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Update torchao to 0.5.0 and fix GPU quantization tutorial #3032

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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 #3032

Run time

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Job Run time
pytorch_tutorial_build_worker (1, 15, linux.g5.12xlarge.nvidia.gpu)
15m 32s
pytorch_tutorial_build_worker (2, 15, linux.g5.4xlarge.nvidia.gpu)
52m 7s
pytorch_tutorial_build_worker (3, 15, linux.g5.4xlarge.nvidia.gpu)
20m 10s
pytorch_tutorial_build_worker (4, 15, linux.g5.4xlarge.nvidia.gpu)
28m 45s
pytorch_tutorial_build_worker (5, 15, linux.g5.4xlarge.nvidia.gpu)
20m 56s
pytorch_tutorial_build_worker (6, 15, linux.g5.4xlarge.nvidia.gpu)
18m 13s
pytorch_tutorial_build_worker (7, 15, linux.4xlarge.nvidia.gpu)
25m 14s
pytorch_tutorial_build_worker (8, 15, linux.4xlarge.nvidia.gpu)
21m 25s
pytorch_tutorial_build_worker (9, 15, linux.4xlarge.nvidia.gpu)
34m 26s
pytorch_tutorial_build_worker (10, 15, linux.4xlarge.nvidia.gpu)
24m 23s
pytorch_tutorial_build_worker (11, 15, linux.4xlarge.nvidia.gpu)
45m 42s
pytorch_tutorial_build_worker (12, 15, linux.4xlarge.nvidia.gpu)
20m 51s
pytorch_tutorial_build_worker (13, 15, linux.4xlarge.nvidia.gpu)
20m 38s
pytorch_tutorial_build_worker (14, 15, linux.4xlarge.nvidia.gpu)
14m 7s
pytorch_tutorial_build_worker (15, 15, linux.4xlarge.nvidia.gpu)
21m 30s
pytorch_tutorial_build_manager
21m 47s
6h 45m 46s