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updated benchmark references
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Signed-off-by: 1000850000 user <[email protected]>
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achew010 committed Sep 4, 2024
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84 changes: 44 additions & 40 deletions scripts/benchmarks/refs_orca/a100_80gb_pf.csv
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fp16,framework_config,learning_rate,lora_alpha,lora_dropout,mem_nvidia_mem_reserved,mem_peak_torch_mem_alloc_in_bytes,mem_torch_mem_alloc_in_bytes,model_name_or_path,num_gpus,peft_method,per_device_train_batch_size,r,target_modules,torch_dtype,train_loss,train_runtime,train_samples_per_second,train_steps_per_second,train_tokens_per_second
,none,2e-5,,,77527.0,72468863488,43468103168,mistralai/Mistral-7B-v0.1,1,,4,,,float16,0.36955297470092774,362.6052,5.516,0.689,2383.937
,none,2e-5,,,54982.0,38899449344,28984259072,mistralai/Mistral-7B-v0.1,2,,2,,,float16,0.3714465112686157,320.0386,6.249,0.781,1102.661
,none,2e-5,,,76911.0,72465051648,43467904512,mistralai/Mistral-7B-v0.1,1,,8,,,float16,0.3604792728424072,356.7945,5.605,0.35,2933.722
,none,2e-5,,,58821.0,42812754432,28984268288,mistralai/Mistral-7B-v0.1,2,,4,,,float16,0.3584610557556152,231.2066,8.65,0.541,1930.1
,aadp-padding-free,2e-5,,,71665.0,72470858752,43468621312,mistralai/Mistral-7B-v0.1,1,,4,,,float16,0.3722459201812744,291.8317,6.853,0.857,1874.076
,aadp-padding-free,2e-5,,,53231.0,38670022656,28984259072,mistralai/Mistral-7B-v0.1,2,,2,,,float16,0.37080725002288817,305.9316,6.537,0.817,886.777
,aadp-padding-free,2e-5,,,75107.0,72452382720,43467883008,mistralai/Mistral-7B-v0.1,1,,8,,,float16,0.365696475982666,213.0649,9.387,0.587,2566.894
,aadp-padding-free,2e-5,,,54301.0,39207462400,28984429056,mistralai/Mistral-7B-v0.1,2,,4,,,float16,0.36816050434112546,176.9167,11.305,0.707,1584.933
True,accelerated-peft-bnb,2e-4,16,0.1,13927.0,10322870272,4306494976,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3517864627838135,341.8255,5.851,0.731,2528.858
True,accelerated-peft-bnb,2e-4,16,0.1,7789.0,6435678720,2244413952,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3503192720413208,767.1497,2.607,0.326,460.007
True,accelerated-peft-bnb,2e-4,16,0.1,23271.0,16366288896,4306296320,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.3807634754180908,317.0715,6.308,0.394,3301.262
True,accelerated-peft-bnb,2e-4,16,0.1,11944.0,9927788032,2244423168,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3727553825378418,392.5799,5.095,0.318,1136.716
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,7905.0,6284557312,4306259456,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3511854820251465,342.8506,5.833,0.729,1595.199
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,6277.0,4901515776,2244413952,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.353749755859375,772.1829,2.59,0.324,351.333
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,11113.0,6883823104,4307159552,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.3688219118118286,210.9553,9.481,0.593,2592.564
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,6972.0,5302929408,2244420096,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.37023702239990236,398.2732,5.022,0.314,704.042
True,accelerated-peft-bnb-foak,2e-4,16,0.1,12751.0,9080075776,4306494976,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3516845245361328,314.1839,6.366,0.796,2751.344
True,accelerated-peft-bnb-foak,2e-4,16,0.1,7943.0,6377985024,2244413952,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3619532585144043,348.4855,5.739,0.717,1012.65
True,accelerated-peft-bnb-foak,2e-4,16,0.1,21411.0,13907961856,4306296320,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.36872802734375,272.9149,7.328,0.458,3835.394
True,accelerated-peft-bnb-foak,2e-4,16,0.1,11558.0,9761232384,2244423168,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3788349189758301,190.089,10.521,0.658,2347.595
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,7039.0,5898254848,4306259456,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.5028951711654663,245.3348,8.152,1.019,2229.26
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,6407.0,4856763904,2244413952,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.4248905544281006,307.9769,6.494,0.812,880.888
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,9223.0,6381574656,4306274816,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.7981027908325196,167.693,11.927,0.745,3261.406
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,6950.0,5258480640,2244616704,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.6221811065673828,155.5657,12.856,0.804,1802.46
True,accelerated-peft-autogptq,2e-4,16,0.1,13269.0,10353179648,4336804352,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3607017431259155,312.6812,6.396,0.8,2764.567
True,accelerated-peft-autogptq,2e-4,16,0.1,8276.0,6452275200,2261091840,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3964675521850586,767.574,2.606,0.326,459.752
