{ "config": { "name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.0+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-5.10.223-212.873.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": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "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": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 787.935232, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.38179150390625, "mean": 7.38179150390625, "stdev": 0.0, "p50": 7.38179150390625, "p90": 7.38179150390625, "p95": 7.38179150390625, "p99": 7.38179150390625, "values": [ 7.38179150390625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.87220921527406e-07, "ram": 4.7072693875465605e-07, "gpu": 1.6816680119997873e-06, "total": 3.0396158722818494e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1083.301888, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 129, "total": 0.9959785604476926, "mean": 0.0077207640344782395, "stdev": 0.000291425923220931, "p50": 0.007756800174713135, "p90": 0.008065228652954101, "p95": 0.008267712020874023, "p99": 0.00847433681488037, "values": [ 0.008345600128173827, 0.008345600128173827, 0.008363007545471191, 0.00829030418395996, 0.008128512382507324, 0.008292351722717285, 0.007993343830108643, 0.007927807807922363, 0.007798783779144287, 0.007803904056549072, 0.007806975841522217, 0.007780384063720703, 0.00764521598815918, 0.007658495903015137, 0.007686240196228027, 0.007758848190307617, 0.00781004810333252, 0.007861248016357422, 0.00778547191619873, 0.007773183822631836, 0.007762944221496582, 0.007822336196899414, 0.007880703926086426, 0.007792640209197998, 0.007748608112335205, 0.007839744091033935, 0.00783462381362915, 0.007803904056549072, 0.0077844481468200685, 0.007790592193603516, 0.007775231838226319, 0.007724031925201416, 0.007672832012176513, 0.007718912124633789, 0.007790592193603516, 0.00780185604095459, 0.007806975841522217, 0.007804927825927735, 0.007812096118927002, 0.007881728172302246, 0.00786636781692505, 0.008046591758728027, 0.007872511863708496, 0.007922688007354736, 0.008517631530761719, 0.008228863716125488, 0.008057855606079101, 0.0080250883102417, 0.007988224029541016, 0.0077916159629821775, 0.0076912641525268555, 0.007756800174713135, 0.00793497610092163, 0.007797760009765625, 0.007838719844818116, 0.007701504230499268, 0.007681024074554443, 0.007751679897308349, 0.007798687934875488, 0.007733248233795166, 0.007717887878417969, 0.0077547521591186525, 0.007925759792327881, 0.007819263935089112, 0.007756800174713135, 0.007809023857116699, 0.008233823776245118, 0.008541184425354004, 0.00807423973083496, 0.007971839904785156, 0.007717887878417969, 0.007738399982452393, 0.007675903797149658, 0.0076277761459350585, 0.00751420783996582, 0.007829567909240723, 0.007782400131225586, 0.007715839862823487, 0.007619584083557129, 0.007613440036773681, 0.0076308479309082035, 0.007858176231384278, 0.007883776187896728, 0.008062975883483887, 0.008046591758728027, 0.008138655662536621, 0.007966720104217529, 0.0080250883102417, 0.007649280071258545, 0.00759603214263916, 0.007512063980102539, 0.008126463890075684, 0.007656447887420655, 0.007528448104858398, 0.0075345921516418455, 0.0075642881393432615, 0.007375872135162354, 0.007385087966918945, 0.007327744007110596, 0.007350272178649903, 0.0073400321006774905, 0.007355391979217529, 0.007288832187652588, 0.0072674560546875, 0.007333888053894043, 0.0073134078979492185, 0.007324672222137451, 0.007308288097381592, 0.007310336112976074, 0.0073768959045410155, 0.007375872135162354, 0.007370751857757568, 0.007375872135162354, 0.007264256000518799, 0.007261343955993652, 0.007332863807678222, 0.007352320194244385, 0.007358463764190673, 0.007355391979217529, 0.007327744007110596, 0.007324672222137451, 0.007343071937561035, 0.0072848000526428225, 0.00733900785446167, 0.007327744007110596, 0.0073359360694885255, 0.007358463764190673, 0.007354368209838867, 0.007349247932434082 ] }, "throughput": { "unit": "samples/s", "value": 129.5208603105015 }, "energy": { "unit": "kWh", "cpu": 9.058171127545017e-08, "ram": 4.9524418244121375e-08, "gpu": 1.6991319784732803e-07, "total": 3.100193273668996e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3225605.3469096357 } } } }