
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
2267136
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.5.1+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": 2, | |
"sequence_length": 16 | |
}, | |
"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": 66697.248768, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.228-219.884.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": "4.46.3", | |
"transformers_commit": null, | |
"accelerate_version": "1.1.1", | |
"accelerate_commit": null, | |
"diffusers_version": "0.31.0", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.11", | |
"timm_commit": null, | |
"peft_version": "0.13.2", | |
"peft_commit": null | |
}, | |
"print_report": true, | |
"log_report": true | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 818.561024, | |
"max_global_vram": 1362.624512, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.054438911437988284 | |
], | |
"count": 1, | |
"total": 0.054438911437988284, | |
"mean": 0.054438911437988284, | |
"p50": 0.054438911437988284, | |
"p90": 0.054438911437988284, | |
"p95": 0.054438911437988284, | |
"p99": 0.054438911437988284, | |
"stdev": 0, | |
"stdev_": 0 | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1284.247552, | |
"max_global_vram": 1379.401728, | |
"max_process_vram": 0.0, | |
"max_reserved": 731.906048, | |
"max_allocated": 538.394112 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.00800326442718506, | |
0.00793878412246704, | |
0.008172800064086914, | |
0.008093600273132323, | |
0.008190943717956542, | |
0.008331071853637696, | |
0.00825823974609375, | |
0.008044095993041992, | |
0.008300095558166505, | |
0.008193663597106934, | |
0.008020256042480469, | |
0.008176480293273926, | |
0.008091648101806641, | |
0.008327456474304199, | |
0.008073984146118164, | |
0.008304160118103027, | |
0.008103360176086425, | |
0.008213472366333009, | |
0.008233023643493651, | |
0.008317312240600587, | |
0.008355008125305177, | |
0.008195263862609863, | |
0.007983168125152589, | |
0.008206656455993652, | |
0.008028032302856446, | |
0.008011263847351074, | |
0.007722527980804444, | |
0.007979904174804688, | |
0.008065279960632324, | |
0.008177375793457032, | |
0.00912713623046875, | |
0.009266688346862792, | |
0.007946239948272706, | |
0.007602560043334961, | |
0.007724031925201416, | |
0.00727452802658081, | |
0.0075450558662414555, | |
0.007552735805511475, | |
0.007274464130401611, | |
0.007276735782623291, | |
0.007297887802124024, | |
0.0073190398216247555, | |
0.007260287761688232, | |
0.007250016212463379, | |
0.007282656192779541, | |
0.007238495826721192, | |
0.007655104160308838, | |
0.007475264072418213, | |
0.007502655982971191, | |
0.007505055904388428, | |
0.00734335994720459, | |
0.007498559951782227, | |
0.007501855850219726, | |
0.007243584156036377, | |
0.007245120048522949, | |
0.007254528045654297, | |
0.007226880073547363, | |
0.007611616134643555, | |
0.007314080238342285, | |
0.007317887783050537, | |
0.007290592193603515, | |
0.007268064022064209, | |
0.007252607822418213, | |
0.007219039916992188, | |
0.007243391990661621 | |
], | |
"count": 65, | |
"total": 0.5063200016021729, | |
"mean": 0.007789538486187274, | |
"p50": 0.007724031925201416, | |
"p90": 0.008302534294128418, | |
"p95": 0.008330348777770996, | |
"p99": 0.009177374992370604, | |
"stdev": 0.00047260450961426914, | |
"stdev_": 6.067169582027365 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 4108.073932331639 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.04826711354963e-08, | |
"ram": 4.9437135024305936e-08, | |
"gpu": 1.9223933954198358e-07, | |
"total": 3.3215914570178585e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 96339361.45997244 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1284.247552, | |
"max_global_vram": 1379.401728, | |
"max_process_vram": 0.0, | |
"max_reserved": 731.906048, | |
"max_allocated": 538.394624 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.007555488109588623, | |
0.007935840129852295, | |
0.007919936180114747, | |
0.007874335765838623, | |
0.008057920455932618, | |
0.008057472229003906, | |
0.007956543922424316, | |
0.007899807929992677, | |
0.008029888153076172, | |
