
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
ba21390
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+cu124", | |
"_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": 66697.261056, | |
"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": 806.07232, | |
"max_global_vram": 1362.624512, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.20819967651367188 | |
], | |
"count": 1, | |
"total": 0.20819967651367188, | |
"mean": 0.20819967651367188, | |
"p50": 0.20819967651367188, | |
"p90": 0.20819967651367188, | |
"p95": 0.20819967651367188, | |
"p99": 0.20819967651367188, | |
"stdev": 0, | |
"stdev_": 0 | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1229.176832, | |
"max_global_vram": 1373.110272, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.410496 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.007185823917388916, | |
0.007099904060363769, | |
0.007070335865020752, | |
0.007103519916534424, | |
0.00707919979095459, | |
0.007308288097381592, | |
0.0073714561462402345, | |
0.007109312057495118, | |
0.007005983829498291, | |
0.007560704231262207, | |
0.007196703910827637, | |
0.007442048072814941, | |
0.0072206401824951175, | |
0.007036159992218018, | |
0.007297311782836914, | |
0.007006591796875, | |
0.007069151878356933, | |
0.006960927963256836, | |
0.0069762239456176755, | |
0.007230175971984863, | |
0.0071142401695251465, | |
0.007243264198303223, | |
0.007070975780487061, | |
0.007008096218109131, | |
0.007102911949157715, | |
0.006835264205932617, | |
0.00671292781829834, | |
0.007250207901000977, | |
0.006913343906402588, | |
0.006972479820251465, | |
0.007186048030853272, | |
0.0072482237815856936, | |
0.007264256000518799, | |
0.006996096134185791, | |
0.006927264213562012, | |
0.007008255958557129, | |
0.006837376117706299, | |
0.006780416011810303, | |
0.0067114877700805665, | |
0.006506144046783447, | |
0.006496128082275391, | |
0.006456895828247071, | |
0.006459775924682617, | |
0.006426784038543701, | |
0.00640934419631958, | |
0.006427648067474365, | |
0.006435135841369629, | |
0.006459807872772217, | |
0.006542784214019775, | |
0.006588768005371093, | |
0.006420959949493408, | |
0.0065755839347839354, | |
0.006730271816253662, | |
0.006458847999572754, | |
0.006399903774261475, | |
0.006426047801971435, | |
0.006443999767303467, | |
0.006436639785766601, | |
0.006381824016571045, | |
0.0066728959083557126, | |
0.006448671817779541, | |
0.006409023761749268, | |
0.006420415878295898, | |
0.006449056148529053, | |
0.006449952125549317, | |
0.006393184185028076, | |
0.00643884801864624, | |
0.00644159984588623, | |
0.006458144187927246, | |
0.006421984195709229, | |
0.00656713581085205, | |
0.006432320117950439, | |
0.006407072067260742 | |
], | |
"count": 73, | |
"total": 0.49640719842910763, | |
"mean": 0.006800098608617914, | |
"p50": 0.006780416011810303, | |
"p90": 0.007247231864929199, | |
"p95": 0.007301702308654785, | |
"p99": 0.0074752717971801755, | |
"stdev": 0.000342886619510132, | |
"stdev_": 5.04237716605439 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 294.1133820420422 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 8.072050691137904e-08, | |
"ram": 4.4103936233611834e-08, | |
"gpu": 1.568708737959195e-07, | |
"total": 2.8169531694091034e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7099869.538901595 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1229.176832, | |
"max_global_vram": 1373.110272, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.458112 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.007183743953704834, | |
0.007467423915863037, | |
0.00721504020690918, | |
0.007256192207336426, | |
0.007379744052886963, | |
0.007376287937164307, | |
0.007394336223602295, | |
0.0071963839530944824, | |
0.008525152206420899, | |
0.007766623973846435, | |
0.0075801281929016116, | |
0.007437952041625976, | |
0.007710976123809814, | |
0.0073935680389404295, | |
0.007167871952056885, | |
0.007345056056976319, | |
0.00723414421081543, | |
0.007187039852142334, | |
0.0073051519393920895, | |
0.007366367816925049, | |
0.007366847991943359, | |
0.00725977611541748, | |
0.007270847797393799, | |
0.007046304225921631, | |
0.0070830078125, | |
