This pull request includes changes to several Python files in the bitblas library, with the primary goal of improving support for different data types and making the code more robust. This includes changes to the hint.py, tensorcore.py, lop3.py, general_matmul.py, and matmul_dequantize_impl.py files. The changes can be grouped into three main categories: updates to the hint.py and tensorcore.py files to handle different data types, improvements to the lop3.py file to better handle different bit sizes, and changes to the general_matmul.py and matmul_dequantize_impl.py files to add assertions and handle different bit sizes.

Handling different data types:

• python/bitblas/base/roller/hint.py: Updated the __repr__ method in the TensorCoreExtraConfig class to handle float32 and int32 data types.
• python/bitblas/base/roller/policy/tensorcore.py: Modified the _score function to set shared_scope to "shared.dyn" if the out_dtype is float32.

Improvements to handle different bit sizes:

• python/bitblas/gpu/intrin/lop3.py: Reformatted the get_fast_decode_intrin function calls in the LOP3_FAST_DECODE_INT2_TO_INT8_TO_INT8_L16_INTRIN, LOP3_FAST_DECODE_INT1_TO_INT8_TO_INT8_L16_INTRIN, and LOP3_FAST_DECODE_INT4_TO_INT8_TO_FP16_L8_INTRIN registrations for better readability. Also added new LOP3_FAST_DECODE_INT1_TO_INT8_TO_FP16_L8_INTRIN and LOP3_FAST_DECODE_INT1_TO_INT8_TO_FP16_L8_SCALE_INTRIN registrations. [1] [2] [3]

Adding assertions and handling different bit sizes:

• python/bitblas/ops/general_matmul.py: Added the is_not_fast_decoding_supported function in the __initialize_fast_decoding method and updated the condition in the transform_weight method to check if bit is less than 8. [1] [2]
• python/bitblas/ops/impl/matmul_dequantize_impl.py: Added assertions to check if bit is in [1, 2, 4, 8] in the matmul_nt_dequantize_b, matmul_nt_dequantize_b_propagate_b, and matmul_nt_dequantize_b_propagate_a_propagate_b functions. Also updated the decode_func function in these methods to handle the case where bit is 8. [1] [2] [3] [4] [5] [6] [7] [8]

Other changes:

• 3rdparty/tvm: Updated the subproject commit.