modelId stringlengths 4 81 | tags list | pipeline_tag stringclasses 17 values | config dict | downloads int64 0 59.7M | first_commit timestamp[ns, tz=UTC] | card stringlengths 51 438k | embedding list |
|---|---|---|---|---|---|---|---|
Bryson575x/riceboi | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- generated_from_trainer
model-index:
- name: first
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# first
This model is a fine-tuned version of [nystromformer-gottbert-base-8192](https://huggingface.co/nystromformer-gottbert-base-8192) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 1.5135
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3e-05
- train_batch_size: 2
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 3.0
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:-----:|:---------------:|
| 6.7133 | 0.1 | 500 | 6.6155 |
| 2.7876 | 0.2 | 1000 | 2.5542 |
| 2.1831 | 0.3 | 1500 | 2.0356 |
| 2.0316 | 0.4 | 2000 | 1.8793 |
| 2.0678 | 0.49 | 2500 | 1.7954 |
| 1.8182 | 0.59 | 3000 | 1.7473 |
| 1.7393 | 0.69 | 3500 | 1.7081 |
| 1.7586 | 0.79 | 4000 | 1.6787 |
| 1.7417 | 0.89 | 4500 | 1.6563 |
| 1.8256 | 0.99 | 5000 | 1.6370 |
| 1.7957 | 1.09 | 5500 | 1.6219 |
| 1.6876 | 1.19 | 6000 | 1.6084 |
| 1.7172 | 1.28 | 6500 | 1.5941 |
| 1.6564 | 1.38 | 7000 | 1.5881 |
| 1.732 | 1.48 | 7500 | 1.5757 |
| 1.8272 | 1.58 | 8000 | 1.5692 |
| 1.7951 | 1.68 | 8500 | 1.5617 |
| 1.6669 | 1.78 | 9000 | 1.5546 |
| 1.6489 | 1.88 | 9500 | 1.5458 |
| 1.772 | 1.98 | 10000 | 1.5439 |
| 1.7424 | 2.08 | 10500 | 1.5379 |
| 1.7077 | 2.17 | 11000 | 1.5322 |
| 1.6926 | 2.27 | 11500 | 1.5294 |
| 1.656 | 2.37 | 12000 | 1.5274 |
| 1.7002 | 2.47 | 12500 | 1.5201 |
| 1.7102 | 2.57 | 13000 | 1.5197 |
| 1.7158 | 2.67 | 13500 | 1.5162 |
| 1.6081 | 2.77 | 14000 | 1.5169 |
| 1.754 | 2.87 | 14500 | 1.5140 |
| 1.3588 | 2.96 | 15000 | 1.5135 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.1+cu113
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.026284372434020042,
0.014348541386425495,
-0.022249607369303703,
0.02737647108733654,
0.033150564879179,
0.023855354636907578,
-0.0014957379316911101,
-0.02106478624045849,
-0.05581684783101082,
0.05171268433332443,
0.016027893871068954,
-0.04155399650335312,
0.020738812163472176,
0.04815029725432396,
-0.029205305501818657,
-0.04247894510626793,
-0.00808599591255188,
-0.013278498314321041,
-0.0263711828738451,
-0.0012009481433779001,
-0.0020298552699387074,
-0.0069708744995296,
-0.005857094191014767,
0.012766042724251747,
0.010456814430654049,
0.02454797551035881,
-0.0007878294563852251,
0.003976255655288696,
0.04916468262672424,
-0.05380741134285927,
-0.003483734792098403,
-0.04050420969724655,
-0.05910808965563774,
-0.01339685544371605,
-0.01222929172217846,
-0.005410578101873398,
0.01597761921584606,
0.01935453526675701,
0.04099414497613907,
0.053588155657052994,
-0.0022316845133900642,
0.020225796848535538,
-0.01149091124534607,
-0.012496608309447765,
0.04530314728617668,
0.003080190857872367,
-0.04201388731598854,
-0.01274073962122202,
0.027414167299866676,
-0.022779345512390137,
-0.07540861517190933,
-0.057539649307727814,
-0.027350889518857002,
0.0177555400878191,
-0.015374276787042618,
-0.03715626895427704,
-0.06761056929826736,
-0.007212236523628235,
0.08432960510253906,
-0.05206596106290817,
-0.041310928761959076,
0.011758331209421158,
-0.061394594609737396,
0.017259957268834114,
0.039747145026922226,
-0.03253686800599098,
0.01803574524819851,
-0.0273752361536026,
0.02990129590034485,
-0.010443328879773617,
0.05890090763568878,
-0.01323529053479433,
0.005489835515618324,
-0.09822038561105728,
-0.02164197899401188,
-0.012140785343945026,
0.04036623239517212,
0.05870753154158592,
-0.0344892181456089,
0.05201876163482666,
0.04286244511604309,
-0.02243640273809433,
0.03968889266252518,
-0.026774445548653603,
0.016515878960490227,
0.038297127932310104,
-0.04530233144760132,
0.007321198005229235,
0.00987241230905056,
0.042312849313020706,
-0.040785666555166245,
-0.02513451874256134,
-0.030983099713921547,
-0.021819470450282097,
-0.02918032929301262,
0.011570177040994167,
0.02246575616300106,
0.020627154037356377,
0.03772832453250885,
0.011717193759977818,
0.03611195459961891,
0.017304539680480957,
-0.013053341768682003,
0.07722143828868866,
-0.001471495139412582,
-0.02827894501388073,
-0.02382747083902359,
-0.01890173740684986,
-0.043195124715566635,
0.020229468122124672,
0.024438727647066116,
-0.02756488136947155,
-0.03220363333821297,
0.04744747653603554,
0.0145149240270257,
0.01750866323709488,
0.07480700314044952,
-0.02816900983452797,
-0.052649956196546555,
-0.04237436503171921,
0.03636755794286728,
0.028576979413628578,
-0.005770824383944273,
0.007229209411889315,
-0.06408630311489105,
-0.003138174768537283,
-0.00909830629825592,
-0.035383425652980804,
0.0047202156856656075,
0.019138256087899208,
-0.005184374283999205,
0.0559675507247448,
0.0230866689234972,
-0.06986677646636963,
-0.008277887478470802,
0.0034298913087695837,
-0.04284070432186127,
0.0581023283302784,
-0.0007200525724329054,
0.1059902012348175,
-0.05505388230085373,
-0.07508961111307144,
0.01269160583615303,
0.004979216028004885,
-0.035470157861709595,
0.008853334002196789,
0.012086153030395508,
-0.03309907391667366,
-0.005697568878531456,
-0.010981672443449497,
0.04264705255627632,
-0.043307993561029434,
-0.018497461453080177,
0.08429338037967682,
0.019075695425271988,
0.048162318766117096,
-0.0489165224134922,
-0.029744146391749382,
0.004409456625580788,
-0.02054976113140583,
-0.022666987031698227,
0.022056816145777702,
-0.03277445212006569,
-0.014662613160908222,
-0.020962892100214958,
-0.04756933078169823,
0.018439630046486855,
0.08010055869817734,
-0.01582319848239422,
-0.029413459822535515,
-0.024706460535526276,
0.02697058394551277,
0.04044824093580246,
0.052753642201423645,
-0.03854867070913315,
0.03346289321780205,
0.0507349893450737,
0.037413738667964935,
-0.045925259590148926,
0.03674487769603729,
0.023055605590343475,
-0.04053805023431778,
-0.031022462993860245,
0.029523683711886406,
0.019877979531884193,
-0.046314433217048645,
0.03281816095113754,
0.025991227477788925,
-0.003707821713760495,
-0.060193534940481186,
-0.040153227746486664,
0.04911278933286667,
0.0015308691654354334,
-0.028508612886071205,
0.025972869247198105,
-0.003949536010622978,
-0.024006178602576256,
0.041611216962337494,
-0.013950224965810776,
0.012644992209970951,
-0.039222925901412964,
-0.03425662964582443,
0.02319781668484211,
-0.014607232995331287,
0.014768528752028942,
0.05237925052642822,
-0.008711948059499264,
0.07824689149856567,
-0.03724169358611107,
0.03825327754020691,
-0.028101928532123566,
-0.04852393642067909,
0.020240893587470055,
0.05772192031145096,
0.0535292848944664,
0.04107450693845749,
0.010334411635994911,
-0.04442780464887619,
0.0367763452231884,
0.0637500062584877,
0.04417036473751068,
-0.008213161490857601,
-0.03844871371984482,
-0.013668110594153404,
0.023439723998308182,
0.028725476935505867,
-0.04926271736621857,
-0.030786726623773575,
0.01977812685072422,
0.0455578938126564,
-0.001274144509807229,
0.023430753499269485,
-0.02267751283943653,
0.05183175951242447,
-0.03862932696938515,
-0.042691923677921295,
0.05102325603365898,
0.04615084454417229,
-0.010550195351243019,
0.02435705065727234,
0.016043132171034813,
0.009577966295182705,
0.008233916014432907,
0.008707291446626186,
0.0030487242620438337,
-0.04479106143116951,
0.03675644472241402,
0.012928481213748455,
0.055136457085609436,
-0.03604353964328766,
0.027818113565444946,
-0.01209989283233881,
0.018853170797228813,
0.047257062047719955,
-0.03237631171941757,
0.03314622864127159,
0.04556572437286377,
0.03160805255174637,
-0.04338763281702995,
0.009301792830228806,
0.017379486933350563,
0.03157049044966698,
0.020619548857212067,
-0.017910877242684364,
0.06723426282405853,
0.01489198673516512,
0.04928320273756981,
0.08811227977275848,
0.023023851215839386,
0.031080715358257294,
0.030985845252871513,
0.0739360824227333,
0.024901283904910088,
-0.012805015780031681,
0.03803680092096329,
-0.059812482446432114,
0.02280411310493946,
-0.038499198853969574,
0.023082002997398376,
-0.009303843602538109,
-0.0020523148123174906,
0.0420861691236496,
0.017278479412198067,
-0.019250575453042984,
-0.018006866797804832,
-0.008966557681560516,
-0.016919557005167007,
0.031026454642415047,
0.004774969536811113,
-0.00836876779794693,
-0.004716066177934408,
-0.006217849440872669,
-0.024462517350912094,
-0.08097361028194427,
-0.03552025556564331,
-0.022470375522971153,
-0.02410810999572277,
-0.014486120082437992,
-0.10778461396694183,
0.003316539106890559,
-0.07503004372119904,
-0.016174379736185074,
0.021277373656630516,
-0.003374546766281128,
-0.010351419448852539,
-0.05129443109035492,
0.01307753100991249,
-0.04537229239940643,
-0.047246482223272324,
-0.04028942435979843,
-0.060143016278743744,
-0.050618477165699005,
-0.08723033964633942,
0.023303447291254997,
0.04179411381483078,
0.015450087375938892,
-0.002055480144917965,
0.014886438846588135,
0.01036349218338728,
-0.024507276713848114,
0.03448111563920975,
0.05423106253147125,
-0.033920686691999435,
-0.038083985447883606,
0.031442295759916306,
-0.013590157963335514,
0.02560839056968689,
0.0012179233599454165,
-0.02479717880487442,
0.1039733812212944,
0.06751953810453415,
0.01112852431833744,
0.017455406486988068,
-0.021014120429754257,
-0.056573741137981415,
-0.055107519030570984,
-0.022350599989295006,
-0.04574419558048248,
-0.0021815255749970675,
-0.03686944767832756,
-0.03223911672830582,
-0.023862963542342186,
-0.032056957483291626,
-0.00423960667103529,
-0.013519071973860264,
0.004847722593694925,
0.02267211116850376,
0.027640456333756447,
0.018177375197410583,
0.02669910155236721,
-0.03441302105784416,
-0.06384392827749252,
0.05194425582885742,
-0.00321011315099895,
-0.004265985451638699,
-0.07414266467094421,
0.0011848608264699578,
0.0403386615216732,
0.02606537751853466,
0.020102040842175484,
-0.009943515993654728,
0.07001221925020218,
-0.010857787914574146,
0.00915457122027874,
0.016161827370524406,
-0.011805666610598564,
-0.019649967551231384,
-0.026425300166010857,
0.00938680674880743,
-0.017898913472890854,
-0.03663285821676254,
-0.020118245854973793,
-0.015513209626078606,
0.038909655064344406,
-0.0518965870141983,
-0.051295503973960876,
-0.022997865453362465,
0.04518058896064758,
0.05216946452856064,
0.011178750544786453,
-0.033275481313467026,
-0.01254020631313324,
-0.05597788840532303,
-0.0009488282958045602,
0.03922412544488907,
0.010018792934715748,
0.020010007545351982,
0.03199636563658714,
0.03275935351848602,
-0.013580095022916794,
0.04013583064079285,
0.0466257780790329,
0.06662847846746445,
0.009350760839879513,
-0.0639483779668808,
0.016378777101635933,
-0.01293882168829441,
0.024205004796385765,
-0.01326027326285839,
-0.02750306762754917,
-0.03578488528728485,
-0.10943946242332458,
-0.008496616035699844,
0.007589803077280521,
0.009548751637339592,
0.0057076336815953255,
0.03571831434965134,
-0.0027508775237947702,
-0.02388940379023552,
-0.00023987377062439919,
0.015137111768126488,
0.05128326267004013,
-0.038605667650699615,
0.04727444797754288,
-0.026102537289261818,
-0.010278197936713696,
-0.05247187986969948,
0.015408869832754135,
-0.06123974174261093,
-0.024049026891589165,
0.015901949256658554,
0.04373033344745636,
-0.006271342281252146,
0.059452686458826065,
0.07255896925926208,
0.0279984287917614,
-0.044310081750154495,
0.03265842795372009,
0.07626589387655258,
-0.030744275078177452,
-0.046529240906238556,
0.004718773066997528,
0.006935454439371824,
-0.0272450502961874,
-0.02742987684905529,
0.023982740938663483,
0.04679492488503456,
0.023146476596593857,
-0.00028946209931746125,
0.015804581344127655,
-0.008729995228350163,
-0.012423714622855186,
-0.02769319713115692,
-0.06178940832614899,
-0.026905545964837074,
-0.016860252246260643,
-0.014418204315006733,
0.0170699842274189,
0.026133524253964424,
0.01589653268456459,
0.06344158947467804,
0.019498009234666824,
-0.03747360035777092,
-0.015927303582429886,
0.03468389809131622,
0.009131897240877151,
-0.011491994373500347,
-0.07535761594772339,
-0.028718890622258186,
0.03193787485361099,
0.03720339387655258,
-0.04422816261649132,
-0.05666254088282585,
-0.006694136653095484,
0.058228470385074615,
-0.05852053686976433,
0.03879721090197563,
-0.017639294266700745,
0.056480810046195984,
0.05391514673829079,
-0.026703497394919395,
0.05127537250518799,
-0.02297087386250496,
0.005001952406018972,
-0.001373373088426888,
0.006748934276401997,
-0.021087853237986565,
-0.04306696355342865,
-0.059342171996831894,
0.02174270898103714,
0.05474039539694786,
0.03146597370505333,
0.035166360437870026,
-0.02377951331436634,
-0.021655578166246414,
0.01227180939167738,
0.047221243381500244,
-0.05715173855423927,
-0.0003652289160527289,
0.03672021999955177,
0.03322018310427666,
-0.05377155914902687,
-0.03845660015940666,
-0.01869063265621662,
