IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
39e946b
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-5.10.225-213.878.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": "0.5.0", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.45.2", | |
| "transformers_commit": null, | |
| "accelerate_version": "1.0.0", | |
| "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": "0.13.0", | |
| "peft_commit": null | |
| }, | |
| "print_report": true, | |
| "log_report": true | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 803.36896, | |
| "max_global_vram": 1192.7552, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.08432230377197265 | |
| ], | |
| "count": 1, | |
| "total": 0.08432230377197265, | |
| "mean": 0.08432230377197265, | |
| "p50": 0.08432230377197265, | |
| "p90": 0.08432230377197265, | |
| "p95": 0.08432230377197265, | |
| "p99": 0.08432230377197265, | |
| "stdev": 0, | |
| "stdev_": 0 | |
| }, | |
| "throughput": null, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1079.300096, | |
| "max_global_vram": 1203.24096, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.992512 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.0062740478515625, | |
| 0.005787648200988769, | |
| 0.005734399795532226, | |
| 0.005768191814422607, | |
| 0.0056780800819396975, | |
| 0.005561344146728516, | |
| 0.00562278413772583, | |
| 0.005550079822540284, | |
| 0.005649407863616943, | |
| 0.005527552127838135, | |
| 0.0056258559226989744, | |
| 0.005638144016265869, | |
| 0.005576704025268555, | |
| 0.005545983791351319, | |
| 0.005506048202514649, | |
| 0.005801983833312988, | |
| 0.00572211217880249, | |
| 0.005807199954986572, | |
| 0.005889023780822754, | |
| 0.005799071788787842, | |
| 0.005787615776062012, | |
| 0.005619711875915527, | |
| 0.0056852478981018065, | |
| 0.0058009600639343266, | |
| 0.005772287845611572, | |
| 0.005697535991668701, | |
| 0.005726208209991455, | |
| 0.005747712135314941, | |
| 0.005707839965820313, | |
| 0.005773407936096191, | |
| 0.0057292799949646, | |
| 0.005774335861206055, | |
| 0.005758975982666016, | |
| 0.005953536033630371, | |
| 0.005879807949066162, | |
| 0.005671967983245849, | |
| 0.00586137580871582, | |
| 0.005617663860321045, | |
| 0.005682176113128662, | |
| 0.005616640090942383, | |
| 0.0056483840942382815, | |
| 0.005480447769165039, | |
| 0.005473279953002929, | |
| 0.005665791988372803, | |
| 0.005641215801239013, | |
| 0.0057149438858032225, | |
| 0.005832704067230224, | |
| 0.005961728096008301, | |
| 0.005776383876800537, | |
| 0.005797887802124023, | |
| 0.005769216060638428, | |
| 0.005687295913696289, | |
| 0.0057415680885314945, | |
| 0.005754879951477051, | |
| 0.005850111961364746, | |
| 0.00568832015991211, | |
| 0.005767168045043946, | |
| 0.005792768001556397, | |
| 0.00579369592666626, | |
| 0.005681215763092041, | |
| 0.005682240009307862, | |
| 0.0060405759811401364, | |
| 0.005718016147613526, | |
| 0.005767168045043946, | |
| 0.005764095783233642, | |
| 0.00576204776763916, | |
| 0.005730432033538818, | |
| 0.00568832015991211, | |
| 0.005682015895843506, | |
| 0.005758975982666016, | |
| 0.005808127880096436, | |
| 0.005866528034210205, | |
| 0.005806079864501953, | |
| 0.00601907205581665, | |
| 0.005976064205169678, | |
| 0.00591974401473999, | |
| 0.005953536033630371, | |
| 0.006262784004211426, | |
| 0.0062259202003479, | |
