{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_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": {}, "hub_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, "latency": true, "memory": true, "energy": true, "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": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 907.911168, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 157, "total": 0.9961976943016051, "mean": 0.006345208243959268, "stdev": 0.0002391554601246473, "p50": 0.0063294081687927245, "p90": 0.006604390525817871, "p95": 0.006780518245697021, "p99": 0.007091404838562011, "values": [ 0.006871071815490723, 0.006575104236602783, 0.006626304149627686, 0.0065669121742248536, 0.006689792156219483, 0.0065781760215759275, 0.006750207901000976, 0.006799359798431396, 0.006964223861694336, 0.0067758078575134275, 0.006866943836212158, 0.007044095993041993, 0.006184991836547852, 0.006486015796661377, 0.0069253120422363285, 0.007151616096496582, 0.007839744091033935, 0.00659660816192627, 0.0063498239517211915, 0.0064133119583129885, 0.006339583873748779, 0.0064471039772033695, 0.006363135814666748, 0.0064133119583129885, 0.006428671836853027, 0.006532095909118653, 0.006407167911529541, 0.006448128223419189, 0.006325247764587402, 0.0062904319763183595, 0.00624128007888794, 0.006280191898345947, 0.00618393611907959, 0.006277120113372803, 0.006189119815826416, 0.00628326416015625, 0.006307839870452881, 0.006369279861450195, 0.006449151992797852, 0.006269951820373535, 0.006407167911529541, 0.006323200225830078, 0.0064102401733398436, 0.00667852783203125, 0.00637337589263916, 0.006386688232421875, 0.006341631889343262, 0.006378496170043945, 0.0063272957801818845, 0.006379519939422608, 0.0063201279640197755, 0.006333439826965332, 0.006359039783477783, 0.006311935901641846, 0.006360064029693604, 0.0063294081687927245, 0.006426623821258545, 0.00633241605758667, 0.006393856048583985, 0.006691840171813965, 0.006304768085479737, 0.006440959930419922, 0.006304768085479737, 0.006379519939422608, 0.006331391811370849, 0.006354944229125976, 0.006398975849151611, 0.006337535858154297, 0.006418432235717773, 0.006396927833557129, 0.006396927833557129, 0.006398975849151611, 0.006354944229125976, 0.006408192157745361, 0.006313983917236328, 0.006478879928588867, 0.006464511871337891, 0.0063201279640197755, 0.006354944229125976, 0.0063498239517211915, 0.006339583873748779, 0.006354944229125976, 0.00632422399520874, 0.006341631889343262, 0.006359039783477783, 0.006301695823669433, 0.006341631889343262, 0.006319104194641113, 0.006368256092071533, 0.006330368041992188, 0.00622489595413208, 0.006218751907348633, 0.006475776195526123, 0.00623308801651001, 0.006191103935241699, 0.006220799922943115, 0.006184959888458252, 0.006194176197052002, 0.00623308801651001, 0.0062044157981872555, 0.006200319766998291, 0.006164480209350586, 0.006275072097778321, 0.006302783966064453, 0.006307839870452881, 0.006322175979614258, 0.006277120113372803, 0.006616064071655273, 0.0066304001808166506, 0.006339583873748779, 0.006325247764587402, 0.0062638077735900875, 0.006272064208984375, 0.006196224212646485, 0.006278143882751465, 0.006169600009918213, 0.00624128007888794, 0.0062494721412658695, 0.006173696041107178, 0.006218751907348633, 0.005972991943359375, 0.00601907205581665, 0.005957632064819336, 0.006020095825195313, 0.0061224961280822755, 0.006209536075592041, 0.006043647766113281, 0.006054912090301514, 0.0060200319290161135, 0.00602726411819458, 0.006020095825195313, 0.0060293121337890625, 0.006038527965545654, 0.0060620479583740235, 0.006044672012329101, 0.006049791812896729, 0.006041600227355957, 0.006017024040222168, 0.006024191856384278, 0.006049791812896729, 0.006041600227355957, 0.006023168087005615, 0.006311935901641846, 0.0060631041526794435, 0.006062079906463623, 0.006223872184753418, 0.006419456005096436, 0.006312960147857666, 0.006377471923828125, 0.006352896213531494, 0.006342656135559082, 0.006331391811370849, 0.0062975997924804685, 0.0063508481979370115, 0.006367231845855713, 0.006315040111541748, 0.006318111896514892 ] }, "throughput": { "unit": "samples/s", "value": 157.59924049017852 }, "energy": { "unit": "kWh", "cpu": 7.40900252842241e-08, "ram": 4.050874357265381e-08, "gpu": 1.351112191999961e-07, "total": 2.49709988056874e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4004645.580184961 } } } }