IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
7409b57 verified
raw
history blame
14.7 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.2.2+rocm5.7",
"_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": {},
"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,
"memory": true,
"latency": true,
"energy": false,
"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 7763 64-Core Processor",
"cpu_count": 128,
"cpu_ram_mb": 1082015.236096,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.12",
"gpu": [
"Advanced Micro Devices, Inc. [AMD/ATI]"
],
"gpu_count": 1,
"gpu_vram_mb": 68702699520,
"optimum_benchmark_version": "0.3.1",
"optimum_benchmark_commit": "bc4d55acdaf328bd5108ceb452b0f0a0c042200e",
"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": 899.248128,
"max_global_vram": 1011.744768,
"max_process_vram": 46100.361216,
"max_reserved": 725.614592,
"max_allocated": 666.339328
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.42910400390625,
"mean": 7.42910400390625,
"stdev": 0.0,
"p50": 7.42910400390625,
"p90": 7.42910400390625,
"p95": 7.42910400390625,
"p99": 7.42910400390625,
"values": [
7.42910400390625
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1053.556736,
"max_global_vram": 1107.480576,
"max_process_vram": 285378.506752,
"max_reserved": 725.614592,
"max_allocated": 513.035264
},
"latency": {
"unit": "s",
"count": 59,
"total": 0.5005449161529543,
"mean": 0.008483812138185661,
"stdev": 0.0007124104960165958,
"p50": 0.008350855827331543,
"p90": 0.009111172676086427,
"p95": 0.009544786834716797,
"p99": 0.010816928367614751,
"values": [
0.009629891395568848,
0.009667812347412109,
0.009535330772399903,
0.009183491706848144,
0.009240772247314453,
0.009093092918395997,
0.008531654357910156,
0.008683493614196777,
0.008350855827331543,
0.008272134780883789,
0.008639174461364746,
0.008421255111694335,
0.012403802871704101,
0.008433895111083984,
0.008225094795227051,
0.00783021593093872,
0.007892615795135498,
0.007881737232208252,
0.007850377082824708,
0.007867337226867676,
0.008025575637817382,
0.0083556547164917,
0.008163496017456055,
0.008071335792541504,
0.007878376960754394,
0.007891016960144043,
0.007887977123260498,
0.007899336814880371,
0.007925096035003663,
0.008140616416931153,
0.008097736358642579,
0.007892295837402344,
0.008090375900268554,
0.007896936893463135,
0.007873095989227296,
0.007897896766662598,
0.007907017230987549,
0.007897256851196289,
0.007949096202850342,
0.00790205717086792,
0.008482694625854492,
0.008302375793457032,
0.00813853645324707,
0.00865085506439209,
0.00822813606262207,
0.008695014953613281,
0.008835973739624024,
0.008891813278198242,
0.008841733932495117,
0.00883021354675293,
0.008838374137878418,
0.008824294090270995,
0.008830533981323243,
0.00882253360748291,
0.008804614067077637,
0.00880013370513916,
0.008826053619384766,
0.008817254066467285,
0.008807494163513183
]
},
"throughput": {
"unit": "tokens/s",
"value": 235.74307957598384
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1053.556736,
"max_global_vram": 1107.51744,
"max_process_vram": 307244.150784,
"max_reserved": 725.614592,
"max_allocated": 513.259008
},
"latency": {
"unit": "s",
"count": 59,
"total": 0.49722940969467133,
"mean": 0.00842761711346901,
"stdev": 0.00035110462209494016,
"p50": 0.008418695449829101,
"p90": 0.008811526107788086,
"p95": 0.008981797981262207,
"p99": 0.009378000812530518,
"values": [
0.00937101173400879,
0.009387652397155761,
0.00898013401031494,
0.008996773719787597,
0.008861574172973632,
0.008780613899230957,
0.008612614631652832,
0.008248135566711426,
0.00828189468383789,
0.00865629482269287,
0.00843741512298584,
0.008491174697875976,
0.00869917392730713,
0.008469574928283692,
0.008035496711730957,
0.007943656921386719,
0.00801629638671875,
0.008134535789489746,
0.007959176063537597,
0.00796669578552246,
0.008418695449829101,
0.008386375427246094,
0.008368775367736817,
0.007945257186889649,
0.007911656856536865,
0.007914377212524413,
0.008027655601501465,
0.008036935806274414,
0.008049896240234375,
0.008318856239318847,
0.008258536338806152,
0.00814189624786377,
0.008029576301574706,
0.008144776344299316,
0.008014857292175293,
0.00829549503326416,
0.008181095123291016,
0.008163816452026367,
0.008139656066894532,
0.008116455078125,
0.008691333770751953,
0.008546053886413574,
0.008325895309448243,
0.008799014091491699,
0.008287336349487305,
0.008726214408874512,
0.008681894302368164,
0.008611655235290528,
0.008891013145446778,
0.008672134399414062,
0.008681254386901855,
0.008656614303588868,
0.008667174339294434,
0.008655014038085938,
0.008657254219055176,
0.008607974052429199,
0.008612934112548829,
0.008651973724365235,
0.008612133979797364
]
},
"throughput": {
"unit": "tokens/s",
"value": 118.65750265300981
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 59,
"total": 0.4513247423171997,
"mean": 0.007649571903681351,
"stdev": 0.00039672479442452534,
"p50": 0.007631017208099365,
"p90": 0.008108616065979004,
"p95": 0.008290232372283936,
"p99": 0.008592739429473877,
"values": [
0.008607495307922363,
0.008582054138183593,
0.008290375709533691,
0.008290216445922852,
0.008194375991821289,
0.008035016059875489,
0.007855017185211182,
0.007540137767791748,
0.007489256858825684,
0.007854697227478027,
0.007705417156219483,
0.007720296859741211,
0.007863496780395508,
0.00770557689666748,
0.007171978950500488,
0.007176778793334961,
0.0072078189849853515,
0.007263978958129883,
0.007150057792663574,
0.0071670179367065425,
0.007631017208099365,
0.007535178184509278,
0.007525897979736328,
0.007130218982696533,
0.007140618801116943,
0.007127338886260986,
0.007168299198150635,
0.0071455779075622556,
0.007197578907012939,
0.007412298202514649,
0.007462858200073242,
0.007261259078979492,
0.007203498840332031,
0.00724141788482666,
0.0072095789909362796,
0.007385578155517578,
0.007257418155670166,
0.007381577968597412,
0.007269419193267822,
0.007254858016967774,
0.007808937072753906,
0.007747497081756592,
0.0075254178047180174,
0.00809213638305664,
0.007588138103485107,
0.008032296180725098,
0.008044136047363282,
0.007904137134552002,
0.008174534797668456,
0.007994855880737305,
0.007960296154022217,
0.007988776206970215,
0.007970695972442626,
0.00794877576828003,
0.007970217227935792,
0.007939655780792237,
0.007925576210021972,
0.007974535942077636,
0.007921576023101807
]
},
"throughput": {
"unit": "tokens/s",
"value": 130.7262697300421
},
"energy": null,
"efficiency": null
}
}
}