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trainable_params.yaml
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976 lines (976 loc) · 33.1 KB
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bert-base-uncased:
Full:
FLOPs: '6.81e+08'
full_model_size_GB: 0.8157982006669044
full_model_size_MB: 835.3773574829102
model_size_GB: 0.40785885602235794
model_size_MB: 417.64746856689453
n_peft_params: 109482240
n_peft_params_perc: 99.99859522567809
n_trainable_params: 109483778
peft_full_model_size_GB: 0.8158550411462784
peft_full_model_size_MB: 835.4355621337891
peft_model_size_GB: 0.40785885602235794
peft_model_size_MB: 417.64746856689453
raw_FLOPS: 680683008.0
total_params: 109483778
IA3:
FLOPs: null
full_model_size_GB: 0.8157982006669044
full_model_size_MB: 835.3773574829102
model_size_GB: 0.40785885602235794
model_size_MB: 417.64746856689453
n_peft_params: 64512
n_peft_params_perc: 0.058923797825098795
n_trainable_params: 66050
peft_full_model_size_GB: 0.4084585942327976
peft_full_model_size_MB: 418.26160049438477
peft_model_size_GB: 0.0002460554242134094
peft_model_size_MB: 0.25196075439453125
raw_FLOPS: null
total_params: 109483778
LORA:
FLOPs: null
full_model_size_GB: 0.8157982006669044
full_model_size_MB: 835.3773574829102
model_size_GB: 0.40785885602235794
model_size_MB: 417.64746856689453
n_peft_params: 294912
n_peft_params_perc: 0.26936593291473737
n_trainable_params: 296450
peft_full_model_size_GB: 0.41018903627991676
peft_full_model_size_MB: 420.03357315063477
peft_model_size_GB: 0.0011043623089790344
peft_model_size_MB: 1.1308670043945312
raw_FLOPS: null
total_params: 109483778
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.8157982006669044
full_model_size_MB: 835.3773574829102
model_size_GB: 0.40785885602235794
model_size_MB: 417.64746856689453
n_peft_params: 184320
n_peft_params_perc: 0.16835370807171088
n_trainable_params: 185858
peft_full_model_size_GB: 0.4093299228698015
peft_full_model_size_MB: 419.15384101867676
peft_model_size_GB: 0.0006923750042915344
peft_model_size_MB: 0.7089920043945312
raw_FLOPS: null
total_params: 109483778
distilbert-base-uncased:
Full:
FLOPs: '3.41e+08'
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 66953472
n_peft_params_perc: 99.99770293515003
n_trainable_params: 66955010
peft_full_model_size_GB: 0.4989133160561323
peft_full_model_size_MB: 510.8872356414795
peft_model_size_GB: 0.24942684918642044
peft_model_size_MB: 255.41309356689453
raw_FLOPS: 340649472.0
total_params: 66955010
IA3:
FLOPs: null
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 622848
n_peft_params_perc: 0.9302485355464811
n_trainable_params: 624386
peft_full_model_size_GB: 0.2541342247277498
peft_full_model_size_MB: 260.2334461212158
peft_model_size_GB: 0.0023260191082954407
peft_model_size_MB: 2.3818435668945312
raw_FLOPS: null
total_params: 66955010
LORA:
FLOPs: null
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 811776
n_peft_params_perc: 1.2124201011992979
n_trainable_params: 813314
peft_full_model_size_GB: 0.2555577401071787
peft_full_model_size_MB: 261.691125869751
peft_model_size_GB: 0.003029830753803253
peft_model_size_MB: 3.1025466918945312
raw_FLOPS: null
total_params: 66955010
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 774912
n_peft_params_perc: 1.1573622347304555
n_trainable_params: 776450
