Pre-release
This release is a pre-release and may not be stable for production use.
Inference API plugin for python SDK
Installation
The plugin is distributed separately from the core python sdk.
# Install the base python SDK, version 4.1.1 or higher
pip install pinecone-client
# And also the plugin functionality
pip install pinecone-plugin-inference
Usage
Interact with Pinecone's Inference APIs, e.g. create embeddings (currently in preview).
Models currently supported:
Generate embeddings
The following example highlights how to use an embedding model to generate embeddings for a list of documents and a user query, with the ultimate goal of retrieving similar documents from a Pinecone index.
from pinecone import Pinecone
pc = Pinecone(api_key="<<PINECONE_API_KEY>>")
model = "multilingual-e5-large"
# Embed documents
text = [
"Turkey is a classic meat to eat at American Thanksgiving.",
"Many people enjoy the beautiful mosques in Turkey.",
]
text_embeddings = pc.inference.embed(
model=model,
inputs=text,
parameters={"input_type": "passage", "truncate": "END"},
)
# <<Upsert documents into Pinecone index>>
# Embed query
query = ["How should I prepare my turkey?"]
query_embeddings = pc.inference.embed(
model=model,
inputs=query,
parameters={"input_type": "query", "truncate": "END"},
)
# <<Send query to Pinecone index to retrieve similar documents>>
1 maintainer
Metadata
1 maintainer
Release files for pinecone-plugin-inference 2.0.0.dev20241112200340
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| pinecone_plugin_inference-2.0.0.dev20241112200340.tar.gz | 48.5 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| pinecone_plugin_inference-2.0.0.dev20241112200340-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 133.1 kB
Release files / pinecone_plugin_inference-2.0.0.dev20241112200340.tar.gz
| Download URL | pinecone_plugin_inference-2.0.0.dev20241112200340.tar.gz |
|---|---|
| Size | 48.5 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Release files / pinecone_plugin_inference-2.0.0.dev20241112200340-py3-none-any.whl
| Download URL | pinecone_plugin_inference-2.0.0.dev20241112200340-py3-none-any.whl |
|---|---|
| Size | 84.6 kB |
| Tags | Python 3 |
|
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