IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
dda377d
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": "4.45.1", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.34.2", | |
| "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": 804.593664, | |
| "max_global_vram": 1192.7552, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.21126348876953124 | |
| ], | |
| "count": 1, | |
| "total": 0.21126348876953124, | |
| "mean": 0.21126348876953124, | |
| "p50": 0.21126348876953124, | |
| "p90": 0.21126348876953124, | |
| "p95": 0.21126348876953124, | |
| "p99": 0.21126348876953124, | |
| "stdev": 0, | |
| "stdev_": 0 | |
| }, | |
| "throughput": null, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1080.528896, | |
| "max_global_vram": 1203.24096, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.992512 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.005938176155090332, | |
| 0.005616640090942383, | |
| 0.005670911788940429, | |
| 0.005608448028564453, | |
| 0.005597184181213379, | |
| 0.0056145920753479005, | |
| 0.005601280212402344, | |
| 0.005593088150024414, | |
| 0.00556441593170166, | |
| 0.00552345609664917, | |
| 0.005567488193511963, | |
| 0.005545983791351319, | |
| 0.005594111919403076, | |
| 0.005559296131134033, | |
| 0.005570559978485107, | |
| 0.005516287803649903, | |
| 0.005422080039978027, | |
| 0.005436416149139404, | |
| 0.005426112174987793, | |
| 0.0054917120933532714, | |
| 0.0055203838348388675, | |
| 0.0055071358680725095, | |
| 0.005536767959594726, | |
| 0.005545983791351319, | |
| 0.005548031806945801, | |
| 0.005578752040863037, | |
| 0.005507040023803711, | |
| 0.0055285758972167965, | |
| 0.0056063680648803715, | |
| 0.005611519813537597, | |
| 0.005605375766754151, | |
| 0.005571584224700928, | |
| 0.005592000007629394, | |
| 0.005602367877960205, | |
| 0.005548031806945801, | |
| 0.005506048202514649, | |
| 0.005497856140136719, | |
| 0.005564352035522461, | |
| 0.005623807907104492, | |
| 0.005574656009674072, | |
| 0.005792768001556397, | |
| 0.006048768043518066, | |
| 0.005856256008148194, | |
| 0.005806079864501953, | |
| 0.006034431934356689, | |
| 0.0057292799949646, | |
| 0.006374464035034179, | |
| 0.006649856090545654, | |
| 0.00591974401473999, | |
| 0.005792768001556397, | |
| 0.005911551952362061, | |
| 0.0058787841796875, | |
| 0.006136832237243653, | |
| 0.005794816017150879, | |
| 0.005831679821014404, | |
| 0.005812255859375, | |
| 0.005808127880096436, | |
| 0.005754879951477051, | |
| 0.005795839786529541, | |
| 0.005735424041748047, | |
| 0.005784575939178467, | |
| 0.005793791770935058, | |
| 0.00586240005493164, | |
| 0.005879871845245362, | |
| 0.005913599967956543, | |
| 0.005876736164093017, | |
| 0.005844992160797119, | |
| 0.005860288143157959, | |
| 0.005835775852203369, | |
| 0.00578656005859375, | |
| 0.005758975982666016, | |
| 0.005838880062103272, | |
| 0.0058767681121826175, | |
| 0.005747712135314941, | |
| 0.005649407863616943, | |
| 0.005781439781188965, | |
| 0.005766143798828125, | |
| 0.005691359996795655, | |
| 0.005745664119720459, | |
| 0.005653503894805908, | |
| 0.005509119987487793, | |
| 0.005569536209106446, | |
| 0.0057149438858032225, | |
| 0.005645311832427978, | |
| 0.005455872058868408, | |
| 0.005406720161437988, | |
| 0.005408768177032471, | |
| 0.005441535949707031, | |
| 0.005505023956298828, | |
| 0.005509119987487793, | |
| 0.0057077760696411135, | |
| 0.005713920116424561, | |
| 0.005725183963775635, | |
| 0.005746687889099121, | |
| 0.005790719985961914, | |
| 0.005874688148498535, | |
| 0.005706751823425293, | |
| 0.005642240047454834, | |
| 0.0055808000564575196, | |
| 0.005533696174621582, | |
| 0.00550707197189331, | |
| 0.005478400230407715, | |
| 0.00553984022140503, | |
| 0.005473279953002929, | |
| 0.005483520030975342, | |
| 0.005468160152435303, | |
| 0.005431295871734619, | |
| 0.0054241280555725096, | |
| 0.005501952171325684, | |
| 0.005536767959594726, | |
| 0.005450751781463623, | |
| 0.005385216236114502, | |
| 0.005430272102355957, | |
| 0.005445631980895996, | |
| 0.0054282240867614745, | |
| 0.005432320117950439, | |
| 0.005433343887329102, | |
| 0.005410816192626953, | |
| 0.005447679996490478, | |
| 0.005445631980895996, | |
| 0.005433375835418701, | |
| 0.005455872058868408, | |
| 0.005409791946411133, | |
| 0.005416959762573242, | |
| 0.005436416149139404, | |
| 0.005394400119781494, | |
| 0.00542310380935669, | |
| 0.005398528099060058, | |
| 0.0054282240867614745, | |
| 0.005434368133544922, | |
| 0.005443583965301513, | |
| 0.005432320117950439, | |
| 0.005480447769165039, | |
| 0.005402624130249023, | |
| 0.005416959762573242, | |
| 0.005431295871734619, | |
| 0.005400576114654541, | |
| 0.005396480083465576, | |
| 0.005426176071166992, | |
| 0.005388288021087646, | |
| 0.005439487934112549, | |
| 0.005475327968597412, | |
| 0.005404672145843506, | |
| 0.005399551868438721, | |
| 0.005387263774871826, | |
| 0.005372928142547607, | |
| 0.00541593599319458, | |
| 0.005469183921813964, | |
| 0.00541593599319458, | |
| 0.005387231826782226, | |
| 0.0054241280555725096, | |
| 0.005409791946411133, | |
| 0.005417984008789062, | |
| 0.005387263774871826, | |
| 0.005420032024383545, | |
| 0.005417984008789062, | |
| 0.005384191989898681, | |
| 0.005442560195922852, | |
| 0.005388288021087646, | |
| 0.005401599884033203, | |
| 0.0053944320678710935, | |
| 0.0053862080574035645, | |
| 0.0054241280555725096, | |
| 0.005429247856140137, | |
| 0.005387263774871826, | |
| 0.0053944320678710935, | |
| 0.005429183959960938, | |
| 0.005380095958709717, | |
| 0.0053944320678710935, | |
| 0.005414912223815918, | |
| 0.005402624130249023, | |
| 0.005406720161437988, | |
| 0.005386240005493164, | |
| 0.005352447986602784, | |
| 0.005391359806060791, | |
| 0.005380095958709717, | |
| 0.005400576114654541, | |
| 0.005426176071166992, | |
| 0.0053975038528442385 | |
| ], | |
| "count": 179, | |
| "total": 0.9976798725128171, | |
| "mean": 0.005573630572697303, | |
| "p50": 0.0055071358680725095, | |
| "p90": 0.005840102481842041, | |
| "p95": 0.0058830398559570314, | |
| "p99": 0.006189111232757568, | |
| "stdev": 0.00019922421656207878, | |
| "stdev_": 3.5744065553606688 | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 179.41626861646483 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 6.276433342886227e-08, | |
| "ram": 3.429230410965139e-08, | |
| "gpu": 1.2237664111110757e-07, | |
| "total": 2.194332786496212e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 4557193.90492608 | |
| } | |
| } | |
| } | |
| } |