
IlyasMoutawwakil
HF staff
Upload cuda_training_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
96c426c
verified
{ | |
"config": { | |
"name": "cuda_training_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+cu124", | |
"_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": "0", | |
"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": true | |
}, | |
"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 7R32", | |
"cpu_count": 16, | |
"cpu_ram_mb": 66697.261056, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.224-212.876.amzn2.x86_64-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"NVIDIA A10G" | |
], | |
"gpu_count": 1, | |
"gpu_vram_mb": 24146608128, | |
"optimum_benchmark_version": "0.5.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.45.0", | |
"transformers_commit": null, | |
"accelerate_version": "0.34.2", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": "0.13.0", | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"overall": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1627.316224, | |
"max_global_vram": 2618.81856, | |
"max_process_vram": 0.0, | |
"max_reserved": 1956.642816, | |
"max_allocated": 1755.291648 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 5, | |
"total": 0.4856637763977051, | |
"mean": 0.09713275527954102, | |
"stdev": 0.11367218557692466, | |
"p50": 0.04031999969482422, | |
"p90": 0.21089404754638674, | |
"p95": 0.2676855033874511, | |
"p99": 0.3131186680603027, | |
"values": [ | |
0.3244769592285156, | |
0.040258560180664066, | |
0.04008857727050781, | |
0.04051968002319336, | |
0.04031999969482422 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 102.95188241310284 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.1165271439697083e-05, | |
"ram": 6.091117770563873e-06, | |
"gpu": 2.2225295557953828e-05, | |
"total": 3.9481684768214785e-05 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 253281.99793668944 | |
} | |
}, | |
"warmup": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1627.316224, | |
"max_global_vram": 2618.81856, | |
"max_process_vram": 0.0, | |
"max_reserved": 1956.642816, | |
"max_allocated": 1755.291648 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 2, | |
"total": 0.3647355194091797, | |
"mean": 0.18236775970458985, | |
"stdev": 0.14210919952392576, | |
"p50": 0.18236775970458985, | |
"p90": 0.29605511932373046, | |
"p95": 0.310266039276123, | |
"p99": 0.3216347752380371, | |
"values": [ | |
0.3244769592285156, | |
0.040258560180664066 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 21.933701474862872 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"train": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1627.316224, | |
"max_global_vram": 2618.81856, | |
"max_process_vram": 0.0, | |
"max_reserved": 1956.642816, | |
"max_allocated": 1755.291648 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 3, | |
"total": 0.12092825698852538, | |
"mean": 0.04030941899617513, | |
"stdev": 0.0001761559143319566, | |
"p50": 0.04031999969482422, | |
"p90": 0.040479743957519534, | |
"p95": 0.04049971199035644, | |
"p99": 0.04051568641662598, | |
"values": [ | |
0.04008857727050781, | |
0.04051968002319336, | |
0.04031999969482422 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 148.8485855022948 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |