{ "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", "library": "transformers", "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": {}, "hub_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, "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", "numactl": false, "numactl_kwargs": {}, "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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.41.0", "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": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 901.390336, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 151, "total": 1.0003025608062743, "mean": 0.006624520270240229, "stdev": 0.00026897390484817554, "p50": 0.006576128005981445, "p90": 0.007035903930664063, "p95": 0.007178751945495606, "p99": 0.007214079856872559, "values": [ 0.007490560054779053, 0.007181312084197998, 0.007186431884765625, 0.007176191806793213, 0.007184383869171143, 0.007162879943847656, 0.007205887794494629, 0.0071905279159545895, 0.0070891518592834475, 0.007218175888061523, 0.007124991893768311, 0.006972415924072266, 0.006922239780426025, 0.006985727787017822, 0.0070348801612854, 0.007105535984039306, 0.0070891518592834475, 0.007030784130096435, 0.007030784130096435, 0.007028736114501953, 0.0070348801612854, 0.006980607986450196, 0.0070348801612854, 0.007065599918365479, 0.007035903930664063, 0.006700032234191895, 0.006724607944488525, 0.006738944053649902, 0.006626304149627686, 0.006615039825439453, 0.006649856090545654, 0.006609888076782227, 0.006625279903411865, 0.006731711864471436, 0.006699007987976074, 0.006762495994567871, 0.0067717118263244626, 0.00671123218536377, 0.006731776237487793, 0.006678592205047607, 0.0067092800140380856, 0.0066713600158691405, 0.006709248065948486, 0.0067123198509216305, 0.006615039825439453, 0.006635519981384277, 0.006660096168518067, 0.006633471965789795, 0.0067420158386230465, 0.006632448196411133, 0.006606847763061524, 0.006662144184112549, 0.006662144184112549, 0.006618175983428955, 0.006661119937896728, 0.00667955207824707, 0.006684671878814697, 0.006748223781585693, 0.00672051191329956, 0.0066703038215637205, 0.006673408031463623, 0.006673408031463623, 0.006662144184112549, 0.006711296081542969, 0.006592512130737305, 0.006482944011688232, 0.006426623821258545, 0.006569983959197998, 0.006568960189819336, 0.006403071880340576, 0.006294528007507324, 0.006301695823669433, 0.00638259220123291, 0.006330368041992188, 0.006700032234191895, 0.006894591808319092, 0.00684438419342041, 0.006927360057830811, 0.007209983825683594, 0.0067338237762451176, 0.0066938881874084475, 0.006511616230010986, 0.006425600051879882, 0.006387712001800537, 0.006479872226715088, 0.006489088058471679, 0.006590464115142822, 0.006594560146331787, 0.0065382399559021, 0.006539328098297119, 0.006556640148162842, 0.006494207859039307, 0.006555647850036621, 0.0065064959526062015, 0.006550528049468994, 0.006559711933135986, 0.006511680126190186, 0.006500351905822754, 0.006563839912414551, 0.006524928092956543, 0.006519807815551758, 0.006563839912414551, 0.006494207859039307, 0.006532095909118653, 0.006542335987091064, 0.006495232105255127, 0.0065443840026855465, 0.0065413122177124024, 0.00642252779006958, 0.006335487842559814, 0.006296576023101807, 0.006339583873748779, 0.006313983917236328, 0.006318079948425293, 0.006338560104370118, 0.006294528007507324, 0.0063508481979370115, 0.006307807922363282, 0.006449151992797852, 0.0063201279640197755, 0.006266880035400391, 0.006308864116668702, 0.00628326416015625, 0.006303743839263916, 0.006312960147857666, 0.0063006081581115725, 0.006319104194641113, 0.006275072097778321, 0.0063170561790466305, 0.006304768085479737, 0.006328320026397705, 0.006333439826965332, 0.006315008163452148, 0.006322175979614258, 0.006303743839263916, 0.006306816101074219, 0.006309887886047363, 0.006276095867156982, 0.006311935901641846, 0.00628326416015625, 0.006300672054290772, 0.006326272010803223, 0.006565887928009034, 0.006554624080657959, 0.006520832061767578, 0.00657919979095459, 0.0065413122177124024, 0.0065064959526062015, 0.006552576065063476, 0.006576128005981445, 0.006543360233306885 ] }, "throughput": { "unit": "samples/s", "value": 150.95432713707078 }, "energy": { "unit": "kWh", "cpu": 7.50176660957551e-08, "ram": 4.101230770750509e-08, "gpu": 1.4085454306329198e-07, "total": 2.5688451686655216e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3892799.8160336213 } } } }