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Update torchao to 0.5.0 and fix GPU quantization tutorial #3031

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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 #3031

Run time

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Job Run time
pytorch_tutorial_build_worker (1, 15, linux.g5.12xlarge.nvidia.gpu)
12m 37s
pytorch_tutorial_build_worker (2, 15, linux.g5.4xlarge.nvidia.gpu)
48m 42s
pytorch_tutorial_build_worker (3, 15, linux.g5.4xlarge.nvidia.gpu)
17m 7s
pytorch_tutorial_build_worker (4, 15, linux.g5.4xlarge.nvidia.gpu)
26m 15s
pytorch_tutorial_build_worker (5, 15, linux.g5.4xlarge.nvidia.gpu)
17m 35s
pytorch_tutorial_build_worker (6, 15, linux.g5.4xlarge.nvidia.gpu)
15m 12s
pytorch_tutorial_build_worker (7, 15, linux.4xlarge.nvidia.gpu)
17m 39s
pytorch_tutorial_build_worker (8, 15, linux.4xlarge.nvidia.gpu)
18m 9s
pytorch_tutorial_build_worker (9, 15, linux.4xlarge.nvidia.gpu)
34m 23s
pytorch_tutorial_build_worker (10, 15, linux.4xlarge.nvidia.gpu)
22m 12s
pytorch_tutorial_build_worker (11, 15, linux.4xlarge.nvidia.gpu)
36m 24s
pytorch_tutorial_build_worker (12, 15, linux.4xlarge.nvidia.gpu)
19m 21s
pytorch_tutorial_build_worker (13, 15, linux.4xlarge.nvidia.gpu)
20m 52s
pytorch_tutorial_build_worker (14, 15, linux.4xlarge.nvidia.gpu)
14m 37s
pytorch_tutorial_build_worker (15, 15, linux.4xlarge.nvidia.gpu)
21m 58s
pytorch_tutorial_build_manager
20m 48s
6h 3m 51s