-0.03710060939192772,
0.021128125488758087,
0.0022338461130857468,
-0.03281218186020851,
-0.021683810278773308,
0.034760426729917526,
0.009914061054587364,
-0.01211491134017706,
-0.07409851998090744,
0.045868027955293655,
-0.020521774888038635,
-0.03050244227051735,
0.04811473935842514,
0.043539538979530334,
-0.0015765511197969317,
0.07063785940408707,
0.023159414529800415,
0.016530968248844147,
-0.05227817967534065,
0.022028138861060143,
-0.0459742397069931,
-0.012535090558230877,
-0.004047148395329714,
-0.03677540645003319,
-0.020284079015254974,
-0.02622530423104763,
-0.03743557259440422,
-0.034780826419591904,
-0.03713708370923996,
0.012036462314426899,
-0.006327922455966473,
-0.014893039129674435,
-0.001584261772222817,
0.0438416488468647,
-0.010525686666369438,
-0.04115719348192215,
-0.037009984254837036,
-0.024675952270627022,
-0.054265785962343216,
-0.06202014908194542,
0.01652437634766102,
0.008689831010997295,
0.031157104298472404,
0.044893790036439896,
0.027082407847046852,
0.010864864103496075,
0.004876165185123682,
-0.03703784942626953,
0.01978486031293869,
-0.011540843173861504,
-0.013809382915496826,
-0.028618650510907173,
0.05689653009176254,
0.015005110763013363,
0.03563258796930313,
-0.047048091888427734,
0.03596846014261246,
0.017344767227768898,
-0.014135352335870266,
-0.015665439888834953,
0.021196667104959488,
0.0219799242913723,
-0.064080148935318,
-0.019026583060622215,
-0.007607214618474245,
-0.023160500451922417,
0.026268204674124718,
-0.04414977505803108,
-0.018008319661021233,
-0.008439291268587112,
0.019900847226381302,
0.04312138259410858,
-0.02538660354912281,
-0.014740888960659504,
0.014137896709144115,
-0.013123055920004845,
0.0007936294423416257,
-0.05807331204414368,
0.05084387958049774,
-0.05325916036963463,
0.022095143795013428,
-0.027046555653214455,
0.014410479925572872,
-0.04424067214131355,
0.0444783978164196,
-0.02947974018752575,
-0.024799548089504242,
-0.005989020224660635,
0.04299294948577881,
-0.02869349531829357,
0.026149878278374672,
0.0003745468857232481,
0.02695411816239357,
-0.028637778013944626,
0.07016250491142273,
-0.028887199237942696,
0.009694406762719154,
-0.017453348264098167,
0.025875071063637733,
-0.026289330795407295,
0.021838638931512833,
0.003933705855160952,
-0.014183835126459599,
0.02575085312128067,
0.051327478140592575,
0.02112368308007717,
0.010805956088006496,
-0.009104166179895401,
-0.01470160111784935,
0.021133024245500565,
-0.037212856113910675,
-0.023590845987200737,
-0.012275543063879013,
-0.01651942916214466,
-0.010553406551480293,
0.046639397740364075,
0.05540933832526207,
-0.06311539560556412,
-0.07998762279748917,
0.04560385271906853,
0.010737232863903046,
-0.002601539483293891,
0.021181823685765266,
0.03767794370651245,
0.01792716048657894,
0.05366714671254158,
-0.03065246157348156,
-0.01121507864445448,
-0.004341109190136194,
-0.042918846011161804,
0.02744119241833687,
-0.011315694078803062,
0.032452985644340515,
0.02601763978600502,
-0.03532277047634125,
-0.03132094070315361,
0.0641510859131813,
0.026813268661499023,
0.018105702474713326,
0.004092109389603138,
-0.04203182831406593,
0.04636529088020325,
0.014708485454320908,
-0.038110870867967606,
0.00947601068764925,
0.023939955979585648,
-0.020597463473677635,
0.05042029544711113,
-0.008083428256213665,
0.022272875532507896,
0.06526961177587509,
0.027086948975920677,
-0.01080674584954977,
0.08147060126066208,
-0.019351834431290627,
0.008299282751977444,
0.059513673186302185,
-0.06304052472114563,
0.0011300891637802124,
-0.03132890164852142,
0.07899801433086395,
-0.0703277662396431,
0.031344376504421234,
0.06217123568058014,
-0.006630576215684414,
0.010542391799390316,
-0.04835360124707222,
-0.055785905569791794,
-0.002493796171620488,
-0.031035561114549637,
0.08060610294342041,
0.008964110165834427,
-0.03742758184671402,
0.06328815966844559,
-0.0074524241499602795,
-0.060675978660583496,
0.03293130546808243,
0.02752923220396042,
0.04758867248892784,
0.04318028688430786,
0.04401883855462074,
-0.03774695470929146,
0.015982476994395256,
-0.04076698049902916,
0.03476899489760399,
-0.043070174753665924,
-0.021672679111361504,
0.031747687608003616,
-0.021805841475725174,
-0.0310862697660923,
0.04785950481891632,
-0.006225529592484236,
-0.019617516547441483,
0.06708898395299911,
-0.036060117185115814,
-0.02791529707610607,
0.011905175633728504,
0.017106443643569946,
-0.016567513346672058,
0.000866636517457664,
-0.043970268219709396,
0.018973900005221367,
-0.0008678651647642255,
-0.012119924649596214,
-0.0070609780959784985,
0.0023760285694152117,
0.04026187211275101,
-0.06434071063995361,
-0.030662110075354576,
0.026207933202385902,
-0.01711866445839405,
-0.028686700388789177,
0.041738953441381454,
0.033721838146448135,
0.025255760177969933,
0.0264770295470953,
-0.004333605524152517,
0.010555106215178967,
-0.023473694920539856,
-0.03407490625977516,
0.016137242317199707,
-0.005189936608076096,
0.029803002253174782,
-0.001414411119185388,
0.02765546180307865,
0.03400817885994911,
0.030219318345189095,
-0.019625447690486908,
-0.05696248635649681,
-0.038675181567668915,
0.01632806286215782,
-0.02252023294568062,
-0.006463825237005949,
-0.010362048633396626,
-0.05129304528236389,
-0.05671340972185135,
-0.014246213249862194,
-0.055632881820201874,
0.03028004989027977,
-0.040818244218826294,
0.003196014789864421,
0.03983026370406151,
-0.01355505920946598,
-0.06705060601234436,
-0.10037598013877869,
-0.024669064208865166,
-0.045748692005872726,
-0.009915142320096493,
0.030830571427941322,
-0.02943563647568226,
0.043809134513139725,
-0.0378456637263298,
-0.02581469714641571,
0.0463639460504055,
0.02190050110220909,
-0.04519336298108101,
0.04174797609448433,
0.04926716908812523,
-0.03303857892751694,
0.00372640835121274,
0.020146656781435013,
-0.052539486438035965,
0.006184899248182774,
0.015940312296152115,
0.014775821939110756,
0.034094423055648804,
0.012919632717967033,
-0.045916445553302765,
-0.024726567789912224,
-0.07271021604537964,
-0.0467107929289341,
-0.05206674337387085,
0.01524487417191267,
0.06422639638185501
] |
Bubb-les/DisloGPT-medium-HarryPotter | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 8 | null | ---
tags:
- conversational
---
#Kobayashi DialoGPT Model | [
-0.03594579920172691,
0.009168698452413082,
0.021268954500555992,
0.009334515780210495,
0.020387224853038788,
0.01607336662709713,
0.005349080543965101,
0.03417651355266571,
-0.01692737638950348,
0.009761684574186802,
0.04290801286697388,
-0.02506948634982109,
0.02052145265042782,
0.024856505915522575,
-0.04431091621518135,
-0.034906670451164246,
-0.019034752622246742,
-0.011320635676383972,
-0.028487084433436394,
-0.020088283345103264,
0.04030986130237579,
0.0005080624832771719,
-0.031179171055555344,
0.02933117188513279,
0.014469112269580364,
0.02278164029121399,
-0.008885529823601246,
0.01111625786870718,
0.02631024643778801,
-0.03946838155388832,
0.0066078114323318005,
-0.03903863579034805,
-0.031823206692934036,
-0.03603339567780495,
-0.024094272404909134,
-0.03868510574102402,
0.020891085267066956,
-0.013139204122126102,
-0.00283820484764874,
0.020746301859617233,
-0.02594830095767975,
0.0017878669314086437,
-0.0048698121681809425,
-0.024651803076267242,
0.08088624477386475,
-0.020604467019438744,
-0.03845955431461334,
-0.014739790000021458,
0.015102091245353222,
-0.03786873444914818,
-0.04624436795711517,
-0.06919045746326447,
-0.06563818454742432,
-0.024830233305692673,
0.015540066175162792,
-0.05495677515864372,
-0.07363507896661758,
-0.0063609350472688675,
0.0893559455871582,
-0.033899713307619095,
-0.018940158188343048,
0.003160220803692937,
-0.08749236166477203,
0.016815798357129097,
0.011177130043506622,
-0.061833176761865616,
0.020846132189035416,
-0.05032656714320183,
0.007303639780730009,
-0.022285228595137596,
0.05138207599520683,
-0.04631204903125763,
0.03437498211860657,
-0.07239580899477005,
-0.005143997259438038,
0.007197868544608355,
0.03326468914747238,
0.06758935004472733,
-0.037017256021499634,
0.05979593098163605,
0.037600476294755936,
0.009619462303817272,
0.057775452733039856,
0.004405641462653875,
-0.039239488542079926,
0.054231196641922,
-0.044992655515670776,
-0.00022922865173313767,
0.0021435373928397894,
0.015910981222987175,
-0.027286462485790253,
-0.05874398723244667,
-0.03803684562444687,
-0.0010337181156501174,
0.01002101507037878,
0.031882211565971375,
0.01866147294640541,
-0.025211049243807793,
0.01795867644250393,
0.02770359255373478,
0.02102152816951275,
0.04231666401028633,
-0.020876949653029442,
0.03135715052485466,
-0.011759379878640175,
0.028069520369172096,
0.019989969208836555,
-0.031046021729707718,
-0.03480429947376251,
0.024228369817137718,
0.01585187017917633,
-0.04440965875983238,
-0.03047027252614498,
0.044073790311813354,
0.019589031115174294,
-0.001900087227113545,
0.05837969854474068,
-0.029871873557567596,
-0.005512585863471031,
-0.05588947609066963,
0.051490332931280136,
-0.015154100954532623,
-0.023799393326044083,
-0.00003753547207452357,
-0.04485249146819115,
-0.004250746686011553,
-0.043029751628637314,
-0.012354779057204723,
-0.001379468129016459,
0.013736885040998459,
0.018603293225169182,
0.022480973973870277,
-0.023695681244134903,
-0.06849393993616104,
0.004620577674359083,
0.03874502703547478,
-0.06805016845464706,
-0.00231509143486619,
0.02639126591384411,
0.08543090522289276,
-0.07086089253425598,
-0.04115962237119675,
-0.026657525449991226,
0.01789426989853382,
-0.027044638991355896,
-0.020420802757143974,
0.001775671960785985,
0.004369309172034264,
-0.030885202810168266,
-0.0028517015744000673,
0.033162299543619156,
-0.0441010445356369,
-0.012845788151025772,
0.056476909667253494,
0.009736054576933384,
0.025140631943941116,
-0.025929585099220276,
0.0007925621466711164,
-0.004123316612094641,
-0.04212671518325806,
-0.0691797062754631,
0.028809664770960808,
-0.023610128089785576,
-0.04691246896982193,
-0.046665359288454056,
-0.04100596159696579,
0.011292529292404652,
0.06578706949949265,
0.012940719723701477,
-0.01562938094139099,
-0.019185245037078857,
0.0404609814286232,
0.05228515341877937,
0.06308402121067047,
-0.021259881556034088,
0.024283651262521744,
0.04864690452814102,
0.017078150063753128,
-0.03553823381662369,
0.06757035106420517,
0.018276935443282127,
-0.03367142006754875,
-0.04698190093040466,
-0.017764072865247726,
0.03602355346083641,
-0.03195597976446152,
0.01705489121377468,
0.028265807777643204,
-0.03515281155705452,
-0.040686313062906265,
0.012182267382740974,
0.0447017177939415,
-0.03460891917347908,
-0.007264348212629557,
-0.023354148492217064,
-0.030630866065621376,
-0.026871811598539352,
0.03270099684596062,
-0.0454082228243351,
-0.010238220915198326,
-0.03731402009725571,
0.0009073741384781897,
0.04850810393691063,
-0.00434198509901762,
0.01900419592857361,
0.048296570777893066,
-0.024433698505163193,
0.05019745975732803,
-0.04310747608542442,
0.022154713049530983,
-0.04251805320382118,
-0.03192935511469841,
-0.021412402391433716,
0.0233567263931036,
0.028793610632419586,
0.03604259714484215,
-0.032228805124759674,
-0.04325034096837044,
0.04503975808620453,
0.062100090086460114,
0.033305514603853226,
0.024012459442019463,
-0.016043541952967644,
0.004845069255679846,
0.024220991879701614,
0.02454620972275734,
-0.03590339422225952,
0.008481881581246853,
0.004391312599182129,
0.03542107716202736,
-0.01281951554119587,
-0.02974695898592472,
-0.03798094764351845,
-0.0006011415971443057,
-0.032506030052900314,
-0.06098064035177231,
0.0415569432079792,
0.04106214642524719,
-0.006384017877280712,
0.030701439827680588,
0.0008409887668676674,
-0.007539205718785524,
0.03322341665625572,
0.001385956071317196,
-0.00719810463488102,
-0.09439937025308609,
0.011064200662076473,
0.023377681151032448,
0.09909874200820923,
-0.04049484804272652,
0.026380369439721107,
0.025573939085006714,
0.019812945276498795,
0.011301340535283089,
-0.01100179459899664,
0.04346725717186928,
0.042497217655181885,
0.05013464018702507,
-0.029232503846287727,
0.028270911425352097,
0.011257849633693695,
0.030793417245149612,
0.06515774130821228,
-0.013486354611814022,
0.05625205859541893,
-0.0093637490645051,
0.028067920356988907,
0.060177672654390335,
0.014177044853568077,
-0.018361158668994904,
0.027696236968040466,
0.07830372452735901,
0.013648482039570808,
0.02747679129242897,
0.02932475507259369,
0.0017943121492862701,
0.005909443367272615,
-0.038392942398786545,
0.016195518895983696,
-0.010129332542419434,
-0.03495195880532265,
0.06898269057273865,
0.004120503552258015,
-0.007516263518482447,
0.006869814358651638,
-0.011070343665778637,
-0.003388760844245553,
0.05128147080540657,
-0.0012535960413515568,
-0.026935623958706856,
0.012178093194961548,
-0.013670775108039379,
0.016709377989172935,
-0.052837736904621124,
-0.052898846566677094,
-0.014587427489459515,
-0.06187940388917923,
0.0043540527112782,
-0.09185247868299484,
-0.02920081652700901,
-0.07677201926708221,
