IlyasMoutawwakil's picture
Upload cuda_training_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
33b63bb verified
raw
history blame
7.27 kB
{
"config": {
"name": "cuda_training_transformers_text-classification_FacebookAI/roberta-base",
"backend": {
"name": "pytorch",
"version": "2.3.1+cu121",
"_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": {},
"hub_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 7R32",
"cpu_count": 16,
"cpu_ram_mb": 66697.293824,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.219-208.866.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": "0.3.1",
"optimum_benchmark_commit": null,
"transformers_version": "4.42.4",
"transformers_commit": null,
"accelerate_version": "0.32.1",
"accelerate_commit": null,
"diffusers_version": "0.29.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.7",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"overall": {
"memory": {
"unit": "MB",
"max_ram": 1103.085568,
"max_global_vram": 3379.03616,
"max_process_vram": 0.0,
"max_reserved": 2730.491904,
"max_allocated": 2516.250112
},
"latency": {
"unit": "s",
"count": 5,
"total": 0.9522319145202638,
"mean": 0.19044638290405275,
"stdev": 0.28059051110992117,
"p50": 0.05002547073364258,
"p90": 0.4714676101684571,
"p95": 0.6115469154357909,
"p99": 0.7236103596496581,
"values": [
0.751626220703125,
0.05122969436645508,
0.05002547073364258,
0.049797119140625,
0.04955340957641602
]
},
"throughput": {
"unit": "samples/s",
"value": 52.50821699794645
},
"energy": null,
"efficiency": null
},
"warmup": {
"memory": {
"unit": "MB",
"max_ram": 1103.085568,
"max_global_vram": 3379.03616,
"max_process_vram": 0.0,
"max_reserved": 2730.491904,
"max_allocated": 2516.250112
},
"latency": {
"unit": "s",
"count": 2,
"total": 0.8028559150695801,
"mean": 0.40142795753479005,
"stdev": 0.35019826316833497,
"p50": 0.40142795753479005,
"p90": 0.681586568069458,
"p95": 0.7166063943862915,
"p99": 0.7446222554397584,
"values": [
0.751626220703125,
0.05122969436645508
]
},
"throughput": {
"unit": "samples/s",
"value": 9.964428049716336
},
"energy": null,
"efficiency": null
},
"train": {
"memory": {
"unit": "MB",
"max_ram": 1103.085568,
"max_global_vram": 3379.03616,
"max_process_vram": 0.0,
"max_reserved": 2730.491904,
"max_allocated": 2516.250112
},
"latency": {
"unit": "s",
"count": 3,
"total": 0.14937599945068358,
"mean": 0.04979199981689453,
"stdev": 0.000192752154587375,
"p50": 0.049797119140625,
"p90": 0.04997980041503906,
"p95": 0.05000263557434082,
"p99": 0.05002090370178223,
"values": [
0.05002547073364258,
0.049797119140625,
0.04955340957641602
]
},
"throughput": {
"unit": "samples/s",
"value": 120.50128579017603
},
"energy": null,
"efficiency": null
}
}
}