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@@ -35,11 +35,9 @@ print('runing time:', genertaion_time)
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  | [tinyllava/TinyLLaVA-Gemma-SigLIP-2.4B](https://huggingface.co/tinyllava/TinyLLaVA-Gemma-SigLIP-2.4B) | 78.4 | 61.6 | 64.4 | 53.6 | 26.9 | 86.4 | 1339.0 | 31.7 |
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  | [tinyllava/TinyLLaVA-Phi-2-SigLIP-3.1B](https://huggingface.co/tinyllava/TinyLLaVA-Phi-2-SigLIP-3.1B) | 80.1 | 62.1 | 73.0 | 60.3 | 37.5 | 87.2 | 1466.4 | 38.4 |
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- P.S. TinyLLaVA Factory is an open-source modular codebase for small-scale LMMs with a focus on simplicity of code implementations, extensibility of new features, and reproducibility of training results. This code repository provides standard training&evaluating pipelines, flexible data preprocessing&model configurations, and easily extensible architectures. Users can customize their own LMMs with minimal coding effort and less codding mistake.
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  TinyLLaVA Factory integrates a suite of cutting-edge models and methods.
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  - LLM currently supports OpenELM, TinyLlama, StableLM, Qwen, Gemma, and Phi.
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  - Vision tower currently supports CLIP, SigLIP, Dino, and combination of CLIP and Dino.
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  - Connector currently supports MLP, Qformer, and Resampler.
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- We will release the TinyLLaVA Factory codebase very soon!
 
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  | [tinyllava/TinyLLaVA-Gemma-SigLIP-2.4B](https://huggingface.co/tinyllava/TinyLLaVA-Gemma-SigLIP-2.4B) | 78.4 | 61.6 | 64.4 | 53.6 | 26.9 | 86.4 | 1339.0 | 31.7 |
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  | [tinyllava/TinyLLaVA-Phi-2-SigLIP-3.1B](https://huggingface.co/tinyllava/TinyLLaVA-Phi-2-SigLIP-3.1B) | 80.1 | 62.1 | 73.0 | 60.3 | 37.5 | 87.2 | 1466.4 | 38.4 |
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+ P.S. [TinyLLaVA Factory](https://github.com/TinyLLaVA/TinyLLaVA_Factory) is an open-source modular codebase for small-scale LMMs with a focus on simplicity of code implementations, extensibility of new features, and reproducibility of training results. This code repository provides standard training&evaluating pipelines, flexible data preprocessing&model configurations, and easily extensible architectures. Users can customize their own LMMs with minimal coding effort and less coding mistake.
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  TinyLLaVA Factory integrates a suite of cutting-edge models and methods.
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  - LLM currently supports OpenELM, TinyLlama, StableLM, Qwen, Gemma, and Phi.
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  - Vision tower currently supports CLIP, SigLIP, Dino, and combination of CLIP and Dino.
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  - Connector currently supports MLP, Qformer, and Resampler.