-0.029234519228339195,
0.05654078722000122,
0.014005159959197044,
0.010690835304558277,
-0.020205846056342125,
-0.0006882298039272428,
-0.019763212651014328,
-0.05411253497004509,
-0.04801921173930168,
-0.03556884825229645,
-0.010180824436247349,
-0.051671434193849564,
0.01628946326673031,
0.041627801954746246,
0.03677956759929657,
0.00014971394557505846,
-0.02019972912967205,
-0.01580079086124897,
-0.020817017182707787,
0.04011746868491173,
0.009510066360235214,
-0.03365195542573929,
-0.029837151989340782,
0.014549820683896542,
-0.00018156740406993777,
-0.02048228681087494,
-0.01781507581472397,
-0.052869897335767746,
0.07565993815660477,
0.04572098329663277,
0.0013355161063373089,
0.023088103160262108,
-0.004524860065430403,
-0.03668931871652603,
-0.01606513187289238,
-0.06992606818675995,
-0.047495171427726746,
-0.008237236179411411,
-0.021047720685601234,
-0.04337819293141365,
-0.02715490013360977,
-0.04461369290947914,
0.009426598437130451,
0.0006381969433277845,
0.006402844097465277,
0.03505783528089523,
0.02346811816096306,
0.0331733338534832,
0.02080736681818962,
-0.012673920020461082,
-0.012377152219414711,
0.03714998438954353,
-0.028987541794776917,
-0.022647809237241745,
-0.07341942936182022,
-0.055147685110569,
0.042042266577482224,
-0.005020704586058855,
0.006659579463303089,
-0.023123128339648247,
0.03249882534146309,
0.029199788346886635,
0.0026227133348584175,
0.03701956197619438,
-0.08341596275568008,
0.01969820261001587,
-0.048547230660915375,
-0.011283829808235168,
-0.05122910439968109,
-0.025678597390651703,
-0.004997744224965572,
-0.009128239937126637,
0.041723478585481644,
-0.08229226619005203,
-0.03644006326794624,
-0.02817109413444996,
0.012112781405448914,
0.036725256592035294,
-0.00022230681497603655,
-0.05281732976436615,
-0.011329902336001396,
-0.04402725026011467,
-0.01878046803176403,
0.0004206514568068087,
-0.015807434916496277,
0.005215971730649471,
0.028003213927149773,
0.006961843464523554,
-0.012921037152409554,
0.06738323718309402,
0.011927059851586819,
0.06882542371749878,
0.057834312319755554,
-0.03295954316854477,
0.036429211497306824,
-0.03734106570482254,
0.029481062665581703,
-0.0059384931810200214,
-0.030238745734095573,
-0.0437406487762928,
-0.11422062665224075,
-0.03777249902486801,
0.031212400645017624,
-0.02733074501156807,
0.004674327094107866,
0.029108213260769844,
-0.04876626655459404,
-0.005296117626130581,
-0.008833149448037148,
0.03963131830096245,
0.03654072433710098,
-0.026408081874251366,
0.07384166866540909,
0.022010954096913338,
0.021439259871840477,
-0.06124572083353996,
-0.024220414459705353,
-0.055137474089860916,
-0.010273680090904236,
0.011989085003733635,
0.05238393321633339,
0.012990223243832588,
0.04566226899623871,
0.08960235118865967,
0.04852592200040817,
-0.033656150102615356,
0.04958613961935043,
0.08101687580347061,
-0.032469745725393295,
-0.04540540277957916,
0.004834045190364122,
-0.00398904038593173,
-0.019366120919585228,
-0.0032004592940211296,
-0.032533179968595505,
0.04037412628531456,
0.030873704701662064,
-0.009529044851660728,
0.021980350837111473,
0.011257822625339031,
-0.03730812296271324,
-0.026183852925896645,
-0.066692054271698,
-0.0073389229364693165,
-0.0030801601242274046,
-0.01691655069589615,
0.048188187181949615,
0.046121664345264435,
0.009190158918499947,
0.057450104504823685,
0.01628159172832966,
-0.023281734436750412,
-0.05890187993645668,
0.036687206476926804,
0.01806364767253399,
-0.04232334345579147,
-0.061856791377067566,
-0.04199479892849922,
0.033091407269239426,
0.04430955648422241,
-0.04554865136742592,
-0.08238118886947632,
0.023489927873015404,
0.04524165764451027,
-0.04097937420010567,
0.06555768102407455,
-0.007046082988381386,
0.0562894307076931,
0.023744260892271996,
0.012862426228821278,
0.045266322791576385,
-0.06647662818431854,
0.017558664083480835,
-0.0125651303678751,
0.022414905950427055,
-0.045483946800231934,
-0.04457678645849228,
-0.06626269966363907,
0.04897179827094078,
0.018322201445698738,
0.011387158185243607,
0.01122836023569107,
-0.029024284332990646,
-0.034660883247852325,
0.004233777057379484,
0.03340661898255348,
-0.01940639317035675,
0.01823269948363304,
0.038594990968704224,
0.04209735989570618,
-0.052476391196250916,
-0.0006858480046503246,
0.001858070376329124,
0.018134111538529396,
0.02109391801059246,
-0.011413096450269222,
-0.036408595740795135,
-0.013977893628180027,
0.01884210668504238,
-0.027656929567456245,
-0.030651630833745003,
-0.08571642637252808,
0.023627636954188347,
-0.026704393327236176,
-0.027484070509672165,
0.07709752768278122,
0.05218986049294472,
0.05957046523690224,
0.06452053785324097,
-0.014836518093943596,
0.04972528666257858,
-0.03477868810296059,
0.01148948073387146,
-0.028972202911973,
-0.033694230020046234,
-0.0013958376366645098,
-0.0830342099070549,
-0.034421276301145554,
-0.02988469786942005,
-0.03934411704540253,
-0.034236691892147064,
-0.0050718048587441444,
0.008091249503195286,
-0.008303574286401272,
-0.0028189998120069504,
0.016590341925621033,
0.01920921541750431,
-0.02053522877395153,
-0.021202199161052704,
-0.008423062041401863,
-0.005818079225718975,
-0.07749692350625992,
-0.0677681565284729,
0.02088741958141327,
-0.02812962792813778,
0.009105175733566284,
0.018238257616758347,
0.016935471445322037,
0.0495481863617897,
-0.007325461134314537,
-0.023846006020903587,
0.009840166196227074,
0.025378650054335594,
-0.026828190311789513,
-0.031240863725543022,
0.014516716822981834,
0.02231382578611374,
0.033350031822919846,
-0.0412231981754303,
0.030066413804888725,
0.00762192951515317,
-0.04813966155052185,
-0.01899201050400734,
0.02477509342133999,
0.02219422161579132,
-0.0725797638297081,
-0.014485484920442104,
-0.02545168250799179,
-0.026253588497638702,
-0.002870244672521949,
-0.053007908165454865,
-0.02038092352449894,
-0.013226627372205257,
0.04200756549835205,
0.03295932337641716,
0.0009998682653531432,
-0.019446000456809998,
0.019095925614237785,
-0.008513557724654675,
0.009503143839538097,
-0.07710175216197968,
0.02280462719500065,
-0.03150967136025429,
0.013002640567719936,
-0.009289762005209923,
0.009615883231163025,
-0.0618586391210556,
0.04834869131445885,
-0.009107263758778572,
-0.009986139833927155,
0.005676221568137407,
-0.019407326355576515,
-0.0028834580443799496,
0.05964517220854759,
0.01677251048386097,
0.0030161121394485235,
-0.037687841802835464,
0.051284436136484146,
-0.053525280207395554,
0.00648987852036953,
0.0012225817190483212,
-0.023493172600865364,
-0.02854093536734581,
0.020584451034665108,
-0.0005121445283293724,
-0.06254925578832626,
0.015677224844694138,
0.02703760378062725,
0.03323647752404213,
0.042743805795907974,
0.0036798061337321997,
0.009434644132852554,
0.03937552496790886,
-0.051451683044433594,
-0.03755442425608635,
-0.00013858426245860755,
-0.009871130809187889,
0.021969858556985855,
0.05702844634652138,
0.02890040911734104,
-0.053750138729810715,
-0.0293049905449152,
0.022898051887750626,
0.03840242698788643,
0.02323947474360466,
0.0040827360935509205,
0.041442811489105225,
0.05345192924141884,
0.0621514692902565,
-0.0028119853232055902,
-0.015547276474535465,
0.023618970066308975,
-0.005579082295298576,
-0.018441269174218178,
0.002731165150180459,
-0.001578495604917407,
-0.01078034471720457,
-0.021236438304185867,
-0.029598930850625038,
0.05828151851892471,
-0.009938159957528114,
0.012608109042048454,
-0.008744020946323872,
-0.038170937448740005,
0.058145929127931595,
0.011057536117732525,
-0.0402078740298748,
-0.01028053741902113,
0.027746079489588737,
-0.030863692983984947,
0.029058653861284256,
-0.0293696578592062,
0.005277837160974741,
0.06898123770952225,
0.026469599455595016,
0.00655865203589201,
0.01650986447930336,
-0.025761021301150322,
-0.0030744101386517286,
0.016696548089385033,
-0.03362886235117912,
-0.011418214999139309,
-0.042777128517627716,
0.07205481082201004,
-0.043937209993600845,
0.06614726036787033,
0.034838199615478516,
0.032914139330387115,
0.025536825880408287,
-0.042590171098709106,
-0.041178878396749496,
-0.02588708885014057,
-0.03670215979218483,
0.07076149433851242,
0.0024125066120177507,
-0.026141200214624405,
0.06454671174287796,
0.026424329727888107,
-0.07633321732282639,
0.03207326680421829,
0.04327541962265968,
0.04197663068771362,
0.02341192401945591,
0.05244859680533409,
-0.05066438019275665,
0.01262678299099207,
-0.030627917498350143,
0.012341165915131569,
-0.041663262993097305,
-0.011456581763923168,
-0.02745378389954567,
-0.04529952630400658,
-0.0014227586798369884,
0.0171394944190979,
-0.025465523824095726,
0.010422740131616592,
0.016424929723143578,
-0.0242324136197567,
-0.05722345784306526,
-0.0018165030051022768,
0.03434860333800316,
-0.012496953830122948,
-0.01207048911601305,
-0.02909894287586212,
0.0201568603515625,
0.04129807651042938,
-0.00541413389146328,
-0.0653943195939064,
0.017153196036815643,
0.0022577166091650724,
-0.0723574087023735,
-0.04613683000206947,
0.06864073127508163,
0.016095710918307304,
-0.03016737848520279,
-0.007865961641073227,
0.043659698218107224,
0.02245580218732357,
0.02926921471953392,
-0.023254210129380226,
0.009272746741771698,
-0.06504472345113754,
-0.006376771256327629,
0.024501780048012733,
0.0006430395296774805,
0.004323828034102917,
-0.010946220718324184,
0.02646910585463047,
0.08075188845396042,
0.041655946522951126,
0.006009852048009634,
-0.05590845271945,
-0.0367303192615509,
-0.0011965119047090411,
-0.044796060770750046,
0.03985229507088661,
0.005726275034248829,
-0.044526200741529465,
-0.02926555462181568,
-0.021224837750196457,
-0.007511494681239128,
0.029553376138210297,
-0.03212030977010727,
0.012762374244630337,
0.01901634782552719,
0.009013906121253967,
-0.05075449123978615,
-0.10141631960868835,
-0.055162761360406876,
-0.014942069537937641,
0.03684946149587631,
0.015978315845131874,
-0.057951148599386215,
0.023412559181451797,
-0.03467292711138725,
-0.003284262493252754,
0.05673307925462723,
-0.008209848776459694,
-0.022867925465106964,
0.07058442384004593,
0.06892509758472443,
-0.031738463789224625,
0.062611885368824,
0.02168818563222885,
-0.03900517150759697,
0.06961076706647873,
0.005528599489480257,
0.03178662806749344,
0.006012334488332272,
0.02080618403851986,
-0.02095617540180683,
-0.011969944462180138,
0.000941696111112833,
-0.03323671594262123,
0.01005497295409441,
0.005226330831646919,
0.05371599271893501
] |
BumBelDumBel/ZORK-AI-TEST | [
"pytorch",
"tensorboard",
"gpt2",
"text-generation",
"transformers",
"generated_from_trainer",
"license:mit"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
language: es
tags:
- summarization
- spanish
- beto2beto
- encoder-decoder
license: apache-2.0
datasets:
- LeoCordoba/CC-NEWS-ES-titles
model-index:
- name: beto2beto-ccnews-titles-es
results:
- task:
name: Abstractive Text Summarization
type: abstractive-text-summarization
dataset:
name: "CCNEWS-ES-titles"
type: LeoCordoba/CC-NEWS-ES-titles
metrics:
- name: Validation ROGUE-1
type: rogue-1
value: 23.7478
- name: Validation ROGUE-2
type: rogue-2
value: 7.3616
- name: Validation ROGUE-L
type: rogue-l
value: 20.6615
- name: Validation ROGUE-Lsum
type: rogue-lsum
value: 20.7371
- name: Test ROGUE-1
type: rogue-1
value: 23.7415
- name: Test ROGUE-2
type: rogue-2
value: 7.3548
- name: Test ROGUE-L
type: rogue-l
value: 20.746
- name: Test ROGUE-Lsum
type: rogue-lsum
value: 20.8149
widget:
- text: |
La chocotorta, el tradicional y práctico antojo dulce de los argentinos, fue elegida como el mejor postre del mundo por críticos de restaurants internacionales, a casi 40 años de su creación. El ránking Taste Atlas ubicó primero en su lista al postre insignia local de galletitas, queso crema y dulce de leche, por delante del helado de pistacho italiano y la tarta alemana de manzana. “Este postre argentino sin hornear fue influenciado por la cocina italiana y se inspiró en el famoso tiramisú italiano. Está elaborado con tres ingredientes básicos argentinos: galletas de chocolate, dulce de leche y queso crema”, explica la página web que exhorta a los turistas de todo el mundo a que prueben la chocotorta. En la votación, superó también a los waffles belgas y el zserbó húngaro. A nivel local le sigue el alfajor, con 4,2 puntos contra los 4,7 de la torta. En el texto que acompaña al listón dorado de “postre número uno“, los expertos enseñan además cómo se hacen las chocotortas, paso por paso. “Las galletas se ablandan en leche y se cubren con una combinación de queso crema y dulce de leche. Las formas de la chocotorta pueden variar, mientras que las galletas se pueden remojar con leche con chocolate, café o incluso licor de café”, detallan. Por último, adjudican su creación a una “campaña de márketing” diseñada para promover las galletitas icónicas que le dan su nombre. La chocotorta, infaltable en los cumpleaños argentinos, fue creada en 1982 por una creativa de las agencias más importantes del país, Marité Mabragaña.
