
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
8a506d5
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": "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": {}, | |
"hub_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, | |
"latency": true, | |
"memory": 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": "0.2.1", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.42.3", | |
"transformers_commit": null, | |
"accelerate_version": "0.31.0", | |
"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": { | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1028.845568, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210816 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 74, | |
"total": 0.4920858221054076, | |
"mean": 0.006649808406829834, | |
"stdev": 0.0005336997107112194, | |
"p50": 0.0066219520568847655, | |
"p90": 0.007068028688430786, | |
"p95": 0.007222406363487244, | |
"p99": 0.008118333644866933, | |
"values": [ | |
0.009963680267333984, | |
0.0074358081817626955, | |
0.007285888195037842, | |
0.0070685758590698245, | |
0.007066751956939697, | |
0.006925663948059082, | |
0.007061984062194824, | |
0.0070572800636291505, | |
0.007300543785095215, | |
0.0070943360328674316, | |
0.007029791831970215, | |
0.006873824119567871, | |
0.006741407871246338, | |
0.0068624958992004395, | |
0.006591904163360596, | |
0.006637951850891113, | |
0.0066845440864562984, | |
0.006914400100708008, | |
0.006824543952941894, | |
0.006709663867950439, | |
0.007188223838806153, | |
0.007006239891052246, | |
0.006939295768737793, | |
0.00685811185836792, | |
0.0067040958404541015, | |
0.006679264068603516, | |
0.006672639846801758, | |
0.006922336101531983, | |
0.006858528137207031, | |
0.006734975814819336, | |
0.006623424053192138, | |
0.006600671768188476, | |
0.006785215854644776, | |
0.0070208959579467775, | |
0.006458655834197998, | |
0.006484032154083252, | |
0.00648524808883667, | |
0.006886240005493164, | |
0.007182432174682617, | |
0.006986591815948486, | |
0.006620480060577393, | |
0.00654860782623291, | |
0.006998784065246582, | |
0.006414656162261963, | |
0.006396063804626465, | |
0.006494656085968018, | |
0.0063446397781372075, | |
0.006323455810546875, | |
0.006169216156005859, | |
0.006135776042938233, | |
0.006127679824829101, | |
0.0069212160110473635, | |
0.006201824188232422, | |
0.006115039825439453, | |
0.006243455886840821, | |
0.006298783779144287, | |
0.006104415893554688, | |
0.006275455951690673, | |
0.006373504161834717, | |
0.006151519775390625, | |
0.006128767967224121, | |
0.0061145920753479, | |
0.0061380801200866695, | |
0.006136767864227295, | |
0.006327775955200196, | |
0.006268064022064209, | |
0.006131999969482422, | |
0.006127327919006348, | |
0.0060900158882141115, | |
0.006161983966827393, | |
0.0061160001754760746, | |
0.006213344097137451, | |
0.00633519983291626, | |
0.006328512191772461 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 300.76054491221964 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.715724505387345e-08, | |
"ram": 4.218804214742256e-08, | |
"gpu": 1.4861123000000042e-07, | |
"total": 2.679565172012964e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7463897.578940184 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1028.845568, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.43456 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 74, | |
"total": 0.516094560623169, | |
"mean": 0.0069742508192320125, | |
"stdev": 0.0005088212772298802, | |
"p50": 0.006985023975372314, | |
"p90": 0.007460588693618774, | |
"p95": 0.007558747315406799, | |
"p99": 0.00858162762641906, | |
"values": [ | |
0.009851360321044922, | |
0.007614208221435547, | |
0.007541600227355957, | |
0.007251488208770752, | |
0.008112000465393067, | |
0.007468671798706055, | |
0.007441728115081787, | |
0.007590591907501221, | |
0.00748367977142334, | |
0.007499231815338135, | |
0.007308864116668702, | |
0.007204351902008056, | |
0.007144192218780518, | |
0.007349664211273193, | |
0.00702726411819458, | |
0.007034848213195801, | |
0.0071145920753479, | |
