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Introduce lowbit quantized linear MPS kernels #4315

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Introduce lowbit quantized linear MPS kernels

Introduce lowbit quantized linear MPS kernels #4315

Run time

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Job Run time
test (CPU 2.2.2, linux.4xlarge, torch==2.2.2 --index-url https://download.pytorch.org/whl/cpu "nu... / linux-job
4m 13s
test (CPU 2.3, linux.4xlarge, torch==2.3.0 --index-url https://download.pytorch.org/whl/cpu, cpu) / linux-job
6m 1s
test (CPU Nightly, linux.4xlarge, --pre torch --index-url https://download.pytorch.org/whl/nightl... / linux-job
7m 55s
test (CUDA 2.2.2, linux.g5.12xlarge.nvidia.gpu, torch==2.2.2 "numpy<2" , cuda, 12.1) / linux-job
16m 1s
test (CUDA 2.3, linux.g5.12xlarge.nvidia.gpu, torch==2.3.0, cuda, 12.1) / linux-job
23m 34s
test (CPU 2.4, linux.4xlarge, torch==2.4.0 --index-url https://download.pytorch.org/whl/cpu, cpu) / linux-job
7m 24s
test (CUDA 2.4, linux.g5.12xlarge.nvidia.gpu, torch==2.4.0, cuda, 12.1) / linux-job
32m 7s
test (CUDA Nightly (Oct 1), linux.g5.12xlarge.nvidia.gpu, --pre torch==2.6.0.dev20241001+cu121 --... / linux-job
55m 39s
2h 32m 54s