---
## Hyperparameters
{
"num_train_epochs": 3,
"seed": 7,
"summary_column": "output_text",
"text_column": "text",
"encoder_max_length" : 512,
"decoder_max_length" :36,
"batch_size" : 256
}
## Usage
## Results
| key | value |
| --- | ----- |
| eval loss | 4.539857387542725|
| eval_rouge1 |23.7478 |
| eval_rouge2 |7.3616 |
| eval_rougeL |20.6615 |
| eval_rougeLsum |20.7371 |
| eval_gen_len| 16.1806|
|test loss | 4.515065670013428|
| test_rouge1 | 23.7415|
| test_rouge2 | 7.3548|
| test_rougeL | 20.746|
| test_rougeLsum | 20.8149|
| test_gen_len| 16.1926|
| [
0.010504111647605896,
-0.026707343757152557,
0.014275326393544674,
0.037904709577560425,
0.053210292011499405,
-0.012236635200679302,
0.00025419407756999135,
0.00677963113412261,
-0.032786864787340164,
0.065026193857193,
0.00811094045639038,
-0.03081856667995453,
-0.007057515438646078,
0.01978180930018425,
-0.02980869822204113,
-0.04220040142536163,
-0.031494226306676865,
-0.022670352831482887,
-0.04650331288576126,
-0.037431374192237854,
0.0021544434130191803,
-0.0016726140165701509,
-0.0024681331124156713,
0.015932654961943626,
-0.004996094387024641,
0.011935506947338581,
0.027674568817019463,
0.014000638388097286,
0.014728247188031673,
-0.06820271164178848,
-0.04602277651429176,
-0.030386872589588165,
-0.03534291312098503,
-0.033356308937072754,
-0.022854218259453773,
-0.01785537227988243,
0.02204062230885029,
0.011635222472250462,
0.026270264759659767,
0.05360013246536255,
0.0027797960210591555,
0.04401976242661476,
-0.019745049998164177,
-0.05367623269557953,
0.01919528841972351,
0.0031416313722729683,
-0.04640084132552147,
-0.06526434421539307,
0.030396582558751106,
-0.006031290162354708,
-0.06016042083501816,
-0.052532486617565155,
-0.03354097530245781,
0.023345179855823517,
-0.030583592131733894,
-0.03805362433195114,
-0.05757403373718262,
0.049341727048158646,
0.05565270036458969,
-0.055043868720531464,
-0.05207611992955208,
-0.007447626907378435,
-0.09794103354215622,
0.011526803486049175,
-0.004561836365610361,
-0.059620827436447144,
0.006266175769269466,
-0.018730614334344864,
0.028690414503216743,
-0.03874071687459946,
0.0767383947968483,
-0.07129489630460739,
0.02617548406124115,
-0.05095737800002098,
-0.018720895051956177,
-0.03636057302355766,
0.020538995042443275,
0.03129783645272255,
-0.03168861195445061,
0.05491211637854576,
0.05931760370731354,
-0.01136671844869852,
0.020450536161661148,
-0.017973817884922028,
-0.0066197277046740055,
0.055392444133758545,
-0.04183196648955345,
-0.018936654552817345,
0.013845882378518581,
0.0271409060806036,
-0.04797602444887161,
-0.025707939639687538,
-0.005040103103965521,
-0.017602883279323578,
0.009998220019042492,
0.032417796552181244,
0.05950792133808136,
-0.028672315180301666,
0.04751678183674812,
0.013563484884798527,
0.015159321948885918,
0.06575581431388855,
-0.011571433395147324,
0.06092489883303642,
-0.003429041476920247,
-0.006124656181782484,
-0.014847728423774242,
-0.03137362003326416,
-0.04756280407309532,
0.034491878002882004,
0.025823749601840973,
-0.0209870096296072,
-0.034728750586509705,
0.05747261270880699,
-0.003211078466847539,
-0.020206961780786514,
0.05108993873000145,
-0.03869754821062088,
-0.06008906662464142,
-0.048160865902900696,
0.055502183735370636,
0.03439324349164963,
-0.026057306677103043,
0.023724572733044624,
-0.02378663793206215,
0.0000013623905488202581,
-0.053810205310583115,
-0.06744285672903061,
-0.007471779827028513,
0.052075669169425964,
-0.011709681712090969,
0.03699364885687828,
0.012353749945759773,
-0.04770969599485397,
0.04102545604109764,
-0.005527982022613287,
-0.07560069113969803,
0.031619321554899216,
0.056705541908741,
0.09800346940755844,
-0.07470054924488068,
-0.034141093492507935,
-0.006119280122220516,
-0.01511777751147747,
0.028849150985479355,
0.005346323829144239,
-0.00840538740158081,
-0.032692160457372665,
-0.030215464532375336,
0.014164671301841736,
0.05685960501432419,
-0.08192270994186401,
-0.004127270542085171,
0.03549185022711754,
-0.0060052694752812386,
0.05615178123116493,
-0.049764234572649,
-0.01682683825492859,
-0.002572963945567608,
-0.009006941691040993,
-0.029293131083250046,
0.013422033749520779,
0.012402569875121117,
-0.030132945626974106,
-0.05111829191446304,
-0.03991493955254555,
-0.008001169189810753,
0.09188205748796463,
-0.011160112917423248,
-0.00723264180123806,
-0.04158775135874748,
0.011173142120242119,
0.0502619631588459,
0.0118717597797513,
-0.01607438176870346,
0.028854189440608025,
0.062413912266492844,
0.06135823205113411,
-0.03423266485333443,
0.06380556523799896,
0.014626402407884598,
-0.005060331430286169,
-0.04610550403594971,
0.011434267275035381,
0.011460715904831886,
-0.045719727873802185,
0.02693764492869377,
0.013242999091744423,
0.0030360938981175423,
-0.023980123922228813,
-0.017779963091015816,
0.05868332087993622,
-0.009333373978734016,
0.00574197992682457,
-0.01306911837309599,
0.00347902555949986,
-0.0315578430891037,
0.05780496820807457,
-0.022950097918510437,
-0.00505615072324872,
0.007269635796546936,
-0.008932237513363361,
0.018698133528232574,
0.011823414824903011,
0.021776707842946053,
0.03159477561712265,
0.01584768295288086,
0.07115067541599274,
-0.02247783914208412,
0.02547263726592064,
-0.03413674607872963,
-0.05025779455900192,
-0.008492203429341316,
0.05175592005252838,
0.039588794112205505,
0.04185907915234566,
-0.028901582583785057,
-0.04537365958094597,
0.0001222717110067606,
0.051301438361406326,
0.02484593540430069,
0.02379077672958374,
0.00721505144611001,
-0.03774360194802284,
0.050325337797403336,
0.07256240397691727,
-0.05792972445487976,
-0.06954652816057205,
0.030419636517763138,
0.04627828299999237,
-0.030718693509697914,
-0.0019262732239440084,
-0.020812053233385086,
0.028897926211357117,
-0.07146836072206497,
-0.07498666644096375,
0.061423756182193756,
0.03205964341759682,
0.010482621379196644,
0.028793442994356155,
0.017008140683174133,
0.028025968000292778,
0.012428952381014824,
0.007849212735891342,
0.0033040877897292376,
-0.05720577389001846,
0.00014028008445166051,
-0.004407038912177086,
0.04894395172595978,
-0.07326939702033997,
0.02524944208562374,
0.00791886541992426,
0.004227107390761375,
0.05273570120334625,
-0.07280457019805908,
0.00006595937884412706,
0.03452932462096214,
0.0040514650754630566,
-0.03699861094355583,
0.00045230521936900914,
0.030692126601934433,
0.007297746371477842,
0.06814910471439362,
-0.004697798751294613,
0.05725037306547165,
-0.024243349209427834,
0.023278605192899704,
0.07758017629384995,
0.030070707201957703,
0.02041597105562687,
0.026987195014953613,
0.050181180238723755,
-0.0017924252897500992,
-0.03765891119837761,
0.05038103088736534,
-0.02833559177815914,
0.013744594529271126,
-0.020243942737579346,
0.005331072025001049,
-0.009265230037271976,
0.012829111889004707,
0.022119075059890747,
0.0014321947237476707,
-0.040081750601530075,
0.004892667289823294,
0.009199327789247036,
-0.010672993957996368,
0.06199505925178528,
-0.0262705460190773,
0.00677143968641758,
0.009810052812099457,
0.010450123809278011,
0.011484195478260517,
-0.055787231773138046,
-0.029100626707077026,
-0.0010124625405296683,
-0.025403309613466263,
-0.01809515804052353,
-0.04315154254436493,
-0.02815409004688263,
-0.06080414354801178,
-0.016267932951450348,
0.02246023342013359,
0.006805808283388615,
0.01692976988852024,
0.012772781774401665,
0.00623413035646081,
-0.06085263937711716,
-0.05507175251841545,
-0.010055659338831902,
-0.056950319558382034,
-0.02838902920484543,
-0.08130490779876709,
0.028925180435180664,
0.041312459856271744,
0.03867444768548012,
0.019632475450634956,
0.0013359361328184605,
-0.007078640628606081,
-0.01590319722890854,
0.0831819623708725,
0.04940910264849663,
-0.0006493601249530911,
-0.05161826312541962,
0.050472330302000046,
-0.007077384740114212,
0.015830395743250847,
0.022744763642549515,
-0.04866144433617592,
0.057137150317430496,
0.056570008397102356,
0.030446672812104225,
0.01806289330124855,
0.01286045927554369,
-0.051934972405433655,
-0.052927643060684204,
-0.036420248448848724,
-0.03118683025240898,
-0.011883390136063099,
-0.04827757179737091,
-0.028568731620907784,
0.006917324848473072,
-0.037482041865587234,
-0.030655622482299805,
-0.026066632941365242,
0.01035281177610159,
0.048592425882816315,
0.016747435554862022,
0.0541643463075161,
0.03650197386741638,
-0.019366195425391197,
-0.007686846889555454,
0.08788303285837173,
-0.0011573713272809982,
-0.015102703124284744,
-0.0838848352432251,
-0.0223454087972641,
0.017590565606951714,
0.01657918654382229,
0.002771549392491579,
0.010395554825663567,
0.08092593401670456,
0.018483268097043037,
-0.008675764314830303,
0.0015564674977213144,
-0.019171779975295067,
-0.048214033246040344,
0.03300711140036583,
-0.016306696459650993,
-0.020630205050110817,
-0.04000576213002205,
-0.022321177646517754,
-0.009227135218679905,
0.02131495624780655,
-0.052930090576410294,
-0.05891342833638191,
-0.017528411000967026,
0.04308333992958069,
0.01585838571190834,
0.002386982087045908,
-0.03791455551981926,
-0.014930753968656063,
-0.07171230018138885,
-0.004382890649139881,
0.009031450375914574,
0.01172682549804449,
-0.00619079964235425,
0.05877506732940674,
0.03763004019856453,
-0.056422293186187744,
0.025514202192425728,
0.011258037760853767,
0.04620904102921486,
0.02818901650607586,
-0.03858675807714462,
0.0371808186173439,
-0.012828359380364418,
0.014663653448224068,
0.003199758240953088,
-0.009255546145141125,
-0.04406321048736572,
-0.051450904458761215,
-0.004977155011147261,
0.006496923044323921,
-0.002762377494946122,
-0.021879423409700394,
0.044678010046482086,
0.0005410059238784015,
0.019480952993035316,
-0.012803609482944012,
-0.008065842092037201,
0.04646700620651245,
-0.042730361223220825,
0.04656552895903587,
-0.006099415477365255,
0.012085028924047947,
-0.05958257615566254,
0.008639664389193058,
-0.03968331217765808,
-0.009859965182840824,
-0.006738700438290834,
0.04508214443922043,
-0.021877087652683258,
0.01873078942298889,
0.06349916756153107,
0.03370221331715584,
-0.022189423441886902,
0.050633128732442856,
0.041516028344631195,
-0.014860978350043297,
-0.07024750113487244,
-0.013590719550848007,
-0.024481628090143204,
-0.04442797228693962,
0.010027268901467323,
-0.037371277809143066,
0.021855255588889122,
0.01605796255171299,
-0.014883315190672874,
-0.008381989784538746,
-0.009840377606451511,
-0.044810112565755844,
-0.039224278181791306,
-0.051644884049892426,
-0.033607836812734604,
0.0028869817033410072,
-0.026598133146762848,
-0.004098608624190092,
0.06593379378318787,
0.02028709650039673,
0.07364821434020996,
0.036305032670497894,
-0.005430861376225948,
-0.03717777132987976,
0.02590976655483246,
-0.007714767474681139,
-0.005963998846709728,
-0.04218234866857529,
-0.03135281428694725,
0.06506258249282837,
0.030549736693501472,
0.011582713574171066,
-0.08039698749780655,
-0.014955498278141022,
0.06745657324790955,
-0.023999711498618126,
0.054248444736003876,
0.017660290002822876,
0.07881363481283188,
0.020222268998622894,
0.004877305123955011,
0.028975967317819595,
-0.03678104653954506,
-0.0076447962783277035,
-0.026003755629062653,
0.033248115330934525,
-0.015318631194531918,
-0.005420127417892218,
-0.052628688514232635,
0.035844359546899796,
0.0016409269301220775,
0.03514757752418518,
0.013322667218744755,
-0.021864689886569977,
-0.06363851577043533,
-0.013712290674448013,
0.0525856539607048,
-0.06305166333913803,
-0.009173206984996796,
0.03884206339716911,
0.047910284250974655,
-0.03497041389346123,
-0.03588085621595383,
0.015545140951871872,
-0.02323642186820507,
0.023660724982619286,
0.006462813355028629,
-0.03648108243942261,
-0.048887792974710464,
0.0007033059955574572,
0.002845178823918104,
-0.017743375152349472,
-0.07476763427257538,
0.04575355723500252,
-0.026477761566638947,
0.0037564504891633987,
0.05318069085478783,
0.03550782799720764,
0.024281911551952362,
0.06816712766885757,
0.02928062155842781,
-0.002363357460126281,
-0.035428736358881,
0.06298821419477463,
-0.04017876461148262,
0.0009594951407052577,
-0.009184183552861214,
-0.06509589403867722,
-0.02908194065093994,
-0.05160501226782799,
-0.04979144036769867,
-0.04220949113368988,
-0.024170197546482086,
0.04480284824967384,
0.00400035222992301,
0.02608150988817215,
-0.01825830526649952,
0.028305914252996445,
0.010443206876516342,
-0.0044698044657707214,
-0.03097425401210785,
-0.03289484605193138,
-0.04709286615252495,
-0.025530042126774788,
0.04238620400428772,
-0.028456978499889374,
0.05769927799701691,
0.004819012712687254,
0.0295073464512825,
0.01391642540693283,
0.004132384434342384,
-0.017214491963386536,
0.004050638526678085,
0.0018773549236357212,
-0.042195551097393036,
-0.03530160337686539,
0.017436852678656578,
0.023625219240784645,
0.07372170686721802,
-0.03938610479235649,
0.0088586937636137,
0.0056358338333666325,
-0.03809063881635666,
0.002712313551455736,
0.006957955192774534,
0.01967301405966282,
-0.053855858743190765,
-0.03641403466463089,
-0.0012891660444438457,
-0.012434296309947968,
0.01668284274637699,
0.013748865574598312,
-0.05192568898200989,
0.018534066155552864,
-0.00774407060816884,
0.009168332442641258,
0.013687088154256344,
-0.009217016398906708,
-0.010341593995690346,
0.007349593564867973,
-0.013143821619451046,
-0.0703066736459732,
0.03645244240760803,
-0.05537987872958183,
0.007479995489120483,
-0.013454618863761425,
-0.021241839975118637,
-0.03687222674489021,
0.031215958297252655,
0.014689982868731022,
-0.008560712449252605,
-0.014742860570549965,
0.040921080857515335,
-0.0016160792438313365,
0.009940198622643948,
-0.03397708013653755,
-0.013089125975966454,
-0.0012327638687565923,
0.03776735067367554,
-0.05234218016266823,
0.024391187354922295,
0.007847866043448448,
0.008902386762201786,
-0.03247513994574547,
-0.012635239399969578,
0.003194165648892522,
-0.04553608223795891,
0.03919468820095062,
0.053616851568222046,
-0.009547100402414799,
0.00829277466982603,
-0.032927751541137695,
0.0006042364984750748,
0.014969875104725361,
-0.05689331889152527,
-0.022227415814995766,
-0.0003521318722050637,
-0.0022404855117201805,
0.007106534205377102,
0.050472110509872437,
0.039772361516952515,
-0.043131206184625626,
-0.05027279257774353,
0.05812986567616463,
0.03331984952092171,
0.007225089706480503,
-0.026597075164318085,
0.03410600498318672,
0.03741314634680748,
0.02201816998422146,
-0.03200357034802437,
0.03250861167907715,
-0.0006299750530160964,
-0.023313648998737335,
0.014392056502401829,
-0.010625431314110756,
0.034138843417167664,
-0.018977314233779907,
-0.02547488547861576,
0.009884574450552464,
0.06278159469366074,
0.02224554866552353,
0.026951175183057785,
-0.022905675694346428,
-0.04368068650364876,
0.024545183405280113,
0.004980770405381918,
-0.06144643574953079,
0.019142739474773407,
0.015281152911484241,
-0.030286157503724098,
0.05904979631304741,
-0.02185000292956829,
-0.0010570557788014412,
0.07353480160236359,
0.02555742673575878,
-0.020034002140164375,
0.02708221785724163,
-0.038179054856300354,
-0.00619079964235425,
0.03326040878891945,
-0.07350031286478043,
-0.010414828546345234,
-0.03111165575683117,
0.07261209189891815,
-0.09931424260139465,
0.054744429886341095,
0.035934872925281525,
-0.023617375642061234,
0.015921374782919884,
-0.012941363267600536,
-0.049393657594919205,
0.023803601041436195,
-0.057828065007925034,
0.07396601885557175,
0.008296075277030468,
-0.06113056093454361,
0.07672610133886337,
0.014811594970524311,
-0.07774711400270462,
0.011607435531914234,
0.028240026906132698,
0.03447536379098892,
0.03646160289645195,
0.0409100167453289,
-0.030220625922083855,
0.017327990382909775,
-0.02121276967227459,
0.04938885569572449,
-0.020397840067744255,
-0.04344644024968147,
-0.021271033212542534,
-0.047912754118442535,
-0.010878480039536953,
0.026175616309046745,
-0.024432972073554993,
-0.006961796432733536,
0.004081524442881346,
-0.043333254754543304,
-0.07645721733570099,
0.01953711174428463,
0.04410174489021301,
-0.019534233957529068,
-0.009384917095303535,
-0.027970004826784134,
0.04007161036133766,
0.010067285969853401,
0.005800080019980669,
-0.030409211292862892,
-0.03474386781454086,
0.013049389235675335,
-0.0775560736656189,
-0.019452616572380066,
0.03654460608959198,
0.00856330618262291,
-0.01831083744764328,
-0.001996406354010105,
-0.011061962693929672,
0.024647263810038567,
0.029559068381786346,
-0.01689521037042141,
-0.0033446000888943672,
-0.05879049748182297,
-0.013235684484243393,
0.04523345082998276,
0.0031984022352844477,
0.01043268758803606,
-0.022092342376708984,
0.026938192546367645,
0.03301897272467613,
0.03855513781309128,
-0.016591476276516914,
-0.03339233994483948,
-0.020100073888897896,
0.022595908492803574,
-0.04842007905244827,
0.022724591195583344,
0.014299984090030193,
-0.020116068422794342,
-0.03464409336447716,
0.02795274183154106,
-0.027687381953001022,
-0.0006203604862093925,
-0.06931215524673462,
0.01688084378838539,
0.02268918976187706,
-0.029006782919168472,
-0.03661305084824562,
-0.10002906620502472,
-0.05521702766418457,
-0.052071020007133484,
-0.020714208483695984,
0.026088185608386993,
-0.03312768414616585,
0.017606215551495552,
-0.038344282656908035,
-0.052238158881664276,
0.013579471968114376,
0.026543932035565376,
-0.044492971152067184,
0.051878079771995544,
0.042277991771698,
-0.05222415551543236,
-0.001964730676263571,
0.06032592058181763,
-0.016146976500749588,
0.0013992047170177102,
0.0023577131796628237,
0.029838310554623604,
0.03260836750268936,
0.007839401252567768,
-0.0199007298797369,
-0.020803840830922127,
-0.04352917894721031,
-0.046462830156087875,
-0.015075360424816608,
-0.022952450439333916,
0.05038274824619293
] |
BumBelDumBel/ZORK_AI_FANTASY | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language: es
tags:
- summarization
- spanish
- encoder-decoder
- beto
license: apache-2.0
datasets:
- mlsum - es
model-index:
- name: beto2beto-mlsum
results:
- task:
type: summarization # Required. Example: automatic-speech-recognition
name: abstractive summarization # Optional. Example: Speech Recognition
dataset:
type: mlsum # Required. Example: common_voice. Use dataset id from https://hf.co/datasets
name: mlsum-es # Required. Example: Common Voice zh-CN
args: es # Optional. Example: zh-CN
metrics:
- name: rouge1
type: rouge1
value: 25.8639
- name: rouge2
type: rouge2
value: 8.911
- name: rougeL
type: rougeL
value: 21.2426
- name: rougeLsum
type: rougeLsum
value: 21.5859
widget:
- text: |
La chocotorta, el tradicional y práctico antojo dulce de los argentinos, fue elegida como el mejor postre del mundo por críticos de restaurants internacionales, a casi 40 años de su creación. El ránking Taste Atlas ubicó primero en su lista al postre insignia local de galletitas, queso crema y dulce de leche, por delante del helado de pistacho italiano y la tarta alemana de manzana. “Este postre argentino sin hornear fue influenciado por la cocina italiana y se inspiró en el famoso tiramisú italiano. Está elaborado con tres ingredientes básicos argentinos: galletas de chocolate, dulce de leche y queso crema”, explica la página web que exhorta a los turistas de todo el mundo a que prueben la chocotorta. En la votación, superó también a los waffles belgas y el zserbó húngaro. A nivel local le sigue el alfajor, con 4,2 puntos contra los 4,7 de la torta. En el texto que acompaña al listón dorado de “postre número uno", los expertos enseñan además cómo se hacen las chocotortas, paso por paso. “Las galletas se ablandan en leche y se cubren con una combinación de queso crema y dulce de leche. Las formas de la chocotorta pueden variar, mientras que las galletas se pueden remojar con leche con chocolate, café o incluso licor de café”, detallan. Por último, adjudican su creación a una “campaña de márketing” diseñada para promover las galletitas icónicas que le dan su nombre. La chocotorta, infaltable en los cumpleaños argentinos, fue creada en 1982 por una creativa de las agencias más importantes del país, Marité Mabragaña.