peft_full_model_size_GB: 0.25525668263435364
peft_full_model_size_MB: 261.3828430175781
peft_model_size_GB: 0.002892501652240753
peft_model_size_MB: 2.9619216918945312
raw_FLOPS: null
total_params: 66955010
dmis-lab/biobert-v1.1:
Full:
FLOPs: '6.81e+08'
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 108310272
n_peft_params_perc: 99.99858002557616
n_trainable_params: 108311810
peft_full_model_size_GB: 0.8071231991052628
peft_full_model_size_MB: 826.4941558837891
peft_model_size_GB: 0.40349293500185013
peft_model_size_MB: 413.17676544189453
raw_FLOPS: 680683008.0
total_params: 108311810
IA3:
FLOPs: null
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 64512
n_peft_params_perc: 0.05956137193164808
n_trainable_params: 66050
peft_full_model_size_GB: 0.4040926732122898
peft_full_model_size_MB: 413.79089736938477
peft_model_size_GB: 0.0002460554242134094
peft_model_size_MB: 0.25196075439453125
raw_FLOPS: null
total_params: 108311810
LORA:
FLOPs: null
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 294912
n_peft_params_perc: 0.2722805574018198
n_trainable_params: 296450
peft_full_model_size_GB: 0.40582311525940895
peft_full_model_size_MB: 415.56287002563477
peft_model_size_GB: 0.0011043623089790344
peft_model_size_MB: 1.1308670043945312
raw_FLOPS: null
total_params: 108311810
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 184320
n_peft_params_perc: 0.17017534837613738
n_trainable_params: 185858
peft_full_model_size_GB: 0.4049640018492937
peft_full_model_size_MB: 414.68313789367676
peft_model_size_GB: 0.0006923750042915344
peft_model_size_MB: 0.7089920043945312
raw_FLOPS: null
total_params: 108311810
emilyalsentzer/Bio_ClinicalBERT:
Full:
FLOPs: '6.81e+08'
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 108310272
n_peft_params_perc: 99.99858002557616
n_trainable_params: 108311810
peft_full_model_size_GB: 0.8071231991052628
peft_full_model_size_MB: 826.4941558837891
peft_model_size_GB: 0.40349293500185013
peft_model_size_MB: 413.17676544189453
raw_FLOPS: 680683008.0
total_params: 108311810
IA3:
FLOPs: null
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 64512
n_peft_params_perc: 0.05956137193164808
n_trainable_params: 66050
peft_full_model_size_GB: 0.4040926732122898
peft_full_model_size_MB: 413.79089736938477
peft_model_size_GB: 0.0002460554242134094
peft_model_size_MB: 0.25196075439453125
raw_FLOPS: null
total_params: 108311810
LORA:
FLOPs: null
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 294912
n_peft_params_perc: 0.2722805574018198
n_trainable_params: 296450
peft_full_model_size_GB: 0.40582311525940895
peft_full_model_size_MB: 415.56287002563477
peft_model_size_GB: 0.0011043623089790344
peft_model_size_MB: 1.1308670043945312
raw_FLOPS: null
total_params: 108311810
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.8070663586258888
full_model_size_MB: 826.4359512329102
model_size_GB: 0.40349293500185013
model_size_MB: 413.17676544189453
n_peft_params: 184320
n_peft_params_perc: 0.17017534837613738
n_trainable_params: 185858
peft_full_model_size_GB: 0.4049640018492937
peft_full_model_size_MB: 414.68313789367676
peft_model_size_GB: 0.0006923750042915344
peft_model_size_MB: 0.7089920043945312
raw_FLOPS: null
total_params: 108311810
google/mobilebert-uncased:
Full:
FLOPs: '1.62e+08'
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 24581888
n_peft_params_perc: 99.99582636948573
