{ "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-5.10.224-212.876.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": "0.34.2", "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": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 798.39232, "max_global_vram": 1192.7552, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 499.37152 }, "latency": { "unit": "s", "count": 1, "total": 7.99041650390625, "mean": 7.99041650390625, "stdev": 0.0, "p50": 7.99041650390625, "p90": 7.99041650390625, "p95": 7.99041650390625, "p99": 7.99041650390625, "values": [ 7.99041650390625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 2.3360344465273563e-06, "ram": 1.2609252684638103e-06, "gpu": 3.566391741999936e-06, "total": 7.163351456991103e-06 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1095.380992, "max_global_vram": 1203.24096, "max_process_vram": 0.0, "max_reserved": 555.74528, "max_allocated": 509.038592 }, "latency": { "unit": "s", "count": 132, "total": 1.0021448650360112, "mean": 0.007592006553303112, "stdev": 0.00023317350389960023, "p50": 0.0075407359600067145, "p90": 0.007846911907196046, "p95": 0.007972348499298095, "p99": 0.00828100625038147, "values": [ 0.0077619199752807615, 0.007778304100036621, 0.007654431819915771, 0.007688191890716553, 0.007666656017303467, 0.008409088134765624, 0.008000543594360351, 0.00794927978515625, 0.007885824203491211, 0.007848959922790527, 0.007799808025360107, 0.008068096160888672, 0.008064000129699708, 0.007798783779144287, 0.007769087791442871, 0.007790592193603516, 0.00775164794921875, 0.007800767898559571, 0.00780185604095459, 0.00782537603378296, 0.00793497610092163, 0.0077916159629821775, 0.007811071872711181, 0.007575551986694336, 0.007552000045776367, 0.007539711952209473, 0.007529471874237061, 0.007476223945617676, 0.007488512039184571, 0.007481344223022461, 0.007542784214019775, 0.007516160011291504, 0.007508992195129394, 0.007676928043365478, 0.007659520149230957, 0.007416831970214844, 0.007428095817565918, 0.007548927783966064, 0.007774176120758057, 0.007897088050842285, 0.007846911907196046, 0.007798783779144287, 0.007775231838226319, 0.007832608222961425, 0.00781824016571045, 0.007828479766845703, 0.008013824462890624, 0.007748608112335205, 0.007749663829803467, 0.007840799808502196, 0.007781375885009765, 0.007730207920074463, 0.007846911907196046, 0.007783423900604248, 0.007696383953094482, 0.007730175971984863, 0.007756800174713135, 0.007417856216430664, 0.007529471874237061, 0.007475200176239013, 0.007388160228729248, 0.007472127914428711, 0.007482367992401123, 0.007445504188537597, 0.0074301438331604, 0.007879680156707763, 0.008162303924560547, 0.007568384170532226, 0.008334336280822753, 0.007641151905059814, 0.007524352073669433, 0.007541759967803955, 0.007531519889831543, 0.007709695816040039, 0.007772160053253174, 0.00774348783493042, 0.007733248233795166, 0.007703551769256592, 0.007684095859527588, 0.007624703884124756, 0.007531519889831543, 0.007464960098266602, 0.007345151901245117, 0.007171072006225586, 0.007094272136688232, 0.007247871875762939, 0.007588863849639893, 0.007583744049072265, 0.007478271961212158, 0.0075980801582336424, 0.0077107839584350584, 0.007819263935089112, 0.007479296207427978, 0.007402495861053467, 0.007354368209838867, 0.007379968166351319, 0.007372799873352051, 0.007387135982513428, 0.007407616138458252, 0.007409664154052734, 0.007385087966918945, 0.0074711041450500485, 0.007407584190368652, 0.007349279880523682, 0.00733081579208374, 0.007365632057189942, 0.007361536026000977, 0.007344128131866455, 0.007361536026000977, 0.007358496189117432, 0.007331840038299561, 0.0073768959045410155, 0.007356416225433349, 0.007359488010406494, 0.007367680072784424, 0.007394303798675537, 0.007362559795379638, 0.007326720237731933, 0.007359488010406494, 0.007368703842163086, 0.007322624206542969, 0.00734819221496582, 0.007321599960327148, 0.007352320194244385, 0.007371776103973389, 0.007367680072784424, 0.007407616138458252, 0.007395328044891358, 0.007370751857757568, 0.007383039951324463, 0.007327744007110596, 0.007372799873352051 ] }, "throughput": { "unit": "samples/s", "value": 131.71748377442094 }, "energy": { "unit": "kWh", "cpu": 8.622213070148848e-08, "ram": 4.698878844934837e-08, "gpu": 1.6834755818840427e-07, "total": 3.015584773392411e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3316106.4110130803 } } } }