IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
28455d2 verified
raw
history blame
17.3 kB
{
"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": 66697.293824,
"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": "0.3.1",
"optimum_benchmark_commit": null,
"transformers_version": "4.42.4",
"transformers_commit": null,
"accelerate_version": "0.32.1",
"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": {
"load": {
"memory": {
"unit": "MB",
"max_ram": 720.4864,
"max_global_vram": 1355.28448,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.15319287109375,
"mean": 7.15319287109375,
"stdev": 0.0,
"p50": 7.15319287109375,
"p90": 7.15319287109375,
"p95": 7.15319287109375,
"p99": 7.15319287109375,
"values": [
7.15319287109375
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 9.665358397695752e-07,
"ram": 5.140364656569811e-07,
"gpu": 1.7533347359999403e-06,
"total": 3.2339070414264964e-06
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1020.379136,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.210304
},
"latency": {
"unit": "s",
"count": 74,
"total": 0.4869484157562257,
"mean": 0.006580383996705751,
"stdev": 0.0003519281716430223,
"p50": 0.006724047899246216,
"p90": 0.0069613247394561765,
"p95": 0.007064737629890441,
"p99": 0.007236601600646973,
"values": [
0.007321631908416748,
0.007148416042327881,
0.006850080013275146,
0.006825759887695313,
0.006775392055511475,
0.006675648212432861,
0.0067263998985290525,
0.006947199821472168,
0.006817311763763428,
0.006817471981048584,
0.006948895931243896,
0.006857344150543213,
0.006758463859558105,
0.0068726401329040525,
0.006879648208618164,
0.0066154241561889645,
0.006791584014892578,
0.006975071907043457,
0.006792575836181641,
0.00710640001296997,
0.006949535846710205,
0.006857215881347656,
0.006969312191009522,
0.006962111949920654,
0.006711328029632568,
0.006933792114257813,
0.006848320007324219,
0.006723680019378662,
0.0067478718757629395,
0.006738239765167236,
0.006786303997039795,
0.0070423040390014645,
0.006959487915039062,
0.0068336639404296875,
0.006724415779113769,
0.006926112174987793,
0.007205152034759522,
0.0068096318244934085,
0.006459616184234619,
0.006235263824462891,
0.006723135948181152,
0.006848320007324219,
0.006927072048187256,
0.006770944118499756,
0.006331200122833252,
0.006334047794342041,
0.006406623840332032,
0.006333471775054932,
0.0062512001991271975,
0.00617900800704956,
0.0061898880004882815,
0.006169472217559814,
0.006154880046844482,
0.006144544124603271,
0.0061536960601806644,
0.00616483211517334,
0.006159584045410157,
0.0061487040519714355,
0.0061627840995788575,
0.00613267183303833,
0.006123263835906983,
0.006209472179412842,
0.006246528148651123,
0.006164063930511474,
0.006135871887207031,
0.0061662721633911136,
0.006173088073730469,
0.006159008026123047,
0.006165631771087646,
0.0061356801986694335,
0.006171648025512695,
0.00614572811126709,
0.006161407947540283,
0.00617795181274414
]
},
"throughput": {
"unit": "tokens/s",
"value": 303.9336307731027
},
"energy": {
"unit": "kWh",
"cpu": 7.728258897731832e-08,
"ram": 4.225402698442811e-08,
"gpu": 1.4966822940259717e-07,
"total": 2.692048453643436e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7429286.784542035
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1036.292096,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.434048
},
"latency": {
"unit": "s",
"count": 74,
"total": 0.5153253121376039,
"mean": 0.006963855569427077,
"stdev": 0.0004154364911539072,
"p50": 0.007117264032363891,
"p90": 0.007437823963165283,
"p95": 0.0075187824010848996,
"p99": 0.007895982584953307,
"values": [
0.0075976958274841305,
0.007245408058166504,
0.007594016075134278,
0.00734822416305542,
0.007298399925231933,
0.007154399871826172,
0.007265215873718262,
