IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
12fce71 verified
raw
history blame
17.3 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.4.0+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": 764.29312,
"max_global_vram": 1355.28448,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.37647119140625,
"mean": 7.37647119140625,
"stdev": 0.0,
"p50": 7.37647119140625,
"p90": 7.37647119140625,
"p95": 7.37647119140625,
"p99": 7.37647119140625,
"values": [
7.37647119140625
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 9.91873134027325e-07,
"ram": 5.28102769110433e-07,
"gpu": 1.7713903059999973e-06,
"total": 3.2913662091377556e-06
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1081.847808,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.210304
},
"latency": {
"unit": "s",
"count": 74,
"total": 0.4896615996360779,
"mean": 0.006617048643730782,
"stdev": 0.00027142372904804185,
"p50": 0.006686095952987671,
"p90": 0.006895862627029419,
"p95": 0.006974804782867432,
"p99": 0.007203184556961059,
"values": [
0.0072843837738037105,
0.007050623893737793,
0.006834144115447998,
0.006745855808258056,
0.006810463905334472,
0.006587679862976074,
0.006663839817047119,
0.006800096035003662,
0.006864287853240967,
0.0068156800270080566,
0.006739136219024658,
0.006869247913360596,
0.006844736099243164,
0.006743840217590332,
0.00680617618560791,
0.0068624958992004395,
0.006619647979736328,
0.006703648090362549,
0.00673363208770752,
0.006712639808654785,
0.006909023761749267,
0.006952640056610108,
0.0067452797889709475,
0.006779104232788086,
0.006832767963409423,
0.006798272132873535,
0.006570271968841553,
0.006751488208770752,
0.006878431797027588,
0.006671999931335449,
0.006723455905914307,
0.0066854400634765625,
0.006712096214294434,
0.006918015956878662,
0.006852255821228027,
0.00674777603149414,
0.006792160034179687,
0.006685855865478515,
0.006632736206054687,
0.006468224048614502,
0.006686336040496827,
0.006351200103759766,
0.006217343807220459,
0.006388351917266845,
0.006899040222167968,
0.007015967845916748,
0.0068884482383728025,
0.007173151969909668,
0.006627456188201904,
0.006443103790283203,
0.006441408157348632,
0.006397632122039795,
0.006400896072387695,
0.006455552101135254,
0.006397439956665039,
0.006409664154052735,
0.0063448319435119626,
0.006156191825866699,
0.006281504154205322,
0.0062705278396606445,
0.006283199787139893,
0.0063357119560241695,
0.006344799995422363,
0.006515679836273193,
0.0064555201530456545,
0.0067833919525146485,
0.006422976016998291,
0.006409152030944824,
0.006127168178558349,
0.006105055809020996,
0.006088128089904785,
0.006138463973999023,
0.006098591804504395,
0.006108160018920898
]
},
"throughput": {
"unit": "tokens/s",
"value": 302.2495537938758
},
"energy": {
"unit": "kWh",
"cpu": 7.62917116319425e-08,
"ram": 4.1711668028891516e-08,
"gpu": 1.4949442158974449e-07,
"total": 2.674978012505785e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7476696.969656586
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1097.220096,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.434048
},
"latency": {
"unit": "s",
"count": 74,
"total": 0.5148219828605654,
"mean": 0.00695705382244007,
"stdev": 0.0002865965908458721,
"p50": 0.007015695810317993,
"p90": 0.007289353656768799,
"p95": 0.007355831980705261,
"p99": 0.007538060421943664,
"values": [
0.007354879856109619,
0.007288256168365479,
0.007203231811523438,
0.007154816150665283,
0.007194079875946045,
0.006952288150787353,
0.007053152084350586,
0.007216351985931397,
0.007357600212097168,
0.007017727851867676,
0.0074235520362854,
0.0071848959922790525,
0.00721340799331665,
