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Update torchao to 0.5.0 and fix GPU quantization tutorial #3030

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Update torchao to 0.5.0 and fix GPU quantization tutorial

Update torchao to 0.5.0 and fix GPU quantization tutorial #3030

Run time

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Job Run time
pytorch_tutorial_build_worker (1, 15, linux.g5.12xlarge.nvidia.gpu)
3m 56s
pytorch_tutorial_build_worker (2, 15, linux.g5.4xlarge.nvidia.gpu)
3m 56s
pytorch_tutorial_build_worker (3, 15, linux.g5.4xlarge.nvidia.gpu)
3m 56s
pytorch_tutorial_build_worker (4, 15, linux.g5.4xlarge.nvidia.gpu)
3m 56s
pytorch_tutorial_build_worker (5, 15, linux.g5.4xlarge.nvidia.gpu)
3m 57s
pytorch_tutorial_build_worker (6, 15, linux.g5.4xlarge.nvidia.gpu)
3m 56s
pytorch_tutorial_build_worker (7, 15, linux.4xlarge.nvidia.gpu)
3m 57s
pytorch_tutorial_build_worker (8, 15, linux.4xlarge.nvidia.gpu)
3m 57s
pytorch_tutorial_build_worker (9, 15, linux.4xlarge.nvidia.gpu)
3m 57s
pytorch_tutorial_build_worker (10, 15, linux.4xlarge.nvidia.gpu)
3m 59s
pytorch_tutorial_build_worker (11, 15, linux.4xlarge.nvidia.gpu)
3m 58s
pytorch_tutorial_build_worker (12, 15, linux.4xlarge.nvidia.gpu)
3m 57s
pytorch_tutorial_build_worker (13, 15, linux.4xlarge.nvidia.gpu)
3m 57s
pytorch_tutorial_build_worker (14, 15, linux.4xlarge.nvidia.gpu)
3m 58s
pytorch_tutorial_build_worker (15, 15, linux.4xlarge.nvidia.gpu)
3m 58s
pytorch_tutorial_build_manager
1s
59m 16s