
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
58c59a6
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+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-5.10.223-212.873.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": "0.34.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.2", | |
"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": 802.131968, | |
"max_global_vram": 1185.415168, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.851044921875, | |
"mean": 7.851044921875, | |
"stdev": 0.0, | |
"p50": 7.851044921875, | |
"p90": 7.851044921875, | |
"p95": 7.851044921875, | |
"p99": 7.851044921875, | |
"values": [ | |
7.851044921875 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.1251708777782219e-06, | |
"ram": 5.625819051912601e-07, | |
"gpu": 1.691668019999839e-06, | |
"total": 3.379420802969321e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1091.858432, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 149, | |
"total": 0.9967676167488095, | |
"mean": 0.00668971554864973, | |
"stdev": 0.00029690876744786337, | |
"p50": 0.006739967823028564, | |
"p90": 0.006906879901885986, | |
"p95": 0.006974668884277344, | |
"p99": 0.008149401550292968, | |
"values": [ | |
0.0069928960800170895, | |
0.0069928960800170895, | |
0.0069816322326660156, | |
0.007063551902770996, | |
0.006964223861694336, | |
0.006904831886291504, | |
0.006922239780426025, | |
0.006924287796020508, | |
0.006838272094726563, | |
0.006810624122619629, | |
0.007215104103088379, | |
0.006801407814025879, | |
0.006807551860809326, | |
0.006766592025756836, | |
0.006739967823028564, | |
0.00672870397567749, | |
0.006680575847625733, | |
0.006766592025756836, | |
0.00675328016281128, | |
0.006766592025756836, | |
0.0068055038452148435, | |
0.006830080032348633, | |
0.006782976150512696, | |
0.0067717118263244626, | |
0.006744063854217529, | |
0.006715392112731934, | |
0.006744063854217529, | |
0.006906879901885986, | |
0.00688640022277832, | |
0.006789120197296142, | |
0.006809599876403808, | |
0.006806528091430664, | |
0.006767615795135498, | |
0.006784895896911621, | |
0.006801439762115479, | |
0.006788095951080322, | |
0.006744063854217529, | |
0.006803455829620361, | |
0.006706175804138184, | |
0.0066406397819519045, | |
0.006639616012573242, | |
0.006743040084838867, | |
0.0067870721817016606, | |
0.006761472225189209, | |
0.006725632190704346, | |
0.00672870397567749, | |
0.006717440128326416, | |
0.006792191982269287, | |
0.006852608203887939, | |
0.006863872051239014, | |
0.0068689918518066405, | |
0.006931456089019775, | |
0.006810624122619629, | |
0.006791168212890625, | |
0.006743040084838867, | |
0.006779903888702392, | |
0.0067870721817016606, | |
0.006816864013671875, | |
0.006817791938781738, | |
0.006808576107025147, | |
0.006732800006866455, | |
0.006781760215759277, | |
0.006691840171813965, | |
0.006717440128326416, | |
0.00679423999786377, | |
0.0067358717918396, | |
0.0067276802062988285, | |
0.00684441614151001, | |
0.006751232147216797, | |
0.00675328016281128, | |
0.006683648109436035, | |
0.006754303932189941, | |
0.00667955207824707, | |
0.006706175804138184, | |
0.0067420158386230465, | |
0.006752255916595459, | |
0.006776832103729248, | |
0.006941696166992187, | |
0.006859776020050049, | |
0.006780928134918213, | |
0.006840320110321045, | |
0.006941696166992187, | |
0.006846464157104492, | |
0.006770688056945801, | |
0.006747136116027832, | |
0.006732704162597657, | |
0.006609920024871826, | |
0.006750207901000976, | |
0.006711296081542969, | |
0.006651904106140137, | |
0.006654975891113281, | |
0.006559743881225586, | |
0.006594560146331787, | |
0.006677504062652588, | |
0.006510655879974365, | |
0.006362112045288086, | |
0.006404096126556396, | |
0.006433792114257812, | |
0.006782976150512696, | |
0.008125439643859863, | |
0.008171520233154296, | |
0.008252415657043457, | |
0.006800320148468018, | |
0.006906879901885986, | |
0.006686719894409179, | |
0.0066375679969787596, | |
0.006620160102844238, | |
0.0064778242111206055, | |
0.0063907837867736815, | |
0.0064737281799316405, | |
0.006394879817962646, | |
0.006456319808959961, | |
0.006432767868041992, | |
0.006411263942718506, | |
0.006464511871337891, | |
0.006425600051879882, | |
0.00638976001739502, | |
0.006409215927124024, | |
0.0063498239517211915, | |
0.006415359973907471, | |
0.006387712001800537, | |
0.006401055812835693, | |
0.006412288188934326, | |
0.0064102401733398436, | |
0.006372352123260498, | |
0.006401023864746094, | |
0.006347775936126709, | |
0.006408224105834961, | |
0.006330368041992188, | |
0.006366208076477051, | |
0.006275072097778321, | |
0.006272031784057617, | |
0.006289408206939697, | |
0.006285312175750732, | |
0.00632428789138794, | |
0.006299647808074951, | |
0.006352896213531494, | |
0.006307839870452881, | |
0.006335487842559814, | |
0.006311935901641846, | |
0.006275072097778321, | |
0.006347775936126709, | |
0.006359039783477783, | |
0.006391808032989502, | |
0.006355967998504639, | |
0.006400000095367431, | |
0.006440959930419922, | |
0.006369279861450195, | |
0.006635519981384277 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 149.48318694983115 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.985174998135416e-08, | |
"ram": 4.365406248539712e-08, | |
"gpu": 1.4158661587919298e-07, | |
"total": 2.6509242834594426e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3772269.190182245 | |
} | |
} | |
} | |
} |