ppc64le/linux/: chromadb-1.5.10 metadata and description

Chroma.

author_email	Jeff Huber <[email protected]>, Anton Troynikov <[email protected]>
classifiers	Programming Language :: Python :: 3 License :: OSI Approved :: Apache Software License Operating System :: OS Independent Environment :: MetaData :: IBM Python Ecosystem
description_content_type	text/markdown; charset=UTF-8; variant=GFM
license_file	LICENSE
metadata_version	2.4
project_urls	Bug Tracker, https://github.com/chroma-core/chroma/issues Homepage, https://github.com/chroma-core/chroma
provides_extras	dev
requires_dist	build>=1.0.3 pydantic>=2.0 pydantic-settings>=2.0 pybase64>=1.4.1 uvicorn[standard]>=0.18.3 numpy>=1.22.5 typing-extensions>=4.5.0 onnxruntime>=1.14.1 opentelemetry-api>=1.2.0 opentelemetry-exporter-otlp-proto-grpc>=1.2.0 opentelemetry-sdk>=1.2.0 tokenizers>=0.13.2 pypika>=0.48.9 tqdm>=4.65.0 overrides>=7.3.1 importlib-resources graphlib-backport>=1.0.3 ; python_full_version < '3.9' grpcio>=1.58.0 bcrypt>=4.0.1 typer>=0.9.0 kubernetes>=28.1.0 tenacity>=8.2.3 pyyaml>=6.0.0 mmh3>=4.0.1 orjson>=3.9.12 httpx>=0.27.0 rich>=10.11.0 jsonschema>=4.19.0 chroma-hnswlib==0.7.6 ; extra == 'dev' fastapi>=0.115.9 ; extra == 'dev' opentelemetry-instrumentation-fastapi>=0.41b0 ; extra == 'dev'
requires_python	>=3.9

File	Tox results	History
chromadb-1.5.10-cp313-cp313-manylinux_2_39_ppc64le.whl Size 23 MB Type Python Wheel Python 3.13		Replaced 3 time(s) Uploaded to ppc64le/linux by ppc64le 2026-08-20 10:33:58

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


Chroma - the open-source data infrastructure for AI. 



<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>


```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)

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