{ "config": { "name": "cuda_training_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_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": 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 7643 48-Core Processor", "cpu_count": 96, "cpu_ram_mb": 1082028.982272, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "65fa416fd503cfe9a2be7637ee30c70a4a1f96f1", "transformers_version": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "overall": { "memory": { "unit": "MB", "max_ram": 1137.262592, "max_global_vram": 3155.431424, "max_process_vram": 301576.347648, "max_reserved": 2707.423232, "max_allocated": 2497.900032 }, "latency": { "unit": "s", "count": 5, "total": 0.6406414489746093, "mean": 0.12812828979492186, "stdev": 0.17265488414241006, "p50": 0.0417181396484375, "p90": 0.30111604766845707, "p95": 0.38727646865844717, "p99": 0.45620480545043945, "values": [ 0.4734368896484375, 0.042634784698486326, 0.0417181396484375, 0.04131381607055664, 0.041537818908691404 ] }, "throughput": { "unit": "samples/s", "value": 78.04677652379259 }, "energy": null, "efficiency": null }, "warmup": { "memory": { "unit": "MB", "max_ram": 1137.262592, "max_global_vram": 3155.431424, "max_process_vram": 301576.347648, "max_reserved": 2707.423232, "max_allocated": 2497.900032 }, "latency": { "unit": "s", "count": 2, "total": 0.5160716743469238, "mean": 0.2580358371734619, "stdev": 0.21540105247497557, "p50": 0.2580358371734619, "p90": 0.4303566791534424, "p95": 0.45189678440093994, "p99": 0.469128868598938, "values": [ 0.4734368896484375, 0.042634784698486326 ] }, "throughput": { "unit": "samples/s", "value": 15.501722721216595 }, "energy": null, "efficiency": null }, "train": { "memory": { "unit": "MB", "max_ram": 1137.262592, "max_global_vram": 3155.431424, "max_process_vram": 301576.347648, "max_reserved": 2707.423232, "max_allocated": 2497.900032 }, "latency": { "unit": "s", "count": 3, "total": 0.12456977462768554, "mean": 0.04152325820922851, "stdev": 0.0001653852056749762, "p50": 0.041537818908691404, "p90": 0.04168207550048828, "p95": 0.04170010757446289, "p99": 0.041714533233642576, "values": [ 0.0417181396484375, 0.04131381607055664, 0.041537818908691404 ] }, "throughput": { "unit": "samples/s", "value": 144.49733134541222 }, "energy": null, "efficiency": null } } }