
IlyasMoutawwakil
HF staff
Upload cuda_training_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
fc829f7
verified
{ | |
"config": { | |
"name": "cuda_training_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+cu124", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-classification", | |
"library": "transformers", | |
"model_type": "roberta", | |
"model": "FacebookAI/roberta-base", | |
"processor": "FacebookAI/roberta-base", | |
"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": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.34.2", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"diffusers_commit": null, | |
"optimum_version": "1.22.0", | |
"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": 1303.003136, | |
"max_global_vram": 3386.376192, | |
"max_process_vram": 0.0, | |
"max_reserved": 2730.491904, | |
"max_allocated": 2516.250112 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.33117901611328127, | |
0.050874366760253906, | |
0.04981862258911133, | |
0.04969062423706055, | |
0.05019852828979492 | |
], | |
"count": 5, | |
"total": 0.531761157989502, | |
"mean": 0.10635223159790039, | |
"p50": 0.05019852828979492, | |
"p90": 0.21905715637207035, | |
"p95": 0.27511808624267575, | |
"p99": 0.31996683013916016, | |
"stdev": 0.11241414645315512, | |
"stdev_": 105.69984735080482 | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 94.02717601458794 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0210472779160936e-05, | |
"ram": 5.5765662307320285e-06, | |
"gpu": 1.560390137189671e-05, | |
"total": 3.139094038178967e-05 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 318563.250363826 | |
} | |
}, | |
"warmup": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1303.003136, | |
"max_global_vram": 3386.376192, | |
"max_process_vram": 0.0, | |
"max_reserved": 2730.491904, | |
"max_allocated": 2516.250112 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.33117901611328127, | |
0.050874366760253906 | |
], | |
"count": 2, | |
"total": 0.3820533828735352, | |
"mean": 0.1910266914367676, | |
"p50": 0.1910266914367676, | |
"p90": 0.30314855117797856, | |
"p95": 0.31716378364562986, | |
"p99": 0.32837596961975096, | |
"stdev": 0.14015232467651367, | |
"stdev_": 73.36792760340823 | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 20.939482173484922 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"train": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1303.003136, | |
"max_global_vram": 3386.376192, | |
"max_process_vram": 0.0, | |
"max_reserved": 2730.491904, | |
"max_allocated": 2516.250112 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.04981862258911133, | |
0.04969062423706055, | |
0.05019852828979492 | |
], | |
"count": 3, | |
"total": 0.1497077751159668, | |
"mean": 0.04990259170532227, | |
"p50": 0.04981862258911133, | |
"p90": 0.050122547149658206, | |
"p95": 0.05016053771972656, | |
"p99": 0.05019093017578125, | |
"stdev": 0.00021568455524049524, | |
"stdev_": 0.43221112946222356 | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 120.234236238277 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |