From: vibrantlabsai <github.com/vibrantlabsai>Newsgroups: alt.freeweights.toolsSubject:

Ragas

Release: v0.4.4 (2026-11-14)Commit: 8c63f10License: Apache-2.0

Metrics for evaluating retrieval-augmented generation pipelines.

evaluationv0.4.4releaseRagasPythonApache-2.0

FactsLicenseApache-2.0LanguagePythonKindevaluationRelease2026-11-14PlatformsLinux, macOS, WindowsLinks to the projectpermissive

$ pip install ragas

Overview Install Use with Freeweights License Provenance

Overview

Metrics for evaluating retrieval-augmented generation pipelines.

Kind: evaluation
License: Apache-2.0
Language: Python
Platforms: Linux, macOS, Windows
Latest release: v0.4.4 (2026-11-14)
Repository: vibrantlabsai/ragas

Topicsevaluationllmllmops

Freeweights links to the project and does not host tool binaries.

Install

$ pip install ragas

$ pip install ragas

Checked against the project's README on 2026-11-14. The project's own instructions win when they differ: install docs

Freeweights links to the project and does not host tool binaries.

Use with Freeweights

Evaluate a catalog model

Download the weights from Freeweights first (HF_ENDPOINT or fw.py), then point the tool at the folder.

Catalog models it can run (4926)

135M-lc-100k-rope-12B a2-rl-e2egit_large-50-32B Accio-Lab_occamy-1.0-GGUF AesCode-32B AesCode-32B-GGUF AesCode-8B AesCode-8B-GGUF AFM-4.5B AFM-4.5B-Base AFM-4.5B-ONNX AgentCPM-Report agentica-org_DeepCoder-14B-Preview-GGUF agentica-org_DeepScaleR-1.5B-Preview-GGUF agentica-org_DeepSWE-Preview-GGUF Agents-A1-4B AI21-Jamba-Reasoning-3B AI21-Jamba2-Mini ai21labs_AI21-Jamba-Reasoning-3B-GGUF ai21labs_AI21-Jamba2-Mini-GGUF ai9stars_G9v3-3B-GGUF alamios_Mistral-Small-3.1-DRAFT-0.5B-GGUF AlchemistCoder-L-7B AlchemistCoder-L-7B-GGUF Alexandria-Gemma-4-12B-it-Ornith9-Summaries-LoRA-r128 Alexandria-Gemma-4-12B-it-Ornith9-Summaries-LoRA-r64 Alexandria-Gemma-4-12B-it-Qwen27-Knowledge-Units-LoRA-r128 Alexandria-Gemma-4-12B-it-Qwen27-Summaries-LoRA-r128 Alexandria-Gemma-4-12B-it-Qwen27-Summaries-LoRA-r64 Alexandria-Gemma-4-E4B-it-Qwen27-Knowledge-Units-LoRA-r128 Alibaba-NLP_Tongyi-DeepResearch-30B-A3B-GGUF ALLaM-7B-Instruct-preview allenai_Olmo-3-7B-Instruct-GGUF allenai_Olmo-3-7B-Think-GGUF allenai_Olmo-3.1-32B-Instruct-GGUF allenai_Olmo-3.1-32B-Think-GGUF allenai_olmOCR-2-7B-1025-GGUF allenai_olmOCR-7B-0225-preview-GGUF AM-Thinking-v1 AM-Thinking-v1-GGUF AMD-OLMo-1B AMD-OLMo-1B AMD-OLMo-1B-SFT AMD-OLMo-1B-SFT AMD-OLMo-1B-SFT-DPO AMD-OLMo-1B-SFT-DPO AMD-OLMo-1B-SFT-DPO-GGUF AMD-OLMo-1B-SFT-GGUF Apertus-70B-2509 Apertus-70B-Instruct-2509 Apertus-70B-Instruct-2509-GGUF Apertus-8B-2509 Apertus-8B-Instruct-2509 Apertus-8B-Instruct-2509-GGUF Apertus-8B-Instruct-2509-ONNX Apertus-8B-Instruct-2509-unsloth-bnb-4bit Apertus-v1.1-0.5B Apertus-v1.1-0.5B-Instruct Apertus-v1.1-0.5B-Instruct-ONNX Apertus-v1.1-0.5B-Instruct-QAD-INT4-ONNX Apertus-v1.1-1.5B

and 4866 more.

License

License: Apache-2.0
Class: Permissive

Read the license

Freeweights links to the project and does not host tool binaries.

Provenance

From: vibrantlabsai <github.com/vibrantlabsai>Newsgroups: alt.freeweights.toolsSubject: RagasRelease: v0.4.4 (2026-11-14)Commit: 8c63f10License: Apache-2.0

Repository: vibrantlabsai/ragas
Pinned release: v0.4.4, 2026-11-14
Release commit: 8c63f10d500c44efbf24fdb9e2920de2104c321c
Default branch: main 8c63f10d500c44efbf24fdb9e2920de2104c321c
Fetched: 2026-11-14
Takedowns: None.

Freeweights links to the project and does not host tool binaries.

Get it

Install Project repository

Works with

4926 catalog models. See the list