
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
41b60cd
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+cu121", | |
"_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": 66697.293824, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.219-208.866.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": "0.3.1", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.42.4", | |
"transformers_commit": null, | |
"accelerate_version": "0.32.1", | |
"accelerate_commit": null, | |
"diffusers_version": "0.29.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.7", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 720.703488, | |
"max_global_vram": 1185.415168, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.1656591796875, | |
"mean": 7.1656591796875, | |
"stdev": 0.0, | |
"p50": 7.1656591796875, | |
"p90": 7.1656591796875, | |
"p95": 7.1656591796875, | |
"p99": 7.1656591796875, | |
"values": [ | |
7.1656591796875 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0840705699390836e-06, | |
"ram": 5.782028979938522e-07, | |
"gpu": 1.69944580399959e-06, | |
"total": 3.3617192719325257e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 912.896, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 150, | |
"total": 1.0014067521095276, | |
"mean": 0.006676045014063517, | |
"stdev": 0.00018587693309256024, | |
"p50": 0.006685696125030518, | |
"p90": 0.006893113756179809, | |
"p95": 0.006969036936759948, | |
"p99": 0.007100149698257446, | |
"values": [ | |
0.007010303974151612, | |
0.007061503887176514, | |
0.006978559970855713, | |
0.006957056045532227, | |
0.006907904148101806, | |
0.006975488185882568, | |
0.006904831886291504, | |
0.006870016098022461, | |
0.006887423992156983, | |
0.006796288013458252, | |
0.006820864200592041, | |
0.006737919807434082, | |
0.00677785587310791, | |
0.006731776237487793, | |
0.006657983779907227, | |
0.0066938881874084475, | |
0.00676966381072998, | |
0.006767615795135498, | |
0.006797311782836914, | |
0.006829055786132812, | |
0.006825984001159668, | |
0.006683648109436035, | |
0.006924287796020508, | |
0.006870016098022461, | |
0.006822912216186523, | |
0.006806528091430664, | |
0.006881279945373535, | |
0.006850560188293457, | |
0.007566336154937744, | |
0.007137279987335205, | |
0.006815743923187256, | |
0.0068055038452148435, | |
0.0067952961921691896, | |
0.006680575847625733, | |
0.0067010560035705566, | |
0.006685696125030518, | |
0.006749216079711914, | |
0.006698976039886475, | |
0.006724607944488525, | |
0.006685696125030518, | |
0.006780928134918213, | |
0.0068249602317810056, | |
0.006990848064422607, | |
0.006767680168151855, | |
0.006887423992156983, | |
0.00677785587310791, | |
0.00669593620300293, | |
0.006726655960083008, | |
0.006951935768127441, | |
0.006797311782836914, | |
0.006746175765991211, | |
0.006772736072540283, | |
0.0068249602317810056, | |
0.006662144184112549, | |
0.006663167953491211, | |
0.006713344097137451, | |
0.006695903778076172, | |
0.006829055786132812, | |
0.006699007987976074, | |
0.0066641921997070315, | |
0.006795263767242431, | |
0.006709248065948486, | |
0.006658048152923584, | |
0.006897664070129395, | |
0.006748159885406494, | |
0.006776832103729248, | |
0.006789120197296142, | |
0.006855679988861084, | |
0.006961152076721191, | |
0.0067972798347473145, | |
0.006808576107025147, | |
0.00676966381072998, | |
0.006797311782836914, | |
0.006892608165740967, | |
0.006790143966674805, | |
0.006864895820617676, | |
0.006765567779541016, | |
0.006621183872222901, | |
0.0065146880149841305, | |
0.00658739185333252, | |
0.006744063854217529, | |
0.006562816143035889, | |
0.006392831802368164, | |
0.006469632148742676, | |
0.006498303890228272, | |
0.006505472183227539, | |
0.006618112087249756, | |
0.006648831844329834, | |
0.006792191982269287, | |
0.00674508810043335, | |
0.007061503887176514, | |
0.0066979842185974124, | |
0.006624256134033203, | |
0.006565887928009034, | |
0.006511616230010986, | |
0.006661119937896728, | |
0.006540287971496582, | |
0.006452223777770996, | |
0.006503424167633057, | |
0.0065177597999572755, | |
0.006491136074066162, | |
0.006500351905822754, | |
0.006496255874633789, | |
0.006479872226715088, | |
0.006500351905822754, | |
0.006461440086364746, | |
0.0065146880149841305, | |
0.006513696193695068, | |
0.006436863899230957, | |
0.006497280120849609, | |
0.006657023906707763, | |
0.006463488101959228, | |
0.006500351905822754, | |
0.00648089599609375, | |
0.006505472183227539, | |
0.0065064959526062015, | |
0.006467584133148193, | |
0.006524928092956543, | |
0.006489088058471679, | |
0.006479872226715088, | |
0.006509568214416504, | |
0.0064542717933654785, | |
0.006456319808959961, | |
0.0065136637687683106, | |
0.006632448196411133, | |
0.006515711784362793, | |
0.00652185583114624, | |
0.006472703933715821, | |
0.006478847980499268, | |
0.006460415840148926, | |
0.00643993616104126, | |
0.006470655918121338, | |
0.006452223777770996, | |
0.0064839677810668945, | |
0.006518847942352295, | |
0.006479872226715088, | |
0.006493184089660644, | |
0.006468607902526856, | |
0.006459392070770263, | |
0.006635583877563476, | |
0.00643993616104126, | |
0.006471680164337158, | |
0.0067062082290649415, | |
0.006461440086364746, | |
0.006479872226715088, | |
0.006496255874633789, | |
0.006437888145446777, | |
0.006487040042877197, | |
0.006450175762176514, | |
0.006460415840148926 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 149.789283609298 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.450912462756986e-08, | |
"ram": 4.073454411796756e-08, | |
"gpu": 1.4135755543396414e-07, | |
"total": 2.566012241795016e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3897097.5419059764 | |
} | |
} | |
} | |
} |