: Updated google_drive,ipynb for loading following extended
metadata.
 - full_path - Full path of the file/s in google drive.
 - owner - owner of the file/s.
 - size - size of the file/s.

Code changes:
[langchain-google/pull/179.](https://github.com/langchain-ai/langchain-google/pull/179)

Signed-off-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2024-04-29 11:41:57 -04:00
Tomaz Bratanic
67428c4052
community[patch]: Neo4j enhanced schema (#20983)
Scan the database for example values and provide them to an LLM for
better inference of Text2cypher
2024-04-29 10:45:55 -04:00
Leonid Kuligin
dc70c23a11
docs: switched GCSLoaders docs to langchain-google-community (#20985)
Thank you for contributing to LangChain!

- [ ] **PR title**: "docs: switched GCSLoaders docs to
langchain-google-community"

- [ ] **PR message**: ***Delete this entire checklist*** and replace
with
- **Description:** switched GCSLoaders docs to
langchain-google-community
2024-04-29 10:45:11 -04:00
Tomaz Bratanic
d36332476c
docs: Add neo4j relationship vector index docs (#20990)
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-29 14:36:47 +00:00
Karim Lalani
2ddac9a7c3
experimental[minor]: Add bind_tools and with_structured_output functions to OllamaFunctions (#20881)
Implemented bind_tools for OllamaFunctions.
Made OllamaFunctions sub class of ChatOllama.
Implemented with_structured_output for OllamaFunctions.

integration unit test has been updated.
notebook has been updated.

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-29 14:13:33 +00:00
Vadym Barda
5e0b6b3e75
docs: update langserve link in LCEL docs (#20992) 2024-04-29 09:06:10 -04:00
Aditya
07ce39bfe7
docs: updated tutorials for Image generation and Vector Search (#21000)
Description: docs: updated tutorials for Image generation and Vector
Search

@lkuligin for review

---------

Co-authored-by: adityarane@google.com <adityarane@google.com>
2024-04-29 09:04:11 -04:00
Aditya
17bbb7d2a5
docs: updated tutorial for Gemini versions, included safety attribute updates (#21006)
Description:updated tutorial for Gemini versions, included safety
attribute updates

@lkuligin For review

---------

Co-authored-by: adityarane@google.com <adityarane@google.com>
2024-04-29 09:01:54 -04:00
WilliamEspegren
804390ba4b
community: Spider integration (#20937)
Added the [Spider.cloud](https://spider.cloud) document loader.
[Spider](https://github.com/spider-rs/spider) is the
[fastest](https://github.com/spider-rs/spider/blob/main/benches/BENCHMARKS.md)
and cheapest crawler that returns LLM-ready data.

```
- **Description:** Adds Spider data loader
- **Dependencies:** spider-client
- **Twitter handle:** @WilliamEspegren 
```

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: = <=>
Co-authored-by: Chester Curme <chester.curme@gmail.com>
2024-04-27 21:45:03 +00:00
Jamie Lemon
6342217b93
docs: Moves "Using PyMuPDF" to higher up the page. (#20832)
**Description:**
This PR moves the **PyMuPDF** PDF loader solution to be underneath
**PyPDF**. This is because it is the the 2nd most popular PyPI package
after **PyPDF**.

Please refer to these numbers, at the time of writing as follows:

PyPDF
https://www.pepy.tech/projects/PyPDF2
160 million

PyMuPDF
https://www.pepy.tech/projects/pymupdf
60 million

PDFPlumber
https://www.pepy.tech/projects/pdfplumber
23 million

PDFMiner
https://www.pepy.tech/projects/pdfminer
16 million

PyPDFium2
https://www.pepy.tech/projects/pypdfium2
8 million

Unstructured
https://www.pepy.tech/projects/unstructured
8 million


Please note I am an active contributor to
https://github.com/pymupdf/PyMuPDF

Many thanks!

----

**Twitter handle:**
@artifex
2024-04-27 20:40:20 +00:00
Chouaieb Nemri
8097bec472
Added LogEntry, Any, Dict, List, Optional, TypedDict imports (#20970)
Thank you for contributing to LangChain!

