
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
ec3babf
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.dev0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.45.2", | |
"transformers_commit": null, | |
"accelerate_version": "1.0.1", | |
"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": "0.13.2", | |
"peft_commit": null | |
}, | |
"print_report": true, | |
"log_report": true | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 804.069376, | |
"max_global_vram": 1192.7552, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.08382669067382813 | |
], | |
"count": 1, | |
"total": 0.08382669067382813, | |
"mean": 0.08382669067382813, | |
"p50": 0.08382669067382813, | |
"p90": 0.08382669067382813, | |
"p95": 0.08382669067382813, | |
"p99": 0.08382669067382813, | |
"stdev": 0, | |
"stdev_": 0 | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1079.975936, | |
"max_global_vram": 1203.24096, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.992512 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.005909503936767578, | |
0.005570559978485107, | |
0.005573631763458252, | |
0.005594111919403076, | |
0.00556441593170166, | |
0.0056003198623657225, | |
0.005577727794647217, | |
0.005627903938293457, | |
0.005597184181213379, | |
0.00551526403427124, | |
0.005552127838134766, | |
0.005530623912811279, | |
0.005517312049865723, | |
0.005559296131134033, | |
0.005571584224700928, | |
0.005541888236999512, | |
0.005434368133544922, | |
0.0053678078651428224, | |
0.00542310380935669, | |
0.005443583965301513, | |
0.005478400230407715, | |
0.005505023956298828, | |
0.005500959873199463, | |
0.005532671928405761, | |
0.005516287803649903, | |
0.005485568046569824, | |
0.005537792205810547, | |
0.00550707197189331, | |
0.005537792205810547, | |
0.0056258559226989744, | |
0.005609471797943116, | |
0.005586944103240967, | |
0.005596159934997558, | |
0.005596159934997558, | |
0.005533664226531982, | |
0.005489664077758789, | |
0.005476352214813233, | |
0.00547430419921875, | |
0.00556441593170166, | |
0.005639167785644531, | |
0.005566495895385742, | |
0.005541888236999512, | |
0.005528512001037597, | |
0.00556441593170166, | |
0.005615615844726562, | |
0.005452799797058106, | |
0.005403647899627686, | |
0.005518367767333984, | |
0.005444608211517334, | |
0.005488639831542969, | |
0.005458943843841553, | |
0.006448128223419189, | |
0.0064880638122558594, | |
0.006535168170928955, | |
0.005797887802124023, | |
0.005665791988372803, | |
0.005646336078643799, | |
0.005715968132019043, | |
0.005636096000671387, | |
0.005611519813537597, | |
0.005594111919403076, | |
0.005471231937408447, | |
0.005497856140136719, | |
0.005526527881622314, | |
0.005661695957183838, | |
0.005609471797943116, | |
0.00556441593170166, | |
0.005557248115539551, | |
0.005577727794647217, | |
0.005596159934997558, | |
0.0055552000999450684, | |
0.005465087890625, | |
0.00552243185043335, | |
0.005526527881622314, | |
0.005526527881622314, | |
0.005412864208221436, | |
0.005359615802764893, | |
0.005547008037567139, | |
0.005477375984191894, | |
0.005368832111358642, | |
0.005407743930816651, | |
0.005325823783874512, | |
0.005194752216339111, | |
0.005292031764984131, | |
0.005500927925109863, | |
0.005411839962005615, | |
0.005235712051391602, | |
0.00516096019744873, | |
0.005144576072692871, | |
0.005190656185150146, | |
0.005532671928405761, | |
0.005471231937408447, | |
0.005553152084350586, | |
0.005565440177917481, | |
0.005603328227996827, | |
0.0055920639038085935, | |
0.005626880168914795, | |
0.005760000228881836, | |
0.0058009281158447265, | |
0.005468160152435303, | |
0.005362688064575195, | |
0.005331967830657959, | |
0.00535148811340332, | |
0.005327871799468994, | |
0.005315584182739258, | |
0.0053637118339538575, | |
0.0053309440612792965, | |
0.005359615802764893, | |
0.005325823783874512, | |
0.005294079780578613, | |
0.005315584182739258, | |
0.005224448204040527, | |
0.005170239925384522, | |
0.005145599842071533, | |
0.005185535907745361, | |
0.005178368091583252, | |
0.005152768135070801, | |
0.005181439876556396, | |
0.005173247814178467, | |
0.0051404800415039064, | |
0.005142528057098389, | |
0.005163008213043213, | |
0.005173247814178467, | |
0.005163008213043213, | |
0.00515993595123291, | |
0.005173247814178467, | |
0.005142528057098389, | |
0.005180416107177735, | |
0.0051660799980163576, | |
0.005157887935638428, | |
0.005146624088287354, | |
0.005161983966827393, | |
0.005177408218383789, | |
0.005150720119476319, | |
0.0051998720169067385, | |
0.005157887935638428, | |
0.005152768135070801, | |
0.005167103767395019, | |
0.005146624088287354, | |
0.005202943801879883, | |
0.005437439918518067, | |
0.005368832111358642, | |
0.005307392120361328, | |
0.005347328186035156, | |
0.005341119766235351, | |
0.0053043198585510255, | |
0.0052336640357971195, | |
0.005173247814178467, | |
0.005149695873260498, | |
0.005130239963531494, | |
0.005180416107177735, | |
0.005146624088287354, | |
0.0051476478576660155, | |
0.005198847770690918, | |
0.005171199798583984, | |
0.005137407779693603, | |
0.00516096019744873, | |
0.005178336143493652, | |
0.005164031982421875, | |
0.005145599842071533, | |
0.0052070398330688475, | |
0.005161983966827393, | |
0.005144576072692871, | |
0.005179391860961914, | |
0.005152768135070801, | |
0.00515174388885498, | |
0.005142528057098389, | |
0.0051701760292053225, | |
0.005174272060394287, | |
0.005131264209747314, | |
0.00516096019744873, | |
0.00516096019744873, | |
0.005154816150665284, | |
0.005185472011566162, | |
0.005161983966827393, | |
0.005170207977294922, | |
0.005157887935638428, | |
0.00516918420791626, | |
0.005145599842071533, | |
0.005188608169555664, | |
0.005170144081115722, | |
0.005145599842071533, | |
0.005146624088287354, | |
0.005123072147369385, | |
0.00516812801361084 | |
], | |
"count": 185, | |
"total": 0.9972183990478519, | |
"mean": 0.005390369724582982, | |
"p50": 0.005368832111358642, | |
"p90": 0.005609471797943116, | |
"p95": 0.00565862398147583, | |
"p99": 0.006454517917633056, | |
"stdev": 0.00023709002603755085, | |
"stdev_": 4.398400075532722 | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 185.51603157005405 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 6.418373655781442e-08, | |
"ram": 3.5067490466431255e-08, | |
"gpu": 1.2179289022701905e-07, | |
"total": 2.2104411725126473e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 4523983.77498227 | |
} | |
} | |
} | |
} |