n_trainable_params: 24582914
peft_full_model_size_GB: 0.18400699365884066
peft_full_model_size_MB: 188.42316150665283
peft_model_size_GB: 0.09157849103212357
peft_model_size_MB: 93.77637481689453
raw_FLOPS: 162006016.0
total_params: 24582914
IA3:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 58368
n_peft_params_perc: 0.23743320258940823
n_trainable_params: 59394
peft_full_model_size_GB: 0.09255178179591894
peft_full_model_size_MB: 94.773024559021
peft_model_size_GB: 0.00022125989198684692
peft_model_size_MB: 0.22657012939453125
raw_FLOPS: null
total_params: 24582914
LORA:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 221184
n_peft_params_perc: 0.8997468729703891
n_trainable_params: 222210
peft_full_model_size_GB: 0.09379831608384848
peft_full_model_size_MB: 96.04947566986084
peft_model_size_GB: 0.0008277967572212219
peft_model_size_MB: 0.8476638793945312
raw_FLOPS: null
total_params: 24582914
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 245760
n_peft_params_perc: 0.9997187477448768
n_trainable_params: 246786
peft_full_model_size_GB: 0.09386538527905941
peft_full_model_size_MB: 96.11815452575684
peft_model_size_GB: 0.0009193494915962219
peft_model_size_MB: 0.9414138793945312
raw_FLOPS: null
total_params: 24582914
huawei-noah/TinyBERT_General_4L_312D:
Full:
FLOPs: '3.66e+07'
full_model_size_GB: 0.10695514362305403
full_model_size_MB: 109.52206707000732
model_size_GB: 0.05346117168664932
model_size_MB: 54.744239807128906
n_peft_params: 14350248
n_peft_params_perc: 99.99563789633997
n_trainable_params: 14350874
peft_full_model_size_GB: 0.10697795450687408
peft_full_model_size_MB: 109.54542541503906
peft_model_size_GB: 0.05346117168664932
peft_model_size_MB: 54.744239807128906
raw_FLOPS: 36609456.0
total_params: 14350874
IA3:
FLOPs: null
full_model_size_GB: 0.10695514362305403
full_model_size_MB: 109.52206707000732
model_size_GB: 0.05346117168664932
model_size_MB: 54.744239807128906
n_peft_params: 8544
n_peft_params_perc: 0.059536443564343185
n_trainable_params: 9170
peft_full_model_size_GB: 0.05357171315699816
peft_full_model_size_MB: 54.85743427276611
peft_model_size_GB: 3.416091203689575e-05
peft_model_size_MB: 0.03498077392578125
raw_FLOPS: null
total_params: 14350874
LORA:
FLOPs: null
full_model_size_GB: 0.10695514362305403
full_model_size_MB: 109.52206707000732
model_size_GB: 0.05346117168664932
model_size_MB: 54.744239807128906
n_peft_params: 59904
n_peft_params_perc: 0.4174240537544961
n_trainable_params: 60530
peft_full_model_size_GB: 0.05396472383290529
peft_full_model_size_MB: 55.25987720489502
peft_model_size_GB: 0.00022549182176589966
peft_model_size_MB: 0.23090362548828125
raw_FLOPS: null
total_params: 14350874
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.10695514362305403
full_model_size_MB: 109.52206707000732
model_size_GB: 0.05346117168664932
model_size_MB: 54.744239807128906
n_peft_params: 24960
n_peft_params_perc: 0.17392668906437336
n_trainable_params: 25586
peft_full_model_size_GB: 0.0536875668913126
peft_full_model_size_MB: 54.9760684967041
peft_model_size_GB: 9.531527757644653e-05
peft_model_size_MB: 0.09760284423828125
raw_FLOPS: null
total_params: 14350874
meta-llama/Llama-2-7b-hf:
Full:
FLOPs: '5.18e+10'
full_model_size_GB: 49.35372592881322
full_model_size_MB: 50538.215351104736
model_size_GB: 24.614303588867188
