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[Dev] Fix bugs for ROCm with our default TileLang Backend #282

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This pull request includes significant changes to enhance the target detection functionality and streamline the codebase. The most important changes involve the introduction of a new auto_detect_target function, the removal of redundant code, and the consolidation of target detection logic.

Enhancements to target detection:

  • bitblas/utils/target_detector.py: Introduced the auto_detect_target function to detect the computing target (CUDA or ROCm) based on the environment, replacing the previous auto_detect_nvidia_target function in various parts of the codebase. [1] [2] [3]

Codebase simplification:

Note that currently only support consistent precision, dequantize op is coming soon.

@LeiWang1999
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  • Dequantize Kernel without fast decoding
  • Dequantize Kernel with fast decoding

@LeiWang1999
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TileLang fine grained implementation should be renamed into mma, as we will introduce mfma template kernels.

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