- [ ] **PR title**: "package: docs"

- [ ] **PR message**:
- **Description:** Uptaded docs: Rag streaming use-cases notebook with
LogEntry, Any, Dict, List, Optional, TypedDict imports
    - **Twitter handle:** c_nemri

---------

Co-authored-by: Chester Curme <chester.curme@gmail.com>
2024-04-27 20:13:54 +00:00
CT
0e917e319b
docs: Add langchainhub to pip install (#20185)
Added langchainhub package in import statement which is required for
"from langchain import hub" to work.

Added sample code to add OpenAI key

Co-authored-by: Chi Yan Tang <100466443+poochiekittie@users.noreply.github.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2024-04-27 02:21:40 +00:00
Chandre Van Der Westhuizen
e57cf73cf5
docs: Added MindsDB provider (#20322)
MindsDB integrates with LangChain, enabling users to deploy, serve, and
fine-tune models available via LangChain within MindsDB, making them
accessible to numerous data sources.

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-27 01:36:08 +00:00
Jorge Piedrahita Ortiz
40b2e2916b
community[minor]: Sambanova llm integration (#20955)
- **Description:** Added [Sambanova systems](https://sambanova.ai/)
integration, including sambaverse and sambastudio LLMs
- **Dependencies:**   sseclient-py  (optional)

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-27 01:05:13 +00:00
Amine Djeghri
790ea75cf7
community[minor]: add exllamav2 library for GPTQ & EXL2 models (#17817)
Added 3 files : 
- Library : ExLlamaV2 
- Test integration
- Notebook

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2024-04-27 00:44:43 +00:00
Naveen Tatikonda
8bbdb4f6a0
community[patch]: Add OpenSearch as semantic cache (#20254)
### Description
Use OpenSearch vector store as Semantic Cache.

### Twitter Handle
**@OpenSearchProj**

---------

Signed-off-by: Naveen Tatikonda <navtat@amazon.com>
Co-authored-by: Harish Tatikonda <harishtatikonda@Harishs-MacBook-Air.local>
Co-authored-by: EC2 Default User <ec2-user@ip-172-31-31-155.ec2.internal>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-27 00:20:24 +00:00
Giacomo Berardi
61f14f00d7
docs: ElasticsearchCache in cache integrations documentation (#20790)
The package for LangChain integrations with Elasticsearch
https://github.com/langchain-ai/langchain-elastic is going to contain a
LLM cache integration in the next release (see
https://github.com/langchain-ai/langchain-elastic/pull/14). This is the
documentation contribution on the page dedicated to cache integrations
2024-04-26 15:43:58 -07:00
Leonid Kuligin
893a924b90
core[minor], community[patch], langchain[patch]: move BaseChatLoader to core (#19607)
Thank you for contributing to LangChain!

- [ ] **PR title**: "core: move BaseChatLoader and BaseToolkit from
community"


- [ ] **PR message**: move BaseChatLoader and BaseToolkit

---------

Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-26 21:45:51 +00:00
Leonid Kuligin
d4aec8fc8f
docs: adding langchain_google_community to the docs (#20665)
Thank you for contributing to LangChain!

- [ ] **PR title**: "docs: step1. adjusting langchain_community ->
langchain_google_community"


- [ ] 
- **Description:** step1. adjusting langchain_community ->
langchain_google_community
2024-04-26 18:49:03 +00:00
Sean
e1c2e2fdfa
upstage: Upstage Groundedness Check parameter update (#20914)
* Groundedness Check takes `str` or `list[Document]` as input.

* Deprecate `GroundednessCheck` due to its naming.
* Added `UpstageGroundednessCheck`. 

* Hotfix for Groundedness Check parameter. 
  The name `query` was misleading and it should be `answer` instead.

---------

Co-authored-by: Erick Friis <erick@langchain.dev>
2024-04-26 17:34:05 +00:00
Pengcheng Liu
d95e9fb67f
docs: add tool calling example in Tongyi chat model integration. (#20925)
**Description:** add tool calling example in Tongyi chat model
integration.
  **Issue:** None
  **Dependencies:** None
2024-04-26 10:18:54 -04:00
am-kinetica
b54b19ba1c
community[minor]: Implemented Kinetica Document Loader and added notebooks (#20002)
- [ ] **Kinetica Document Loader**: "community: a class to load
Documents from Kinetica"