model_size_MB: 25205.046875
n_peft_params: 6607343616
n_peft_params_perc: 99.99987601689394
n_trainable_params: 6607351808
peft_full_model_size_GB: 49.35386596247554
peft_full_model_size_MB: 50538.35874557495
peft_model_size_GB: 24.614303588867188
peft_model_size_MB: 25205.046875
raw_FLOPS: 51808108544.0
total_params: 6607351808
IA3:
FLOPs: null
full_model_size_GB: 49.35372592881322
full_model_size_MB: 50538.215351104736
model_size_GB: 24.614303588867188
model_size_MB: 25205.046875
n_peft_params: 614400
n_peft_params_perc: 0.0092987329546476
n_trainable_params: 622592
peft_full_model_size_GB: 24.74411162547767
peft_full_model_size_MB: 25337.970304489136
peft_model_size_GB: 0.0023193359375
peft_model_size_MB: 2.375
raw_FLOPS: null
total_params: 6607351808
LORA:
FLOPs: null
full_model_size_GB: 49.35372592881322
full_model_size_MB: 50538.215351104736
model_size_GB: 24.614303588867188
model_size_MB: 25205.046875
n_peft_params: 4194304
n_peft_params_perc: 0.06347935030372762
n_trainable_params: 4202496
peft_full_model_size_GB: 24.770829943940043
peft_full_model_size_MB: 25365.329862594604
peft_model_size_GB: 0.015655517578125
peft_model_size_MB: 16.03125
raw_FLOPS: null
total_params: 6607351808
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 49.35372592881322
full_model_size_MB: 50538.215351104736
model_size_GB: 24.614303588867188
model_size_MB: 25205.046875
n_peft_params: 2621440
n_peft_params_perc: 0.03967459393982976
n_trainable_params: 2629632
peft_full_model_size_GB: 24.75902334600687
peft_full_model_size_MB: 25353.239906311035
peft_model_size_GB: 0.009796142578125
peft_model_size_MB: 10.03125
raw_FLOPS: null
total_params: 6607351808
nlpie/bio-distilbert-uncased:
Full:
FLOPs: '3.41e+08'
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 66953472
n_peft_params_perc: 99.99770293515003
n_trainable_params: 66955010
peft_full_model_size_GB: 0.4989133160561323
peft_full_model_size_MB: 510.8872356414795
peft_model_size_GB: 0.24942684918642044
peft_model_size_MB: 255.41309356689453
raw_FLOPS: 340649472.0
total_params: 66955010
IA3:
FLOPs: null
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 622848
n_peft_params_perc: 0.9302485355464811
n_trainable_params: 624386
peft_full_model_size_GB: 0.2541342247277498
peft_full_model_size_MB: 260.2334461212158
peft_model_size_GB: 0.0023260191082954407
peft_model_size_MB: 2.3818435668945312
raw_FLOPS: null
total_params: 66955010
LORA:
FLOPs: null
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 811776
n_peft_params_perc: 1.2124201011992979
n_trainable_params: 813314
peft_full_model_size_GB: 0.2555577401071787
peft_full_model_size_MB: 261.691125869751
peft_model_size_GB: 0.003029830753803253
peft_model_size_MB: 3.1025466918945312
raw_FLOPS: null
total_params: 66955010
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.4988942537456751
full_model_size_MB: 510.8677158355713
model_size_GB: 0.24942684918642044
model_size_MB: 255.41309356689453
n_peft_params: 774912
n_peft_params_perc: 1.1573622347304555
n_trainable_params: 776450
peft_full_model_size_GB: 0.25525668263435364
peft_full_model_size_MB: 261.3828430175781
peft_model_size_GB: 0.002892501652240753
peft_model_size_MB: 2.9619216918945312
raw_FLOPS: null
total_params: 66955010
nlpie/bio-mobilebert:
Full:
FLOPs: '1.62e+08'
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 24581888
