{ "config": { "name": "cuda_inference_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": "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": 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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.225-213.878.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": { "load": { "memory": { "unit": "MB", "max_ram": 802.664448, "max_global_vram": 1192.7552, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.372544 }, "latency": { "unit": "s", "values": [ 8.284556640625 ], "count": 1, "total": 8.284556640625, "mean": 8.284556640625, "p50": 8.284556640625, "p90": 8.284556640625, "p95": 8.284556640625, "p99": 8.284556640625, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.669212069445462e-07, "ram": 5.096672224524834e-07, "gpu": 1.758890296000258e-06, "total": 3.2354787253972877e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1099.149312, "max_global_vram": 1203.24096, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "values": [ 0.008017919540405273, 0.007650303840637207, 0.00871628761291504, 0.008523776054382324, 0.008045568466186523, 0.007975935935974121, 0.007979008197784423, 0.008152064323425292, 0.008046624183654785, 0.007964672088623047, 0.00789299201965332, 0.007872447967529297, 0.007887904167175292, 0.007906303882598878, 0.007926815986633301, 0.007931903839111328, 0.007940095901489258, 0.007946239948272706, 0.007980031967163086, 0.008050687789916992, 0.00800767993927002, 0.007981056213378907, 0.007929855823516846, 0.00793497610092163, 0.007889920234680176, 0.008086527824401855, 0.008011775970458984, 0.00795136022567749, 0.007985184192657471, 0.007950335979461669, 0.0078919677734375, 0.007872511863708496, 0.007875552177429199, 0.007914495944976807, 0.007967743873596191, 0.008003583908081055, 0.008004608154296875, 0.007963647842407226, 0.007923711776733398, 0.007910399913787843, 0.007925759792327881, 0.007913472175598145, 0.007939072132110595, 0.008013855934143067, 0.00804758358001709, 0.00800153636932373, 0.008352736473083495, 0.008002559661865234, 0.007928832054138184, 0.007946239948272706, 0.00791756820678711, 0.007839744091033935, 0.007942143917083741, 0.007854080200195313, 0.007939072132110595, 0.007759871959686279, 0.007748608112335205, 0.007880703926086426, 0.007766016006469726, 0.007548927783966064, 0.007659520149230957, 0.007650303840637207, 0.00774348783493042, 0.00775270414352417, 0.007781375885009765, 0.007821311950683594, 0.008070143699645996, 0.00783564805984497, 0.0076308479309082035, 0.0076943359375, 0.007717887878417969, 0.00765337610244751, 0.007649280071258545, 0.007621632099151611, 0.007554048061370849, 0.007514111995697022, 0.007507967948913574, 0.00753766393661499, 0.007528448104858398, 0.007622655868530274, 0.007528448104858398, 0.007543807983398438, 0.007546879768371582, 0.007520256042480469, 0.007524352073669433, 0.007508992195129394, 0.007525375843048096, 0.007527423858642578, 0.007552000045776367, 0.007539743900299072, 0.007541759967803955, 0.00757862377166748, 0.007571455955505371, 0.007526400089263916, 0.0075458879470825194, 0.007542784214019775, 0.0075345921516418455, 0.007527423858642578, 0.007535615921020508, 0.007557119846343994, 0.007633952140808106, 0.007534656047821045, 0.0075632638931274416, 0.007565311908721924, 0.007540800094604492, 0.007522304058074952, 0.007543807983398438, 0.007520256042480469, 0.007524352073669433, 0.007527423858642578, 0.007573503971099854, 0.00758784008026123, 0.007525375843048096, 0.007502848148345947, 0.007566336154937744, 0.007544832229614258, 0.00754585599899292, 0.00753766393661499, 0.007589888095855713, 0.007555071830749512, 0.007572480201721191, 0.007532544136047363, 0.007549952030181885, 0.007525375843048096, 0.007542784214019775, 0.007541759967803955, 0.007517216205596924, 0.007524352073669433, 0.007527423858642578 ], "count": 129, "total": 1.000897791862488, "mean": 0.0077588976113371145, "p50": 0.007717887878417969, "p90": 0.008008499145507813, "p95": 0.008049446105957031, "p99": 0.008475884971618651, "stdev": 0.00023118743989478617, "stdev_": 2.979642875515984 }, "throughput": { "unit": "samples/s", "value": 128.88428873437175 }, "energy": { "unit": "kWh", "cpu": 8.838778820998743e-08, "ram": 4.829775838299096e-08, "gpu": 1.7256232710448453e-07, "total": 3.0924787369746287e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3233651.982934246 } } } }