0.007034719944000244, | |
0.007196608066558838, | |
0.007179711818695068, | |
0.007083615779876709, | |
0.00734115219116211, | |
0.00789798402786255, | |
0.007524608135223388, | |
0.007178368091583252, | |
0.007114943981170655, | |
0.007089695930480957, | |
0.007105696201324463, | |
0.006898848056793213, | |
0.006957215785980225, | |
0.006921440124511719, | |
0.006712831974029541, | |
0.006646304130554199, | |
0.006751743793487549, | |
0.006614431858062744, | |
0.006623968124389649, | |
0.006606656074523926, | |
0.00659827184677124, | |
0.006589759826660156, | |
0.006608799934387207, | |
0.006654496192932129, | |
0.006572383880615235, | |
0.006576320171356201, | |
0.006922463893890381, | |
0.006962463855743408, | |
0.006647007942199707, | |
0.006609216213226319, | |
0.0066274237632751466, | |
0.0066211199760437016, | |
0.00661033582687378, | |
0.006592319965362549, | |
0.00693555212020874, | |
0.006608191967010498, | |
0.006602528095245361, | |
0.006580351829528808, | |
0.0066044158935546875, | |
0.0066070399284362796, | |
0.0069333438873291015, | |
0.0065641279220581055, | |
0.006583648204803467, | |
0.006604576110839843, | |
0.006601408004760743, | |
0.006590752124786377, | |
0.006600416183471679, | |
0.006647871971130371 | |
], | |
"count": 73, | |
"total": 0.5112531204223631, | |
"mean": 0.007003467403046072, | |
"p50": 0.006962463855743408, | |
"p90": 0.00742922887802124, | |
"p95": 0.007632467365264892, | |
"p99": 0.008073591117858887, | |
"stdev": 0.00039784499243469395, | |
"stdev_": 5.680686002217361 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 142.78641456445735 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.786063181084009e-08, | |
"ram": 4.235752111549208e-08, | |
"gpu": 1.509515946840788e-07, | |
"total": 2.7116974761041095e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3687727.000567549 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.006694911956787109, | |
0.006918144226074219, | |
0.006709248065948486, | |
0.006755328178405762, | |
0.006845439910888672, | |
0.0068577280044555666, | |
0.006883327960968018, | |
0.006692863941192627, | |
0.007970816135406494, | |
0.007245759963989257, | |
0.007044095993041993, | |
0.006894591808319092, | |
0.007180287837982178, | |
0.0068689918518066405, | |
0.006636544227600098, | |
0.006830080032348633, | |
0.006731776237487793, | |
0.006674496173858643, | |
0.006782976150512696, | |
0.006843391895294189, | |
0.0068351998329162595, | |
0.006748159885406494, | |
0.006747136116027832, | |
0.006565887928009034, | |
0.006604800224304199, | |
0.006573056221008301, | |
0.006699007987976074, | |
0.006760447978973389, | |
0.006619135856628418, | |
0.006856704235076904, | |
0.007346176147460938, | |
0.006964223861694336, | |
0.006746111869812011, | |
0.006680575847625733, | |
0.006651904106140137, | |
0.006686719894409179, | |
0.006500351905822754, | |
0.006558720111846924, | |
0.00652185583114624, | |
0.0063201279640197755, | |
0.006259712219238281, | |
0.006362112045288086, | |
0.006207551956176758, | |
0.006205440044403076, | |
0.006211584091186524, | |
0.006203392028808594, | |
0.0061931519508361815, | |
0.006220799922943115, | |
0.0062679038047790524, | |
0.006177792072296143, | |
0.006182911872863769, | |
0.006524928092956543, | |
0.006552576065063476, | |
0.006238207817077636, | |
0.006223872184753418, | |
0.006230016231536865, | |
0.00622489595413208, | |
0.00621670389175415, | |
0.006209536075592041, | |
0.006516736030578613, | |
0.006190080165863037, | |
0.006217728137969971, | |
0.006195199966430664, | |
0.006217728137969971, | |
0.0062197761535644535, | |
0.0065382399559021, | |
0.006170559883117676, | |
0.006198239803314209, | |
0.006220799922943115, | |
0.006217728137969971, | |
0.00619212818145752, | |
0.0061931519508361815, | |
0.006260735988616943 | |
], | |
"count": 73, | |
"total": 0.47850902509689314, | |
"mean": 0.006554918152012238, | |
"p50": 0.006558720111846924, | |
"p90": 0.006892339038848877, | |
"p95": 0.007098572731018066, | |
"p99": 0.007521075344085694, | |
"stdev": 0.00034483159169620644, | |
"stdev_": 5.260654423127306 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 152.55720617854223 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |