{ "config": { "name": "cuda_training_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model_type": "vit", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "device": "cuda", "device_ids": "6", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "no_weights": true, "device_map": null, "torch_dtype": null, "eval_mode": true, "to_bettertransformer": false, "low_cpu_mem_usage": null, "attn_implementation": null, "cache_implementation": null, "autocast_enabled": false, "autocast_dtype": null, "torch_compile": false, "torch_compile_target": "forward", "torch_compile_config": {}, "quantization_scheme": null, "quantization_config": {}, "deepspeed_inference": false, "deepspeed_inference_config": {}, "peft_type": null, "peft_config": {} }, "scenario": { "name": "training", "_target_": "optimum_benchmark.scenarios.training.scenario.TrainingScenario", "max_steps": 5, "warmup_steps": 2, "dataset_shapes": { "dataset_size": 500, "sequence_length": 16, "num_choices": 1 }, "training_arguments": { "per_device_train_batch_size": 2, "gradient_accumulation_steps": 1, "output_dir": "./trainer_output", "evaluation_strategy": "no", "eval_strategy": "no", "save_strategy": "no", "do_train": true, "use_cpu": false, "max_steps": 5, "do_eval": false, "do_predict": false, "report_to": "none", "skip_memory_metrics": true, "ddp_find_unused_parameters": false }, "latency": true, "memory": true, "energy": false }, "launcher": { "name": "process", "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", "device_isolation": true, "device_isolation_action": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "overall": { "memory": { "unit": "MB", "max_ram": 2203.496448, "max_global_vram": 2427.584512, "max_process_vram": 485020.28288, "max_reserved": 1935.671296, "max_allocated": 1738.272256 }, "latency": { "unit": "s", "count": 5, "total": 3.2344562187194827, "mean": 0.6468912437438965, "stdev": 1.217293423354857, "p50": 0.03821926879882812, "p90": 1.8643886672973635, "p95": 2.472933347320556, "p99": 2.9597690913391115, "values": [ 3.08147802734375, 0.038055908203125, 0.03821926879882812, 0.03794838714599609, 0.0387546272277832 ] }, "throughput": { "unit": "samples/s", "value": 15.45854901687151 }, "energy": null, "efficiency": null }, "warmup": { "memory": { "unit": "MB", "max_ram": 2203.496448, "max_global_vram": 2427.584512, "max_process_vram": 485020.28288, "max_reserved": 1935.671296, "max_allocated": 1738.272256 }, "latency": { "unit": "s", "count": 2, "total": 3.119533935546875, "mean": 1.5597669677734376, "stdev": 1.5217110595703125, "p50": 1.5597669677734376, "p90": 2.7771358154296877, "p95": 2.929306921386719, "p99": 3.051043806152344, "values": [ 3.08147802734375, 0.038055908203125 ] }, "throughput": { "unit": "samples/s", "value": 2.564485646025693 }, "energy": null, "efficiency": null }, "train": { "memory": { "unit": "MB", "max_ram": 2203.496448, "max_global_vram": 2427.584512, "max_process_vram": 485020.28288, "max_reserved": 1935.671296, "max_allocated": 1738.272256 }, "latency": { "unit": "s", "count": 3, "total": 0.11492228317260741, "mean": 0.038307427724202474, "stdev": 0.0003349972780609738, "p50": 0.03821926879882812, "p90": 0.03864755554199219, "p95": 0.03870109138488769, "p99": 0.0387439200592041, "values": [ 0.03821926879882812, 0.03794838714599609, 0.0387546272277832 ] }, "throughput": { "unit": "samples/s", "value": 156.6275878191953 }, "energy": null, "efficiency": null } } }