True,accelerated-peft-autogptq,2e-4,16,0.1,23229.0,16396598272,4336605696,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.37328079795837404,305.2517,6.552,0.409,3429.091
True,accelerated-peft-autogptq,2e-4,16,0.1,12347.0,9945317888,2261101056,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.37490358924865724,388.2367,5.151,0.322,1149.433
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,7307.0,6314883072,4336585216,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.4573829107284546,304.2352,6.574,0.822,1797.672
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,6791.0,4916809216,2261091840,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.4595833406448364,751.4294,2.662,0.333,361.036
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,11083.0,6914132480,4337468928,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.5659423522949218,194.3331,10.292,0.643,2814.318
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,7347.0,5320475648,2261114368,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.38012803745269774,386.4168,5.176,0.323,725.644
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,12825.0,9110761472,4337180672,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.47571081733703613,287.4231,6.958,0.87,3007.51
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,8359.0,6395514880,2261091840,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.42341567993164064,359.3769,5.565,0.696,981.961
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,21441.0,13938271232,4336605696,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.3734574165344238,260.8468,7.667,0.479,4012.837
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,12080.0,9778762240,2261101056,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.4276853837966919,186.9887,10.696,0.668,2386.519
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,6895.0,5930145792,4336568832,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.5187568559646606,225.1688,8.882,1.11,2428.911
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,6816.0,4874150400,2261091840,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.43749408531188966,311.8489,6.413,0.802,869.95
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,9135.0,6411245056,4337468928,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.7783932838439941,157.2511,12.719,0.795,3477.972
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,7477.0,5276182528,2261097984,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.6172291069030762,158.2566,12.638,0.79,1771.812
,none,2e-5,,,77553.0,72468090368,43467562496,mistralai/Mistral-7B-v0.1,1,,4,,,float16,0.37130977630615236,370.4753,5.398,0.675,2344.092
,none,2e-5,,,54983.0,38900137472,28984029696,mistralai/Mistral-7B-v0.1,2,,2,,,float16,0.3681835269927978,321.3109,6.225,0.778,1104.519
,none,2e-5,,,76949.0,72464931840,43467560448,mistralai/Mistral-7B-v0.1,1,,8,,,float16,0.37041956520080566,364.9068,5.481,0.343,2879.464
,none,2e-5,,,58808.0,42816254464,28984038912,mistralai/Mistral-7B-v0.1,2,,4,,,float16,0.36243471145629885,237.208,8.431,0.527,1889.7
,aadp-padding-free,2e-5,,,77553.0,72468090368,43467562496,mistralai/Mistral-7B-v0.1,1,,4,,,float16,0.3702935037612915,369.4259,5.414,0.677,2350.75
,aadp-padding-free,2e-5,,,54986.0,38900137472,28984029696,mistralai/Mistral-7B-v0.1,2,,2,,,float16,0.3688158464431763,325.973,6.135,0.767,1088.722
,aadp-padding-free,2e-5,,,76949.0,72464931840,43467560448,mistralai/Mistral-7B-v0.1,1,,8,,,float16,0.35812656021118167,364.5133,5.487,0.343,2882.572
,aadp-padding-free,2e-5,,,58835.0,42816254464,28984038912,mistralai/Mistral-7B-v0.1,2,,4,,,float16,0.37313017463684084,234.9228,8.513,0.532,1908.082
,aadp-padding-free-multipack,2e-5,,,77553.0,72468090368,43467562496,mistralai/Mistral-7B-v0.1,1,,4,,,float16,0.37578008460998535,369.8658,5.407,0.676,2347.954
,aadp-padding-free-multipack,2e-5,,,54983.0,38900137472,28984029696,mistralai/Mistral-7B-v0.1,2,,2,,,float16,0.36935325622558596,319.2123,6.265,0.783,1111.781
,aadp-padding-free-multipack,2e-5,,,76949.0,72464931840,43467560448,mistralai/Mistral-7B-v0.1,1,,8,,,float16,0.35887943744659423,364.7308,5.483,0.343,2880.853
,aadp-padding-free-multipack,2e-5,,,58840.0,42816254464,28984038912,mistralai/Mistral-7B-v0.1,2,,4,,,float16,0.3720662565231323,235.1252,8.506,0.532,1906.44
True,accelerated-peft-bnb,2e-4,16,0.1,13941.0,10326394880,4306183680,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.351524941444397,356.2301,5.614,0.702,2437.829
True,accelerated-peft-bnb,2e-4,16,0.1,7840.0,6438763008,2244356608,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3488175525665283,779.4775,2.566,0.321,455.297
True,accelerated-peft-bnb,2e-4,16,0.1,23299.0,16374153216,4306181632,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.3759207706451416,323.384,6.185,0.387,3249.19
True,accelerated-peft-bnb,2e-4,16,0.1,11792.0,9933321728,2244365824,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3765094318389893,416.3379,4.804,0.3,1076.654
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,13941.0,10326394880,4306183680,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3549443521499634,348.8249,5.734,0.717,2489.581
