{ "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": "4.45.1", "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": "0.13.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 802.7136, "max_global_vram": 1192.7552, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "values": [ 0.21018214416503905 ], "count": 1, "total": 0.21018214416503905, "mean": 0.21018214416503905, "p50": 0.21018214416503905, "p90": 0.21018214416503905, "p95": 0.21018214416503905, "p99": 0.21018214416503905, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1088.917504, "max_global_vram": 1203.24096, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.03808 }, "latency": { "unit": "s", "values": [ 0.006237184047698975, 0.00603545618057251, 0.006058047771453858, 0.006139904022216797, 0.00608460807800293, 0.006030335903167725, 0.0060702719688415525, 0.006031360149383545, 0.00603545618057251, 0.006043647766113281, 0.006020095825195313, 0.006242303848266601, 0.006461311817169189, 0.006338560104370118, 0.006259744167327881, 0.006367231845855713, 0.006287424087524414, 0.006239168167114258, 0.0062044157981872555, 0.006238207817077636, 0.006268928050994873, 0.006245376110076905, 0.006301695823669433, 0.00626585578918457, 0.006254464149475098, 0.006238207817077636, 0.006292479991912842, 0.006326272010803223, 0.0063508481979370115, 0.006336512088775635, 0.006432767868041992, 0.006296576023101807, 0.006358016014099121, 0.0062638077735900875, 0.0062975997924804685, 0.006203392028808594, 0.0063211522102355954, 0.006346752166748047, 0.006271903991699219, 0.006391808032989502, 0.006220799922943115, 0.006294496059417724, 0.006358016014099121, 0.005997568130493164, 0.005903359889984131, 0.0059391999244689945, 0.005989376068115234, 0.005896031856536865, 0.006024191856384278, 0.006039552211761475, 0.005953536033630371, 0.005882880210876465, 0.005957632064819336, 0.005933055877685547, 0.006046720027923584, 0.006031360149383545, 0.0060067839622497555, 0.005952511787414551, 0.005975039958953857, 0.005937151908874512, 0.0062863359451293946, 0.00603545618057251, 0.006091775894165039, 0.006018080234527588, 0.006112256050109863, 0.006034431934356689, 0.0060590081214904785, 0.006025216102600098, 0.006033408164978027, 0.006069248199462891, 0.006047743797302246, 0.005883776187896729, 0.005850111961364746, 0.006039552211761475, 0.005960703849792481, 0.005781504154205322, 0.0058817601203918456, 0.005945343971252442, 0.005679103851318359, 0.005831615924835205, 0.0059688959121704105, 0.005760000228881836, 0.005653503894805908, 0.005601280212402344, 0.0060067839622497555, 0.006089663982391357, 0.006173696041107178, 0.006291456222534179, 0.0062259202003479, 0.0062228479385375976, 0.006403039932250976, 0.006318079948425293, 0.006347775936126709, 0.006020095825195313, 0.005903359889984131, 0.005873663902282715, 0.005866496086120605, 0.005839871883392334, 0.005858304023742676, 0.005830656051635743, 0.005901440143585205, 0.005907455921173096, 0.005888000011444092, 0.005825535774230957, 0.0060661759376525876, 0.005814271926879883, 0.005839680194854736, 0.005848991870880127, 0.005833727836608887, 0.005829631805419922, 0.005890048027038574, 0.005788671970367432, 0.0058551039695739744, 0.005865471839904785, 0.005921792030334472, 0.005825535774230957, 0.005863423824310303, 0.005796927928924561, 0.0058429441452026365, 0.005825503826141358, 0.005807968139648437, 0.005895232200622559, 0.005830656051635743, 0.00585203218460083, 0.006039552211761475, 0.005823488235473633, 0.005799935817718506, 0.006347775936126709, 0.005868544101715088, 0.005857279777526855, 0.005827583789825439, 0.00582144021987915, 0.005807104110717773, 0.005853184223175049, 0.005795839786529541, 0.006457344055175781, 0.006045536041259765, 0.005881855964660645, 0.005798912048339844, 0.0059012799263000485, 0.005780576229095459, 0.005983232021331787, 0.005817344188690185, 0.005904384136199951, 0.005899263858795166, 0.00581334400177002, 0.005882880210876465, 0.005940224170684814, 0.005902400016784668, 0.005794816017150879, 0.005827583789825439, 0.005864448070526123, 0.005908480167388916, 0.005815296173095703, 0.005824512004852295, 0.005775360107421875, 0.0058429441452026365, 0.005810239791870117, 0.005879807949066162, 0.005785600185394287, 0.005830656051635743, 0.005798912048339844, 0.0058091521263122555, 0.0059269118309021, 0.006012928009033203, 0.005846015930175781 ], "count": 166, "total": 0.9975704331398009, "mean": 0.00600946044060121, "p50": 0.005955584049224853, "p90": 0.006309887886047363, "p95": 0.006350080132484436, "p99": 0.006441369533538818, "stdev": 0.0001963434944086403, "stdev_": 3.2672399851757294 }, "throughput": { "unit": "samples/s", "value": 166.40429034922744 }, "energy": { "unit": "kWh", "cpu": 6.707284222378898e-08, "ram": 3.6632466047945654e-08, "gpu": 1.3312000605649968e-07, "total": 2.3682531432823433e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4222521.578136801 } } } }