{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.2.0.dev20231010+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": "6", "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": "inference", "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario", "iterations": 1, "duration": 1, "warmup_runs": 1, "input_shapes": { "batch_size": 1, "num_choices": 2, "sequence_length": 2 }, "new_tokens": null, "memory": true, "latency": true, "energy": false, "forward_kwargs": {}, "generate_kwargs": { "max_new_tokens": 2, "min_new_tokens": 2 }, "call_kwargs": { "num_inference_steps": 2 } }, "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": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "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": { "load": { "memory": { "unit": "MB", "max_ram": 955.37152, "max_global_vram": 68702.69952, "max_process_vram": 46054.899712, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.9612412109375, "mean": 7.9612412109375, "stdev": 0.0, "p50": 7.9612412109375, "p90": 7.9612412109375, "p95": 7.9612412109375, "p99": 7.9612412109375, "values": [ 7.9612412109375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1079.697408, "max_global_vram": 68702.69952, "max_process_vram": 234111.123456, "max_reserved": 555.74528, "max_allocated": 499.5072 }, "latency": { "unit": "s", "count": 131, "total": 0.9961052231788636, "mean": 0.007603856665487509, "stdev": 0.0004265459507820425, "p50": 0.007486896991729736, "p90": 0.008199698448181152, "p95": 0.008340418338775635, "p99": 0.00857651443481445, "values": [ 0.008021777153015136, 0.007926416873931886, 0.007594417095184327, 0.0072937760353088375, 0.007413296222686767, 0.007285776138305664, 0.007247536182403564, 0.007554896831512451, 0.008662578582763671, 0.007443535804748535, 0.00760785722732544, 0.007505775928497315, 0.0075635361671447755, 0.007335536003112793, 0.007705457210540771, 0.00767937707901001, 0.007368656158447265, 0.007850098133087157, 0.007745616912841797, 0.00742577600479126, 0.007508176803588867, 0.0074099359512329105, 0.007325615882873535, 0.0077107372283935546, 0.007360176086425781, 0.007600337028503418, 0.007743536949157715, 0.007393136024475098, 0.0071633758544921875, 0.007995378017425538, 0.0081176176071167, 0.008199698448181152, 0.00813937759399414, 0.00815137767791748, 0.00812721824645996, 0.008158098220825196, 0.00813777732849121, 0.00814993667602539, 0.008169297218322755, 0.00837569808959961, 0.008165457725524902, 0.008328337669372559, 0.008372499465942382, 0.008357297897338868, 0.008302417755126953, 0.008255698204040528, 0.008290098190307618, 0.008340818405151367, 0.008364978790283204, 0.008340018272399902, 0.008292338371276856, 0.009305139541625977, 0.008039697647094727, 0.00798401689529419, 0.008004817962646484, 0.00801761817932129, 0.008003856658935547, 0.00796577787399292, 0.007941297054290771, 0.007944337844848633, 0.00747489595413208, 0.007304975986480713, 0.0072344160079956055, 0.007236495971679687, 0.0071824159622192385, 0.007302256107330323, 0.007233615875244141, 0.007175856113433838, 0.007179696083068848, 0.007356815814971924, 0.007478256225585938, 0.00723473596572876, 0.007482097148895263, 0.007245456218719483, 0.0072345762252807614, 0.0074876961708068845, 0.007244976043701172, 0.007231855869293213, 0.0074337759017944335, 0.0072987360954284665, 0.0075212960243225095, 0.007277616024017334, 0.007147696018218994, 0.0071203351020812985, 0.007130895137786865, 0.007273615837097168, 0.0072508959770202636, 0.007359055995941162, 0.007612977027893066, 0.007435697078704834, 0.007696656227111817, 0.007633296012878418, 0.007731216907501221, 0.0072632160186767575, 0.007249616146087647, 0.007459696769714356, 0.007401616096496582, 0.0072864160537719725, 0.007118095874786377, 0.007119854927062988, 0.007117135047912598, 0.007134096145629883, 0.00714737606048584, 0.0072076950073242186, 0.007109775066375733, 0.00731601619720459, 0.008031377792358399, 0.008019218444824219, 0.00798721694946289, 0.007677617073059082, 0.007495216846466065, 0.007550415992736817, 0.007553136825561523, 0.007124015808105469, 0.007525135993957519, 0.008045297622680664, 0.007475215911865235, 0.007486896991729736, 0.007596336841583252, 0.007579216003417969, 0.007541457176208496, 0.007117136001586914, 0.007163693904876709, 0.007150735855102539, 0.007136816024780273, 0.007164656162261963, 0.007167695045471191, 0.007138415813446045, 0.007142576217651367, 0.007120336055755615, 0.007155216217041015 ] }, "throughput": { "unit": "samples/s", "value": 131.5122107099696 }, "energy": null, "efficiency": null } } }