n_peft_params_perc: 99.99582636948573
n_trainable_params: 24582914
peft_full_model_size_GB: 0.18400699365884066
peft_full_model_size_MB: 188.42316150665283
peft_model_size_GB: 0.09157849103212357
peft_model_size_MB: 93.77637481689453
raw_FLOPS: 162006016.0
total_params: 24582914
IA3:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 58368
n_peft_params_perc: 0.23743320258940823
n_trainable_params: 59394
peft_full_model_size_GB: 0.09255178179591894
peft_full_model_size_MB: 94.773024559021
peft_model_size_GB: 0.00022125989198684692
peft_model_size_MB: 0.22657012939453125
raw_FLOPS: null
total_params: 24582914
LORA:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 221184
n_peft_params_perc: 0.8997468729703891
n_trainable_params: 222210
peft_full_model_size_GB: 0.09379831608384848
peft_full_model_size_MB: 96.04947566986084
peft_model_size_GB: 0.0008277967572212219
peft_model_size_MB: 0.8476638793945312
raw_FLOPS: null
total_params: 24582914
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 245760
n_peft_params_perc: 0.9997187477448768
n_trainable_params: 246786
peft_full_model_size_GB: 0.09386538527905941
peft_full_model_size_MB: 96.11815452575684
peft_model_size_GB: 0.0009193494915962219
peft_model_size_MB: 0.9414138793945312
raw_FLOPS: null
total_params: 24582914
nlpie/clinical-distilbert:
Full:
FLOPs: '3.41e+08'
full_model_size_GB: 0.49016241170465946
full_model_size_MB: 501.9263095855713
model_size_GB: 0.24506092816591263
model_size_MB: 250.94239044189453
n_peft_params: 65781504
n_peft_params_perc: 99.9976620114345
n_trainable_params: 65783042
peft_full_model_size_GB: 0.4901814740151167
peft_full_model_size_MB: 501.9458293914795
peft_model_size_GB: 0.24506092816591263
peft_model_size_MB: 250.94239044189453
raw_FLOPS: 340649472.0
total_params: 65783042
IA3:
FLOPs: null
full_model_size_GB: 0.49016241170465946
full_model_size_MB: 501.9263095855713
model_size_GB: 0.24506092816591263
model_size_MB: 250.94239044189453
n_peft_params: 622848
n_peft_params_perc: 0.9468215227869821
n_trainable_params: 624386
peft_full_model_size_GB: 0.249768303707242
peft_full_model_size_MB: 255.76274299621582
peft_model_size_GB: 0.0023260191082954407
peft_model_size_MB: 2.3818435668945312
raw_FLOPS: null
total_params: 65783042
LORA:
FLOPs: null
full_model_size_GB: 0.49016241170465946
full_model_size_MB: 501.9263095855713
model_size_GB: 0.24506092816591263
model_size_MB: 250.94239044189453
n_peft_params: 811776
n_peft_params_perc: 1.234020159785253
n_trainable_params: 813314
peft_full_model_size_GB: 0.2511918190866709
peft_full_model_size_MB: 257.220422744751
peft_model_size_GB: 0.003029830753803253
peft_model_size_MB: 3.1025466918945312
raw_FLOPS: null
total_params: 65783042
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.49016241170465946
full_model_size_MB: 501.9263095855713
model_size_GB: 0.24506092816591263
model_size_MB: 250.94239044189453
n_peft_params: 774912
n_peft_params_perc: 1.177981401346566
n_trainable_params: 776450
peft_full_model_size_GB: 0.2508907616138458
peft_full_model_size_MB: 256.9121398925781
peft_model_size_GB: 0.002892501652240753
peft_model_size_MB: 2.9619216918945312
raw_FLOPS: null
total_params: 65783042
nlpie/clinical-mobilebert:
Full:
FLOPs: '1.62e+08'
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 24581888
n_peft_params_perc: 99.99582636948573
