[Inductor] Autotuner Data Collection
Labels: open source, module: dynamo, ciflow/inductor

```sh
# Kernel Collection
CUDA_VISIBLE_DEVICES=0 python3 collect_kernels.py --log_dir=/scratch/bohanhou/fresh/data_log --data_dir=/scratch/bohanhou/fresh/data --benchmark ../../huggingface.py --model-csv ../../ci_expected_accuracy/inductor_huggingface_training.csv --dtype amp --mode training
CUDA_VISIBLE_DEVICES=1 python3 collect_kernels.py --log_dir=/scratch/bohanhou/fresh/data_log --data_dir=/scratch/bohanhou/fresh/data --benchmark ../../huggingface.py --model-csv ../../ci_expected_accuracy/inductor_huggingface_inference.csv --dtype amp --mode inference
CUDA_VISIBLE_DEVICES=2 python3 collect_kernels.py --log_dir=/scratch/bohanhou/fresh/data_log --data_dir=/scratch/bohanhou/fresh/data --benchmark ../../timm_models.py --model-csv ../../ci_expected_accuracy/inductor_timm_training.csv --dtype amp --mode training
CUDA_VISIBLE_DEVICES=3 python3 collect_kernels.py --log_dir=/scratch/bohanhou/fresh/data_log --data_dir=/scratch/bohanhou/fresh/data --benchmark ../../timm_models.py --model-csv ../../ci_expected_accuracy/inductor_timm_inference.csv --dtype amp --mode inference
CUDA_VISIBLE_DEVICES=4 python3 collect_kernels.py --log_dir=/scratch/bohanhou/fresh/data_log --data_dir=/scratch/bohanhou/fresh/data --benchmark ../../torchbench.py --model-csv ../../ci_expected_accuracy/inductor_torchbench_training.csv --dtype amp --mode training
CUDA_VISIBLE_DEVICES=5 python3 collect_kernels.py --log_dir=/scratch/bohanhou/fresh/data_log --data_dir=/scratch/bohanhou/fresh/data --benchmark ../../torchbench.py --model-csv ../../ci_expected_accuracy/inductor_torchbench_inference.csv --dtype amp --mode inference
# Kernel Benchmark
CUDA_VISIBLE_DEVICES=0 python3 inductor_autotuner/data/kernel_benchmark.py --kernel_dir=/scratch/bohanhou/fresh/data --radius=2 --start-model amp_inference_AlbertForMaskedLM --end-model amp_inference_gluon_inception_v3
CUDA_VISIBLE_DEVICES=1 python3 inductor_autotuner/data/kernel_benchmark.py --kernel_dir=/scratch/bohanhou/fresh/data --radius=2 --start-model amp_inference_gmixer_24_224 --end-model amp_inference_yolov3
CUDA_VISIBLE_DEVICES=2 python3 inductor_autotuner/data/kernel_benchmark.py --kernel_dir=/scratch/bohanhou/fresh/data --radius=2 --start-model amp_training_AlbertForMaskedLM --end-model amp_training_PegasusForCausalLM
CUDA_VISIBLE_DEVICES=3 python3 inductor_autotuner/data/kernel_benchmark.py --kernel_dir=/scratch/bohanhou/fresh/data --radius=2 --start-model amp_training_PegasusForConditionalGeneration --end-model amp_training_fbnetv3_b
CUDA_VISIBLE_DEVICES=4 python3 inductor_autotuner/data/kernel_benchmark.py --kernel_dir=/scratch/bohanhou/fresh/data --radius=2 --start-model amp_training_functorch_dp_cifar10 --end-model amp_training_pytorch_CycleGAN_and_pix2pix
CUDA_VISIBLE_DEVICES=5 python3 inductor_autotuner/data/kernel_benchmark.py --kernel_dir=/scratch/bohanhou/fresh/data --radius=2 --start-model amp_training_pytorch_stargan --end-model amp_training_yolov3
```

Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at bottom):
* #107615
* __->__ #107489
* #107488



cc @voznesenskym @penguinwu @anijain2305 @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @Xia-Weiwen @wenzhe-nrv @jiayisunx @ipiszy @chenyang78 @aakhundov