
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
beeba47
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+cu121", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"library": "transformers", | |
"model_type": "gpt2", | |
"model": "openai-community/gpt2", | |
"processor": "openai-community/gpt2", | |
"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": 66697.293824, | |
"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": 719.872, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.1750439453125, | |
"mean": 7.1750439453125, | |
"stdev": 0.0, | |
"p50": 7.1750439453125, | |
"p90": 7.1750439453125, | |
"p95": 7.1750439453125, | |
"p99": 7.1750439453125, | |
"values": [ | |
7.1750439453125 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0283543003929987e-06, | |
"ram": 5.122454085828091e-07, | |
"gpu": 1.9113904179998524e-06, | |
"total": 3.45199012697566e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1023.397888, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 74, | |
"total": 0.49139904165267956, | |
"mean": 0.006640527589901074, | |
"stdev": 0.00036567139479684173, | |
"p50": 0.006694320201873779, | |
"p90": 0.007040000009536743, | |
"p95": 0.007230191946029663, | |
"p99": 0.007481437969207763, | |
"values": [ | |
0.00744927978515625, | |
0.007033279895782471, | |
0.006853216171264649, | |
0.006783648014068604, | |
0.007318143844604492, | |
0.006952352046966552, | |
0.007120927810668945, | |
0.007209695816040039, | |
0.0070917439460754395, | |
0.006837696075439453, | |
0.006830719947814942, | |
0.006853759765625, | |
0.006768864154815674, | |
0.006835360050201416, | |
0.006655968189239502, | |
0.006656320095062256, | |
0.006690624237060547, | |
0.00678656005859375, | |
0.006833216190338135, | |
0.006931039810180664, | |
0.006876512050628662, | |
0.006648320198059082, | |
0.006831007957458496, | |
0.007023744106292725, | |
0.0068906559944152835, | |
0.006739744186401367, | |
0.00694377613067627, | |
0.006698016166687012, | |
0.0067012481689453125, | |
0.006738207817077637, | |
0.006800447940826416, | |
0.006941504001617431, | |
0.0069506878852844236, | |
0.006832831859588623, | |
0.006630015850067139, | |
0.007568384170532226, | |
0.006910687923431397, | |
0.007042880058288574, | |
0.00666044807434082, | |
0.006615615844726562, | |
0.006947840213775635, | |
0.006991456031799317, | |
0.007268256187438965, | |
0.006654399871826172, | |
0.006514463901519775, | |
0.006499807834625244, | |
0.006213471889495849, | |
0.006205760002136231, | |
0.006195040225982666, | |
0.006179647922515869, | |
0.00619046401977539, | |
0.006322656154632568, | |
0.006842175960540772, | |
0.006603712081909179, | |
0.006480544090270996, | |
0.006466464042663574, | |
0.006219136238098145, | |
0.006180255889892578, | |
0.006195168018341065, | |
0.006177472114562988, | |
0.006163040161132813, | |
0.006180384159088135, | |
0.006216864109039307, | |
0.0061675839424133305, | |
0.006200319766998291, | |
0.006160064220428467, | |
0.0061497921943664555, | |
0.006144447803497315, | |
0.006204544067382812, | |
0.006219327926635742, | |
0.0062259521484375, | |
0.00616867208480835, | |
0.006139999866485596, | |
0.006172704219818115 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 301.18088855494005 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.679810126622517e-08, | |
"ram": 4.199188075707146e-08, | |
"gpu": 1.5833346000000145e-07, | |
"total": 2.771234420232981e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7217000.429115115 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1039.040512, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 74, | |
"total": 0.5179127678871156, | |
"mean": 0.006998821187663723, | |
"stdev": 0.000385978203954778, | |
"p50": 0.007108448028564453, | |
"p90": 0.007461536169052124, | |
"p95": 0.007563532853126526, | |
"p99": 0.007809292321205137, | |
"values": [ | |
0.0074234561920166016, | |
0.007211423873901367, | |
0.007127999782562256, | |
0.007175007820129395, | |
0.00734611177444458, | |
0.007566815853118897, | |
0.007561920166015625, | |
0.007655007839202881, | |
0.008226431846618653, | |
0.007239744186401367, | |
0.007228896141052246, | |
0.007218239784240722, | |
0.007171999931335449, | |
0.007227392196655274, | |