n_trainable_params: 24582914
peft_full_model_size_GB: 0.18400699365884066
peft_full_model_size_MB: 188.42316150665283
peft_model_size_GB: 0.09157849103212357
peft_model_size_MB: 93.77637481689453
raw_FLOPS: 162006016.0
total_params: 24582914
IA3:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 58368
n_peft_params_perc: 0.23743320258940823
n_trainable_params: 59394
peft_full_model_size_GB: 0.09255178179591894
peft_full_model_size_MB: 94.773024559021
peft_model_size_GB: 0.00022125989198684692
peft_model_size_MB: 0.22657012939453125
raw_FLOPS: null
total_params: 24582914
LORA:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 221184
n_peft_params_perc: 0.8997468729703891
n_trainable_params: 222210
peft_full_model_size_GB: 0.09379831608384848
peft_full_model_size_MB: 96.04947566986084
peft_model_size_GB: 0.0008277967572212219
peft_model_size_MB: 0.8476638793945312
raw_FLOPS: null
total_params: 24582914
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.18358021322637796
full_model_size_MB: 187.98613834381104
model_size_GB: 0.09157849103212357
model_size_MB: 93.77637481689453
n_peft_params: 245760
n_peft_params_perc: 0.9997187477448768
n_trainable_params: 246786
peft_full_model_size_GB: 0.09386538527905941
peft_full_model_size_MB: 96.11815452575684
peft_model_size_GB: 0.0009193494915962219
peft_model_size_MB: 0.9414138793945312
raw_FLOPS: null
total_params: 24582914
nlpie/distil-biobert:
Full:
FLOPs: '3.41e+08'
full_model_size_GB: 0.4901786223053932
full_model_size_MB: 501.94290924072266
model_size_GB: 0.24506665021181107
model_size_MB: 250.94824981689453
n_peft_params: 65783040
n_peft_params_perc: 99.99766206602405
n_trainable_params: 65784578
peft_full_model_size_GB: 0.49021007865667343
peft_full_model_size_MB: 501.9751205444336
peft_model_size_GB: 0.24506665021181107
peft_model_size_MB: 250.94824981689453
raw_FLOPS: 340649472.0
total_params: 65784578
IA3:
FLOPs: null
full_model_size_GB: 0.4901786223053932
full_model_size_MB: 501.94290924072266
model_size_GB: 0.24506665021181107
model_size_MB: 250.94824981689453
n_peft_params: 32256
n_peft_params_perc: 0.04903276874406643
n_trainable_params: 33794
peft_full_model_size_GB: 0.24537800624966621
peft_full_model_size_MB: 251.2670783996582
peft_model_size_GB: 0.00012589246034622192
peft_model_size_MB: 0.12891387939453125
raw_FLOPS: null
total_params: 65784578
LORA:
FLOPs: null
full_model_size_GB: 0.4901786223053932
full_model_size_MB: 501.94290924072266
model_size_GB: 0.24506665021181107
model_size_MB: 250.94824981689453
n_peft_params: 147456
n_peft_params_perc: 0.2241497999728751
n_trainable_params: 148994
peft_full_model_size_GB: 0.246243167668581
peft_full_model_size_MB: 252.15300369262695
peft_model_size_GB: 0.0005550459027290344
peft_model_size_MB: 0.5683670043945312
raw_FLOPS: null
total_params: 65784578
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.4901786223053932
full_model_size_MB: 501.94290924072266
model_size_GB: 0.24506665021181107
model_size_MB: 250.94824981689453
n_peft_params: 92160
n_peft_params_perc: 0.14009362498304695
n_trainable_params: 93698
peft_full_model_size_GB: 0.24581381864845753
peft_full_model_size_MB: 251.7133502960205
peft_model_size_GB: 0.0003490522503852844
peft_model_size_MB: 0.35742950439453125
raw_FLOPS: null
total_params: 65784578
nlpie/tiny-biobert:
Full:
FLOPs: '3.66e+07'
