IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
3740e15
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": 720.338944, | |
| "max_global_vram": 1185.415168, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.1609423828125, | |
| "mean": 7.1609423828125, | |
| "stdev": 0.0, | |
| "p50": 7.1609423828125, | |
| "p90": 7.1609423828125, | |
| "p95": 7.1609423828125, | |
| "p99": 7.1609423828125, | |
| "values": [ | |
| 7.1609423828125 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.0740025175942314e-06, | |
| "ram": 5.731043246690131e-07, | |
| "gpu": 1.650556875999916e-06, | |
| "total": 3.29766371826316e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 913.604608, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 156, | |
| "total": 1.0020863366127017, | |
| "mean": 0.006423630362901933, | |
| "stdev": 0.0001779516681373988, | |
| "p50": 0.006395919799804688, | |
| "p90": 0.006545439958572388, | |
| "p95": 0.006673408031463623, | |
| "p99": 0.007177164840698239, | |
| "values": [ | |
| 0.007041024208068848, | |
| 0.006691840171813965, | |
| 0.006608895778656006, | |
| 0.006578112125396728, | |
| 0.006545472145080567, | |
| 0.006586368083953857, | |
| 0.007459839820861816, | |
| 0.00636518383026123, | |
| 0.006111231803894043, | |
| 0.0061634559631347655, | |
| 0.006118336200714111, | |
| 0.00613478422164917, | |
| 0.006078464031219482, | |
| 0.0060999679565429685, | |
| 0.006056960105895996, | |
| 0.00608358383178711, | |
| 0.006400000095367431, | |
| 0.006543360233306885, | |
| 0.006429696083068847, | |
| 0.006406144142150879, | |
| 0.006412288188934326, | |
| 0.006402048110961914, | |
| 0.006403071880340576, | |
| 0.006449183940887451, | |
| 0.006433728218078613, | |
| 0.006429632186889648, | |
| 0.006377471923828125, | |
| 0.006392831802368164, | |
| 0.006406144142150879, | |
| 0.006450175762176514, | |
| 0.006366208076477051, | |
| 0.006388735771179199, | |
| 0.006358016014099121, | |
| 0.006396927833557129, | |
| 0.006342656135559082, | |
| 0.006386688232421875, | |
| 0.00636521577835083, | |
| 0.00636518383026123, | |
| 0.006405151844024658, | |
| 0.006376448154449463, | |
| 0.006418432235717773, | |
| 0.006418432235717773, | |
| 0.006340608119964599, | |
| 0.006428671836853027, | |
| 0.006361120223999024, | |
| 0.006378496170043945, | |
| 0.00638976001739502, | |
| 0.006404096126556396, | |
| 0.006409215927124024, | |
| 0.00637443208694458, | |
| 0.006412288188934326, | |
| 0.006273024082183838, | |
| 0.00628326416015625, | |
| 0.006331391811370849, | |
| 0.006278143882751465, | |
| 0.006415359973907471, | |
| 0.006398975849151611, | |
| 0.006401023864746094, | |
| 0.006432767868041992, | |
| 0.00638259220123291, | |
| 0.006401023864746094, | |
| 0.006310912132263183, | |
| 0.006285312175750732, | |
| 0.006329343795776367, | |
| 0.006306816101074219, | |
| 0.006354944229125976, | |
| 0.0063170561790466305, | |
| 0.006331391811370849, | |
| 0.006343679904937744, | |
| 0.0062904319763183595, | |
| 0.0063201279640197755, | |
| 0.0063324799537658695, | |
| 0.0063017277717590334, | |
| 0.006391808032989502, | |
| 0.00638259220123291, | |
| 0.006391808032989502, | |
| 0.00638259220123291, | |
| 0.00638976001739502, | |
| 0.00638976001739502, | |
| 0.006523871898651123, | |
| 0.0064204797744750975, | |
| 0.006396927833557129, | |
| 0.006392831802368164, | |
| 0.006434815883636475, | |
| 0.006369279861450195, | |
| 0.0063805441856384275, | |
| 0.006392831802368164, | |
| 0.006360064029693604, | |
| 0.006407167911529541, | |
| 0.006364160060882569, | |
| 0.006396927833557129, | |
| 0.006367231845855713, | |
| 0.006346752166748047, | |
| 0.0064471039772033695, | |
| 0.006407167911529541, | |
| 0.0063836159706115725, | |
| 0.006363135814666748, | |
| 0.006334464073181153, | |
| 0.006380512237548828, | |
| 0.006367231845855713, | |
| 0.006495264053344727, | |
| 0.006545407772064209, | |
| 0.00642252779006958, | |
| 0.006500351905822754, | |
| 0.006455296039581298, | |
| 0.006667263984680176, | |
| 0.006556672096252441, | |
| 0.006479872226715088, | |
| 0.006337535858154297, | |
| 0.006316031932830811, | |
| 0.006366208076477051, | |
| 0.006441984176635742, | |
| 0.006388735771179199, | |
| 0.006453248023986816, | |
| 0.006410208225250244, | |
| 0.006369279861450195, | |
| 0.006398975849151611, | |
| 0.0064174079895019534, | |
| 0.006363135814666748, | |
| 0.006497280120849609, | |
| 0.006358016014099121, | |
| 0.006397952079772949, | |
| 0.006376448154449463, | |
| 0.006376448154449463, | |
| 0.006423552036285401, | |
| 0.006362112045288086, | |
| 0.006427648067474365, | |
| 0.006391808032989502, | |
| 0.006432767868041992, | |
| 0.00638976001739502, | |
| 0.00637440013885498, | |
| 0.006391808032989502, | |
| 0.006411200046539307, | |
| 0.007307263851165771, | |
| 0.0065372161865234375, | |
| 0.006929408073425293, | |
| 0.0064471039772033695, | |
| 0.006819839954376221, | |
| 0.006964159965515137, | |
| 0.0064778242111206055, | |
| 0.006432767868041992, | |
| 0.006471680164337158, | |
| 0.007070720195770264, | |
| 0.006585343837738037, | |
| 0.006451200008392334, | |
| 0.0063949117660522465, | |
| 0.0065177597999572755, | |
| 0.006512639999389648, | |
| 0.0064430079460144046, | |
| 0.006457344055175781, | |
| 0.006546432018280029, | |
| 0.006376480102539063, | |
| 0.00643174409866333, | |
| 0.006367231845855713, | |
| 0.006423552036285401, | |
| 0.0063907837867736815 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 155.67520911154062 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.506079458318516e-08, | |
| "ram": 4.1023806978208455e-08, | |
| "gpu": 1.4159645645569857e-07, | |
| "total": 2.5768105801709216e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3880766.431553806 | |
| } | |
| } | |
| } | |
| } |