---
## beto2beto-mlsum
This model was trained on the Spanish section of MLSum: https://paperswithcode.com/sota/abstractive-text-summarization-on-mlsum.
## Hyperparameters
{
"dataset_config": "es",
"dataset_name": "mlsum",
"do_eval": true,
"do_predict": true,
"do_train": true,
"fp16": true,
"max_target_length": 64,
"num_train_epochs": 10,
"per_device_eval_batch_size": 4,
"per_device_train_batch_size": 4,
"predict_with_generate": true,
"sagemaker_container_log_level": 20,
"sagemaker_program": "run_summarization.py",
"seed": 7,
"summary_column": "summary",
"text_column": "text"
}
## Usage
## Results
| metric | score |
| --- | ----- |
| validation_loss | 2.5021677017211914 |
| validation_rouge1 | 26.1256 |
| validation_rouge2 | 9.2552 |
| validation_rougeL | 21.4899 |
| validation_rougeLsum | 21.8194 |
| test_loss | 2.57672381401062 |
| test_rouge1 | 25.8639 |
| test_rouge2 | 8.911 |
| test_rougeL | 21.2426 |
| test_rougeLsum | 21.5859 |
| [
0.002241536509245634,
-0.016696343198418617,
0.010261683724820614,
0.03775694966316223,
0.048387039452791214,
-0.0061785378493368626,
0.0003798708785325289,
0.009046483784914017,
-0.02871786244213581,
0.06238110736012459,
0.02128439024090767,
-0.035421960055828094,
-0.0036934984382241964,
0.01779325120151043,
-0.03769523650407791,
-0.033910878002643585,
-0.03652891144156456,
-0.02251293882727623,
-0.04508276656270027,
-0.030193766579031944,
0.007870558649301529,
0.0003639429050963372,
0.0002321143983863294,
0.02726820670068264,
-0.0029294067062437534,
0.012599560432136059,
0.02637241780757904,
0.020764073356986046,
0.015429203398525715,
-0.07045125961303711,
-0.04145323112607002,
-0.03775383159518242,
-0.03222573548555374,
-0.03261381387710571,
-0.025862475857138634,
-0.020765388384461403,
0.029038142412900925,
0.01033709105104208,
0.025269748643040657,
0.04767587035894394,
0.0012332434998825192,
0.039465904235839844,
-0.023041408509016037,
-0.054308660328388214,
0.01584783010184765,
0.005819252692162991,
-0.03853723779320717,
-0.06431813538074493,
0.024297956377267838,
-0.00896073691546917,
-0.05498795211315155,
-0.05257938802242279,
-0.022169817239046097,
0.02481357753276825,
-0.02905138023197651,
-0.03815272077918053,
-0.05732445791363716,
0.050250452011823654,
0.05864117667078972,
-0.05648559331893921,
-0.04856881499290466,
-0.013313224539160728,
-0.09729370474815369,
0.005669589154422283,
0.0006102072657085955,
-0.07156918197870255,
0.010428925976157188,
-0.03023119457066059,
0.03132658079266548,
-0.0391722247004509,
0.07487139105796814,
-0.06256761401891708,
0.019470470026135445,
-0.05154715105891228,
-0.024089910089969635,
-0.03747566044330597,
0.02634676918387413,
0.03082977794110775,
-0.038471996784210205,
0.06533963978290558,
0.05370809882879257,
-0.009130027145147324,
0.03197835013270378,
-0.026450086385011673,
-0.013263707980513573,
0.05024392530322075,
-0.0441722646355629,
-0.009985031560063362,
0.025828145444393158,
0.016532331705093384,
-0.03895591199398041,
-0.038704775273799896,
-0.00698418403044343,
-0.02897881716489792,
0.02792760170996189,
0.0356917530298233,
0.06142707169055939,
-0.028929030522704124,
0.05374008044600487,
0.00753137469291687,
0.02547091245651245,
0.055144570767879486,
-0.011795646511018276,
0.05151735618710518,
-0.004443712066859007,
-0.000943808990996331,
-0.013812901452183723,
-0.03827298805117607,
-0.03963574022054672,
0.03264670446515083,
0.0250843595713377,
-0.026019727811217308,
-0.031313054263591766,
0.05288716033101082,
-0.007274290081113577,
-0.03801564872264862,
0.059343136847019196,
-0.04265996441245079,
-0.05573397874832153,
-0.049442049115896225,
0.064980149269104,
0.03125767409801483,
-0.02031598426401615,
0.034640975296497345,
-0.03133692964911461,
0.002016514539718628,
-0.04332662373781204,
-0.0653560534119606,
0.001167730544693768,
0.048999544233083725,
-0.010150308720767498,
0.044402528554201126,
0.004148303531110287,
-0.0420382097363472,
0.0453370176255703,
-0.007706793956458569,
-0.057622186839580536,
0.021782008931040764,
0.0554475262761116,
0.11005743592977524,
-0.07362853735685349,
-0.038898076862096786,
-0.0016123924870043993,
-0.01855393685400486,
0.0263370331376791,
0.011856204830110073,
0.008989540860056877,
-0.04247909411787987,
-0.02829708904027939,
0.01137102022767067,
0.056454144418239594,
-0.08172283321619034,
-0.013193986378610134,
0.03765222057700157,
-0.009269198402762413,
0.04881913587450981,
-0.03960687667131424,
-0.016722265630960464,
0.0046425447799265385,
-0.020222757011651993,
-0.019204607233405113,
0.01128739956766367,
0.010787432081997395,
-0.0352114774286747,
-0.05467125028371811,
-0.04929159954190254,
0.00357045978307724,
0.08134844899177551,
-0.014442195184528828,
-0.008527472615242004,
-0.04387959465384483,
0.016308877617120743,
0.04274352267384529,
0.014282599091529846,
-0.02511311136186123,
0.03204952925443649,
0.06629879027605057,
0.06551835685968399,
-0.03477775305509567,
0.06748533993959427,
0.0046485718339681625,
-0.00963306799530983,
-0.059798289090394974,
0.013529359363019466,
0.010210483334958553,
-0.051976121962070465,
0.020796531811356544,
0.019039178267121315,
0.005422582849860191,
-0.029834317043423653,
-0.019649142399430275,
0.04272837191820145,
-0.007943162694573402,
0.004824664443731308,
-0.006648928392678499,
-0.006547673139721155,
-0.0369730107486248,
0.049537912011146545,
-0.027974989265203476,
-0.006779726594686508,
0.012145716696977615,
-0.004069516900926828,
0.00530549231916666,
0.011205464601516724,
0.025119954720139503,
0.041611164808273315,
0.012281876988708973,
0.07997491210699081,
-0.01621209643781185,
0.013680235482752323,
-0.03384947404265404,
-0.054231107234954834,
-0.013908342458307743,
0.055362455546855927,
0.037654757499694824,
0.040827427059412,
-0.02098814770579338,
-0.05087625980377197,
0.00798790529370308,
0.052948981523513794,
0.03730442002415657,
0.030762599781155586,
0.004013442900031805,
-0.039807241410017014,
0.044380854815244675,
0.07239080220460892,
-0.053520891815423965,
-0.06618613749742508,
0.028590872883796692,
0.04286685585975647,
-0.029986096546053886,
-0.0028746547177433968,
-0.014962738379836082,
0.03799780458211899,
-0.06466741114854813,
-0.0853838324546814,
0.05996405705809593,
0.0226176455616951,
0.011437091045081615,
0.03174327686429024,
0.01331660058349371,
0.023617997765541077,
0.016063213348388672,
0.0027263062074780464,
0.01234462670981884,
-0.07519571483135223,
0.008928398601710796,
0.002677260898053646,
0.05035392567515373,
-0.07079524546861649,
0.02577333152294159,
-0.001987398136407137,
-0.00814855471253395,
0.04925086349248886,
-0.07203603535890579,
-0.006526349578052759,
0.023521119728684425,
-0.0057058571837842464,
-0.03638298436999321,
0.005821918603032827,
0.0268319770693779,
0.01958203874528408,
0.06628108024597168,
-0.009424247778952122,
0.06365456432104111,
-0.018071934580802917,
0.019123118370771408,
0.06950940191745758,
0.041694097220897675,
0.015659933909773827,
0.03532986715435982,
0.051297757774591446,
-0.0002393793110968545,
-0.028151798993349075,
0.05730770155787468,
-0.03251408785581589,
0.007065561134368181,
-0.02763393335044384,
0.007117839530110359,
-0.0038728632498532534,
0.020177854225039482,
0.02530306577682495,
0.00012391357449814677,
-0.03748960420489311,
0.006041603162884712,
0.007568439468741417,
-0.002946520922705531,
0.06527864187955856,
-0.034245848655700684,
0.0091843968257308,
0.0035272445529699326,
0.007698724512010813,
0.007881583645939827,
-0.06893277913331985,
-0.023315785452723503,
-0.005889028776437044,
-0.017137538641691208,
-0.009032485075294971,
-0.042994286864995956,
-0.03272232040762901,
-0.05565416440367699,
-0.014175256714224815,
0.01868451200425625,
0.013382600620388985,
0.023930393159389496,
0.009038897231221199,
0.008797300048172474,
-0.05927255004644394,
-0.04325931519269943,
-0.013945973478257656,
-0.04370160400867462,
-0.024593517184257507,
-0.0791551023721695,
0.03172903507947922,
0.04250248149037361,
0.04291730001568794,
0.023610305041074753,
-0.005503424908965826,
-0.012703279964625835,
-0.02155803143978119,
0.08649855852127075,
0.047655217349529266,
-0.0009594156290404499,
-0.06141698732972145,
0.045115262269973755,
0.0002685596118681133,
0.019507786259055138,
0.013566816225647926,
-0.04223136603832245,
0.06022852286696434,
0.05906848981976509,
0.02357269823551178,
0.018335476517677307,
0.022228974848985672,
-0.05518554523587227,
-0.049251481890678406,
-0.029820138588547707,
-0.02876466140151024,
-0.011610196903347969,
-0.03769061714410782,
-0.02532649226486683,
0.0024673622101545334,
-0.03748660162091255,
-0.02906249277293682,
-0.014208107255399227,
0.01100797951221466,
0.04485374689102173,
0.02009330503642559,
0.04519170522689819,
0.037028342485427856,
-0.03086164966225624,
-0.0006175112794153392,
0.09530859440565109,
0.0050516873598098755,
-0.019867315888404846,
-0.08032765984535217,
-0.026055051013827324,
0.01662144996225834,
0.021771060302853584,
-0.0023671407252550125,
0.01126779429614544,
0.07630104571580887,
0.008025302551686764,
-0.001220167730934918,
0.006575752515345812,
-0.03209306299686432,
-0.03959864377975464,
0.0365181639790535,
-0.015043866820633411,
-0.022039955481886864,
-0.048425622284412384,
-0.020432060584425926,
-0.002281971974298358,
0.02830396592617035,
-0.05193794146180153,
-0.05393143743276596,
-0.01973544992506504,
0.045280538499355316,
0.01614624634385109,
-0.004564163275063038,
-0.04204164445400238,
-0.010225477628409863,
-0.07015848159790039,
-0.010049647651612759,
0.0004638300742954016,
0.0011742032365873456,
-0.0015411729691550136,
0.06073842942714691,
0.03754153475165367,
-0.04942851513624191,
0.022568294778466225,
0.01080238539725542,
0.05855279415845871,
0.027851376682519913,
-0.04210766777396202,
0.03244553506374359,
-0.021050069481134415,
0.022307883948087692,
0.004716129973530769,
-0.018759168684482574,
-0.04355737939476967,
-0.051850270479917526,
-0.009599700570106506,
0.008091434836387634,
-0.006184388883411884,
-0.015067465603351593,
0.0530644990503788,
0.003751535899937153,
0.013350500725209713,
-0.015024563297629356,
-0.012632475234568119,
0.05458053573966026,
-0.04417707398533821,
0.051001593470573425,
-0.007914495654404163,
0.02398151345551014,
-0.06565545499324799,
0.014810810796916485,
-0.03691656142473221,
-0.015956448391079903,
-0.0125322500243783,
0.06069937348365784,
-0.023475810885429382,
0.022336170077323914,
0.06612317264080048,
0.02846989780664444,
-0.033746495842933655,
0.051349226385354996,
0.042481906712055206,
-0.013824287801980972,
-0.07015994191169739,
-0.014209275133907795,
-0.02332332171499729,
-0.04088655486702919,
0.012730504386126995,
-0.03291705995798111,
0.028589768335223198,
0.014345279894769192,
-0.021723775193095207,
-0.017825771123170853,
-0.00964434165507555,
-0.04281620308756828,
-0.03612054884433746,
-0.0547005832195282,
-0.036588434129953384,
0.01406771782785654,
-0.024694431573152542,
0.003446900052949786,
0.06529325991868973,
0.01300415862351656,
0.05324013531208038,
0.0396626777946949,
-0.00938221625983715,
-0.04309426248073578,
0.021622536703944206,
-0.011155257932841778,
-0.01257321797311306,
-0.05077560245990753,
-0.028348218649625778,
0.05427036061882973,
0.03412879630923271,
0.02708812803030014,
-0.07385806739330292,
-0.012975272722542286,
0.067022405564785,
-0.019431505352258682,
0.04525168612599373,
0.015387057326734066,
0.07152223587036133,
0.02754974737763405,
0.013861995190382004,
0.023223018273711205,
-0.028645668178796768,
0.002399679971858859,
-0.03387929126620293,
0.022669194266200066,
-0.004750806838274002,
-0.010709287598729134,
-0.04508911818265915,
0.035866402089595795,
0.0009147761738859117,
0.02116546593606472,
0.022874362766742706,
-0.0220171008259058,
-0.06309157609939575,
-0.013715928420424461,
0.05205034092068672,
-0.06669508665800095,
0.002540319226682186,
0.040861859917640686,
0.04842093586921692,
-0.03690071776509285,
-0.027543645352125168,
0.01902609132230282,
-0.01600017212331295,
0.025956034660339355,
0.010161005891859531,
-0.04463360086083412,
-0.03753691911697388,
-0.004413124173879623,
-0.0023227601777762175,
-0.02050665393471718,
-0.07531876862049103,
0.04019919037818909,
-0.024798370897769928,
-0.01052247453480959,
0.06234472617506981,
0.03775118291378021,
0.03249577805399895,
0.061388272792100906,
0.024727895855903625,
-0.0019842188339680433,
-0.03800221532583237,
0.06811580806970596,
-0.03127096965909004,
-0.0033122366294264793,
-0.011615701951086521,
-0.05824247747659683,
-0.022276105359196663,
-0.0523407906293869,
-0.04037795215845108,
-0.04120799899101257,
-0.021649707108736038,
0.045724544674158096,
0.0003900066658388823,
0.026361294090747833,
-0.020013252273201942,
0.028405487537384033,
0.015819713473320007,
-0.013173690997064114,
-0.02687501721084118,
-0.03206934407353401,
