
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
af2527e
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": 66697.25696, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.220-209.869.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": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.0", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.0", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.8", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 723.980288, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.22399560546875, | |
"mean": 7.22399560546875, | |
"stdev": 0.0, | |
"p50": 7.22399560546875, | |
"p90": 7.22399560546875, | |
"p95": 7.22399560546875, | |
"p99": 7.22399560546875, | |
"values": [ | |
7.22399560546875 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0454085423609803e-06, | |
"ram": 5.278629535050634e-07, | |
"gpu": 1.7588902960000413e-06, | |
"total": 3.3321617918660853e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1024.098304, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.4886718378067017, | |
"mean": 0.006694134764475366, | |
"stdev": 0.00032174785382332947, | |
"p50": 0.006717279911041259, | |
"p90": 0.007071987152099609, | |
"p95": 0.0071018687248229975, | |
"p99": 0.0073179518699646, | |
"values": [ | |
0.007551807880401612, | |
0.007197184085845947, | |
0.007045119762420654, | |
0.006978303909301758, | |
0.006717599868774414, | |
0.006927807807922363, | |
0.007023231983184814, | |
0.007081215858459473, | |
0.007068927764892578, | |
0.006991072177886963, | |
0.007109183788299561, | |
0.007096992015838623, | |
0.007071680068969727, | |
0.007081727981567382, | |
0.006815743923187256, | |
0.007024415969848633, | |
0.0068466877937316895, | |
0.006944064140319824, | |
0.00707206392288208, | |
0.00688153600692749, | |
0.007043871879577637, | |
0.007017759799957275, | |
0.0067441282272338865, | |
0.006959680080413818, | |
0.006610144138336182, | |
0.006623936176300049, | |
0.007003007888793945, | |
0.006913087844848633, | |
0.0068904638290405275, | |
0.006925695896148681, | |
0.007227007865905762, | |
0.007057151794433594, | |
0.006987232208251953, | |
0.006729599952697754, | |
0.006893599987030029, | |
0.006531583786010742, | |
0.006372735977172851, | |
0.006879807949066162, | |
0.006484288215637207, | |
0.00663753604888916, | |
0.006717279911041259, | |
0.006829440116882324, | |
0.0068726401329040525, | |
0.006622399806976318, | |
0.006595200061798096, | |
0.006527391910552979, | |
0.006489408016204834, | |
0.00647219181060791, | |
0.006367424011230469, | |
0.006382207870483398, | |
0.006443552017211914, | |
0.006355135917663574, | |
0.006339871883392334, | |
0.006374207973480225, | |
0.006347519874572754, | |
0.0064587841033935545, | |
0.0063482561111450194, | |
0.0063547840118408205, | |
0.006387263774871826, | |
0.006190911769866943, | |
0.006123775959014892, | |
0.006360352039337158, | |
0.006386784076690674, | |
0.006381375789642334, | |
0.006356448173522949, | |
0.006396128177642822, | |
0.006082784175872802, | |
0.006358687877655029, | |
0.006338367938995362, | |
0.006353439807891846, | |
0.006366496086120606, | |
0.0063014721870422365, | |
0.006331168174743653 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 298.76900755175404 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.545169456387012e-08, | |
"ram": 4.125285706808791e-08, | |
"gpu": 1.5280090072611566e-07, | |
"total": 2.695054523580737e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7421000.141187255 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1039.740928, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.5145351037979126, | |
"mean": 0.00704842607942346, | |
"stdev": 0.00034801838947721536, | |
"p50": 0.006994847774505615, | |
"p90": 0.007471065711975098, | |
"p95": 0.007509740924835205, | |
"p99": 0.007672184295654297, | |
"values": [ | |
0.007531936168670654, | |
0.0075435199737548825, | |
0.00728927993774414, | |
0.007460576057434082, | |
0.007166880130767822, | |
0.007319680213928223, | |
0.007474944114685058, | |
0.007390399932861328, | |
0.007439680099487304, | |
0.0074386558532714845, | |
0.007425343990325928, | |
0.007311647891998291, | |
0.007494944095611572, | |
