Ross ROSS = Recommend OSS · open-source software intelligence for agents

rhymes-ai/Aria

Codebase for Aria - an Open Multimodal Native MoE observed · 2026-08-28

github.com/rhymes-ai/Aria · Jupyter Notebook · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

23/100

  • Activity 2
  • Release rhythm 35
  • Longevity 50

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 704
  • days_rel: n/a
  • days_push: 588
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1087 stars · 89 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Aria is an open multimodal native Mixture-of-Experts (MoE) model with 25.3B total parameters (3.9B activated per token) and a 64K multimodal context window. This repository provides the inference and fine-tuning codebase, with model weights hosted on Hugging Face.

Use cases

  • run inference on a multimodal vision-language model
  • understand documents and videos with an LLM
  • fine-tune a mixture-of-experts model cheaply
  • build a chatbot that handles images and text
  • process long multimodal contexts up to 64K tokens
  • compare open MoE models for multimodal tasks

When to choose

  • you need strong video and document understanding in an open model
  • you want fast inference via sparse MoE activation
  • you have an A100-class GPU and want a single-GPU multimodal model
  • you want Apache-2.0 licensed weights and fine-tuning code

When to avoid

  • you only have consumer GPUs with limited VRAM
  • you need text-only language modeling at minimal cost
  • you want a fully managed API rather than self-hosted weights

Facets

library · maturity active

machine-learning deep-learning llm-inference llm-training nlp image-processing video-processing large-language-models deep-learning machine-learning computer-vision python mixture-of-experts multimodal vision-language-model open-weights fine-tuning transformers natural-language-processing gpu linux

1 source

Member repositories

RepositoryRoleHealth v2
rhymes-ai/Ariamain23

For agents

markdown · JSON · MCP: product_card(name="rhymes-ai/Aria")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem