IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
d8c1884
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 | |
| } | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 802.783232, | |
| "max_global_vram": 1192.7552, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 8.422611328125, | |
| "mean": 8.422611328125, | |
| "stdev": 0.0, | |
| "p50": 8.422611328125, | |
| "p90": 8.422611328125, | |
| "p95": 8.422611328125, | |
| "p99": 8.422611328125, | |
| "values": [ | |
| 8.422611328125 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 2.570991777083028e-06, | |
| "ram": 1.3897707735456923e-06, | |
| "gpu": 3.42305829399963e-06, | |
| "total": 7.3838208446283495e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1077.731328, | |
| "max_global_vram": 1203.24096, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.992512 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 179, | |
| "total": 0.9986119379997257, | |
| "mean": 0.005578837642456566, | |
| "stdev": 0.00016635479650208243, | |
| "p50": 0.0055285758972167965, | |
| "p90": 0.0058687488555908204, | |
| "p95": 0.005912547016143799, | |
| "p99": 0.0060025447559356685, | |
| "values": [ | |
| 0.006012928009033203, | |
| 0.0059996161460876465, | |
| 0.006017024040222168, | |
| 0.005940224170684814, | |
| 0.005987328052520752, | |
| 0.005949440002441406, | |
| 0.005686272144317627, | |
| 0.005599232196807862, | |
| 0.00570470380783081, | |
| 0.005636096000671387, | |
| 0.005619711875915527, | |
| 0.005591040134429932, | |
| 0.0054988799095153805, | |
| 0.0055623679161071774, | |
| 0.005518335819244385, | |
| 0.005511168003082275, | |
| 0.005554175853729248, | |
| 0.005511168003082275, | |
| 0.005413887977600097, | |
| 0.005368832111358642, | |
| 0.00535756778717041, | |
| 0.00547430419921875, | |
| 0.005438496112823486, | |
| 0.005502016067504883, | |
| 0.005552127838134766, | |
| 0.0057497601509094234, | |
| 0.005881855964660645, | |
| 0.005849088191986084, | |
| 0.005852159976959229, | |
| 0.005794816017150879, | |
| 0.005980160236358643, | |
| 0.005776383876800537, | |
| 0.0059054079055786135, | |
| 0.005889023780822754, | |
| 0.005912576198577881, | |
| 0.005868544101715088, | |
| 0.0058716158866882326, | |
| 0.005899231910705566, | |
| 0.005852128028869629, | |
| 0.00586956787109375, | |
| 0.0058080959320068355, | |
| 0.005920767784118652, | |
| 0.005814271926879883, | |
| 0.005912543773651123, | |
| 0.005833727836608887, | |
| 0.005817344188690185, | |
| 0.005684224128723145, | |
| 0.005734399795532226, | |
| 0.005702655792236328, | |
| 0.005830656051635743, | |
| 0.005760000228881836, | |
| 0.00576204776763916, | |
| 0.005542912006378174, | |
| 0.005492671966552735, | |
| 0.0055101442337036136, | |
| 0.005501920223236084, | |
| 0.005608448028564453, | |
| 0.005607423782348633, | |
| 0.005635072231292724, | |
| 0.005634047985076904, | |
| 0.005575679779052735, | |
| 0.005588992118835449, | |
| 0.005596159934997558, | |
| 0.0055316481590271, | |
| 0.0055511040687561035, | |
| 0.005391359806060791, | |
| 0.005446591854095459, | |
| 0.005610496044158936, | |
| 0.00556444787979126, | |
| 0.005603328227996827, | |
| 0.0054876160621643065, | |
| 0.005512224197387695, | |
| 0.005571584224700928, | |
| 0.0055203838348388675, | |
| 0.00542310380935669, | |
| 0.005372928142547607, | |
| 0.005393407821655274, | |
| 0.005506048202514649, | |
| 0.005440512180328369, | |
| 0.005489664077758789, | |
| 0.005618688106536865, | |
| 0.005434368133544922, | |
| 0.005409728050231934, | |
| 0.005468160152435303, | |
| 0.005444608211517334, | |
| 0.0055214080810546875, | |
| 0.0054876160621643065, | |
| 0.005455872058868408, | |
| 0.005476352214813233, | |
| 0.005442560195922852, | |
| 0.005479423999786377, | |
| 0.005529600143432617, | |
| 0.005576640129089355, | |
| 0.00562278413772583, | |
| 0.00562278413772583, | |
| 0.005629951953887939, | |
| 0.00556441593170166, | |
| 0.0055623679161071774, | |
| 0.005585919857025146, | |
| 0.005517312049865723, | |
| 0.00561356782913208, | |
| 0.005513216018676758, | |
| 0.00547430419921875, | |
| 0.005532671928405761, | |
| 0.005494783878326416, | |
| 0.005568511962890625, | |
| 0.005452799797058106, | |
| 0.005337088108062744, | |
| 0.005431295871734619, | |
| 0.005285888195037842, | |
| 0.00521830415725708, | |
| 0.005440512180328369, | |
| 0.005511168003082275, | |
| 0.005369855880737305, | |
| 0.0055582718849182125, | |
| 0.005431295871734619, | |
| 0.005470208168029785, | |
| 0.005471231937408447, | |
| 0.00555625581741333, | |
| 0.00566374397277832, | |
| 0.005595136165618897, | |
| 0.0055285758972167965, | |
| 0.005640192031860352, | |
| 0.005700607776641845, | |
| 0.005876736164093017, | |
| 0.0057701759338378905, | |
| 0.005599232196807862, | |
| 0.005567488193511963, | |
| 0.00572211217880249, | |
| 0.005890048027038574, | |
| 0.005773312091827393, | |
| 0.005618688106536865, | |
| 0.005557248115539551, | |
| 0.005697535991668701, | |
| 0.005451776027679443, | |
| 0.005453824043273926, | |
| 0.005511168003082275, | |
| 0.0055214080810546875, | |
| 0.005490752220153808, | |
| 0.005484543800354004, | |
| 0.0054568958282470706, | |
| 0.005493760108947754, | |
| 0.005525504112243652, | |
| 0.005477375984191894, | |
| 0.005472320079803467, | |
| 0.005451776027679443, | |
| 0.00552243185043335, | |
| 0.00553984022140503, | |
| 0.005591040134429932, | |
| 0.005598207950592041, | |
| 0.005438464164733887, | |
| 0.005480447769165039, | |
| 0.005568511962890625, | |
| 0.005407743930816651, | |
| 0.005438464164733887, | |
| 0.005435391902923584, | |
| 0.005419007778167725, | |
| 0.005441535949707031, | |
| 0.005409791946411133, | |
| 0.005421055793762207, | |
| 0.005570559978485107, | |
| 0.005454847812652588, | |
| 0.005444672107696533, | |
| 0.005440512180328369, | |
| 0.005408768177032471, | |
| 0.005460031986236572, | |
| 0.005413887977600097, | |
| 0.005416959762573242, | |
| 0.005462016105651855, | |
| 0.005441535949707031, | |
| 0.005451776027679443, | |
| 0.0054579200744628905, | |
| 0.005431295871734619, | |
| 0.005465087890625, | |
| 0.005422080039978027, | |
| 0.005426176071166992, | |
| 0.005471231937408447, | |
| 0.005420032024383545, | |
| 0.005416959762573242 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 179.24880845961732 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 6.454979912062067e-08, | |
| "ram": 3.522482672996472e-08, | |
| "gpu": 1.3375463598912947e-07, | |
| "total": 2.3352926183971484e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 4282118.618121441 | |
| } | |
| } | |
| } | |
| } |