{ "config": { "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "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-5.10.223-211.872.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": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 789.663744, "max_global_vram": 1185.415168, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.374592 }, "latency": { "unit": "s", "count": 1, "total": 7.3957509765625, "mean": 7.3957509765625, "stdev": 0.0, "p50": 7.3957509765625, "p90": 7.3957509765625, "p95": 7.3957509765625, "p99": 7.3957509765625, "values": [ 7.3957509765625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0690175520833931e-06, "ram": 5.696924257030581e-07, "gpu": 1.756390293999703e-06, "total": 3.3951002717861547e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1078.960128, "max_global_vram": 1195.900928, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 508.993024 }, "latency": { "unit": "s", "count": 139, "total": 1.0002069454193117, "mean": 0.007195733420282816, "stdev": 0.00038752265924665277, "p50": 0.0072120318412780765, "p90": 0.007533772659301758, "p95": 0.007899235248565672, "p99": 0.008409026908874512, "values": [ 0.009684991836547852, 0.00829030418395996, 0.008481792449951172, 0.007508992195129394, 0.007442431926727295, 0.007681024074554443, 0.008075263977050781, 0.007294976234436036, 0.007243711948394776, 0.00790012788772583, 0.007633920192718506, 0.007425024032592774, 0.008051712036132813, 0.0072427520751953125, 0.006959104061126709, 0.0078919677734375, 0.007899136066436767, 0.007414783954620361, 0.007422976016998291, 0.007290880203247071, 0.007217152118682861, 0.007229440212249756, 0.0073359360694885255, 0.007321599960327148, 0.0073400321006774905, 0.007362559795379638, 0.007256063938140869, 0.007208960056304932, 0.007276480197906494, 0.00729804801940918, 0.007277567863464355, 0.007234560012817383, 0.0071577920913696285, 0.007168000221252442, 0.0072325119972229, 0.007209983825683594, 0.007279583930969238, 0.007214079856872559, 0.007267327785491944, 0.007292928218841553, 0.007333888053894043, 0.007264256000518799, 0.007271423816680909, 0.007218175888061523, 0.007216127872467041, 0.007227392196655274, 0.007319551944732666, 0.007287807941436767, 0.007284736156463623, 0.007227392196655274, 0.007270431995391845, 0.007139328002929687, 0.007208960056304932, 0.007235583782196045, 0.00727347183227539, 0.007328767776489258, 0.00723967981338501, 0.007216127872467041, 0.00725708818435669, 0.007289824008941651, 0.0072120318412780765, 0.0071792640686035155, 0.007523327827453613, 0.007390207767486572, 0.00742195177078247, 0.007363552093505859, 0.007350272178649903, 0.007332863807678222, 0.007220160007476806, 0.007575551986694336, 0.0073175039291381834, 0.007217152118682861, 0.007362559795379638, 0.007357439994812012, 0.007126016139984131, 0.0072130560874938965, 0.006966271877288818, 0.008246272087097169, 0.007576576232910156, 0.007781375885009765, 0.007139328002929687, 0.006936575889587402, 0.006975520133972168, 0.007156735897064209, 0.007106560230255127, 0.007023615837097168, 0.0071075201034545895, 0.007195648193359375, 0.007205887794494629, 0.006917119979858399, 0.00684441614151001, 0.006876160144805908, 0.006916096210479736, 0.00687718391418457, 0.006821824073791504, 0.006960127830505371, 0.006765567779541016, 0.006690752029418945, 0.006721536159515381, 0.006758399963378906, 0.006821887969970703, 0.006818816184997558, 0.006897664070129395, 0.00687718391418457, 0.006872064113616944, 0.006873087882995605, 0.006949888229370117, 0.0068853759765625, 0.006892543792724609, 0.006899712085723877, 0.006915071964263916, 0.006856704235076904, 0.00683523178100586, 0.00688640022277832, 0.0068986878395080565, 0.006815743923187256, 0.006918144226074219, 0.006875135898590088, 0.006878176212310791, 0.006829055786132812, 0.006918144226074219, 0.006899712085723877, 0.006895616054534912, 0.0068689918518066405, 0.0068853759765625, 0.006856704235076904, 0.0068577280044555666, 0.006879231929779053, 0.00693555212020874, 0.00683622407913208, 0.007045119762420654, 0.00689356803894043, 0.006826015949249267, 0.006861792087554931, 0.006831103801727295, 0.0069253120422363285, 0.006842368125915528, 0.006919167995452881, 0.006876160144805908 ] }, "throughput": { "unit": "samples/s", "value": 138.97124053835458 }, "energy": { "unit": "kWh", "cpu": 8.07320243953162e-08, "ram": 4.410659305034781e-08, "gpu": 1.5537616360544323e-07, "total": 2.8021478105110724e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3568691.117038591 } } } }