0.007302815914154053,
0.0079552001953125,
0.0074651517868042,
0.007265471935272217,
0.0072820158004760745,
0.007229279994964599,
0.00725648021697998,
0.007043615818023681,
0.007092544078826904,
0.007072768211364746,
0.007285823822021484,
0.007340735912322998,
0.007345823764801025,
0.007267839908599853,
0.007478271961212158,
0.007460000038146973,
0.007276895999908447,
0.0071419839859008785,
0.0072009282112121585,
0.007291327953338623,
0.00719209623336792,
0.007159615993499756,
0.0071922879219055175,
0.007386079788208008,
0.0072798080444335935,
0.007267615795135498,
0.007254816055297851,
0.007383008003234864,
0.007874080181121826,
0.007090976238250732,
0.007244128227233887,
0.006539711952209473,
0.006626368045806885,
0.007142335891723633,
0.007254816055297851,
0.007474559783935547,
0.006737023830413818,
0.006666880130767822,
0.006635392189025879,
0.0067786240577697755,
0.006795167922973633,
0.006467455863952636,
0.0064704642295837405,
0.006448351860046387,
0.006468416213989258,
0.006493631839752197,
0.00647814416885376,
0.006476704120635986,
0.006481184005737305,
0.006462175846099854,
0.006481696128845215,
0.006491199970245361,
0.006471839904785157,
0.006583072185516357,
0.006509600162506103,
0.0065064959526062015,
0.006481311798095703,
0.006495520114898682,
0.0064934720993041995,
0.00649455976486206,
0.006510560035705566,
0.006480607986450195,
0.006487008094787598,
0.006510272026062012,
0.00649183988571167,
0.006500256061553955,
0.006555744171142578
]
},
"throughput": {
"unit": "tokens/s",
"value": 143.59861287046638
},
"energy": {
"unit": "kWh",
"cpu": 7.271953418979913e-08,
"ram": 3.960869717288538e-08,
"gpu": 1.423910320224024e-07,
"total": 2.54719263385087e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3925890.7501164945
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 74,
"total": 0.4810137934684753,
"mean": 0.0065001863982226404,
"stdev": 0.0003506041379186515,
"p50": 0.006631936073303223,
"p90": 0.006875238370895386,
"p95": 0.0069849086523056025,
"p99": 0.007361720457077027,
"values": [
0.007046144008636474,
0.006685696125030518,
0.007079936027526855,
0.006822944164276123,
0.006802432060241699,
0.0066406397819519045,
0.0067420158386230465,
0.006772736072540283,
0.007387135982513428,
0.006938623905181885,
0.006748159885406494,
0.006772736072540283,
0.006713312149047851,
0.006738944053649902,
0.006536191940307618,
0.006595583915710449,
0.006560768127441406,
0.006766592025756836,
0.006782976150512696,
0.006822912216186523,
0.0067348480224609375,
0.0068853759765625,
0.006937600135803222,
0.006747136116027832,
0.006631423950195312,
0.0066826238632202144,
0.0067870721817016606,
0.0066713600158691405,
0.006651904106140137,
0.006668288230895996,
0.006851583957672119,
0.006760447978973389,
0.0067573761940002445,
0.00673689603805542,
0.006774784088134766,
0.007352320194244385,
0.006632448196411133,
0.006743040084838867,
0.006146048069000244,
0.006202367782592774,
0.006632448196411133,
0.006737919807434082,
0.006951935768127441,
0.006336512088775635,
0.006276095867156982,
0.006245376110076905,
0.006385663986206055,
0.006402048110961914,
0.00608358383178711,
0.006086624145507812,
0.00606822395324707,
0.006085631847381592,
0.006102015972137451,
0.006097919940948486,
0.006093823909759521,
0.006100992202758789,
0.006080512046813965,
0.006098944187164307,
0.006097919940948486,
0.006090752124786377,
0.006197311878204346,
0.006118400096893311,
0.006088704109191895,
0.006089727878570556,
0.006112256050109863,
0.006113279819488526,
0.006114304065704346,
0.006118400096893311,
0.006076416015625,
0.006093823909759521,
0.006127615928649902,
0.006111231803894043,
0.006116352081298828,
0.006169600009918213
]
},
"throughput": {
"unit": "tokens/s",
"value": 153.8417421804138
},
"energy": null,
"efficiency": null
}
}
}