langchain/docs/ecosystem
Naveen Tatikonda 0118706fd6
Add Support for OpenSearch Vector database (#1191)
### Description
This PR adds a wrapper which adds support for the OpenSearch vector
database. Using opensearch-py client we are ingesting the embeddings of
given text into opensearch cluster using Bulk API. We can perform the
`similarity_search` on the index using the 3 popular searching methods
of OpenSearch k-NN plugin:

- `Approximate k-NN Search` use approximate nearest neighbor (ANN)
algorithms from the [nmslib](https://github.com/nmslib/nmslib),
[faiss](https://github.com/facebookresearch/faiss), and
[Lucene](https://lucene.apache.org/) libraries to power k-NN search.
- `Script Scoring` extends OpenSearch’s script scoring functionality to
execute a brute force, exact k-NN search.
- `Painless Scripting` adds the distance functions as painless
extensions that can be used in more complex combinations. Also, supports
brute force, exact k-NN search like Script Scoring.

### Issues Resolved 
https://github.com/hwchase17/langchain/issues/1054

---------

Signed-off-by: Naveen Tatikonda <navtat@amazon.com>
2023-02-20 18:39:34 -08:00
..
ai21.md Docs refactor (#480) 2023-01-02 08:24:09 -08:00
cerebriumai.md Add GooseAI, CerebriumAI, Petals, ForefrontAI (#981) 2023-02-13 21:20:19 -08:00
chroma.md improve docs for indexes (#1146) 2023-02-19 23:14:50 -08:00
cohere.md improve docs for indexes (#1146) 2023-02-19 23:14:50 -08:00
forefrontai.md Add GooseAI, CerebriumAI, Petals, ForefrontAI (#981) 2023-02-13 21:20:19 -08:00
google_search.md docs: small typo google_search.md (#692) 2023-01-22 13:09:15 -08:00
google_serper.md Make Tools own model, add ToolKit Concept (#1095) 2023-02-18 13:40:43 -08:00
gooseai.md Add GooseAI, CerebriumAI, Petals, ForefrontAI (#981) 2023-02-13 21:20:19 -08:00
hazy_research.md Docs refactor (#480) 2023-01-02 08:24:09 -08:00
helicone.md Harrison/llm integrations (#1039) 2023-02-13 22:06:25 -08:00
huggingface.md improve docs for indexes (#1146) 2023-02-19 23:14:50 -08:00
nlpcloud.md Docs refactor (#480) 2023-01-02 08:24:09 -08:00
openai.md improve docs for indexes (#1146) 2023-02-19 23:14:50 -08:00
opensearch.md Add Support for OpenSearch Vector database (#1191) 2023-02-20 18:39:34 -08:00
petals.md Add GooseAI, CerebriumAI, Petals, ForefrontAI (#981) 2023-02-13 21:20:19 -08:00
pinecone.md improve docs for indexes (#1146) 2023-02-19 23:14:50 -08:00
promptlayer.md Harrison/llm integrations (#1039) 2023-02-13 22:06:25 -08:00
runhouse.md Harrison/self hosted runhouse (#1154) 2023-02-19 09:53:45 -08:00
searx.md SearxNG meta search api helper (#854) 2023-02-15 23:03:57 -08:00
serpapi.md docs: small typo on serpapi.md (#693) 2023-01-22 13:10:24 -08:00
unstructured.md docs: add an unstructured section to the ecosystem page (#1125) 2023-02-17 13:02:23 -08:00
weaviate.md improve docs for indexes (#1146) 2023-02-19 23:14:50 -08:00
wolfram_alpha.md Harrison/wolfram alpha (#579) 2023-01-11 05:52:19 -08:00