{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "model": "FacebookAI/roberta-base", "library": "transformers", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 903.548928, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 155, "total": 0.9976646361351016, "mean": 0.006436546039581299, "stdev": 0.00023402567245567695, "p50": 0.006425600051879882, "p90": 0.006631001663208008, "p95": 0.006994841527938843, "p99": 0.007153368129730225, "values": [ 0.007702527999877929, 0.006996992111206054, 0.007163839817047119, 0.007144447803497315, 0.007127039909362793, 0.007078911781311035, 0.007087103843688965, 0.007115935802459717, 0.006309887886047363, 0.006155263900756836, 0.006205440044403076, 0.0061224961280822755, 0.006170623779296875, 0.006143775939941407, 0.006150176048278808, 0.0062791681289672855, 0.006169600009918213, 0.006356863975524902, 0.0061521921157836916, 0.006169568061828614, 0.006137856006622314, 0.006342656135559082, 0.00620851182937622, 0.006191103935241699, 0.006179840087890625, 0.0061296639442443845, 0.006142975807189942, 0.006108160018920898, 0.006132736206054688, 0.006085631847381592, 0.006113279819488526, 0.006100992202758789, 0.006130655765533447, 0.0063067197799682615, 0.00612556791305542, 0.00611737585067749, 0.006079423904418946, 0.006295551776885986, 0.006308864116668702, 0.00624128007888794, 0.006134719848632813, 0.00621776008605957, 0.006154240131378174, 0.0061562881469726565, 0.006236095905303955, 0.006445055961608887, 0.006461440086364746, 0.006407167911529541, 0.006445055961608887, 0.0064430079460144046, 0.0064143362045288085, 0.006486015796661377, 0.00657919979095459, 0.006723584175109864, 0.006448128223419189, 0.006451200008392334, 0.0063907837867736815, 0.0066303682327270505, 0.0063834238052368165, 0.006448128223419189, 0.006489088058471679, 0.006426623821258545, 0.006490111827850342, 0.006387712001800537, 0.0064440321922302245, 0.006470655918121338, 0.006462463855743408, 0.0064471039772033695, 0.00643993616104126, 0.006392831802368164, 0.006452223777770996, 0.006404064178466797, 0.006630271911621094, 0.006457344055175781, 0.00641539192199707, 0.006475776195526123, 0.006465536117553711, 0.006481919765472412, 0.006469664096832276, 0.006470655918121338, 0.006685696125030518, 0.006469632148742676, 0.006400000095367431, 0.0064849920272827145, 0.00642252779006958, 0.006392831802368164, 0.006421504020690918, 0.006397952079772949, 0.006425600051879882, 0.006423552036285401, 0.006378496170043945, 0.0064204797744750975, 0.006403071880340576, 0.0064542717933654785, 0.006492159843444824, 0.006425600051879882, 0.0065792641639709475, 0.006441984176635742, 0.006385663986206055, 0.006440959930419922, 0.006542335987091064, 0.006472703933715821, 0.006432767868041992, 0.006370304107666015, 0.006519807815551758, 0.006460415840148926, 0.006440959930419922, 0.006431807994842529, 0.006335519790649414, 0.006394879817962646, 0.006685664176940918, 0.006459392070770263, 0.006584320068359375, 0.006591519832611084, 0.0064849920272827145, 0.006550528049468994, 0.006626272201538086, 0.006558623790740967, 0.0067276802062988285, 0.006452223777770996, 0.006533120155334473, 0.006456319808959961, 0.0064245758056640625, 0.006459487915039063, 0.006993919849395752, 0.006560704231262207, 0.006555583953857422, 0.006374207973480225, 0.006367263793945313, 0.006452223777770996, 0.006364160060882569, 0.006385663986206055, 0.006461440086364746, 0.006373311996459961, 0.006728672027587891, 0.006383456230163574, 0.00639081621170044, 0.006491168022155762, 0.006363135814666748, 0.006441984176635742, 0.006407167911529541, 0.006366367816925049, 0.0063907837867736815, 0.006388735771179199, 0.006392831802368164, 0.006404096126556396, 0.0063630399703979495, 0.006434815883636475, 0.006449151992797852, 0.006461440086364746, 0.006631423950195312, 0.0064143362045288085, 0.006642687797546387, 0.006393856048583985, 0.0063836159706115725 ] }, "throughput": { "unit": "samples/s", "value": 155.36282873617893 }, "energy": { "unit": "kWh", "cpu": 7.711182661558814e-08, "ram": 4.2156089122207573e-08, "gpu": 1.3992796187013008e-07, "total": 2.591958776079258e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3858086.051479013 } } } }