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 13874136
n_peft_params_perc: 99.99548821089688
n_trainable_params: 13874762
peft_full_model_size_GB: 0.10343064367771149
peft_full_model_size_MB: 105.91297912597656
peft_model_size_GB: 0.051687516272068024
peft_model_size_MB: 52.928016662597656
raw_FLOPS: 36609456.0
total_params: 13874762
IA3:
FLOPs: null
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 8544
n_peft_params_perc: 0.06157943465985218
n_trainable_params: 9170
peft_full_model_size_GB: 0.05179805774241686
peft_full_model_size_MB: 53.04121112823486
peft_model_size_GB: 3.416091203689575e-05
peft_model_size_MB: 0.03498077392578125
raw_FLOPS: null
total_params: 13874762
LORA:
FLOPs: null
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 59904
n_peft_params_perc: 0.43174794637918834
n_trainable_params: 60530
peft_full_model_size_GB: 0.052191068418323994
peft_full_model_size_MB: 53.44365406036377
peft_model_size_GB: 0.00022549182176589966
peft_model_size_MB: 0.23090362548828125
raw_FLOPS: null
total_params: 13874762
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 24960
n_peft_params_perc: 0.17989497765799514
n_trainable_params: 25586
peft_full_model_size_GB: 0.0519139114767313
peft_full_model_size_MB: 53.15984535217285
peft_model_size_GB: 9.531527757644653e-05
peft_model_size_MB: 0.09760284423828125
raw_FLOPS: null
total_params: 13874762
nlpie/tiny-clinicalbert:
Full:
FLOPs: '3.66e+07'
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 13874136
n_peft_params_perc: 99.99548821089688
n_trainable_params: 13874762
peft_full_model_size_GB: 0.10343064367771149
peft_full_model_size_MB: 105.91297912597656
peft_model_size_GB: 0.051687516272068024
peft_model_size_MB: 52.928016662597656
raw_FLOPS: 36609456.0
total_params: 13874762
IA3:
FLOPs: null
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 8544
n_peft_params_perc: 0.06157943465985218
n_trainable_params: 9170
peft_full_model_size_GB: 0.05179805774241686
peft_full_model_size_MB: 53.04121112823486
peft_model_size_GB: 3.416091203689575e-05
peft_model_size_MB: 0.03498077392578125
raw_FLOPS: null
total_params: 13874762
LORA:
FLOPs: null
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 59904
n_peft_params_perc: 0.43174794637918834
n_trainable_params: 60530
peft_full_model_size_GB: 0.052191068418323994
peft_full_model_size_MB: 53.44365406036377
peft_model_size_GB: 0.00022549182176589966
peft_model_size_MB: 0.23090362548828125
raw_FLOPS: null
total_params: 13874762
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.10340783279389143
full_model_size_MB: 105.88962078094482
model_size_GB: 0.051687516272068024
model_size_MB: 52.928016662597656
n_peft_params: 24960
n_peft_params_perc: 0.17989497765799514
n_trainable_params: 25586
peft_full_model_size_GB: 0.0519139114767313
peft_full_model_size_MB: 53.15984535217285
peft_model_size_GB: 9.531527757644653e-05
peft_model_size_MB: 0.09760284423828125
raw_FLOPS: null
total_params: 13874762
prajjwal1/bert-tiny:
Full:
FLOPs: '3.18e+06'
full_model_size_GB: 0.0327015845105052
full_model_size_MB: 33.486422538757324
model_size_GB: 0.01633978635072708
model_size_MB: 16.73194122314453
n_peft_params: 4385920
n_peft_params_perc: 99.99411788577663
n_trainable_params: 4386178
peft_full_model_size_GB: 0.032716053538024426
peft_full_model_size_MB: 33.50123882293701
peft_model_size_GB: 0.01633978635072708