0.006993599891662598, | |
0.007045567989349365, | |
0.007062655925750732, | |
0.007109663963317871, | |
0.007263232231140137, | |
0.007286784172058106, | |
0.0071716799736022945, | |
0.007332736015319824, | |
0.0071691198348999025, | |
0.007566527843475342, | |
0.007402495861053467, | |
0.007107232093811035, | |
0.0070251841545104984, | |
0.00713318395614624, | |
0.007116511821746826, | |
0.007096640110015869, | |
0.007323200225830078, | |
0.007359424114227295, | |
0.0071990079879760745, | |
0.0071940159797668456, | |
0.0072241277694702144, | |
0.0075012798309326174, | |
0.007154880046844482, | |
0.007279007911682129, | |
0.006880832195281982, | |
0.007183712005615234, | |
0.007477856159210205, | |
0.007546432018280029, | |
0.007179296016693116, | |
0.006839200019836426, | |
0.006892416000366211, | |
0.006858176231384278, | |
0.006525184154510498, | |
0.006611743927001953, | |
0.00649126386642456, | |
0.006498752117156982, | |
0.0069242558479309085, | |
0.006551008224487304, | |
0.007225599765777588, | |
0.006846816062927246, | |
0.006852992057800293, | |
0.006860256195068359, | |
0.0065157761573791505, | |
0.0064757118225097655, | |
0.006471519947052002, | |
0.006577568054199219, | |
0.006605152130126953, | |
0.006496479988098144, | |
0.006479135990142822, | |
0.006490367889404297, | |
0.0065148801803588865, | |
0.006510496139526367, | |
0.006478208065032959, | |
0.006482336044311523, | |
0.006492127895355224, | |
0.006503903865814209, | |
0.00649513578414917, | |
0.006492032051086426, | |
0.006484543800354004, | |
0.006603392124176025 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 142.88120430375076 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.205993144048589e-08, | |
"ram": 3.9392803942137774e-08, | |
"gpu": 1.500626200500043e-07, | |
"total": 2.61515355432628e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3823867.238486581 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 74, | |
"total": 0.48390963125228875, | |
"mean": 0.006539319341247146, | |
"stdev": 0.00033076002318914395, | |
"p50": 0.006609408140182495, | |
"p90": 0.006952345752716064, | |
"p95": 0.007025561690330505, | |
"p99": 0.007283148803710935, | |
"values": [ | |
0.0068915200233459475, | |
0.0067051520347595215, | |
0.006633471965789795, | |
0.006665215969085693, | |
0.006833151817321777, | |
0.006971392154693603, | |
0.0070348801612854, | |
0.007135231971740722, | |
0.007683072090148926, | |
0.006686719894409179, | |
0.0067041277885437015, | |
0.006694911956787109, | |
0.006653952121734619, | |
0.00672051191329956, | |
0.006495232105255127, | |
0.0065443840026855465, | |
0.0065669121742248536, | |
0.006617087841033936, | |
0.006751232147216797, | |
0.006738944053649902, | |
0.006660096168518067, | |
0.006790143966674805, | |
0.006659071922302246, | |
0.007046144008636474, | |
0.006907904148101806, | |
0.006598656177520752, | |
0.006553599834442139, | |
0.0066406397819519045, | |
0.006616064071655273, | |
0.006602752208709717, | |
0.006802432060241699, | |
0.006845439910888672, | |
0.0066826238632202144, | |
0.00669593620300293, | |
0.006717440128326416, | |
0.006974463939666748, | |
0.0066744318008422855, | |
0.006816768169403077, | |
0.006468607902526856, | |
0.006722559928894043, | |
0.006987775802612305, | |
0.007020544052124023, | |
0.006748159885406494, | |
0.0064430079460144046, | |
0.006493184089660644, | |
0.006449151992797852, | |
0.006149119853973388, | |
0.006227968215942382, | |
0.006114304065704346, | |
0.006121471881866455, | |
0.0063805441856384275, | |
0.006159359931945801, | |
0.006797311782836914, | |
0.0064471039772033695, | |
0.0064245758056640625, | |
0.006455296039581298, | |
0.006131711959838867, | |
0.006102015972137451, | |
0.006095871925354004, | |
0.006198272228240966, | |
0.006228991985321045, | |
0.006114304065704346, | |
0.006097919940948486, | |
0.006113279819488526, | |
0.006106112003326416, | |
0.006118400096893311, | |
0.006102015972137451, | |
0.006095871925354004, | |
0.006112256050109863, | |
0.0061296639442443845, | |
0.006097919940948486, | |
0.00611737585067749, | |
0.006109183788299561, | |
0.00621670389175415 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 152.9211142346942 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |