IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
3186d65 verified
raw
history blame
17.4 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": 720.736256,
"max_global_vram": 1355.28448,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.13812060546875,
"mean": 7.13812060546875,
"stdev": 0.0,
"p50": 7.13812060546875,
"p90": 7.13812060546875,
"p95": 7.13812060546875,
"p99": 7.13812060546875,
"values": [
7.13812060546875
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 9.685539537005954e-07,
"ram": 5.151919365859688e-07,
"gpu": 1.8355570240000032e-06,
"total": 3.3193029142865677e-06
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1044.185088,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.210304
},
"latency": {
"unit": "s",
"count": 75,
"total": 0.486669280052185,
"mean": 0.006488923734029133,
"stdev": 0.00026854743120499717,
"p50": 0.006511072158813477,
"p90": 0.006793024063110352,
"p95": 0.006863961458206177,
"p99": 0.00706652991294861,
"values": [
0.007356160163879395,
0.006912896156311035,
0.0067021121978759765,
0.006639904022216797,
0.006688416004180908,
0.0064618558883666995,
0.006605343818664551,
0.006739391803741455,
0.006737215995788574,
0.006679296016693115,
0.006703839778900146,
0.006755551815032959,
0.00680185604095459,
0.006709887981414795,
0.006719647884368896,
0.006457376003265381,
0.006633471965789795,
0.006567327976226806,
0.006620607852935791,
0.006858431816101075,
0.006778560161590576,
0.006662816047668457,
0.006691711902618408,
0.006604832172393799,
0.006640255928039551,
0.006546847820281983,
0.006605023860931396,
0.006876863956451416,
0.006853951930999756,
0.006587903976440429,
0.006566847801208496,
0.006779776096343994,
0.0067422080039978025,
0.006691232204437256,
0.006670432090759277,
0.006548768043518067,
0.00647215986251831,
0.0062763519287109375,
0.006511072158813477,
0.0061695041656494145,
0.006146336078643799,
0.006689023971557617,
0.006822048187255859,
0.0069647679328918456,
0.006506847858428955,
0.0063023362159729006,
0.006356031894683838,
0.0063298878669738766,
0.006297696113586426,
0.0061025600433349605,
0.006059328079223633,
0.006095776081085205,
0.006312448024749756,
0.006277664184570313,
0.006260223865509033,
0.006282303810119629,
0.006293568134307861,
0.00629420804977417,
0.006260767936706543,
0.006274496078491211,
0.006055712223052978,
0.006269311904907227,
0.006319424152374267,
0.006281631946563721,
0.006081920146942138,
0.006287871837615967,
0.0062820158004760745,
0.0062484159469604495,
0.00632700777053833,
0.006258240222930908,
0.006300704002380371,
0.006265024185180664,
0.006048672199249268,
0.006033631801605224,
0.006053664207458496
]
},
"throughput": {
"unit": "tokens/s",
"value": 308.2175229632651
},
"energy": {
"unit": "kWh",
"cpu": 7.58378347942193e-08,
"ram": 4.1466267404802086e-08,
"gpu": 1.53713852624204e-07,
"total": 2.7101795482322544e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7379584.8740151655
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1059.827712,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.434048
},
"latency": {
"unit": "s",
"count": 75,
"total": 0.5132033295631409,
"mean": 0.006842711060841878,
"stdev": 0.0003081883164183316,
"p50": 0.006868735790252685,
"p90": 0.00719422721862793,
"p95": 0.007226985502243041,
"p99": 0.00772106806755066,
"values": [
0.007805439949035644,
0.007206751823425293,
0.006973536014556885,
0.007063456058502197,
0.006838912010192871,
0.006963136196136474,
0.00705731201171875,
0.007071807861328125,
0.007691423892974853,
0.0070977602005004884,
0.0070668158531188964,
0.007055871963500977,
0.0070260481834411624,
0.007030272006988526,
0.006888031959533691,
0.006868735790252685,
0.006924992084503174,
0.00707151985168457,
0.007007232189178467,
0.007126912117004395,
0.0070143680572509765,
0.007102464199066162,
0.007093344211578369,
0.007040639877319336,
0.0068643841743469235,
0.006912384033203125,
0.007122144222259521,
0.0071974401473999024,
0.007225247859954834,
0.00695084810256958,
0.007043551921844482,
0.007125152111053467,
0.007119200229644775,
0.006994880199432373,
0.00701964807510376,
0.007078752040863037,
0.00678934383392334,
0.006665567874908448,
0.006641983985900879,
0.006352320194244385,
0.0065924482345581055,
0.007189407825469971,
0.007231040000915527,
0.007276576042175293,
0.006624383926391602,
0.006577087879180908,
0.006594816207885742,
0.0067497920989990235,
0.006612927913665772,
0.006339327812194824,
0.006360960006713867,
0.006515456199645996,
0.006636991977691651,
0.006594079971313477,
0.006593376159667969,
0.006553055763244629,
0.006597119808197022,
0.0065929279327392575,
0.006570079803466797,
0.006556416034698486,
0.006595456123352051,
0.0066139202117919925,
0.006612415790557861,
0.006578688144683838,
0.006339807987213134,
0.00661081600189209,
0.006609695911407471,
0.007221695899963379,
0.006607776165008545,
0.006607168197631836,
0.006602272033691407,
0.006591807842254638,
0.006327648162841797,
0.006418176174163818,
0.006318079948425293
]
},
"throughput": {
"unit": "tokens/s",
"value": 146.14090688741828
},
"energy": {
"unit": "kWh",
"cpu": 7.113139823593509e-08,
"ram": 3.889275615082911e-08,
"gpu": 1.44698594610364e-07,
"total": 2.5472274899712815e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3925837.028444108
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 75,
"total": 0.4794390721321107,
"mean": 0.006392520961761474,
"stdev": 0.00026027777156193744,
"p50": 0.006400000095367431,
"p90": 0.006693683242797852,
"p95": 0.0067533825874328615,
"p99": 0.007224278974533082,
"values": [
0.007259136199951172,
0.006707200050354004,
0.0064839677810668945,
0.006565887928009034,
0.006367231845855713,
0.006451200008392334,
0.006553599834442139,
0.006567935943603515,
0.0072120318412780765,
0.006559743881225586,
0.006562816143035889,
0.006556672096252441,
0.006529024124145508,
0.006523903846740723,
0.006421504020690918,
0.0063907837867736815,
0.00643891191482544,
0.006584320068359375,
0.006498303890228272,
0.006597631931304931,
0.0065146880149841305,
0.006593535900115967,
0.006560768127441406,
0.006543424129486084,
0.006400000095367431,
0.006426623821258545,
0.006565951824188233,
0.006691840171813965,
0.006729728221893311,
0.0064430079460144046,
0.006524928092956543,
0.006604800224304199,
0.0066078720092773435,
0.006479872226715088,
0.006524928092956543,
0.0065812478065490725,
0.006306816101074219,
0.006179840087890625,
0.00623308801651001,
0.005975039958953857,
0.0061717119216918945,
0.006694911956787109,
0.006714367866516113,
0.006808576107025147,
0.006238207817077636,
0.006182911872863769,
0.0062156801223754886,
0.006362112045288086,
0.006228991985321045,
0.0059688959121704105,
0.005981184005737304,
0.006132736206054688,
0.006247424125671387,
0.006210559844970703,
0.006205440044403076,
0.006158336162567139,
0.006195199966430664,
0.006210559844970703,
0.006184959888458252,
0.006174719810485839,
0.00621062421798706,
0.006203360080718994,
0.006227968215942382,
0.006195199966430664,
0.005964799880981446,
0.006213632106781006,
0.00620854377746582,
0.006819839954376221,
0.006201344013214111,
0.006223872184753418,
0.006217696189880371,
0.00620851182937622,
0.005955584049224853,
0.006041600227355957,
0.0059391999244689945
]
},
"throughput": {
"unit": "tokens/s",
"value": 156.43280733559732
},
"energy": null,
"efficiency": null
}
}
}