
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
5c6dede
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": "0.3.0", | |
"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": 1029.722112, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210816 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.4872512011528014, | |
"mean": 0.00676737779378891, | |
"stdev": 0.000403012217076752, | |
"p50": 0.006822304010391236, | |
"p90": 0.0072958177089691165, | |
"p95": 0.007332617735862732, | |
"p99": 0.00760452877044678, | |
"values": [ | |
0.00787007999420166, | |
0.007310239791870117, | |
0.007362720012664795, | |
0.007295936107635498, | |
0.007207295894622803, | |
0.006815264225006104, | |
0.006918432235717774, | |
0.007107903957366943, | |
0.007301184177398681, | |
0.0071842560768127445, | |
0.007283552169799805, | |
0.007496064186096192, | |
0.00705628776550293, | |
0.006804384231567383, | |
0.006900159835815429, | |
0.006988863945007324, | |
0.007227168083190918, | |
0.007146560192108155, | |
0.007233856201171875, | |
0.007075679779052734, | |
0.0070421438217163086, | |
0.006865632057189941, | |
0.006943871974945068, | |
0.0072947521209716796, | |
0.00711190414428711, | |
0.0071209602355957035, | |
0.0073229122161865235, | |
0.007344480037689209, | |
0.007089951992034912, | |
0.007018112182617188, | |
0.0070380158424377445, | |
0.006931551933288574, | |
0.006829343795776367, | |
0.00639244794845581, | |
0.006845952033996582, | |
0.007107776165008545, | |
0.006992767810821534, | |
0.006898560047149658, | |
0.006643231868743897, | |
0.00691487979888916, | |
0.006501344203948975, | |
0.006325376033782959, | |
0.006402495861053467, | |
0.006514560222625732, | |
0.0066425280570983885, | |
0.006397791862487793, | |
0.006318528175354004, | |
0.006305439949035645, | |
0.006401919841766358, | |
0.006339968204498291, | |
0.006323520183563232, | |
0.00634768009185791, | |
0.006373760223388672, | |
0.00632531213760376, | |
0.006313951969146728, | |
0.006344960212707519, | |
0.006356863975524902, | |
0.006417247772216797, | |
0.006632639884948731, | |
0.006378335952758789, | |
0.0063506560325622555, | |
0.006333087921142578, | |
0.006357503890991211, | |
0.006349376201629639, | |
0.006310368061065674, | |
0.0063324799537658695, | |
0.006340767860412598, | |
0.006318304061889648, | |
0.006298751831054688, | |
0.006327744007110596, | |
0.00632316780090332, | |
0.006309631824493408 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 295.5354438517674 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.915421878850018e-08, | |
"ram": 4.3148626972175763e-08, | |
"gpu": 1.4940197137332824e-07, | |
"total": 2.717048171340042e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7360929.486257892 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1029.722112, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.43456 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 72, | |
"total": 0.5149121608734131, | |
"mean": 0.007151557789908515, | |
"stdev": 0.000430990520647158, | |
"p50": 0.007161375999450684, | |
"p90": 0.007691113471984864, | |
"p95": 0.007769840025901795, | |
"p99": 0.007868115496635438, | |
"values": [ | |
0.007719967842102051, | |
0.007739007949829102, | |
0.007691167831420899, | |
0.007653535842895508, | |
0.007538976192474366, | |
0.007199999809265137, | |
0.007473055839538574, | |
0.007617695808410645, | |
0.007602560043334961, | |
0.007673279762268066, | |
0.007669727802276611, | |
0.007755296230316162, | |
0.0074011201858520505, | |
0.007229311943054199, | |
0.007284351825714111, | |
0.007608223915100098, | |
0.007895584106445313, | |
0.007637279987335205, | |
0.007420256137847901, | |
0.007369952201843262, | |
0.0073928642272949215, | |
0.007291647911071777, | |
0.007557727813720703, | |
0.007575007915496826, | |
0.007690624237060547, | |
0.007856895923614502, | |
0.007787615776062012, | |
0.007598656177520752, | |
0.007257023811340332, | |
0.007678656101226806, | |
0.007246719837188721, | |
0.007687903881072998, | |
0.006943168163299561, | |
0.006774400234222412, | |
0.007439328193664551, | |
0.007292479991912842, | |
0.007520287990570068, | |
0.007122752189636231, | |
0.006947135925292969, | |
0.006979296207427979, | |
0.006691232204437256, | |
0.006697824001312256, | |
0.006685984134674072, | |
0.0078111357688903805, | |
0.006833536148071289, | |
0.006698560237884521, | |
0.006696800231933594, | |
0.006868768215179444, | |
0.006655007839202881, | |
0.006680255889892578, | |
0.006760640144348145, | |
0.006671487808227539, | |
0.006671072006225586, | |
0.006681280136108398, | |
0.006688255786895752, | |
0.006677792072296142, | |
0.007063744068145752, | |
0.006704671859741211, | |
0.006896607875823975, | |
0.006695456027984619, | |
0.00667628812789917, | |