peft_model_size_MB: 16.73194122314453
raw_FLOPS: 3182848.0
total_params: 4386178
IA3:
FLOPs: null
full_model_size_GB: 0.0327015845105052
full_model_size_MB: 33.486422538757324
model_size_GB: 0.01633978635072708
model_size_MB: 16.73194122314453
n_peft_params: 1792
n_peft_params_perc: 0.0408556150707974
n_trainable_params: 2050
peft_full_model_size_GB: 0.016382639296352863
peft_full_model_size_MB: 16.775822639465332
peft_model_size_GB: 7.636845111846924e-06
peft_model_size_MB: 0.00782012939453125
raw_FLOPS: null
total_params: 4386178
LORA:
FLOPs: null
full_model_size_GB: 0.0327015845105052
full_model_size_MB: 33.486422538757324
model_size_GB: 0.01633978635072708
model_size_MB: 16.73194122314453
n_peft_params: 12288
n_peft_params_perc: 0.2801527890568965
n_trainable_params: 12546
peft_full_model_size_GB: 0.016465836204588413
peft_full_model_size_MB: 16.861016273498535
peft_model_size_GB: 4.6737492084503174e-05
peft_model_size_MB: 0.04785919189453125
raw_FLOPS: null
total_params: 4386178
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.0327015845105052
full_model_size_MB: 33.486422538757324
model_size_GB: 0.01633978635072708
model_size_MB: 16.73194122314453
n_peft_params: 5120
n_peft_params_perc: 0.11673032877370686
n_trainable_params: 5378
peft_full_model_size_GB: 0.016404176130890846
peft_full_model_size_MB: 16.797876358032227
peft_model_size_GB: 2.0034611225128174e-05
peft_model_size_MB: 0.02051544189453125
raw_FLOPS: null
total_params: 4386178
roberta-base:
Full:
FLOPs: '6.81e+08'
full_model_size_GB: 0.9287754967808723
full_model_size_MB: 951.0661087036133
model_size_GB: 0.46434689313173294
model_size_MB: 475.49121856689453
n_peft_params: 124055040
n_peft_params_perc: 99.524955119318
n_trainable_params: 124647170
peft_full_model_size_GB: 0.9288322664797306
peft_full_model_size_MB: 951.1242408752441
peft_model_size_GB: 0.46434689313173294
peft_model_size_MB: 475.49121856689453
raw_FLOPS: 680683008.0
total_params: 124647170
IA3:
FLOPs: null
full_model_size_GB: 0.9287754967808723
full_model_size_MB: 951.0661087036133
model_size_GB: 0.46434689313173294
model_size_MB: 475.49121856689453
n_peft_params: 64512
n_peft_params_perc: 0.05175568767425686
n_trainable_params: 656642
peft_full_model_size_GB: 0.46934929490089417
peft_full_model_size_MB: 480.6136779785156
peft_model_size_GB: 0.002446182072162628
peft_model_size_MB: 2.5048904418945312
raw_FLOPS: null
total_params: 124647170
LORA:
FLOPs: null
full_model_size_GB: 0.9287754967808723
full_model_size_MB: 951.0661087036133
model_size_GB: 0.46434689313173294
model_size_MB: 475.49121856689453
n_peft_params: 294912
n_peft_params_perc: 0.23659742936803138
n_trainable_params: 887042
peft_full_model_size_GB: 0.47108015418052673
peft_full_model_size_MB: 482.3860778808594
peft_model_size_GB: 0.003304488956928253
peft_model_size_MB: 3.3837966918945312
raw_FLOPS: null
total_params: 124647170
PREFIX_TUNING:
FLOPs: null
full_model_size_GB: 0.9287754967808723
full_model_size_MB: 951.0661087036133
model_size_GB: 0.46434689313173294
model_size_MB: 475.49121856689453
n_peft_params: 184320
n_peft_params_perc: 0.14787339335501962
n_trainable_params: 776450
peft_full_model_size_GB: 0.4702203255146742
peft_full_model_size_MB: 481.50561332702637
peft_model_size_GB: 0.002892501652240753
peft_model_size_MB: 2.9619216918945312
raw_FLOPS: null
total_params: 124647170