-0.05000200867652893,
-0.02609718032181263,
0.04645408317446709,
-0.03354256600141525,
0.0488126240670681,
0.0005186540656723082,
0.035661522299051285,
0.023084651678800583,
-0.001990280579775572,
-0.0072813755832612514,
0.015218379907310009,
0.0008151919464580715,
-0.03930553048849106,
-0.03824737295508385,
0.024554038420319557,
0.026410406455397606,
0.07428201287984848,
-0.04164433106780052,
0.018251508474349976,
0.001411669421941042,
-0.0303653571754694,
0.0054772356525063515,
0.010193995200097561,
0.022523293271660805,
-0.05266573652625084,
-0.030603954568505287,
-0.007429888937622309,
-0.012042955495417118,
0.011097307316958904,
0.0077554937452077866,
-0.046331100165843964,
0.027674349024891853,
-0.0010278223780915141,
0.011452116072177887,
0.01400208193808794,
-0.010557630099356174,
-0.0031693705823272467,
0.008791817352175713,
-0.013238062150776386,
-0.07025475054979324,
0.03964865580201149,
-0.055186375975608826,
0.00808979757130146,
-0.009267906658351421,
-0.020008599385619164,
-0.033050838857889175,
0.031731728464365005,
0.009413727559149265,
-0.004884333349764347,
-0.01125907339155674,
0.03882606327533722,
0.0010495041497051716,
0.008607562631368637,
-0.040426354855298996,
-0.014217481948435307,
0.0009014636743813753,
0.04362725839018822,
-0.05023430660367012,
0.016484888270497322,
0.007751767989248037,
0.0010374061530455947,
-0.03197954222559929,
-0.017342809587717056,
-0.0001760659652063623,
-0.03343183919787407,
0.04395230486989021,
0.049496885389089584,
-0.005265906918793917,
0.0092092864215374,
-0.027417685836553574,
-0.0023716730065643787,
0.011003638617694378,
-0.06214426830410957,
-0.016036713495850563,
-0.000021509442376554944,
0.009926510974764824,
0.017183173447847366,
0.04488644748926163,
0.04233808442950249,
-0.05025801435112953,
-0.05375004559755325,
0.047242023050785065,
0.024042991921305656,
0.004649957176297903,
-0.017511431127786636,
0.03961460292339325,
0.033563923090696335,
0.031261835247278214,
-0.032704874873161316,
0.02622408978641033,
-0.016673626378178596,
-0.009113611653447151,
0.012506955303251743,
-0.009029904380440712,
0.024424059316515923,
-0.014558772556483746,
-0.01748027838766575,
-0.01202731765806675,
0.07034680992364883,
0.019234325736761093,
0.03372397646307945,
-0.02529933862388134,
-0.056669335812330246,
0.02394774556159973,
0.0018660675268620253,
-0.05633816495537758,
0.02956814132630825,
0.007785382680594921,
-0.03134425729513168,
0.05049595609307289,
-0.013127095066010952,
0.002408997155725956,
0.07193484902381897,
0.021244104951620102,
-0.028499489650130272,
0.026084313169121742,
-0.03386357054114342,
-0.005243457388132811,
0.03115779347717762,
-0.06961603462696075,
-0.018633976578712463,
-0.030780887231230736,
0.07516036927700043,
-0.09329961985349655,
0.05643332749605179,
0.030732091516256332,
-0.01610959880053997,
0.006106078624725342,
-0.017510032281279564,
-0.049432042986154556,
0.016579212620854378,
-0.055587008595466614,
0.07162176072597504,
0.013099376112222672,
-0.06417664885520935,
0.0666072890162468,
0.022384505718946457,
-0.08328942954540253,
0.022334488108754158,
0.019346782937645912,
0.030831007286906242,
0.045368742197752,
0.02864580787718296,
-0.03705648332834244,
0.014768420718610287,
-0.028916390612721443,
0.04229225218296051,
-0.02385549247264862,
-0.031037896871566772,
-0.024434350430965424,
-0.05113470181822777,
-0.013634041883051395,
0.012446625158190727,
-0.018475569784641266,
-0.00573651073500514,
-0.005571985617280006,
-0.0409029945731163,
-0.07674256712198257,
0.02059015817940235,
0.034059107303619385,
-0.023279385641217232,
-0.01055447943508625,
-0.019921015948057175,
0.03722785413265228,
0.018663614988327026,
0.009912833571434021,
-0.02464798465371132,
-0.029429683461785316,
-0.0029348626267164946,
-0.07691947370767593,
-0.030324846506118774,
0.041962623596191406,
0.021524008363485336,
-0.023615922778844833,
-0.0013036036398261786,
-0.013340245932340622,
0.011410058476030827,
0.03557499498128891,
-0.009803783148527145,
-0.007568607572466135,
-0.058675460517406464,
-0.014715618453919888,
0.036319561302661896,
0.008188228122889996,
0.0037904828786849976,
-0.01667429506778717,
0.02509472146630287,
0.028332699090242386,
0.03643549233675003,
-0.01369495876133442,
-0.035493552684783936,
-0.018931882455945015,
0.024316497147083282,
-0.04935247078537941,
0.016605520620942116,
0.02513539046049118,
-0.031601522117853165,
-0.019101539626717567,
0.032086022198200226,
-0.022141559049487114,
0.007752840407192707,
-0.0738184005022049,
0.027403932064771652,
0.024088742211461067,
-0.02501307800412178,
-0.03617885336279869,
-0.09741834551095963,
-0.05583134666085243,
-0.055480848997831345,
-0.015390132553875446,
0.017006313428282738,
-0.0474148765206337,
0.008188411593437195,
-0.03566163405776024,
-0.04167820140719414,
0.023557253181934357,
0.01712874509394169,
-0.03784399479627609,
0.05294550582766533,
0.03634294867515564,
-0.06725702434778214,
0.0052053118124604225,
0.07505114376544952,
-0.005490473937243223,
0.011063707061111927,
0.012571987695991993,
0.030161671340465546,
0.04146956652402878,
0.002453270135447383,
-0.015165631659328938,
-0.013721706345677376,
-0.055840879678726196,
-0.048110391944646835,
-0.022302519530057907,
-0.021740149706602097,
0.0500972606241703
] |
BumBelDumBel/ZORK_AI_SCIFI | [
"pytorch",
"tensorboard",
"gpt2",
"text-generation",
"transformers",
"generated_from_trainer"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 14 | null | ---
language: es
tags:
- text-generation
- spanish
- encoder-decoder
- beto
license: apache-2.0
datasets:
- LeoCordoba/CC-NEWS-ES
model-index:
- name: beto2beto
---
## beto2beto
Usage example here: https://colab.research.google.com/drive/18a2ZfF1e_Kyyydlv8INQIkJbv294xcAm?usp=sharing
Entrenado por 3 epochs sobre CC-NEWS-ES (2019), aproximadamente 68.000 steps. Encoder max length: 40•Decoder max length: 128
## Hyperparameters
## Usage
## Results
| key | value |
| --- | ----- |
| test_loss | 2.65148806571960452 |
| [
-0.00461270846426487,
-0.014997852966189384,
0.016045590862631798,
0.010294190607964993,
0.04053825885057449,
0.01455417275428772,
-0.006246357224881649,
-0.012759638018906116,
-0.030387334525585175,
0.0438087172806263,
-0.0005533884977921844,
-0.019091667607426643,
-0.014648369513452053,
0.061767805367708206,
-0.024347888305783272,
-0.026949163526296616,
-0.017959684133529663,
-0.017910322174429893,
-0.0684984102845192,
-0.010606236755847931,
0.012910846620798111,
-0.00813653040677309,
0.0011793463490903378,
0.013936824165284634,
0.021258754655718803,
0.005375742446631193,
-0.0013053775765001774,
0.013877445831894875,
0.013751297257840633,
-0.07139114290475845,
-0.024497682228684425,
-0.023498956114053726,
-0.04426465183496475,
-0.05088258907198906,
-0.024299131706357002,
-0.02244427613914013,
0.008609714917838573,
0.0188373364508152,
0.024782292544841766,
0.032026465982198715,
-0.023260338231921196,
0.03473110869526863,
-0.0005534339579753578,
-0.027335038408637047,
0.04135254770517349,
-0.005769895855337381,
-0.04425971955060959,
-0.03551280125975609,
0.02452419325709343,
-0.013386948965489864,
-0.06312637031078339,
-0.07962755858898163,
-0.032680537551641464,
0.005144561640918255,
-0.03340567648410797,
-0.035706862807273865,
-0.06662126630544662,
0.006980236154049635,
0.06364408880472183,
-0.03884588181972504,
-0.02979823388159275,
0.006182659883052111,
-0.09413133561611176,
0.025663405656814575,
0.015795527026057243,
-0.03363224118947983,
0.036773402243852615,
-0.03901468962430954,
0.030275093391537666,
-0.017164165154099464,
0.048015013337135315,
-0.05844395235180855,
0.035760555416345596,
-0.08688148856163025,
-0.012534508481621742,
-0.040344636887311935,
0.026858074590563774,
0.03487559035420418,
-0.031926076859235764,
0.060790736228227615,
0.02893839217722416,
-0.0037261340767145157,
0.04533902928233147,
-0.024511180818080902,
-0.017189625650644302,
0.0700758770108223,
-0.06328261643648148,
-0.0024747534189373255,
0.016097860410809517,
0.016495032235980034,
-0.037760842591524124,
-0.013928452506661415,
-0.019154636189341545,
-0.021152345463633537,
-0.005238561891019344,
0.037402618676424026,
0.041545744985342026,
-0.016811642795801163,
0.044940877705812454,
0.04586814343929291,
0.009528350085020065,
0.0475413016974926,
0.006590855773538351,
0.07593602687120438,
-0.023150667548179626,
-0.011135770939290524,
-0.01445215567946434,
-0.03884819522500038,
-0.051688820123672485,
0.018635468557476997,
0.01495957188308239,
-0.01425017137080431,
-0.03971314802765846,
0.05384982377290726,
-0.0005812016897834837,
-0.026127349585294724,
0.06391102820634842,
-0.02553504705429077,
-0.06800109893083572,
-0.045684218406677246,
0.05552491545677185,
0.014366911724209785,
-0.027050599455833435,
0.002423119032755494,
-0.04591540992259979,
0.005192330572754145,
-0.031895801424980164,
-0.007036967668682337,
-0.01226234994828701,
0.020412836223840714,
0.005014735274016857,
0.024406231939792633,
0.005742367822676897,
-0.07744321972131729,
0.027078157290816307,
0.015620437450706959,
-0.06837231665849686,
0.058261528611183167,
0.03393608331680298,
0.09369716793298721,
-0.057939644902944565,
-0.038871027529239655,
-0.01049052458256483,
-0.020703446120023727,
-0.005292772781103849,
0.000026604619051795453,
-0.00041337902075611055,
-0.05530766770243645,
-0.006043931934982538,
0.00028728932375088334,
0.06162393465638161,
-0.06535950303077698,
-0.003147780429571867,
0.043744154274463654,
-0.012240012176334858,
0.024385100230574608,
-0.053451016545295715,
-0.01927303709089756,
-0.010877789929509163,
-0.02296101301908493,
-0.03941237926483154,
0.01989913359284401,
-0.012552157044410706,
-0.03453778475522995,
-0.052475910633802414,
-0.051195140928030014,
-0.010229869745671749,
0.07618238031864166,
0.01934029534459114,
-0.014356128871440887,
-0.03008298948407173,
0.01985982432961464,
0.073780357837677,
0.020156554877758026,
-0.03600833937525749,
0.036430686712265015,
0.05794213339686394,
0.04126972705125809,
-0.013735193759202957,
0.054678838700056076,
0.023091625422239304,
-0.02024412900209427,
-0.025129714980721474,
-0.0007893143920227885,
0.01594981923699379,
-0.04921705648303032,
-0.008129301480948925,
0.028385624289512634,
0.00017458898946642876,
-0.022513626143336296,
-0.0005005272105336189,
0.055673129856586456,
-0.010651024989783764,
-0.008333820849657059,
-0.009181300178170204,
0.005437529645860195,
-0.049675099551677704,
0.06805702298879623,
-0.015954094007611275,
-0.010946827009320259,
-0.013798664323985577,
-0.0033841889817267656,
0.00037572940345853567,
0.03833521902561188,
0.020373256877064705,
0.029498489573597908,
0.0013358833966776729,
0.07749228179454803,
-0.03792821243405342,
0.025190794840455055,
-0.025660831481218338,
-0.05828284099698067,
-0.01229801308363676,
0.043416451662778854,
0.023694025352597237,
0.04917626455426216,
-0.008696334436535835,
-0.05590377375483513,
0.03956311196088791,
0.061190541833639145,
0.01967150717973709,
0.0030824686400592327,
-0.007216750178486109,
-0.001766867353580892,
0.05047709122300148,
0.05342618748545647,
-0.05437072366476059,
-0.022932225838303566,
0.029573708772659302,
0.041615214198827744,
-0.02605135180056095,
-0.006504969205707312,
-0.02040487714111805,
0.027082353830337524,
-0.04220583662390709,
-0.05586957186460495,
0.03570285066962242,
0.04659485071897507,
-0.00274978531524539,
0.01457541435956955,
-0.01524851843714714,
-0.009764510206878185,
0.025421347469091415,
-0.0016456237062811852,
0.004872914869338274,
-0.04927414283156395,
0.02783801779150963,
0.005819858051836491,
0.042373012751340866,
-0.058858029544353485,
0.0238012857735157,
-0.0008253288106061518,
0.013753344304859638,
0.035421423614025116,
-0.028691640123724937,
0.009134319610893726,
0.03433171659708023,
0.018310142681002617,
-0.02858073264360428,
0.009363548830151558,
0.0143332090228796,
0.021153070032596588,
0.07329832762479782,
-0.00422638701274991,
0.07047390937805176,
-0.022250043228268623,
0.04175352677702904,
0.0661209300160408,
0.021253198385238647,
0.008477780967950821,
0.05871979892253876,
0.07480935007333755,
-0.005362853407859802,
0.0007954370230436325,
0.0747370645403862,
-0.027275068685412407,
0.009936847724020481,
-0.01704082451760769,
-0.004277369473129511,
-0.015515764243900776,
-0.025422578677535057,
0.033741217106580734,
-0.02001129277050495,
-0.043550778180360794,
-0.009237422607839108,
-0.015470332466065884,
-0.029073156416416168,
0.015149966813623905,
-0.004928890615701675,
-0.014099305495619774,
-0.0009097869042307138,
-0.012285739183425903,
0.030353127047419548,
-0.05060100927948952,
-0.03786032274365425,
0.0007941825897432864,
-0.03471475839614868,
0.01158483512699604,
-0.0706707164645195,
-0.009982633404433727,
-0.08898285031318665,
-0.004779697395861149,
