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@@ -3,8 +3,17 @@ pipeline_tag: text-generation
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  license: mit
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  ---
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  <div align="center">
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- Upconverted to BFloat16 by <a href='https://x.com/qubitium'>@Qubitum</a> at ModelCloud.
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  <svg width="60%" height="auto" viewBox="0 0 144 48" fill="none" xmlns="http://www.w3.org/2000/svg">
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  license: mit
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  ---
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+ ## Model conversion and HF Transformer code by <a href='https://x.com/qubitium'>@Qubitum</a> at <a href='https://github.com/modelcloud'>ModelCloud</a>. Please cite/give credit if you use this model or code.
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+ ## !!!! Includes Prelim (Alpha Quality) HF Transformers Support !!!!
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+
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+ Please submit PRs if you find and fix bugs in the HF Transformer code! LFG!
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+
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+ ```py
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+ # you need at least 7x A100 80GB class gpu run this BFLOAT16 model in HF Transformers
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+ python test_minimax_m2_hf.py
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+ ```
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+
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  <div align="center">
 
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  <svg width="60%" height="auto" viewBox="0 0 144 48" fill="none" xmlns="http://www.w3.org/2000/svg">
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