0.007213823795318604, | |
0.007142079830169678, | |
0.007360127925872803, | |
0.007386752128601074, | |
0.007289535999298095, | |
0.007236671924591064, | |
0.0070635838508605955, | |
0.0071459197998046875, | |
0.0070731520652771, | |
0.007066175937652588, | |
0.007238624095916748, | |
0.007157599925994873, | |
0.007063648223876953, | |
0.007192607879638672, | |
0.007133535861968994, | |
0.007061312198638916, | |
0.006942783832550049, | |
0.006702527999877929, | |
0.006779168128967285, | |
0.007236447811126709, | |
0.007409696102142334, | |
0.007151072025299072, | |
0.006880671977996826, | |
0.006831615924835205, | |
0.006775519847869873, | |
0.006718143939971923, | |
0.00675110387802124, | |
0.006654816150665283, | |
0.006641536235809326, | |
0.006674560070037841, | |
0.006662623882293701, | |
0.006453824043273926, | |
0.006422976016998291, | |
0.006516960144042969, | |
0.007052576065063477, | |
0.006428383827209473, | |
0.006438176155090332, | |
0.006781375885009765, | |
0.006561088085174561, | |
0.006471776008605957, | |
0.006826208114624023, | |
0.006600607872009277, | |
0.006457664012908935, | |
0.006462944030761719, | |
0.00644543981552124, | |
0.006498144149780273, | |
0.006808703899383545, | |
0.006635295867919922, | |
0.006512832164764404, | |
0.006422719955444336, | |
0.0064412798881530765, | |
0.006449920177459717, | |
0.006452127933502198, | |
0.006383264064788818, | |
0.006575967788696289, | |
0.0066200318336486815, | |
0.006698495864868164 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 143.3845764827422 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.180918739170563e-08, | |
"ram": 3.9255592395410094e-08, | |
"gpu": 1.4239941947499828e-07, | |
"total": 2.53464199262114e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3945330.3579409006 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.9908940792083742, | |
"mean": 0.013573891496005124, | |
"stdev": 0.0007404545394752356, | |
"p50": 0.013675488471984864, | |
"p90": 0.014509670829772949, | |
"p95": 0.014731065559387205, | |
"p99": 0.015229018821716308, | |
"values": [ | |
0.015255583763122558, | |
0.014870495796203613, | |
0.014348287582397461, | |
0.015218688011169433, | |
0.014442496299743653, | |
0.014526464462280274, | |
0.014613568305969238, | |
0.014895039558410645, | |
0.014615551948547363, | |
0.014427136421203614, | |
0.01409331226348877, | |
0.013941760063171387, | |
0.01425715160369873, | |
0.013648927688598633, | |
0.013675488471984864, | |
0.013837408065795899, | |
0.01414031982421875, | |
0.014039039611816406, | |
0.014049280166625976, | |
0.01463811206817627, | |
0.014365823745727539, | |
0.014178144454956054, | |
0.01399500846862793, | |
0.013865983963012696, | |
0.013788191795349122, | |
0.013753312110900879, | |
0.014183423995971679, | |
0.014058560371398925, | |
0.013842368125915527, | |
0.013846528053283692, | |
0.01376153564453125, | |
0.013883392333984374, | |
0.014062591552734375, | |
0.013225983619689942, | |
0.013283328056335449, | |
0.01363046360015869, | |
0.014350336074829101, | |
0.014413951873779297, | |
0.01393552017211914, | |
0.013477855682373047, | |
0.01340006446838379, | |
0.013735008239746094, | |
0.013196191787719726, | |
0.013088768005371093, | |
0.013148159980773925, | |
0.013031423568725586, | |
0.013029439926147461, | |
0.012668864250183105, | |
0.012588031768798828, | |
0.01265766429901123, | |
0.013955072402954101, | |
0.012702719688415527, | |
0.012588031768798828, | |
0.01298534393310547, | |
0.012923904418945312, | |
0.012621824264526366, | |
0.013127679824829102, | |
0.012995583534240723, | |
0.012644351959228516, | |
0.012598272323608398, | |
0.012608511924743653, | |
0.01265775966644287, | |
0.012949407577514649, | |
0.012992511749267579, | |
0.012798015594482421, | |
0.012609472274780273, | |
0.012583935737609863, | |
0.012564512252807617, | |
0.012638175964355469, | |
0.012537856101989747, | |
0.012796928405761718, | |
0.012986368179321289, | |
0.013047807693481446 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 73.67084084135385 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |