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Add static quantization as an example for calibration flow #2181

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Add static quantization as an example for calibration flow

Add static quantization as an example for calibration flow #2181

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, cpu) / linux-job
4m 42s
test (CPU Nightly, linux.4xlarge, --pre torch==2.5.0.dev20240709+cpu --index-url https://download... / linux-job
7m 13s
test (CPU 2.3, linux.4xlarge, torch==2.3.0 --index-url https://download.pytorch.org/whl/cpu, cpu) / linux-job
5m 34s
test (CUDA 2.2.2, linux.g5.12xlarge.nvidia.gpu, torch==2.2.2, cuda, 12.1) / linux-job
14m 39s
test (CUDA 2.3, linux.g5.12xlarge.nvidia.gpu, torch==2.3.0, cuda, 12.1) / linux-job
16m 45s
test (CUDA Nightly, linux.g5.12xlarge.nvidia.gpu, --pre torch==2.5.0.dev20240709+cu121 --index-ur... / linux-job
35m 15s
1h 24m 8s