0.0418114960193634,
0.0212112907320261,
0.022136976942420006,
-0.004405449144542217,
-0.004929793532937765,
-0.017452755942940712,
-0.05297449603676796,
-0.018356425687670708,
-0.032367412000894547,
-0.03602531924843788,
-0.0691780373454094,
0.006471024826169014,
0.03745526820421219,
0.0386953130364418,
0.01971907913684845,
-0.0023346166126430035,
0.0001419792097294703,
-0.03957721218466759,
0.07741305232048035,
0.03948519751429558,
-0.004595708101987839,
-0.03714391589164734,
0.033238861709833145,
0.0028133371379226446,
0.013128512538969517,
-0.013367603532969952,
-0.03218267112970352,
0.06367572396993637,
0.06356625258922577,
0.04328499361872673,
0.015476121567189693,
0.0003767020534723997,
-0.03182271495461464,
-0.048534244298934937,
-0.02654530666768551,
-0.03460490703582764,
-0.01747278869152069,
-0.022231345996260643,
-0.030670499429106712,
-0.016398750245571136,
-0.049681372940540314,
0.012720963917672634,
-0.014348587952554226,
0.022730274125933647,
0.06471514701843262,
0.02401684783399105,
0.03503222391009331,
0.02762829326093197,
-0.027531687170267105,
-0.017412161454558372,
0.06566761434078217,
0.030158407986164093,
-0.005014936905354261,
-0.0792941078543663,
-0.028012560680508614,
0.03665672987699509,
-0.0028954925946891308,
0.0030650824774056673,
-0.015704823657870293,
0.076668880879879,
0.0423847958445549,
0.005284417886286974,
0.02200457639992237,
-0.02380603551864624,
-0.04001180827617645,
-0.002510389080271125,
-0.007079078815877438,
-0.03982098028063774,
-0.04710196703672409,
-0.019400056451559067,
-0.0014334310544654727,
0.04340474307537079,
-0.09064677357673645,
-0.028058776631951332,
-0.007067135069519281,
0.013070004060864449,
0.021180713549256325,
0.0025455798022449017,
-0.04848940297961235,
-0.019516272470355034,
-0.03916429355740547,
-0.022346502169966698,
0.014490223489701748,
-0.011890006251633167,
0.0007877881871536374,
0.05894596502184868,
0.022989196702837944,
-0.01968332938849926,
0.054845139384269714,
0.02308841608464718,
0.05258021503686905,
0.034880951046943665,
-0.04801077023148537,
0.01965370960533619,
-0.014223490841686726,
0.00554730836302042,
0.03182094544172287,
-0.037431199103593826,
-0.028588276356458664,
-0.07775983959436417,
-0.019468287006020546,
0.01298696268349886,
-0.011030411347746849,
-0.03773876652121544,
0.0414840392768383,
0.0051603903993964195,
0.014867095276713371,
-0.019174849614501,
0.016906436532735825,
0.02613001875579357,
-0.045597970485687256,
0.05638444796204567,
-0.006907198578119278,
0.010231836698949337,
-0.05174081772565842,
-0.009919336065649986,
-0.04165753349661827,
-0.010096567682921886,
0.014177211560308933,
0.04914383590221405,
0.03887578099966049,
0.05656570568680763,
0.09223988652229309,
0.017079832032322884,
-0.01736982725560665,
0.03876907005906105,
0.03665165975689888,
-0.04542633146047592,
-0.05080413445830345,
-0.0009284091065637767,
0.00034027433139272034,
-0.04299513250589371,
0.033489905297756195,
-0.04977627843618393,
0.03362634778022766,
0.02400137670338154,
-0.006270839832723141,
-0.022291000932455063,
0.0019662491977214813,
-0.008952248841524124,
-0.01800307258963585,
-0.03407369181513786,
-0.03244292736053467,
-0.01904209703207016,
-0.04760603606700897,
0.015846312046051025,
0.04044624790549278,
0.015402178280055523,
0.07243701815605164,
0.049305833876132965,
-0.019053563475608826,
-0.04118897393345833,
0.03161470964550972,
0.015741420909762383,
-0.04849852994084358,
-0.08285271376371384,
-0.027673082426190376,
0.07606858015060425,
0.005393544677644968,
0.014301948249340057,
-0.08329989016056061,
-0.0019208196317777038,
0.06330481916666031,
-0.06623131036758423,
0.045492809265851974,
-0.008918242529034615,
0.06261803954839706,
0.03362542390823364,
0.005667306948453188,
0.03480003774166107,
-0.02961030602455139,
0.0001383572816848755,
-0.006524414289742708,
0.06571771949529648,
-0.00012979443999938667,
-0.055197253823280334,
-0.060145389288663864,
0.035767532885074615,
0.012239762581884861,
0.02723017707467079,
0.01980084367096424,
-0.01753345876932144,
-0.05414869263768196,
-0.026390312239527702,
0.05103252828121185,
-0.0663176029920578,
0.00279715727083385,
0.049380168318748474,
0.04643265902996063,
-0.04875210300087929,
-0.04327908530831337,
-0.01386975683271885,
0.010235619731247425,
0.0578099861741066,
-0.007439601235091686,
-0.03673579543828964,
-0.044348012655973434,
0.023673195391893387,
0.007101178634911776,
-0.029713021591305733,
-0.07188066840171814,
0.039804570376873016,
-0.032616715878248215,
-0.04364784434437752,
0.042161498218774796,
0.06584982573986053,
0.03319123014807701,
0.08184073865413666,
0.005283270496875048,
0.0168627817183733,
-0.034582119435071945,
0.03135336562991142,
-0.04305150359869003,
-0.011329036206007004,
-0.01403746847063303,
-0.05098794028162956,
-0.040316104888916016,
-0.037922028452157974,
-0.032590437680482864,
-0.04088955745100975,
-0.005638717673718929,
0.03703675791621208,
-0.020338116213679314,
0.00020714236597996205,
-0.005496809259057045,
0.028913244605064392,
-0.0020891311578452587,
-0.0034603364765644073,
-0.027539139613509178,
-0.04585384950041771,
-0.07657955586910248,
-0.07278508692979813,
0.04119623079895973,
-0.00044619059190154076,
0.02871551178395748,
0.012093203142285347,
0.03357289731502533,
0.013000527396798134,
0.0006988781387917697,
-0.02728193998336792,
-0.008044525980949402,
-0.008856259286403656,
-0.059069447219371796,
-0.026102053001523018,
0.019900532439351082,
0.011248589493334293,
0.04225730150938034,
-0.03736572340130806,
0.02555997110903263,
0.013107852078974247,
-0.0341171994805336,
-0.005751457996666431,
0.01938329078257084,
0.006819349713623524,
-0.06625978648662567,
-0.030463626608252525,
-0.030160019174218178,
-0.038346804678440094,
0.025176765397191048,
-0.01240410003811121,
-0.031077370047569275,
0.004076707176864147,
0.021427076309919357,
0.04605581983923912,
-0.012437015771865845,
-0.02821211889386177,
-0.001831531641073525,
-0.01133148092776537,
-0.002270691329613328,
-0.0443665087223053,
0.0655314102768898,
-0.018990453332662582,
0.03374751657247543,
0.011099936440587044,
-0.018270218744874,
-0.054243214428424835,
0.07618222385644913,
-0.026813270524144173,
-0.041896287351846695,
-0.028475606814026833,
0.03095077909529209,
0.0031442749314010143,
0.03955293074250221,
-0.012268572114408016,
-0.008075532503426075,
-0.029401175677776337,
0.060124970972537994,
-0.030676208436489105,
0.007412198930978775,
-0.010226690210402012,
0.011281276121735573,
-0.03565245494246483,
-0.01588878221809864,
-0.01570262759923935,
-0.06220059469342232,
0.03171243891119957,
0.04784141480922699,
0.003978838678449392,
-0.003833530470728874,
-0.05245751142501831,
-0.007080612238496542,
0.029457850381731987,
-0.04964859038591385,
-0.024853331968188286,
-0.011456256732344627,
0.018248101696372032,
0.010428180918097496,
0.050499819219112396,
0.04845099151134491,
-0.05034533143043518,
-0.03424529731273651,
0.0731925442814827,
0.02760148048400879,
-0.017319543287158012,
-0.02361268177628517,
0.03590799495577812,
0.0220236424356699,
0.0458366759121418,
-0.059095460921525955,
-0.023507097736001015,
0.0024156360886991024,
-0.027744783088564873,
0.027949126437306404,
-0.0028463515918701887,
0.0011555819073691964,
0.01521435845643282,
-0.03179333731532097,
-0.012796273455023766,
0.07920083403587341,
0.029474729672074318,
0.015638496726751328,
-0.01483178324997425,
-0.02488975040614605,
0.00788950640708208,
0.008320476859807968,
-0.04685255140066147,
0.027431432157754898,
0.02433394268155098,
-0.0240516047924757,
0.08452984690666199,
-0.017357781529426575,
-0.007101955823600292,
0.056266654282808304,
0.019281858578324318,
-0.009654377587139606,
0.06280684471130371,
-0.035137638449668884,
-0.020816750824451447,
0.0374319851398468,
-0.0473099946975708,
0.01872577890753746,
-0.02380681410431862,
0.03474559634923935,
-0.07572153955698013,
0.059457018971443176,
0.0464814193546772,
-0.006145178340375423,
0.019058436155319214,
-0.008261513896286488,
-0.01801825687289238,
0.010789680294692516,
-0.06314785778522491,
0.0744733065366745,
-0.01434780191630125,
-0.09322811663150787,
0.07578884810209274,
0.011916459538042545,
-0.06657609343528748,
0.037385594099760056,
0.044351011514663696,
0.031055603176355362,
0.02127050794661045,
0.04095905274152756,
-0.03894130513072014,
0.035825394093990326,
-0.04463702067732811,
0.02229168824851513,
-0.041931550949811935,
-0.014405005611479282,
0.021601716056466103,
-0.02031373791396618,
-0.014366473071277142,
0.005225128959864378,
-0.011766442097723484,
-0.010622373782098293,
0.00248580239713192,
-0.064560666680336,
-0.04392710700631142,
0.00835794024169445,
0.03805242106318474,
-0.02499411627650261,
-0.019338415935635567,
-0.015574046410620213,
0.03160115331411362,
-0.0111972875893116,
-0.007878846488893032,
-0.012698176316916943,
0.018861880525946617,
0.027838796377182007,
-0.09068113565444946,
-0.03223729133605957,
0.013549856841564178,
-0.014731212519109249,
-0.011346913874149323,
0.021059490740299225,
-0.01890687085688114,
0.03724752366542816,
0.035742148756980896,
0.007887644693255424,
0.03227768465876579,
-0.04583827033638954,
-0.018413666635751724,
0.00513080321252346,
0.009318416006863117,
0.02281205914914608,
-0.020078372210264206,
0.013671612367033958,
0.02943234331905842,
0.03466423600912094,
-0.027459070086479187,
-0.006426544394344091,
-0.02629242278635502,
0.02657647617161274,
-0.06281417608261108,
0.018989337608218193,
-0.030224820598959923,
-0.05504836514592171,
-0.042058590799570084,
-0.001734084216877818,
-0.011883134953677654,
0.033739782869815826,
-0.04491124302148819,
0.036962855607271194,
0.023205088451504707,
-0.019239887595176697,
-0.04431790113449097,
-0.08627933263778687,
-0.04057461395859718,
-0.022567614912986755,
0.010768516920506954,
0.02506995014846325,
-0.013603851199150085,
0.03239542245864868,
-0.0208439864218235,
-0.07012541592121124,
0.015272154472768307,
0.013212299905717373,
-0.04289046674966812,
0.04756692051887512,
0.05407565459609032,
-0.054671965539455414,
0.0024442095309495926,
0.037226323038339615,
-0.041631877422332764,
0.03229544684290886,
-0.0027272962033748627,
0.03546496853232384,
0.013900614343583584,
0.023283394053578377,
-0.014503884129226208,
-0.03770351782441139,
-0.019621355459094048,
-0.03680962324142456,
-0.012483291327953339,
-0.019469229504466057,
0.05731186643242836
] |
BunakovD/sd | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language: es
tags:
- summarization
- mt5
- spanish
license: apache-2.0
datasets:
- LeoCordoba/CC-NEWS-ES-titles
model-index:
- name: mt5-small-ccnews-titles-es
results:
- task:
name: Abstractive Text Summarization
type: abstractive-text-summarization
dataset:
name: "CCNEWS-ES-titles"
type: LeoCordoba/CC-NEWS-ES-titles
metrics:
- name: Validation ROGUE-1
type: rogue-1
value: 22.6623
- name: Validation ROGUE-2
type: rogue-2
value: 7.7894
- name: Validation ROGUE-L
type: rogue-l
value: 19.8015
- name: Validation ROGUE-Lsum
type: rogue-lsum
value: 19.8092
- name: Test ROGUE-1
type: rogue-1
value: 22.9263
- name: Test ROGUE-2
type: rogue-2
value: 7.9146
- name: Test ROGUE-L
type: rogue-l
value: 20.0272
- name: Test ROGUE-Lsum
type: rogue-lsum
value: 20.0387
widget:
- text: "La chocotorta, el tradicional y práctico antojo dulce de los argentinos, fue elegida como el mejor postre del mundo por críticos de restaurants internacionales, a casi 40 años de su creación. El ránking Taste Atlas ubicó primero en su lista al postre insignia local de galletitas, queso crema y dulce de leche, por delante del helado de pistacho italiano y la tarta alemana de manzana. “Este postre argentino sin hornear fue influenciado por la cocina italiana y se inspiró en el famoso tiramisú italiano. Está elaborado con tres ingredientes básicos argentinos: galletas de chocolate, dulce de leche y queso crema”, explica la página web que exhorta a los turistas de todo el mundo a que prueben la chocotorta. En la votación, superó también a los waffles belgas y el zserbó húngaro. A nivel local le sigue el alfajor, con 4,2 puntos contra los 4,7 de la torta. En el texto que acompaña al listón dorado de “postre número uno“, los expertos enseñan además cómo se hacen las chocotortas, paso por paso. “Las galletas se ablandan en leche y se cubren con una combinación de queso crema y dulce de leche. Las formas de la chocotorta pueden variar, mientras que las galletas se pueden remojar con leche con chocolate, café o incluso licor de café”, detallan. Por último, adjudican su creación a una “campaña de márketing” diseñada para promover las galletitas icónicas que le dan su nombre. La chocotorta, infaltable en los cumpleaños argentinos, fue creada en 1982 por una creativa de las agencias más importantes del país, Marité Mabragaña."
