Skip to main content

haiku.rag-slim

Retrieval-Augmented Generation (RAG) library built on LanceDB - Core package with minimal dependencies.

haiku.rag-slim is the core package for users who want to install only the dependencies they need. Document processing (docling), and reranker support are all optional extras.

For most users, we recommend installing haiku.rag instead, which includes all features out of the box.

Installation

Python 3.12 or newer required

Minimal Installation

uv pip install haiku.rag-slim

Core functionality with OpenAI/Ollama support, MCP server, and Logfire observability. Document processing (docling) is optional.

With Document Processing

uv pip install haiku.rag-slim[docling]

Adds support for 40+ file formats including PDF, DOCX, HTML, and more.

Available Extras

Document Processing:

  • docling - PDF, DOCX, HTML, and 40+ file formats

Embedding Providers:

  • voyageai - VoyageAI embeddings

Rerankers:

  • mxbai - MixedBread AI
  • cohere - Cohere
  • zeroentropy - Zero Entropy

Model Providers:

  • OpenAI/Ollama - included in core (OpenAI-compatible APIs)
  • anthropic - Anthropic Claude
  • groq - Groq
  • google - Google Gemini
  • mistral - Mistral AI
  • bedrock - AWS Bedrock
  • vertexai - Google Vertex AI
# Common combinations
uv pip install haiku.rag-slim[docling,anthropic,mxbai]
uv pip install haiku.rag-slim[docling,groq,logfire]

Usage

See the main haiku.rag repository for:

  • Quick start guide
  • CLI examples
  • Python API usage
  • MCP server setup

Documentation

Full documentation: https://ggozad.github.io/haiku.rag/

Metadata

Release files for haiku.rag-slim 0.16.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for haiku.rag-slim 0.16.1
File Size Uploaded
haiku_rag_slim-0.16.1.tar.gz 63.0 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for haiku.rag-slim 0.16.1
File Interpreter ABI Platform
haiku_rag_slim-0.16.1-py3-none-any.whl Python 3 none any Details

Total release size: 153.8 kB

Release files / haiku_rag_slim-0.16.1.tar.gz

Download URL haiku_rag_slim-0.16.1.tar.gz
Size 63.0 kB
Tags Source
SHA-256 checksum
How to use checksums
c4d754c19bb7fcd035bd6b4877e5e9143031b94be7355e7118d7c8dcaad2ba2c
BLAKE2b-256 checksum
How to use checksums
ea4e9296d7084d0525a02a332870ea7cca563ae33d7f0aec95cc90e060a2744c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.13.9

Release files / haiku_rag_slim-0.16.1-py3-none-any.whl

Download URL haiku_rag_slim-0.16.1-py3-none-any.whl
Size 90.8 kB
Tags Python 3
SHA-256 checksum
How to use checksums
703c5dba85841dbc9829dd143c6c63f76bce049eb102bf517f57eb75168adb99
BLAKE2b-256 checksum
How to use checksums
eab8df7945f37714c18cf891507a06e44f84b682520afbfc85c03e3811741fad
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.13.9

Release history Release notifications | RSS feed

0.91.0

2 release files

0.90.0

2 release files

0.89.0

2 release files

0.88.2

2 release files

0.88.1

2 release files

0.88.0

2 release files

0.87.0

2 release files

0.86.0

2 release files

0.85.0

2 release files

0.84.0

2 release files

0.80.0

2 release files

0.79.0

2 release files

0.78.0

2 release files

0.77.0

2 release files

0.76.0

2 release files

0.75.0

2 release files

0.74.0

2 release files

0.72.1

2 release files

0.72.0

2 release files

0.71.0

2 release files

0.70.0

2 release files

0.69.0

2 release files

0.68.0

2 release files

0.67.3

2 release files

0.67.2

2 release files

0.67.1

2 release files

0.67.0

2 release files

0.66.0

2 release files

0.65.1

2 release files

0.63.1

2 release files

0.63.0

2 release files

0.62.1

2 release files

0.62.0

2 release files

0.61.2

2 release files

0.61.1

2 release files

0.61.0

2 release files

0.60.0

2 release files

0.59.1

2 release files

0.59.0

2 release files

0.58.0

2 release files

0.57.0

2 release files

0.51.0

2 release files

0.50.0

2 release files

0.48.2

2 release files

0.48.1

2 release files

0.48.0

2 release files

0.47.0

2 release files

0.46.0

2 release files

0.44.0

2 release files

0.43.1

2 release files

0.43.0

2 release files

0.42.1

2 release files

0.42.0

2 release files

0.41.0

2 release files

0.40.1

2 release files

0.40.0

2 release files

0.36.2

2 release files

0.36.1

2 release files

0.36.0

2 release files

0.35.1

2 release files

0.35.0

2 release files

0.34.1

2 release files

0.34.0

2 release files

0.33.3

2 release files

0.33.2

2 release files

0.32.2

2 release files

0.32.0

2 release files

0.31.1

2 release files

0.31.0

2 release files

0.30.3

2 release files

0.30.2

2 release files

0.30.1

2 release files

0.30.0

2 release files

0.29.1

2 release files

0.28.0

2 release files

0.27.2

2 release files

0.27.1

2 release files

0.27.0

2 release files

0.26.9

2 release files

0.26.8

2 release files

0.26.7

2 release files

0.26.6

2 release files

0.26.5

2 release files

0.26.4

2 release files

0.26.3

2 release files

0.26.2

2 release files

0.26.1

2 release files

0.26.0

2 release files

0.25.0

2 release files

0.23.1

2 release files

0.23.0

2 release files

0.22.0

2 release files

0.21.0

2 release files

0.20.2

2 release files

0.20.1

2 release files

0.20.0

2 release files

0.19.4

2 release files

0.19.3

2 release files

0.19.2

2 release files

0.19.1

2 release files

0.19.0

2 release files

0.18.0

2 release files

0.17.2

2 release files

0.17.1

2 release files

0.17.0

2 release files

This release

0.16.1 This release

2 release files

0.16.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page