0.007956223964691162, | |
0.008185407638549805, | |
0.007884479999542237, | |
0.007861216068267823, | |
0.008086912155151367, | |
0.007806687831878662, | |
0.007941120147705078, | |
0.007839327812194824, | |
0.008044992446899414, | |
0.008124064445495606, | |
0.008079839706420898, | |
0.008003104209899902, | |
0.00802188777923584, | |
0.007957376003265381, | |
0.007727839946746826, | |
0.007555456161499024, | |
0.007926496028900146, | |
0.007547008037567139, | |
0.0076900157928466795, | |
0.007881855964660645, | |
0.0079967999458313, | |
0.008991135597229003, | |
0.008840288162231445, | |
0.007415904045104981, | |
0.00757040023803711, | |
0.007316991806030273, | |
0.007491871833801269, | |
0.0073919677734375, | |
0.007480800151824951, | |
0.007114463806152343, | |
0.007094880104064941, | |
0.00718617582321167, | |
0.007087744235992431, | |
0.00706547212600708, | |
0.007040256023406982, | |
0.0070653119087219236, | |
0.007767072200775146, | |
0.007371903896331787, | |
0.007324992179870605, | |
0.007358431816101074, | |
0.007438432216644287, | |
0.007322080135345459, | |
0.007325888156890869, | |
0.007322207927703857, | |
0.007035744190216064, | |
0.007132415771484375, | |
0.007071968078613281, | |
0.007105247974395752, | |
0.007411903858184814, | |
0.007174111843109131, | |
0.007116352081298828, | |
0.007099743843078613, | |
0.007157504081726074, | |
0.0070754561424255374, | |
0.007057727813720703, | |
0.0070945281982421875 | |
], | |
"count": 65, | |
"total": 0.4943227210044862, | |
"mean": 0.007604964938530554, | |
"p50": 0.007555456161499024, | |
"p90": 0.008057741165161133, | |
"p95": 0.008116633987426758, | |
"p99": 0.008894593238830566, | |
"stdev": 0.00043758660584998895, | |
"stdev_": 5.753959543363001 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 262.9860908190385 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.911202643395338e-08, | |
"ram": 4.32345141737319e-08, | |
"gpu": 1.543561758294523e-07, | |
"total": 2.7670271643713755e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7227973.854945396 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.00709119987487793, | |
0.007460864067077637, | |
0.0074527359008789065, | |
0.0074065918922424315, | |
0.00757862377166748, | |
0.007532544136047363, | |
0.007485439777374267, | |
0.007411712169647216, | |
0.007557119846343994, | |
0.007478271961212158, | |
0.007716864109039307, | |
0.007419904232025146, | |
0.007377920150756836, | |
0.007612415790557861, | |
0.007334911823272705, | |
0.007453695774078369, | |
0.007368703842163086, | |
0.007570432186126709, | |
0.00764415979385376, | |
0.00758681583404541, | |
0.007514111995697022, | |
0.007527423858642578, | |
0.007461887836456299, | |
0.007282688140869141, | |
0.007132160186767578, | |
0.007485439777374267, | |
0.007145440101623535, | |
0.007265279769897461, | |
0.007415808200836181, | |
0.007523327827453613, | |
0.008500224113464355, | |
0.008349696159362792, | |
0.007007232189178467, | |
0.007171072006225586, | |
0.0069283838272094726, | |
0.007104512214660645, | |
0.007009280204772949, | |
0.007088128089904785, | |
0.006748159885406494, | |
0.006723584175109864, | |
0.006818784236907959, | |
0.006725632190704346, | |
0.0067041277885437015, | |
0.006677472114562989, | |
0.006700032234191895, | |
0.007354368209838867, | |
0.006969344139099121, | |
0.006949888229370117, | |
0.006974463939666748, | |
0.007064576148986816, | |
0.006948863983154297, | |
0.006951935768127441, | |
0.006946784019470215, | |
0.006673408031463623, | |
0.0067573761940002445, | |
0.006703135967254639, | |
0.00674508810043335, | |
0.0070256638526916505, | |
0.006774784088134766, | |
0.006750207901000976, | |
0.006731776237487793, | |
0.006794271945953369, | |
0.0067051520347595215, | |
0.006673408031463623, | |
0.0067338237762451176 | |
], | |
"count": 65, | |
"total": 0.4667791366577146, | |
"mean": 0.0071812174870417664, | |
"p50": 0.007132160186767578, | |
"p90": 0.007575347137451172, | |
"p95": 0.00763781099319458, | |
"p99": 0.008403886222839354, | |
"stdev": 0.00039224775104136243, | |
"stdev_": 5.462134404774101 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 278.5043070494556 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |