{ "config": { "name": "cuda_training_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.1+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "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": 1314.967552, "max_global_vram": 3386.376192, "max_process_vram": 0.0, "max_reserved": 2730.491904, "max_allocated": 2516.23424 }, "latency": { "unit": "s", "values": [ 0.3435233154296875, 0.05288755035400391, 0.05044838333129883, 0.051523582458496094, 0.05125529479980469 ], "count": 5, "total": 0.549638126373291, "mean": 0.1099276252746582, "p50": 0.051523582458496094, "p90": 0.22726900939941408, "p95": 0.28539616241455074, "p99": 0.33189788482666016, "stdev": 0.11680048921878496, "stdev_": 106.25217176024194 }, "throughput": { "unit": "samples/s", "value": 90.96894411222506 }, "energy": { "unit": "kWh", "cpu": 1.0402735955540267e-05, "ram": 5.678991493030496e-06, "gpu": 1.8213347904083577e-05, "total": 3.429507535265434e-05 }, "efficiency": { "unit": "samples/kWh", "value": 291587.0543269131 } }, "warmup": { "memory": { "unit": "MB", "max_ram": 1314.967552, "max_global_vram": 3386.376192, "max_process_vram": 0.0, "max_reserved": 2730.491904, "max_allocated": 2516.23424 }, "latency": { "unit": "s", "values": [ 0.3435233154296875, 0.05288755035400391 ], "count": 2, "total": 0.3964108657836914, "mean": 0.1982054328918457, "p50": 0.1982054328918457, "p90": 0.31445973892211915, "p95": 0.3289915271759033, "p99": 0.34061695777893064, "stdev": 0.1453178825378418, "stdev_": 73.3168008654622 }, "throughput": { "unit": "samples/s", "value": 20.181081525563787 }, "energy": null, "efficiency": null }, "train": { "memory": { "unit": "MB", "max_ram": 1314.967552, "max_global_vram": 3386.376192, "max_process_vram": 0.0, "max_reserved": 2730.491904, "max_allocated": 2516.23424 }, "latency": { "unit": "s", "values": [ 0.05044838333129883, 0.051523582458496094, 0.05125529479980469 ], "count": 3, "total": 0.15322726058959962, "mean": 0.05107575352986654, "p50": 0.05125529479980469, "p90": 0.05146992492675781, "p95": 0.051496753692626955, "p99": 0.051518216705322264, "stdev": 0.0004569387934867524, "stdev_": 0.8946295686456343 }, "throughput": { "unit": "samples/s", "value": 117.47256937661234 }, "energy": null, "efficiency": null } } }