{ "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-5.10.225-213.878.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": 1302.925312, "max_global_vram": 3386.376192, "max_process_vram": 0.0, "max_reserved": 2730.491904, "max_allocated": 2516.250112 }, "latency": { "unit": "s", "values": [ 0.3413104553222656, 0.050157569885253904, 0.04910182571411133, 0.049304576873779295, 0.04916223907470703 ], "count": 5, "total": 0.5390366668701172, "mean": 0.10780733337402344, "p50": 0.049304576873779295, "p90": 0.22484930114746093, "p95": 0.28307987823486325, "p99": 0.32966433990478516, "stdev": 0.11675218149824636, "stdev_": 108.29706833874644 }, "throughput": { "unit": "samples/s", "value": 92.7580683709735 }, "energy": { "unit": "kWh", "cpu": 1.063539743611099e-05, "ram": 5.809579881629046e-06, "gpu": 1.8035847761999936e-05, "total": 3.448082507973997e-05 }, "efficiency": { "unit": "samples/kWh", "value": 290016.2619912404 } }, "warmup": { "memory": { "unit": "MB", "max_ram": 1302.925312, "max_global_vram": 3386.376192, "max_process_vram": 0.0, "max_reserved": 2730.491904, "max_allocated": 2516.250112 }, "latency": { "unit": "s", "values": [ 0.3413104553222656, 0.050157569885253904 ], "count": 2, "total": 0.3914680252075195, "mean": 0.19573401260375975, "p50": 0.19573401260375975, "p90": 0.31219516677856446, "p95": 0.32675281105041504, "p99": 0.3383989264678955, "stdev": 0.14557644271850587, "stdev_": 74.37462747632323 }, "throughput": { "unit": "samples/s", "value": 20.435896381982037 }, "energy": null, "efficiency": null }, "train": { "memory": { "unit": "MB", "max_ram": 1302.925312, "max_global_vram": 3386.376192, "max_process_vram": 0.0, "max_reserved": 2730.491904, "max_allocated": 2516.250112 }, "latency": { "unit": "s", "values": [ 0.04910182571411133, 0.049304576873779295, 0.04916223907470703 ], "count": 3, "total": 0.14756864166259764, "mean": 0.04918954722086588, "p50": 0.04916223907470703, "p90": 0.04927610931396484, "p95": 0.04929034309387207, "p99": 0.04930173011779785, "stdev": 8.499533054488517e-05, "stdev_": 0.172791447262663 }, "throughput": { "unit": "samples/s", "value": 121.9771341472084 }, "energy": null, "efficiency": null } } }