0.006762944221496582, | |
0.006638495922088623, | |
0.00679088020324707, | |
0.006679999828338623, | |
0.00666812801361084, | |
0.006678175926208496, | |
0.006671487808227539, | |
0.006681663990020752, | |
0.006668288230895996, | |
0.006671264171600342, | |
0.006673888206481933 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 139.829674789329 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.403194496774268e-08, | |
"ram": 4.060994211450055e-08, | |
"gpu": 1.37389568601034e-07, | |
"total": 2.520314556832773e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3967758.696187032 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 143, | |
"total": 0.9961400961875913, | |
"mean": 0.0069660146586544855, | |
"stdev": 0.0004993491866732639, | |
"p50": 0.006838272094726563, | |
"p90": 0.0077115392684936526, | |
"p95": 0.00786148180961609, | |
"p99": 0.00794107894897461, | |
"values": [ | |
0.007134208202362061, | |
0.007931903839111328, | |
0.007203839778900147, | |
0.007933951854705811, | |
0.007161856174468994, | |
0.007862304210662842, | |
0.007124959945678711, | |
0.007771135807037354, | |
0.007000063896179199, | |
0.00738918399810791, | |
0.006714367866516113, | |
0.0074403839111328125, | |
0.006913023948669434, | |
0.007714816093444824, | |
0.0070830078125, | |
0.007872511863708496, | |
0.007083072185516358, | |
0.0077413759231567385, | |
0.007137279987335205, | |
0.007854080200195313, | |
0.007090176105499267, | |
0.008111104011535645, | |
0.007230463981628418, | |
0.007617536067962646, | |
0.006895616054534912, | |
0.007346176147460938, | |
0.006691840171813965, | |
0.007473152160644531, | |
0.006781951904296875, | |
0.007525375843048096, | |
0.0070594558715820314, | |
0.007814144134521485, | |
0.007315455913543701, | |
0.007762944221496582, | |
0.007108607769012451, | |
0.007797760009765625, | |
0.006900735855102539, | |
0.007629824161529541, | |
0.006803455829620361, | |
0.00764415979385376, | |
0.006889472007751465, | |
0.00740556812286377, | |
0.006773759841918945, | |
0.0074967041015625, | |
0.007014400005340577, | |
0.007873536109924317, | |
0.007051328182220459, | |
0.007673791885375977, | |
0.007150591850280762, | |
0.0076984319686889645, | |
0.007270400047302246, | |
0.007946239948272706, | |
0.007243775844573975, | |
0.007927807807922363, | |
0.007066624164581299, | |
0.007659520149230957, | |
0.006770688056945801, | |
0.007539711952209473, | |
0.007175168037414551, | |
0.007576576232910156, | |
0.006790143966674805, | |
0.00742195177078247, | |
0.00714035177230835, | |
0.007412735939025879, | |
0.006543360233306885, | |
0.006821919918060302, | |
0.006347743988037109, | |
0.007304192066192627, | |
0.006922239780426025, | |
0.007659520149230957, | |
0.006750207901000976, | |
0.007570432186126709, | |
0.007006207942962647, | |
0.00744755220413208, | |
0.006702079772949219, | |
0.007108607769012451, | |
0.0065413122177124024, | |
0.007350272178649903, | |
0.006530079841613769, | |
0.006978528022766113, | |
0.006299647808074951, | |
0.006743040084838867, | |
0.006306816101074219, | |
0.006819839954376221, | |
0.006294528007507324, | |
0.006931456089019775, | |
0.007387135982513428, | |
0.007096320152282715, | |
0.006436863899230957, | |
0.006820864200592041, | |
0.006301695823669433, | |
0.0067420158386230465, | |
0.006304768085479737, | |
0.006722559928894043, | |
0.006459392070770263, | |
0.006838272094726563, | |
0.006262784004211426, | |
0.006758399963378906, | |
0.006281216144561768, | |
0.006748159885406494, | |
0.006368256092071533, | |
0.006766592025756836, | |
0.0062791681289672855, | |
0.006792255878448486, | |
0.006260672092437744, | |
0.006761472225189209, | |
0.006292479991912842, | |
0.0067276802062988285, | |
0.006296576023101807, | |
0.0067645440101623535, | |
0.006281216144561768, | |
0.006778880119323731, | |
0.006625279903411865, | |
0.006883327960968018, | |
0.006311935901641846, | |
0.007051263809204102, | |
0.006500351905822754, | |
0.006801407814025879, | |
0.006299647808074951, | |
0.006772736072540283, | |
0.0062863359451293946, | |
0.006748159885406494, | |
0.006371327877044678, | |
0.006774784088134766, | |
0.006247424125671387, | |
0.006766592025756836, | |
0.006376448154449463, | |
0.006751232147216797, | |
0.006280191898345947, | |
0.006758399963378906, | |
0.006277120113372803, | |
0.0067573761940002445, | |
0.006268928050994873, | |
0.006754303932189941, | |
0.00626585578918457, | |
0.006730751991271973, | |
0.0062904319763183595, | |
0.00674508810043335, | |
0.006277120113372803, | |
0.006739967823028564, | |
0.0062576642036437985, | |
0.006749184131622315, | |
0.006273087978363037 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 143.55410503732045 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |