python/user_packages/Python313/site-packages/chromadb-1.5.9.dist-info/METADATA

Metadata-Version: 2.4
Name: chromadb
Version: 1.5.9
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: OS Independent
Requires-Dist: build>=1.0.3
Requires-Dist: pydantic>=2.0
Requires-Dist: pydantic-settings>=2.0
Requires-Dist: pybase64>=1.4.1
Requires-Dist: uvicorn[standard]>=0.18.3
Requires-Dist: numpy>=1.22.5
Requires-Dist: typing-extensions>=4.5.0
Requires-Dist: onnxruntime>=1.14.1
Requires-Dist: opentelemetry-api>=1.2.0
Requires-Dist: opentelemetry-exporter-otlp-proto-grpc>=1.2.0
Requires-Dist: opentelemetry-sdk>=1.2.0
Requires-Dist: tokenizers>=0.13.2
Requires-Dist: pypika>=0.48.9
Requires-Dist: tqdm>=4.65.0
Requires-Dist: overrides>=7.3.1
Requires-Dist: importlib-resources
Requires-Dist: graphlib-backport>=1.0.3 ; python_full_version < '3.9'
Requires-Dist: grpcio>=1.58.0
Requires-Dist: bcrypt>=4.0.1
Requires-Dist: typer>=0.9.0
Requires-Dist: kubernetes>=28.1.0
Requires-Dist: tenacity>=8.2.3
Requires-Dist: pyyaml>=6.0.0
Requires-Dist: mmh3>=4.0.1
Requires-Dist: orjson>=3.9.12
Requires-Dist: httpx>=0.27.0
Requires-Dist: rich>=10.11.0
Requires-Dist: jsonschema>=4.19.0
Requires-Dist: chroma-hnswlib==0.7.6 ; extra == 'dev'
Requires-Dist: fastapi>=0.115.9 ; extra == 'dev'
Requires-Dist: opentelemetry-instrumentation-fastapi>=0.41b0 ; extra == 'dev'
Provides-Extra: dev
License-File: LICENSE
Summary: Chroma.
Author-email: Jeff Huber <jeff@trychroma.com>, Anton Troynikov <anton@trychroma.com>
Requires-Python: >=3.9
Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
Project-URL: Bug Tracker, https://github.com/chroma-core/chroma/issues
Project-URL: Homepage, https://github.com/chroma-core/chroma

![Chroma](./docs/assets/chroma-wordmark-color.png#gh-light-mode-only)
![Chroma](./docs/assets/chroma-wordmark-white.png#gh-dark-mode-only)

<p align="center">
    <b>Chroma - the open-source data infrastructure for AI</b>. <br />
</p>

<p align="center">
  <a href="https://discord.gg/MMeYNTmh3x" target="_blank">
      <img src="https://img.shields.io/discord/1073293645303795742?cacheSeconds=3600" alt="Discord">
  </a> |
  <a href="https://github.com/chroma-core/chroma/blob/master/LICENSE" target="_blank">
      <img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg" alt="License">
  </a> |
  <a href="https://docs.trychroma.com/" target="_blank">
      Docs
  </a> |
  <a href="https://www.trychroma.com/" target="_blank">
      Homepage
  </a>
</p>

```bash
pip install chromadb # python client
# for javascript, npm install chromadb!
# for client-server mode, chroma run --path /chroma_db_path
```

## Chroma Cloud

Our hosted service, Chroma Cloud, powers serverless vector, hybrid, and full-text search. It's extremely fast, cost-effective, scalable and painless. Create a DB and try it out in under 30 seconds with $5 of free credits.

[Get started with Chroma Cloud](https://trychroma.com/signup)

## API

The core API is only 4 functions (run our [💡 Google Colab](https://colab.research.google.com/drive/1QEzFyqnoFxq7LUGyP1vzR4iLt9PpCDXv?usp=sharing)):

```python
import chromadb
# setup Chroma in-memory, for easy prototyping. Can add persistence easily!
client = chromadb.Client()

# Create collection. get_collection, get_or_create_collection, delete_collection also available!
collection = client.create_collection("all-my-documents")

# Add docs to the collection. Can also update and delete. Row-based API coming soon!
collection.add(
    documents=["This is document1", "This is document2"], # we handle tokenization, embedding, and indexing automatically. You can skip that and add your own embeddings as well
    metadatas=[{"source": "notion"}, {"source": "google-docs"}], # filter on these!
    ids=["doc1", "doc2"], # unique for each doc
)

# Query/search 2 most similar results. You can also .get by id
results = collection.query(
    query_texts=["This is a query document"],
    n_results=2,
    # where={"metadata_field": "is_equal_to_this"}, # optional filter
    # where_document={"$contains":"search_string"}  # optional filter
)
```

Learn about all features on our [Docs](https://docs.trychroma.com)

## Get involved

Chroma is a rapidly developing project. We welcome PR contributors and ideas for how to improve the project.
- [Join the conversation on Discord](https://discord.com/invite/chromadb) - `#contributing` channel
- [Review the 🛣️ Roadmap and contribute your ideas](https://docs.trychroma.com/docs/overview/oss#roadmap)
- [Grab an issue and open a PR](https://github.com/chroma-core/chroma/issues) - [`Good first issue tag`](https://github.com/chroma-core/chroma/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22)
- [Read our contributing guide](https://docs.trychroma.com/docs/overview/oss#contributing)

**Release Cadence**
We currently release new tagged versions of the `pypi` and `npm` packages on Mondays. Hotfixes go out at any time during the week.

## License

[Apache 2.0](./LICENSE)