| 0.0057784318923950195, | |
| 0.00582860803604126, | |
| 0.005643263816833496, | |
| 0.005691391944885254, | |
| 0.005794816017150879, | |
| 0.005692416191101074, | |
| 0.005640192031860352, | |
| 0.005591040134429932, | |
| 0.006001599788665771, | |
| 0.005496831893920898, | |
| 0.005549056053161621, | |
| 0.005676032066345215, | |
| 0.005635072231292724, | |
| 0.005426080226898194, | |
| 0.006129600048065185, | |
| 0.006441952228546143, | |
| 0.006559743881225586, | |
| 0.006667263984680176, | |
| 0.006667263984680176, | |
| 0.006650879859924317, | |
| 0.006082560062408447, | |
| 0.005628928184509278, | |
| 0.005583871841430664, | |
| 0.0064767999649047855, | |
| 0.006602752208709717, | |
| 0.006430655956268311, | |
| 0.006395904064178467, | |
| 0.006421504020690918, | |
| 0.006412288188934326, | |
| 0.005940224170684814, | |
| 0.005437312126159668, | |
| 0.005650432109832764, | |
| 0.005638016223907471, | |
| 0.0055931520462036135, | |
| 0.005483520030975342, | |
| 0.005511168003082275, | |
| 0.005517312049865723, | |
| 0.005526591777801513, | |
| 0.00551526403427124, | |
| 0.005525536060333252, | |
| 0.00552345609664917, | |
| 0.005530623912811279, | |
| 0.00551526403427124, | |
| 0.005459871768951416, | |
| 0.005468160152435303, | |
| 0.005485568046569824, | |
| 0.005447679996490478, | |
| 0.005478400230407715, | |
| 0.0055285758972167965, | |
| 0.0055808000564575196, | |
| 0.005535744190216065, | |
| 0.005545983791351319, | |
| 0.005835775852203369, | |
| 0.0055623679161071774, | |
| 0.005532671928405761, | |
| 0.005500927925109863, | |
| 0.005489568233489991, | |
| 0.005517312049865723, | |
| 0.005526527881622314, | |
| 0.005490528106689453, | |
| 0.005476352214813233, | |
| 0.005516287803649903, | |
| 0.005624832153320313, | |
| 0.00553984022140503, | |
| 0.00546611213684082, | |
| 0.0054906878471374515, | |
| 0.00552243185043335, | |
| 0.005639167785644531, | |
| 0.005512191772460938, | |
| 0.005475327968597412, | |
| 0.005480447769165039, | |
| 0.005467135906219483, | |
| 0.005492735862731934, | |
| 0.005477375984191894, | |
| 0.005449728012084961, | |
| 0.005464000225067139, | |
| 0.005477375984191894, | |
| 0.005441664218902588, | |
| 0.005478432178497314, | |
| 0.005537792205810547, | |
| 0.005465087890625, | |
| 0.0053975038528442385, | |
| 0.00537497615814209, | |
| 0.0056104640960693355, | |
| 0.005445759773254394, | |
| 0.005891071796417236, | |
| 0.005463039875030518, | |
| 0.005478400230407715, | |
| 0.0055079998970031735, | |
| 0.005519360065460205, | |
| 0.005442560195922852, | |
| 0.005473279953002929, | |
| 0.0055203838348388675, | |
| 0.005602303981781006, | |
| 0.005471231937408447, | |
| 0.005472256183624268 | |
| ], | |
| "count": 175, | |
| "total": 0.9995374393463132, | |
| "mean": 0.005711642510550362, | |
| "p50": 0.0056483840942382815, | |
| "p90": 0.006012083148956298, | |
| "p95": 0.0064150529384613035, | |
| "p99": 0.0066551397323608395, | |
| "stdev": 0.00027197311830522587, | |
| "stdev_": 4.761732160282193 | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 175.08098557513574 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 6.244013850511558e-08, | |
| "ram": 3.4115802551335455e-08, | |
| "gpu": 1.176229011157927e-07, | |
| "total": 2.1417884217224374e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 4668995.265161602 | |
| } | |
| } | |
| } | |
| } |