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,7840.0,6438763008,2244356608,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3490722608566284,786.3773,2.543,0.318,451.302
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,23299.0,16374153216,4306181632,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.3671328763961792,323.689,6.179,0.386,3246.129
True,accelerated-peft-bnb-padding-free,2e-4,16,0.1,11781.0,9933321728,2244365824,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.37901348304748533,398.2854,5.022,0.314,1125.454
True,accelerated-peft-bnb-foak,2e-4,16,0.1,11885.0,9082757632,4306183680,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3504405345916748,319.2398,6.265,0.783,2720.3
True,accelerated-peft-bnb-foak,2e-4,16,0.1,7907.0,6381361664,2244356608,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3601974811553955,341.1362,5.863,0.733,1040.329
True,accelerated-peft-bnb-foak,2e-4,16,0.1,19435.0,13914141184,4306181632,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.3662753705978394,279.9159,7.145,0.447,3753.757
True,accelerated-peft-bnb-foak,2e-4,16,0.1,11548.0,9767353856,2244365824,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3782189483642578,189.4054,10.559,0.66,2366.627
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,11885.0,9082757632,4306183680,mistralai/Mistral-7B-v0.1,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3509782752990723,313.7143,6.375,0.797,2768.213
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,7884.0,6382900736,2244356608,mistralai/Mistral-7B-v0.1,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3600475606918335,345.074,5.796,0.724,1028.458
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,19435.0,13914141184,4306181632,mistralai/Mistral-7B-v0.1,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.36669618225097655,279.096,7.166,0.448,3764.784
True,accelerated-peft-bnb-foak-padding-free,2e-4,16,0.1,11494.0,9767747072,2244365824,mistralai/Mistral-7B-v0.1,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3823786926269531,192.1059,10.411,0.651,2333.359
True,accelerated-peft-autogptq,2e-4,16,0.1,13497.0,10360535040,4336460288,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.36090430164337156,321.8479,6.214,0.777,2704.805
True,accelerated-peft-autogptq,2e-4,16,0.1,8201.0,6458301440,2261034496,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.3593557653427124,784.5227,2.549,0.319,453.698
True,accelerated-peft-autogptq,2e-4,16,0.1,23277.0,16410133504,4336491008,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.4191348400115967,312.0776,6.409,0.401,3373.725
True,accelerated-peft-autogptq,2e-4,16,0.1,12208.0,9954097152,2261043712,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.385493332862854,396.8336,5.04,0.315,1132.203
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,13497.0,10360535040,4336460288,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3589804153442383,318.3747,6.282,0.785,2734.313
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,8238.0,6458301440,2261034496,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.35819331169128416,785.8804,2.545,0.318,452.914
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,23277.0,16410133504,4336491008,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.37711167526245115,312.4676,6.401,0.4,3369.514
True,accelerated-peft-autogptq-padding-free,2e-4,16,0.1,12259.0,9954097152,2261043712,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.38652051544189453,394.3466,5.072,0.317,1139.343
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,11937.0,9117630976,4337246720,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.35691544055938723,294.8485,6.783,0.848,2952.485
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,8371.0,6400449536,2261034496,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.37396471881866455,350.3112,5.709,0.714,1016.057
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,22529.0,13948726784,4336491008,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.3773607406616211,267.291,7.482,0.468,3939.017
True,accelerated-peft-autogptq-foak,2e-4,16,0.1,12239.0,9787965440,2261043712,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3902475528717041,190.1106,10.52,0.658,2363.34
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,11937.0,9117630976,4337246720,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3606534767150879,296.5356,6.745,0.843,2935.688
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,8393.0,6400449536,2261034496,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,2,16,q_proj k_proj v_proj o_proj,float16,0.36753436660766603,368.7392,5.424,0.678,965.278
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,22529.0,13948726784,4336491008,TheBloke/Mistral-7B-v0.1-GPTQ,1,lora,8,16,q_proj k_proj v_proj o_proj,float16,0.37741770839691163,267.2287,7.484,0.468,3939.935
True,accelerated-peft-autogptq-foak-padding-free,2e-4,16,0.1,11960.0,9787637760,2261043712,TheBloke/Mistral-7B-v0.1-GPTQ,2,lora,4,16,q_proj k_proj v_proj o_proj,float16,0.3938877935409546,191.7687,10.429,0.652,2342.906
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