- [ ] **Kinetica Document Loader**: 
- **Description:** implemented KineticaLoader in `kinetica_loader.py`
- **Dependencies:** install the Kinetica API using `pip install
gpudb==7.2.0.1 `
2024-04-25 13:39:00 -07:00
Shengsheng Huang
fd1061e7bf
community[patch]: add more data types support to ipex-llm llm integration (#20833)
- **Description**:  
- **add support for more data types**: by default `IpexLLM` will load
the model in int4 format. This PR adds more data types support such as
`sym_in5`, `sym_int8`, etc. Data formats like NF3, NF4, FP4 and FP8 are
only supported on GPU and will be added in future PR.
    - Fix a small issue in saving/loading, update api docs
- **Dependencies**: `ipex-llm` library
- **Document**: In `docs/docs/integrations/llms/ipex_llm.ipynb`, added
instructions for saving/loading low-bit model.
- **Tests**: added new test cases to
`libs/community/tests/integration_tests/llms/test_ipex_llm.py`, added
config params.
- **Contribution maintainer**: @shane-huang
2024-04-25 12:58:18 -07:00
Rahul Triptahi
dc921f0823
community[patch]: Add semantic info to metadata, classified by pebblo-server. (#20468)
Description: Add support for Semantic topics and entities.
Classification done by pebblo-server is not used to enhance metadata of
Documents loaded by document loaders.
Dependencies: None
Documentation: Updated.

Signed-off-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
Co-authored-by: Rahul Tripathi <rauhl.psit.ec@gmail.com>
2024-04-25 12:55:33 -07:00
Jingpan Xiong
1202017c56
community[minor]: Add relyt vector database (#20316)
Co-authored-by: kaka <kaka@zbyte-inc.cloud>
Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: jingsi <jingsi@leadincloud.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2024-04-25 19:49:29 +00:00
ccurme
6986e44959
docs: update chat model feature table (#20899) 2024-04-25 15:05:43 -04:00
merdan
52896258ee
docs: hide model import in multiple_tools.ipynb (#20883)
**Description:** 
This PR removes an unnecessary code snippet from the documentation. The
snippet in question is not relevant to the content and does not
contribute to the overall understanding of the topic. It contained
redundant imports and unused code, potentially causing confusion for
readers.

**Issue:** 
There is no specific issue number associated with this change.

**Dependencies:** 
No additional dependencies are required for this change.

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-25 18:47:22 +00:00
samanhappy
37cbbc00a9
docs: Fix broken link in agents.ipynb (#20872) 2024-04-25 10:42:06 -07:00
fzowl
a6b8ff23bd
docs: Use voyage-law-2 in the examples (#20784)
Thank you for contributing to LangChain!

- [x] **PR title**: "package: description"
- Where "package" is whichever of langchain, community, core,
experimental, etc. is being modified. Use "docs: ..." for purely docs
changes, "templates: ..." for template changes, "infra: ..." for CI
changes.
  - Example: "community: add foobar LLM"


**Description:** In VoyageAI text-embedding examples use voyage-law-2
model


- [x] **Add tests and docs**: 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.


- [x] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, efriis, eyurtsev, hwchase17.
2024-04-25 10:41:36 -07:00
Pavlo Paliychuk
82b5bdc7a1
docs: Fix misplaced zep cloud example links (#20867)
Thank you for contributing to LangChain!

- [x] **PR title**: Fix misplaced zep cloud example links
- [x] **PR message**: 
- **Description:** Fixes misplaced links for vector store and memory zep
cloud examples

- [x] **Add tests and docs**: 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.


- [x] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

If no one reviews your PR within a few days, please @-mention one of
baskaryan, efriis, eyurtsev, hwchase17.
2024-04-25 10:41:08 -07:00
Joan Fontanals
baefbfb14e
community[mionr]: add Jina Reranker in retrievers module (#19406)
- **Description:** Adapt JinaEmbeddings to run with the new Jina AI
Rerank API
- **Twitter handle:** https://twitter.com/JinaAI_


- [ ] **Add tests and docs**: 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.


- [ ] **Lint and test**: Run `make format`, `make lint` and `make test`
from the root of the package(s) you've modified. See contribution
guidelines for more: https://python.langchain.com/docs/contributing/

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-25 10:27:10 -07:00
Sean
540f384197
partner: Upstage quick documentation update (#20869)
* Updating the provider docs page. 
The RAG example was meant to be moved to cookbook, but was merged by
mistake.

