#81 · Primary category: Foundation Models

open_flamingo

computer-vision deep-learning flamingo in-context-learning language-model multimodal-learning pytorch

An open-source framework for training large multimodal models.

Project last updated:08/31/24

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4.1K

Forks

319

Contributors

32

License

MIT

Why we included this project

OpenFlamingo gives you a working PyTorch implementation of DeepMind's Flamingo architecture, so you get training scripts, an evaluation harness, and pretrained checkpoints rather than just a paper description. The trick is keeping a frozen language model and adding lightweight cross-attention layers over a CLIP vision encoder, which lets you adapt an existing checkpoint to your own interleaved image-and-text data without training from scratch. That makes it a practical base for research on in-context multimodal learning and for engineers fine-tuning models for captioning or visual question answering. Installation is a simple pip command, and the MIT license keeps things permissive.

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