0.007105567932128906,
0.0071194877624511715,
0.007031775951385498,
0.006990240097045898,
0.0070945281982421875,
0.007113823890686035,
0.007114560127258301,
0.007222239971160889,
0.007341887950897217,
0.007018720149993897,
0.007209375858306884,
0.007117504119873047,
0.007129216194152832,
0.00699507188796997,
0.00701366376876831,
0.00709116792678833,
0.0070070080757141115,
0.007084127902984619,
0.007050496101379394,
0.007167679786682129,
0.007225664138793946,
0.00734281587600708,
0.007125279903411865,
0.006993087768554687,
0.007220160007476806,
0.006950272083282471,
0.006743775844573975,
0.006893824100494385,
0.0065552000999450685,
0.006614016056060791,
0.007080128192901611,
0.007289824008941651,
0.007516831874847412,
0.007179967880249024,
0.00759545612335205,
0.006711359977722168,
0.006619872093200684,
0.006646111965179443,
0.006759647846221924,
0.006755104064941406,
0.00665228796005249,
0.006721407890319824,
0.006827968120574951,
0.006676191806793213,
0.006648704051971436,
0.006671807765960693,
0.006655200004577637,
0.00674454402923584,
0.0066152639389038086,
0.006662367820739746,
0.006720863819122315,
0.00690342378616333,
0.006960224151611328,
0.006602784156799316,
0.006602272033691407,
0.006409056186676025,
0.006431168079376221,
0.00654585599899292,
0.006417791843414306,
0.006402783870697022,
0.006499231815338135
]
},
"throughput": {
"unit": "tokens/s",
"value": 143.73900583814466
},
"energy": {
"unit": "kWh",
"cpu": 7.113263320687832e-08,
"ram": 3.8895457812578455e-08,
"gpu": 1.4051266912630315e-07,
"total": 2.5054076014575994e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3991366.5122522125
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 74,
"total": 0.48003791856765754,
"mean": 0.006486998899562939,
"stdev": 0.00023983819335597175,
"p50": 0.006520831823349,
"p90": 0.006777241706848145,
"p95": 0.006828462386131287,
"p99": 0.007022827744483947,
"values": [
0.006819871902465821,
0.0067686400413513184,
0.00667849588394165,
0.006639616012573242,
0.0066754879951477055,
0.00643071985244751,
0.006555647850036621,
0.006668223857879639,
0.00684441614151001,
0.006500351905822754,
0.006890495777130127,
0.006669312000274658,
0.0066979842185974124,
0.00659660816192627,
0.006606847763061524,
0.006554624080657959,
0.006491136074066162,
0.006575104236602783,
0.0066078720092773435,
0.006595583915710449,
0.006708223819732666,
0.00678604793548584,
0.006527999877929688,
0.006654975891113281,
0.006603775978088379,
0.006597631931304931,
0.006491136074066162,
0.006508543968200684,
0.006603775978088379,
0.0064921917915344235,
0.006583295822143555,
0.006550528049468994,
0.006648799896240234,
0.006702079772949219,
0.006818816184997558,
0.006599679946899414,
0.0065136637687683106,
0.006724607944488525,
0.00643071985244751,
0.006285344123840332,
0.006426623821258545,
0.006131711959838867,
0.00618393611907959,
0.006594560146331787,
0.006780928134918213,
0.0069816322326660156,
0.006714367866516113,
0.007134208202362061,
0.006307839870452881,
0.006221824169158936,
0.006253568172454834,
0.006364160060882569,
0.006351871967315674,
0.0062382397651672365,
0.0062904319763183595,
0.006433792114257812,
0.006285312175750732,
0.0062576642036437985,
0.006281216144561768,
0.006260735988616943,
0.006351871967315674,
0.0062269439697265625,
0.006269951820373535,
0.006322175979614258,
0.006377471923828125,
0.006550528049468994,
0.006210559844970703,
0.006184959888458252,
0.006014976024627685,
0.006014976024627685,
0.006147071838378906,
0.00603545618057251,
0.006020095825195313,
0.00611737585067749
]
},
"throughput": {
"unit": "tokens/s",
"value": 154.15448892204606
},
"energy": null,
"efficiency": null
}
}
}