0.007351647853851318, | |
0.0072409920692443844, | |
0.007310431957244873, | |
0.0073116798400878905, | |
0.0073697280883789065, | |
0.007477856159210205, | |
0.007962880134582519, | |
0.007273439884185791, | |
0.007559135913848877, | |
0.007082015991210938, | |
0.00729702377319336, | |
0.006994847774505615, | |
0.007384607791900635, | |
0.007237279891967773, | |
0.007330560207366944, | |
0.007271103858947754, | |
0.007435840129852295, | |
0.007469759941101074, | |
0.007471392154693604, | |
0.0074479360580444335, | |
0.006930335998535157, | |
0.007366112232208252, | |
0.006716063976287842, | |
0.007172959804534912, | |
0.00687775993347168, | |
0.006884736061096191, | |
0.006871871948242188, | |
0.006969151973724365, | |
0.007282080173492432, | |
0.006842720031738281, | |
0.0067972478866577144, | |
0.006809919834136963, | |
0.006802527904510498, | |
0.006861055850982666, | |
0.006782976150512696, | |
0.006712800025939942, | |
0.006652416229248047, | |
0.006676511764526367, | |
0.006644000053405761, | |
0.006718495845794678, | |
0.006671487808227539, | |
0.006653279781341553, | |
0.0066902399063110355, | |
0.006628960132598877, | |
0.006679647922515869, | |
0.006641056060791016, | |
0.006685823917388916, | |
0.007011168003082276, | |
0.00667628812789917, | |
0.006667712211608887, | |
0.006660799980163574, | |
0.006697184085845948, | |
0.006673920154571533, | |
0.006394559860229492, | |
0.006738111972808838, | |
0.006638400077819824, | |
0.006719647884368896, | |
0.006672800064086914, | |
0.006712160110473633, | |
0.006682464122772217 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 141.87564553160456 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.08214512008825e-08, | |
"ram": 3.872214155959359e-08, | |
"gpu": 1.456526988047462e-07, | |
"total": 2.551962915652222e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3918552.240185761 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.48058383846282976, | |
"mean": 0.006583340252915475, | |
"stdev": 0.00028642523975956684, | |
"p50": 0.006521920204162598, | |
"p90": 0.006934527969360352, | |
"p95": 0.006980198383331299, | |
"p99": 0.007136542549133301, | |
"values": [ | |
0.006988800048828125, | |
0.007021567821502686, | |
0.006778880119323731, | |
0.006910975933074951, | |
0.006681600093841553, | |
0.006807551860809326, | |
0.006953983783721924, | |
0.006864895820617676, | |
0.006899712085723877, | |
0.006918144226074219, | |
0.0068853759765625, | |
0.006799359798431396, | |
0.006974463939666748, | |
0.00684441614151001, | |
0.0067420158386230465, | |
0.006770751953125, | |
0.006797311782836914, | |
0.0068321280479431154, | |
0.006895616054534912, | |
0.007432191848754883, | |
0.006760543823242188, | |
0.007001023769378662, | |
0.006575104236602783, | |
0.006749184131622315, | |
0.006486015796661377, | |
0.006811583995819092, | |
0.006716383934020996, | |
0.006799359798431396, | |
0.0067645440101623535, | |
0.006855679988861084, | |
0.006938623905181885, | |
0.006944767951965332, | |
0.006908927917480469, | |
0.006440959930419922, | |
0.00683622407913208, | |
0.006294528007507324, | |
0.006663167953491211, | |
0.006458367824554443, | |
0.006457344055175781, | |
0.006440959930419922, | |
0.006521920204162598, | |
0.006713344097137451, | |
0.006419456005096436, | |
0.0063805441856384275, | |
0.006398975849151611, | |
0.006406144142150879, | |
0.006463488101959228, | |
0.006395904064178467, | |
0.006326303958892822, | |
0.0062638077735900875, | |
0.0062873601913452145, | |
0.006246399879455566, | |
0.006329343795776367, | |
0.00628326416015625, | |
0.006264832019805908, | |
0.0062975997924804685, | |
0.006235136032104492, | |
0.0062873601913452145, | |
0.006255616188049316, | |
0.006292479991912842, | |
0.006617087841033936, | |
0.0062494721412658695, | |
0.006270976066589356, | |
0.006275072097778321, | |
0.006309887886047363, | |
0.0062740478515625, | |
0.006014976024627685, | |
0.006350912094116211, | |
0.006250495910644531, | |
0.006302720069885254, | |
0.006276095867156982, | |
0.006325247764587402, | |
0.006294528007507324 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 151.89857452030427 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |