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[Dev] BUG Fix for bitnet integration #141
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This pull request includes several changes across multiple files to improve functionality, fix issues, and update dependencies. The most important changes include updating a submodule, modifying conditions for specific operations, and updating script behavior for model generation.
Submodule Update:
3rdparty/tvm
: Updated submodule commit to the latest version. ([3rdparty/tvmL1-R1](https://github.com/microsoft/BitBLAS/pull/141/files#diff-fa909c93fe94e9aa04c9e7f19e5754a2bb274678ad5c6275ee4bf54c6f9b1066L1-R1)
)Code Enhancements:
bitblas/gpu/matmul_analysis.py
: Modified the condition to check fordequantize_info
to ensure it only supportsfloat16
data type. ([bitblas/gpu/matmul_analysis.pyL626-R627](https://github.com/microsoft/BitBLAS/pull/141/files#diff-6f289ae4794dea10c7718ec09a9e100a564894c8a93c36559c9fa6d0688553e3L626-R627)
)bitblas/ops/general_matmul/__init__.py
: Added a temporary solution to legalize the dynamic symbolic, with a note to potentially remove it in the future. ([bitblas/ops/general_matmul/__init__.pyR88-R89](https://github.com/microsoft/BitBLAS/pull/141/files#diff-74fe5dd2824cb03a0fb2b0a913a2fc5caeb9c08e5368c318cd32b3af7e6f52edR88-R89)
)Script Updates:
integration/BitNet/eval_correctness.py
: Disabledflash_attention_2
and added functionality to quantize the model and compare generated text before and after quantization. ([integration/BitNet/eval_correctness.pyL75-R88](https://github.com/microsoft/BitBLAS/pull/141/files#diff-24610ce0fe8c0977dec03f95f17f709d384085cdb8ff49f86f563dba7dfa5ec4L75-R88)
)integration/BitNet/maint/create_bitblas_ckpt.py
: Disabledflash_attention_2
in the model configuration. ([integration/BitNet/maint/create_bitblas_ckpt.pyL71-R71](https://github.com/microsoft/BitBLAS/pull/141/files#diff-8b1a01ecd38f6ed3a87e4974faf672137b4a044a6137bc3ff7854a0d515689efL71-R71)
)integration/BitNet/maint/generate_bitnet_model_bitblas_format.sh
: Added a check to create theSAVED_MODEL_DIR
directory if it does not exist. ([integration/BitNet/maint/generate_bitnet_model_bitblas_format.shR21-R23](https://github.com/microsoft/BitBLAS/pull/141/files#diff-d6095b66d1b0492e71833fb5a0f99593bf2261720a96ab43811a1b32f136b6c1R21-R23)
)Dependency Update:
integration/BitNet/requirements.txt
: Addedtransformers==4.40
to the requirements. ([integration/BitNet/requirements.txtR3](https://github.com/microsoft/BitBLAS/pull/141/files#diff-c274b4a63b1dc11eb5c71badfa85865c12befc3563dfa52d57f5c4655809c155R3)
)