{ "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", "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": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 901.799936, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993536 }, "latency": { "unit": "s", "count": 149, "total": 1.0007560625076295, "mean": 0.006716483640990801, "stdev": 0.00018596376521888165, "p50": 0.0066406397819519045, "p90": 0.00695745906829834, "p95": 0.007035699272155762, "p99": 0.007153336181640626, "values": [ 0.007393280029296875, 0.0070891518592834475, 0.007194623947143554, 0.007108607769012451, 0.0068351998329162595, 0.0068055038452148435, 0.006815711975097657, 0.006749184131622315, 0.006617087841033936, 0.006599679946899414, 0.006721536159515381, 0.006937600135803222, 0.006948863983154297, 0.0069253120422363285, 0.006831103801727295, 0.0068392958641052244, 0.006907904148101806, 0.006917119979858399, 0.006852672100067138, 0.006973440170288086, 0.006953983783721924, 0.00694271993637085, 0.0066007041931152345, 0.006635519981384277, 0.0065710082054138185, 0.006616064071655273, 0.006659071922302246, 0.0066406397819519045, 0.0065965762138366696, 0.006661119937896728, 0.006614016056060791, 0.006545407772064209, 0.0068577280044555666, 0.006963168144226074, 0.006615039825439453, 0.006588319778442383, 0.006497312068939209, 0.006430751800537109, 0.006515711784362793, 0.006532095909118653, 0.006559743881225586, 0.006625343799591064, 0.006633471965789795, 0.00654640007019043, 0.006654975891113281, 0.006688767910003662, 0.006628352165222168, 0.006657023906707763, 0.0066304001808166506, 0.006584320068359375, 0.006567935943603515, 0.006648831844329834, 0.006643712043762207, 0.006647808074951172, 0.0066375679969787596, 0.007041024208068848, 0.006913023948669434, 0.006864895820617676, 0.006915071964263916, 0.006903808116912841, 0.006947840213775635, 0.007061503887176514, 0.006930431842803955, 0.006834176063537598, 0.0069324798583984375, 0.0070225920677185055, 0.00684441614151001, 0.006860799789428711, 0.006956031799316406, 0.006918144226074219, 0.006948863983154297, 0.007047167778015137, 0.007027711868286133, 0.007011328220367432, 0.007022496223449707, 0.0068915200233459475, 0.00693555212020874, 0.006946815967559815, 0.006810624122619629, 0.006977536201477051, 0.00690176010131836, 0.0068321280479431154, 0.0066119680404663084, 0.006774784088134766, 0.006880256175994873, 0.006676479816436768, 0.006598656177520752, 0.006562816143035889, 0.0065443840026855465, 0.006797311782836914, 0.0068055038452148435, 0.00673689603805542, 0.006862847805023193, 0.0069253120422363285, 0.007061503887176514, 0.006905856132507324, 0.006737919807434082, 0.006656000137329102, 0.006617087841033936, 0.006665215969085693, 0.006660096168518067, 0.006627327919006347, 0.00672051191329956, 0.006568960189819336, 0.006556672096252441, 0.00658739185333252, 0.00653107213973999, 0.006519807815551758, 0.00657919979095459, 0.006568960189819336, 0.0066007041931152345, 0.006554624080657959, 0.0066119999885559085, 0.006527999877929688, 0.0065372161865234375, 0.006659039974212647, 0.0065382399559021, 0.006527999877929688, 0.006569983959197998, 0.006774784088134766, 0.006527999877929688, 0.00653110408782959, 0.006575104236602783, 0.006532095909118653, 0.0065146880149841305, 0.006572095870971679, 0.0065484800338745115, 0.006504415988922119, 0.0065443840026855465, 0.006591487884521485, 0.006540287971496582, 0.006567935943603515, 0.00657203197479248, 0.0065259838104248045, 0.0065443840026855465, 0.006555583953857422, 0.006562816143035889, 0.006519807815551758, 0.006558720111846924, 0.006550528049468994, 0.006565887928009034, 0.006533120155334473, 0.0065474557876586915, 0.006512639999389648, 0.006532095909118653, 0.006559743881225586, 0.006516736030578613, 0.006540224075317382, 0.006510591983795166 ] }, "throughput": { "unit": "samples/s", "value": 148.88743179496262 }, "energy": { "unit": "kWh", "cpu": 7.721671853402649e-08, "ram": 4.221157569190837e-08, "gpu": 1.3943373348050915e-07, "total": 2.58862027706444e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3863061.7586524705 } } } }