IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
17f4752
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": {}, | |
| "hub_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": 717.955072, | |
| "max_global_vram": 1185.415168, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.376128 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.21063037109375, | |
| "mean": 7.21063037109375, | |
| "stdev": 0.0, | |
| "p50": 7.21063037109375, | |
| "p90": 7.21063037109375, | |
| "p95": 7.21063037109375, | |
| "p99": 7.21063037109375, | |
| "values": [ | |
| 7.21063037109375 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.0611620214250353e-06, | |
| "ram": 5.459222181686604e-07, | |
| "gpu": 1.693612465999885e-06, | |
| "total": 3.300696705593581e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 910.831616, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 153, | |
| "total": 0.9961605744361883, | |
| "mean": 0.006510853427687502, | |
| "stdev": 0.00025298610910665066, | |
| "p50": 0.006436927795410156, | |
| "p90": 0.006770483207702637, | |
| "p95": 0.006923673534393311, | |
| "p99": 0.007645020217895506, | |
| "values": [ | |
| 0.007069695949554444, | |
| 0.006673408031463623, | |
| 0.006719488143920899, | |
| 0.006944767951965332, | |
| 0.006915071964263916, | |
| 0.006988800048828125, | |
| 0.006923264026641846, | |
| 0.006791168212890625, | |
| 0.0067358717918396, | |
| 0.006688767910003662, | |
| 0.006761472225189209, | |
| 0.006500351905822754, | |
| 0.006394879817962646, | |
| 0.006433792114257812, | |
| 0.00659660816192627, | |
| 0.006763519763946534, | |
| 0.006751232147216797, | |
| 0.006508543968200684, | |
| 0.006518784046173095, | |
| 0.006508543968200684, | |
| 0.006436927795410156, | |
| 0.006416384220123291, | |
| 0.006455296039581298, | |
| 0.006510591983795166, | |
| 0.0065669121742248536, | |
| 0.006455232143402099, | |
| 0.0064471039772033695, | |
| 0.006511616230010986, | |
| 0.006456352233886718, | |
| 0.0064471039772033695, | |
| 0.006457344055175781, | |
| 0.006460415840148926, | |
| 0.0065146880149841305, | |
| 0.00643993616104126, | |
| 0.00633955192565918, | |
| 0.006366208076477051, | |
| 0.006360064029693604, | |
| 0.006669312000274658, | |
| 0.0064542717933654785, | |
| 0.006388735771179199, | |
| 0.006425600051879882, | |
| 0.006416384220123291, | |
| 0.00657919979095459, | |
| 0.006546432018280029, | |
| 0.0065064959526062015, | |
| 0.006525951862335205, | |
| 0.0065136637687683106, | |
| 0.006429696083068847, | |
| 0.006403071880340576, | |
| 0.006458367824554443, | |
| 0.0064839677810668945, | |
| 0.006462463855743408, | |
| 0.0066344962120056155, | |
| 0.006776832103729248, | |
| 0.006707200050354004, | |
| 0.006924287796020508, | |
| 0.006711296081542969, | |
| 0.006766592025756836, | |
| 0.006711296081542969, | |
| 0.006741983890533447, | |
| 0.006673439979553223, | |
| 0.006656000137329102, | |
| 0.006609920024871826, | |
| 0.006684671878814697, | |
| 0.006675456047058105, | |
| 0.006436863899230957, | |
| 0.006479872226715088, | |
| 0.00676966381072998, | |
| 0.006807551860809326, | |
| 0.006801407814025879, | |
| 0.006754303932189941, | |
| 0.0064849920272827145, | |
| 0.006490111827850342, | |
| 0.006450175762176514, | |
| 0.0064471039772033695, | |
| 0.00638976001739502, | |
| 0.006403071880340576, | |
| 0.006489120006561279, | |
| 0.006362112045288086, | |
| 0.006432767868041992, | |
| 0.0062197761535644535, | |
| 0.0062341117858886715, | |
| 0.006405119895935059, | |
| 0.006529024124145508, | |
| 0.006339583873748779, | |
| 0.006359039783477783, | |
| 0.0063610877990722655, | |
| 0.006397952079772949, | |
| 0.006386688232421875, | |
| 0.0064440321922302245, | |
| 0.0067758398056030275, | |
| 0.006675456047058105, | |
| 0.0066713600158691405, | |
| 0.0075673599243164065, | |
| 0.007729152202606201, | |
| 0.007738368034362793, | |
| 0.007288832187652588, | |
| 0.006419456005096436, | |
| 0.006408192157745361, | |
| 0.0064522562026977535, | |
| 0.006391808032989502, | |
| 0.006395904064178467, | |
| 0.006310912132263183, | |
| 0.006319104194641113, | |
| 0.006346784114837647, | |
| 0.006313983917236328, | |
| 0.006363135814666748, | |
| 0.006329343795776367, | |
| 0.006305791854858398, | |
| 0.006329343795776367, | |
| 0.006299647808074951, | |
| 0.006315008163452148, | |
| 0.006339583873748779, | |
| 0.00638259220123291, | |
| 0.006319104194641113, | |
| 0.0063272957801818845, | |
| 0.006325247764587402, | |
| 0.006284287929534912, | |
| 0.006402048110961914, | |
| 0.006345727920532227, | |
| 0.006299647808074951, | |
| 0.0066375679969787596, | |
| 0.006313983917236328, | |
| 0.006363135814666748, | |
| 0.0063753600120544434, | |
| 0.006313983917236328, | |
| 0.006362112045288086, | |
| 0.0062873601913452145, | |
| 0.006335487842559814, | |
| 0.006319104194641113, | |
| 0.006278143882751465, | |
| 0.006333439826965332, | |
| 0.0062904319763183595, | |
| 0.006315008163452148, | |
| 0.00633241605758667, | |
| 0.006322175979614258, | |
| 0.006296576023101807, | |
| 0.006302720069885254, | |
| 0.0063272957801818845, | |
| 0.006295551776885986, | |
| 0.006338560104370118, | |
| 0.0063272957801818845, | |
| 0.006316031932830811, | |
| 0.006322175979614258, | |
| 0.006289408206939697, | |
| 0.006396992206573486, | |
| 0.006405119895935059, | |
| 0.006765567779541016, | |
| 0.006770688056945801, | |
| 0.0062904319763183595, | |
| 0.006230976104736328, | |
| 0.006277120113372803, | |
| 0.006213632106781006 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 153.58969620595127 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.47448659959496e-08, | |
| "ram": 4.075430794799962e-08, | |
| "gpu": 1.4082995193710562e-07, | |
| "total": 2.5632912588105484e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3901234.385920049 | |
| } | |
| } | |
| } | |
| } |