{ "config": { "name": "cuda_training_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_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": "4", "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": false }, "launcher": { "name": "process", "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", "device_isolation": true, "device_isolation_action": "warn", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.0", "accelerate_commit": null, "diffusers_version": "0.30.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "overall": { "memory": { "unit": "MB", "max_ram": 1287.417856, "max_global_vram": 68702.69952, "max_process_vram": 294880.190464, "max_reserved": 2707.423232, "max_allocated": 2497.88416 }, "latency": { "unit": "s", "count": 5, "total": 0.7126372795104982, "mean": 0.14252745590209964, "stdev": 0.1992685134982379, "p50": 0.042882076263427736, "p90": 0.3424006134033204, "p95": 0.441730793762207, "p99": 0.5211949380493164, "values": [ 0.5410609741210938, 0.042882076263427736, 0.04195967864990234, 0.04232447814941406, 0.04441007232666016 ] }, "throughput": { "unit": "samples/s", "value": 70.1619202890205 }, "energy": null, "efficiency": null }, "warmup": { "memory": { "unit": "MB", "max_ram": 1287.417856, "max_global_vram": 68702.69952, "max_process_vram": 294880.190464, "max_reserved": 2707.423232, "max_allocated": 2497.88416 }, "latency": { "unit": "s", "count": 2, "total": 0.5839430503845215, "mean": 0.2919715251922608, "stdev": 0.24908944892883303, "p50": 0.2919715251922608, "p90": 0.49124308433532715, "p95": 0.5161520292282105, "p99": 0.5360791851425171, "values": [ 0.5410609741210938, 0.042882076263427736 ] }, "throughput": { "unit": "samples/s", "value": 13.699966109249983 }, "energy": null, "efficiency": null }, "train": { "memory": { "unit": "MB", "max_ram": 1287.417856, "max_global_vram": 68702.69952, "max_process_vram": 294880.190464, "max_reserved": 2707.423232, "max_allocated": 2497.88416 }, "latency": { "unit": "s", "count": 3, "total": 0.12869422912597656, "mean": 0.04289807637532552, "stdev": 0.0010794654499180767, "p50": 0.04232447814941406, "p90": 0.04399295349121094, "p95": 0.04420151290893555, "p99": 0.044368360443115235, "values": [ 0.04195967864990234, 0.04232447814941406, 0.04441007232666016 ] }, "throughput": { "unit": "samples/s", "value": 139.86641143310405 }, "energy": null, "efficiency": null } } }