* Fix bug in Groundedness Check

---------

Co-authored-by: JuHyung-Son <sonju0427@gmail.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
2024-04-25 16:36:54 +00:00
Mish Ushakov
6ccecf2363
community[minor]: added Browserbase loader (#20478) 2024-04-25 01:11:03 +00:00
aditya thomas
9e694963a4
docs: custom callback handlers page (#20494)
**Description:** Update to the Callbacks page on custom callback
handlers
**Issue:** #20493 
**Dependencies:** None

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-25 01:08:36 +00:00
jtanios
2968f20970
docs: git dependency name correction (#20662)
This PR corrects the name of the `git` python package to `GitPython`.

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2024-04-24 23:43:44 +00:00
ccurme
481d3855dc
patch: remove usage of llm, chat model __call__ (#20788)
- `llm(prompt)` -> `llm.invoke(prompt)`
- `llm(prompt=prompt` -> `llm.invoke(prompt)` (same with `messages=`)
- `llm(prompt, callbacks=callbacks)` -> `llm.invoke(prompt,
config={"callbacks": callbacks})`
- `llm(prompt, **kwargs)` -> `llm.invoke(prompt, **kwargs)`
2024-04-24 19:39:23 -04:00
Raghav Dixit
9b7fb381a4
community[patch]: LanceDB integration patch update (#20686)
Description : 

- added functionalities - delete, index creation, using existing
connection object etc.
- updated usage 
- Added LaceDB cloud OSS support

make lint_diff , make test checks done
2024-04-24 16:27:43 -07:00
Salika Dave
6353991498
docs: [Retrieval > .. > PDF] update package installation instructions for Unstructured and PDFMiner (#20723)
**Description:** Adds the command to install packages required before
using _Unstructured_ and _PDFMiner_ from `langchain.community`
**Documentation Page Being Updated:** [LangChain > Retrieval > Document
loaders > PDF > Using
Unstructured](https://python.langchain.com/docs/modules/data_connection/document_loaders/pdf/#using-unstructured)
**Issue:** #20719 
**Dependencies:** no dependencies
**Twitter handle:** SalikaDave

<!--
Additional guidelines:
- Make sure optional dependencies are imported within a function.
- Please do not add dependencies to pyproject.toml files (even optional
ones) unless they are required for unit tests.
- Most PRs should not touch more than one package.
- Changes should be backwards compatible.
- If you are adding something to community, do not re-import it in
langchain.

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

---------

Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
2024-04-24 22:24:11 +00:00
dpdjvhxm
a9e2e98708
docs: Update apache_age.ipynb (#20722)
typo
2024-04-24 22:18:59 +00:00
junkeon
c8fd51e8c8
upstage: Add Upstage partner package LA and GC (#20651)
---------

Co-authored-by: Sean <chosh0615@gmail.com>
Co-authored-by: Erick Friis <erick@langchain.dev>
Co-authored-by: Sean Cho <sean@upstage.ai>
2024-04-24 15:17:20 -07:00
hsmtkk
5ecebf168c
docs: imported List is not used (#20720)
# Description

Minor sample code fix

# Issue

Imported `List` is not used.

# Dependencies

N/A

# Twitter handle

N/A
2024-04-24 15:17:07 -07:00
volodymyr-memsql
493afe4d8d
community[patch]: add hybrid search to singlestoredb vectorstore (#20793)
Implemented the ability to enable full-text search within the
SingleStore vector store, offering users a versatile range of search
strategies. This enhancement allows users to seamlessly combine
full-text search with vector search, enabling the following search
strategies:

* Search solely by vector similarity.
* Conduct searches exclusively based on text similarity, utilizing
Lucene internally.
* Filter search results by text similarity score, with the option to
specify a threshold, followed by a search based on vector similarity.
* Filter results by vector similarity score before conducting a search
based on text similarity.
* Perform searches using a weighted sum of vector and text similarity
scores.

Additionally, integration tests have been added to comprehensively cover
all scenarios.
Updated notebook with examples.

CC: @baskaryan, @hwchase17

---------

Co-authored-by: Volodymyr Tkachuk <vtkachuk-ua@singlestore.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
2024-04-24 21:34:50 +00:00