open sourcemultimodal

Chameleon 7B

A powerful multimodal model that excels in integrating text, images, and code.

Developed by Meta AI

Official Site
7BParams
YesAPI Available
stableStability
1.0Version
Apache 2.0License
PyTorchFramework
YesRuns Locally
Real-World Applications
  • Image captioningOptimized Capability
  • Code generationOptimized Capability
  • Document summarizationOptimized Capability
  • Visual question answeringOptimized Capability
Implementation Example
Example Prompt
Generate a Python function that calculates the factorial of a number with a corresponding image of the function's flowchart.
Model Output
"def factorial(n): return 1 if n == 0 else n * factorial(n - 1) # Image: [Flowchart Image]"
Advantages
  • ✓ Early-fusion architecture allows for improved performance by simultaneously integrating text, image, and code understanding.
  • ✓ High versatility in real-world applications across multiple domains.
  • ✓ Robust performance metrics on both language and image tasks.
Limitations
  • ✗ Computationally intensive, requiring significant resources for training and inference.
  • ✗ Complex architecture may present challenges in fine-tuning for specific tasks.
  • ✗ Limited documentation compared to more established models may hinder accessibility for new users.
Model Intelligence & Architecture

Technical Documentation

Chameleon 7B combines advanced capabilities in text, image, and code processing to provide a versatile foundation model. Its unique early-fusion architecture enhances performance by integrating modalities simultaneously, making it suitable for diverse applications.

Technical Specification Sheet
Technical Details
Architecture
Early-fusion Transformer
Stability
stable
Framework
PyTorch
Signup Required
No
API Available
Yes
Runs Locally
Yes
Release Date
2025-04-10

Best For

Researchers and developers seeking a unified approach to multimodal challenges.

Alternatives

OpenAI GPT-4, DALL-E, CLIP

Pricing Summary

Chameleon 7B is available as an open-source model through GitHub, with costs associated with cloud usage and compute resources.

Compare With

Chameleon 7B vs GPT-4Chameleon 7B vs DALL-EChameleon 7B vs CLIPChameleon 7B vs OpenAI Codex

Explore Tags

#llm#reasoning LLM#ai-models

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