---
title: "UForm"
type: "tool"
slug: "unum-cloud-uform"
canonical_url: "https://www.graphcanon.com/tools/unum-cloud-uform"
github_url: "https://github.com/unum-cloud/UForm"
homepage_url: "https://unum-cloud.github.io/UForm"
stars: 1242
forks: 78
primary_language: "Python"
license: "Apache-2.0"
archived: false
categories: ["computer-vision", "model-training", "vector-databases"]
tags: ["bert", "clip", "clustering", "contrastive-learning", "cross-attention", "huggingface-transformers", "image-search", "language-vision"]
updated_at: "2026-07-12T08:13:50.769644+00:00"
---

# UForm

> Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️

Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️

## Facts

- Repository: https://github.com/unum-cloud/UForm
- Homepage: https://unum-cloud.github.io/UForm
- Stars: 1,242 · Forks: 78 · Open issues: 15 · Watchers: 15
- Primary language: Python
- License: Apache-2.0
- Last pushed: 2025-10-30T23:39:54+00:00

## Trust & health

_Signals computed from public GitHub metadata. Not a security guarantee._

- Maintenance: Slowing (computed 2026-07-11T11:34:09.844Z)
- Security scan: No lockfile (0 critical, 0 high, 0 medium, 0 low) · last scan 2026-07-11T11:34:10.417Z
- Full report: [trust report](/tools/unum-cloud-uform/trust.md) · [JSON](https://www.graphcanon.com/api/graphcanon/tools/unum-cloud-uform/trust)

## Categories

- [Computer Vision](/categories/computer-vision.md)
- [Model Training](/categories/model-training.md)
- [Vector Databases](/categories/vector-databases.md)

## Tags

bert, clip, clustering, contrastive-learning, cross-attention, huggingface-transformers, image-search, language-vision

## Category neighbours (exploratory)

_Same-category tools for discovery only - not curated alternatives. Cap shown at six._

- [awesome-generative-ai-guide](/tools/aishwaryanr-awesome-generative-ai-guide.md) - A curated list for generative AI research and learning resources (★ 28,211) [Active]
- [Awesome-Multimodal-Large-Language-Models](/tools/bradyfu-awesome-multimodal-large-language-models.md) - Latest Advances on Multimodal Large Language Models (★ 17,937) [Active]
- [litgpt](/tools/lightning-ai-litgpt.md) - High-performance LLMs with recipes for pretraining, finetuning and deployment (★ 13,473) [Very active]
- [awesome-generative-ai](/tools/steven2358-awesome-generative-ai.md) - A curated list of modern Generative Artificial Intelligence projects and services (★ 12,279) [Active]
- [llm](/tools/simonw-llm.md) - Access large language models from the command-line (★ 12,172) [Very active]
- [oumi](/tools/oumi-ai-oumi.md) - Easily fine-tune, evaluate and deploy Gemma 4, Qwen3.5, Qwen3.6, gpt-oss, DeepSeek-R1, or any open source LLM / VLM! (★ 9,338) [Very active]

_+ 2 more not listed._

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/unum-cloud-uform`](/api/graphcanon/tools/unum-cloud-uform)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_