{ "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-5.10.223-212.873.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": "0.34.0", "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": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 801.140736, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.98864306640625, "mean": 7.98864306640625, "stdev": 0.0, "p50": 7.98864306640625, "p90": 7.98864306640625, "p95": 7.98864306640625, "p99": 7.98864306640625, "values": [ 7.98864306640625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 8.804461854165959e-07, "ram": 4.6717669959569913e-07, "gpu": 1.6183346279998942e-06, "total": 2.9659575130121892e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1096.94976, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 134, "total": 0.9971867146492005, "mean": 0.007441691900367167, "stdev": 0.00025676087319596766, "p50": 0.007421504020690918, "p90": 0.007618307209014893, "p95": 0.00795647976398468, "p99": 0.008436807861328121, "values": [ 0.008133631706237793, 0.008117247581481933, 0.008216575622558593, 0.008049663543701171, 0.008073184013366699, 0.008545280456542969, 0.007519231796264648, 0.007349247932434082, 0.0071833600997924804, 0.007124991893768311, 0.0071363520622253415, 0.007107583999633789, 0.007218175888061523, 0.007108607769012451, 0.007070623874664307, 0.007094367980957032, 0.007105535984039306, 0.007094272136688232, 0.007131135940551757, 0.00707583999633789, 0.007566336154937744, 0.007648128032684326, 0.007426047801971435, 0.007615327835083008, 0.007572512149810791, 0.007600096225738526, 0.007501823902130127, 0.00743833589553833, 0.007468031883239746, 0.007485439777374267, 0.007396351814270019, 0.007445407867431641, 0.007512063980102539, 0.007420032024383545, 0.0073994240760803225, 0.0073993921279907225, 0.00743833589553833, 0.007558144092559814, 0.007605247974395752, 0.007402495861053467, 0.0074106879234313965, 0.007422944068908691, 0.007480319976806641, 0.007456768035888672, 0.007383039951324463, 0.0073807997703552244, 0.007427072048187256, 0.007450463771820068, 0.007478271961212158, 0.007424223899841309, 0.007375872135162354, 0.007555071830749512, 0.007673855781555176, 0.00738105583190918, 0.0074291200637817386, 0.007378943920135498, 0.007386112213134765, 0.007394400119781494, 0.007357439994812012, 0.007389120101928711, 0.007361536026000977, 0.0073636798858642575, 0.007432191848754883, 0.007366655826568603, 0.0074823999404907224, 0.007548927783966064, 0.0073983359336853025, 0.007357439994812012, 0.007435264110565186, 0.007581696033477783, 0.007146431922912598, 0.007070720195770264, 0.007147520065307617, 0.007066624164581299, 0.007081984043121338, 0.007061503887176514, 0.007128064155578613, 0.007062528133392334, 0.007071616172790528, 0.007066624164581299, 0.007120895862579346, 0.007894847869873047, 0.007906303882598878, 0.008696831703186036, 0.0077487039566040035, 0.007461887836456299, 0.007488512039184571, 0.0074670081138610836, 0.007481215953826904, 0.007469056129455566, 0.007456768035888672, 0.007453695774078369, 0.0074629120826721195, 0.007436287879943848, 0.007425024032592774, 0.007452672004699707, 0.007548927783966064, 0.007525375843048096, 0.007398399829864502, 0.00740447998046875, 0.007349247932434082, 0.007379968166351319, 0.00736572790145874, 0.007387135982513428, 0.007363584041595459, 0.007392255783081054, 0.007375711917877197, 0.007334911823272705, 0.007361536026000977, 0.007619584083557129, 0.007583583831787109, 0.007459839820861816, 0.007665503978729248, 0.007539711952209473, 0.007420063972473145, 0.007448575973510742, 0.00743833589553833, 0.007412735939025879, 0.00740556812286377, 0.0074065918922424315, 0.007455743789672851, 0.007404543876647949, 0.0073768959045410155, 0.0073400321006774905, 0.007499839782714844, 0.007479296207427978, 0.00753766393661499, 0.0073697280883789065, 0.0075008001327514645, 0.007409664154052734, 0.007370751857757568, 0.007432191848754883, 0.0074035201072692874, 0.007374847888946533 ] }, "throughput": { "unit": "samples/s", "value": 134.37804378204112 }, "energy": { "unit": "kWh", "cpu": 8.763622248264053e-08, "ram": 4.7911344051765573e-08, "gpu": 1.5806385194117896e-07, "total": 2.9361141847558507e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3405862.0921214405 } } } }