---
## Hyperparameters
{
"max_target_length": 64,
"model_name_or_path": "google/mt5-small",
"num_train_epochs": 3,
"seed": 7,
"summary_column": "output_text",
"text_column": "text",
"encoder_max_length" : 512,
"decoder_max_length" :36,
"batch_size" : 128
}
## Usage
```
article = """ La chocotorta, el tradicional y práctico antojo dulce de los argentinos, fue elegida como el mejor postre del mundo por críticos de restaurants internacionales, a casi 40 años de su creación. El ránking Taste Atlas ubicó primero en su lista al postre insignia local de galletitas, queso crema y dulce de leche, por delante del helado de pistacho italiano y la tarta alemana de manzana. “Este postre argentino sin hornear fue influenciado por la cocina italiana y se inspiró en el famoso tiramisú italiano. Está elaborado con tres ingredientes básicos argentinos: galletas de chocolate, dulce de leche y queso crema”, explica la página web que exhorta a los turistas de todo el mundo a que prueben la chocotorta. En la votación, superó también a los waffles belgas y el zserbó húngaro. A nivel local le sigue el alfajor, con 4,2 puntos contra los 4,7 de la torta. En el texto que acompaña al listón dorado de “postre número uno", los expertos enseñan además cómo se hacen las chocotortas, paso por paso. “Las galletas se ablandan en leche y se cubren con una combinación de queso crema y dulce de leche. Las formas de la chocotorta pueden variar, mientras que las galletas se pueden remojar con leche con chocolate, café o incluso licor de café”, detallan. Por último, adjudican su creación a una “campaña de márketing” diseñada para promover las galletitas icónicas que le dan su nombre. La chocotorta, infaltable en los cumpleaños argentinos, fue creada en 1982 por una creativa de las agencias más importantes del país, Marité Mabragaña. """
from transformers import pipeline
summarizer = pipeline("summarization", model="LeoCordoba/mt5-small-ccnews-titles-es")
summarizer(article, min_length=5, max_length=64)
```
## Results
| metric | score |
| --- | ----- |
| eval_loss | 2.879085063934326 |
| eval_rouge1 | 22.6623 |
| eval_rouge2 | 7.7894 |
| eval_rougeL | 19.8015, |
| eval_rougeLsum | 19.8092 |
| eval_gen_len | 17.1839 |
| test_loss | 2.878429412841797 |
| test_rouge1 | 22.9263 |
| test_rouge2 | 7.9146 |
| test_rougeL | 20.0272 |
| test_rougeLsum | 20.0387 |
| test_gen_len | 17.1696 | | [
0.010695292614400387,
-0.02803752012550831,
0.01644088514149189,
0.04017852991819382,
0.05186393857002258,
-0.013733961619436741,
-0.001883559743873775,
0.0059761954471468925,
-0.03534739091992378,
0.06299860775470734,
0.011117367073893547,
-0.028907036408782005,
-0.00624161958694458,
0.019396845251321793,
-0.030860111117362976,
-0.04583751782774925,
-0.03243843466043472,
-0.022022971883416176,
-0.045261602848768234,
-0.03725359961390495,
0.003700034227222204,
-0.0001260840508621186,
-0.011711811646819115,
0.018915943801403046,
-0.0064232018776237965,
0.016845501959323883,
0.02988947369158268,
0.01823330856859684,
0.014186955988407135,
-0.07062963396310806,
-0.037119582295417786,
-0.02838118188083172,
-0.031332023441791534,
-0.029942002147436142,
-0.02232804149389267,
-0.011358032934367657,
0.023645075038075447,
0.005755176302045584,
0.02459944412112236,
0.05157055705785751,
-0.0010243795113638043,
0.04035772383213043,
-0.01808255910873413,
-0.0556899718940258,
0.021732332184910774,
0.004474068060517311,
-0.04477227106690407,
-0.06469739973545074,
0.0322059765458107,
-0.004096694756299257,
-0.06705866754055023,
-0.05319270119071007,
-0.030803166329860687,
0.02517949417233467,
-0.03190715238451958,
-0.0415792390704155,
-0.05227140337228775,
0.05350569635629654,
0.05426129326224327,
-0.05650803819298744,
-0.052463922649621964,
-0.0022909098770469427,
-0.09668860584497452,
0.008193181827664375,
-0.0005450695753097534,
-0.05636485666036606,
0.002251872094348073,
-0.021037325263023376,
0.02699308842420578,
-0.03574250265955925,
0.07160085439682007,
-0.06968139857053757,
0.023867115378379822,
-0.0534377284348011,
-0.020345084369182587,
-0.032013099640607834,
0.0207247082144022,
0.03341665491461754,
-0.03182542696595192,
0.05128218233585358,
0.06000204384326935,
-0.012280098162591457,
0.019720863550901413,
-0.016532257199287415,
-0.0030167317017912865,
0.05016084015369415,
-0.037844400852918625,
-0.02290324494242668,
0.011465310119092464,
0.03155946731567383,
-0.046269431710243225,
-0.02640906721353531,
-0.00463422667235136,
-0.016787739470601082,
0.009661494754254818,
0.03340965881943703,
0.061874598264694214,
-0.028472397476434708,
0.047236308455467224,
0.016647960990667343,
0.019471287727355957,
0.0671478658914566,
-0.009298129007220268,
0.0614781454205513,
-0.00266334880143404,
-0.0061805290170013905,
-0.011960593052208424,
-0.03023381158709526,
-0.0483313612639904,
0.03847736865282059,
0.02538902312517166,
-0.02592022903263569,
-0.03576942905783653,
0.054676830768585205,
-0.001985140610486269,
-0.01820160634815693,
0.05041242763400078,
-0.03633321076631546,
-0.05765237286686897,
-0.045267555862665176,
0.05595909804105759,
0.03510958328843117,
-0.021898742765188217,
0.021532179787755013,
-0.021785052493214607,
-0.00048072647769004107,
-0.05172967165708542,
-0.06556031852960587,
-0.008691921830177307,
0.050329163670539856,
-0.013525924645364285,
0.03473200649023056,
0.014103466644883156,
-0.05156322196125984,
0.03963232412934303,
-0.006452000234276056,
-0.0743444636464119,
0.03598088026046753,
0.05361158400774002,
0.09803219139575958,
-0.07189533114433289,
-0.03802340850234032,
-0.001418677857145667,
-0.013249170035123825,
0.024778518825769424,
0.0038090362213552,
-0.009585028514266014,
-0.0337078832089901,
-0.03277960792183876,
0.011238759383559227,
0.0532250814139843,
-0.07991305738687515,
-0.0061242468655109406,
0.035894036293029785,
-0.004403256345540285,
0.056593526154756546,
-0.043821677565574646,
-0.01552843488752842,
0.0008520125993527472,
-0.007833296433091164,
-0.025793489068746567,
0.016315508633852005,
0.009131385013461113,
-0.028190821409225464,
-0.04784037172794342,
-0.03689228370785713,
-0.00459560751914978,
0.0852423831820488,
-0.008774593472480774,
-0.006847342476248741,
-0.04207100346684456,
0.010078811086714268,
0.049880146980285645,
0.009177387692034245,
-0.012589510530233383,
0.02596612647175789,
0.06363333761692047,
0.06179681792855263,
-0.03231407329440117,
0.06410595029592514,
0.016994904726743698,
-0.005841616541147232,
-0.04568216949701309,
0.015253551304340363,
0.011889733374118805,
-0.040447257459163666,
0.02291473187506199,
0.019984444603323936,
0.005652294494211674,
-0.02615986205637455,
-0.016568953171372414,
0.0562116913497448,
-0.007020488381385803,
0.004879786632955074,
-0.01455727033317089,
0.0021788186859339476,
-0.03125297278165817,
0.05367919057607651,
-0.020920205861330032,
-0.002014242112636566,
0.005850023590028286,
-0.01802193932235241,
0.0244248416274786,
0.016233613714575768,
0.021225932985544205,
0.03386630490422249,
0.017884984612464905,
0.07119187712669373,
-0.0278041772544384,
0.028563223779201508,
-0.03594722971320152,
-0.05056338384747505,
-0.0036566471680998802,
0.05820947512984276,
0.04161985218524933,
0.04231220483779907,
-0.03027293272316456,
-0.0388777069747448,
0.0004285482282284647,
0.051923222839832306,
0.02448108419775963,
0.02067798748612404,
0.010909558273851871,
-0.03531026840209961,
0.05226980522274971,
0.06995309144258499,
-0.055284686386585236,
-0.0642668753862381,
0.026292355731129646,
0.04861827194690704,
-0.03471880406141281,
-0.0008636553538963199,
-0.022676248103380203,
0.02941710501909256,
-0.0749431923031807,
-0.07219306379556656,
0.05892200395464897,
0.026822559535503387,
0.010555857792496681,
0.027283772826194763,
0.013979371637105942,
0.028655268251895905,
0.019085871055722237,
0.006322619970887899,
0.004132160916924477,
-0.0554409995675087,
-0.0021382386330515146,
-0.005239562597125769,
0.04440584033727646,
-0.07162117213010788,
0.030909346416592598,
0.003362522227689624,
0.005108102224767208,
0.05399930477142334,
-0.07215950638055801,
0.0018282796954736114,
0.03682629391551018,
0.006611734628677368,
-0.03469662368297577,
0.003652946325019002,
0.02940497174859047,
0.00432141637429595,
0.06583547592163086,
-0.004215761553496122,
0.05505362153053284,
-0.02439262717962265,
0.023710545152425766,
0.08354611694812775,
0.028621969744563103,
0.013992845080792904,
0.02606932632625103,
0.056344401091337204,
-0.0021153746638447046,
-0.033373866230249405,
0.04970964789390564,
-0.03339259326457977,
0.012095760554075241,
-0.018450582399964333,
0.007907169871032238,
-0.01418696716427803,
0.01604495383799076,
0.02301560714840889,
0.005330599378794432,
-0.045957352966070175,
0.007174555212259293,
0.011936966329813004,
-0.009418298490345478,
0.06053988263010979,
-0.026647599413990974,
0.006762237288057804,
0.007099072448909283,
0.009049681946635246,
0.010756097733974457,
-0.05341644957661629,
-0.032190803438425064,
-0.003590160049498081,
-0.024836178869009018,
-0.019377321004867554,
-0.042144838720560074,
-0.027342701330780983,
-0.05940363183617592,
-0.019439905881881714,
0.021791892126202583,
0.002852229168638587,
0.013047127984464169,
0.004403975326567888,
0.006414712406694889,
-0.06144902482628822,
-0.05578051507472992,
-0.01785268634557724,
-0.05684881657361984,
-0.029024289920926094,
-0.08416304737329483,
0.03013577125966549,
0.03847586736083031,
0.038177184760570526,
0.017285915091633797,
0.0036924134474247694,
-0.008963363245129585,
-0.01649390533566475,
0.079916812479496,
0.043544016778469086,
-0.0005507466848939657,
-0.049731943756341934,
0.05151824653148651,
-0.010872865095734596,
0.01899344101548195,
0.019109876826405525,
-0.05250290036201477,
0.06124703213572502,
0.05713755637407303,
0.03118772618472576,
0.019832313060760498,
0.013167680241167545,
-0.04802606627345085,
-0.05506191775202751,
-0.0358574315905571,
-0.027675267308950424,
-0.012550810351967812,
-0.05084844306111336,
-0.030673876404762268,
0.006961594335734844,
-0.03345900774002075,
-0.024803217500448227,
-0.024280807003378868,
0.007875846698880196,
0.0477159284055233,
0.017163731157779694,
0.060532499104738235,
0.0341598242521286,
-0.022631753236055374,
-0.010887510143220425,
0.08678871393203735,
0.0027840069960802794,
-0.0161818265914917,
-0.07979831099510193,
-0.020910214632749557,
0.01825481653213501,
0.015278593637049198,
0.005685542710125446,
0.01268454547971487,
0.08117911219596863,
0.018909618258476257,
-0.009798712097108364,
0.0026184783782809973,
-0.01982971839606762,
-0.047937359660863876,
0.03291965276002884,
-0.01617809385061264,
-0.022351911291480064,
-0.03897324204444885,
-0.02280946634709835,
-0.011366515420377254,
0.023878026753664017,
-0.05040743574500084,
-0.06256929039955139,
-0.01925421692430973,
0.04005083441734314,
0.01628461293876171,
0.002120116725564003,
-0.04050903022289276,
-0.014034457504749298,
-0.07401910424232483,
-0.006137106567621231,
0.009942106902599335,
0.013635641895234585,
-0.008475447073578835,
0.05629375949501991,
0.03319520503282547,
-0.05491797998547554,
0.028142524883151054,
0.009054520167410374,
0.04660774767398834,
0.027571238577365875,
-0.03879223391413689,
0.03491172567009926,
-0.01620829477906227,
0.009150215424597263,
0.00291954237036407,
-0.004976869560778141,
-0.0429379977285862,
-0.05479677394032478,
-0.0012690250296145678,
0.00896363239735365,
-0.001254293485544622,
-0.01905595324933529,
0.04785441234707832,
-0.0005018822266720235,
0.01916978880763054,
-0.013518426567316055,
-0.00757810240611434,
0.04646337404847145,
-0.04778624698519707,
0.047114547342061996,
-0.008836678229272366,
0.013548174872994423,
-0.057867128401994705,
0.006118913646787405,
-0.03640235960483551,
-0.006102468352764845,
-0.005802724044770002,
0.04965827241539955,
-0.018281107768416405,
0.02634730562567711,
0.05698872357606888,
0.033477239310741425,
-0.024465907365083694,
0.04708709567785263,
0.04377482831478119,
-0.014131567440927029,
-0.07020051032304764,
-0.013603090308606625,
-0.02488650754094124,
-0.04089362546801567,
0.005110543686896563,
-0.036679163575172424,
0.026500647887587547,
0.01966373436152935,
-0.015702148899435997,
-0.008867724798619747,
-0.008858071640133858,
-0.047813042998313904,
-0.04041557013988495,
-0.05077700316905975,
-0.029433300718665123,
-0.0007967122946865857,
-0.025564678013324738,
-0.0025058540049940348,
0.06854622066020966,
0.018953105434775352,
0.07137390226125717,
0.04089738428592682,
-0.00888709258288145,
-0.03611842542886734,
0.02480635792016983,
-0.0028765685856342316,
-0.004360760562121868,
-0.044718239456415176,
-0.02719167061150074,
0.06232019513845444,
0.030472636222839355,
0.012359704822301865,
-0.08349258452653885,
-0.010682831518352032,
0.06767526268959045,
-0.022832153365015984,
0.05825766921043396,
0.014214137569069862,
0.07253380864858627,
0.02172609604895115,
0.006025392562150955,
0.03152494505047798,
-0.03814621642231941,
-0.004260268993675709,
-0.03176898881793022,
0.03640417754650116,
-0.014618339948356152,
-0.006585367955267429,
-0.05379316210746765,
0.03822268545627594,
-0.005011774133890867,
0.034710951149463654,
0.019030053168535233,
-0.023906610906124115,
-0.0667368471622467,
-0.007868467830121517,
0.05476107820868492,
-0.06440567225217819,
-0.007690620608627796,
0.03640805184841156,
0.04506031423807144,
-0.035645078867673874,
-0.035323914140462875,
0.016074873507022858,
-0.022943517193198204,
0.021086150780320168,
0.002926816465333104,
-0.03376438468694687,
-0.04927593842148781,
0.0016322260489687324,
-0.00007417520828312263,
-0.020635943859815598,
-0.08023881912231445,
0.04423879086971283,
-0.02717394195497036,
0.005987044423818588,
0.05583123490214348,
0.03598914295434952,
0.023859990760684013,
0.06834402680397034,
0.030099326744675636,
-0.0015782304108142853,
-0.035999007523059845,
0.0634978711605072,
-0.03520224988460541,
0.0006710615125484765,
-0.008479648269712925,
-0.06836937367916107,
-0.02677125856280327,
-0.04912322387099266,
-0.05511239916086197,
-0.04434763640165329,
-0.022915951907634735,
0.05081245303153992,
0.006318498402833939,
0.023892823606729507,
-0.018522018566727638,
0.028120124712586403,
0.006422754377126694,
-0.004734803456813097,
-0.029408035799860954,
-0.03328990563750267,
-0.0487828403711319,
-0.03222930058836937,
0.03695010393857956,
-0.02476448006927967,
0.06043190509080887,
0.0013967760605737567,
0.03024650365114212,
0.015557128936052322,
0.005588164087384939,
-0.016844073310494423,
0.008780794218182564,
-0.0015342362457886338,
-0.04039902612566948,
-0.03183719515800476,
0.013911382295191288,
0.029527895152568817,
0.07177312672138214,
-0.03585447743535042,
0.011494103819131851,
0.009075974114239216,
-0.037467412650585175,
0.002846529008820653,
0.009221422486007214,
0.019974587485194206,
-0.052040454000234604,
-0.03585084155201912,
-0.006008382886648178,
-0.013302122242748737,
0.013796037994325161,
0.011796297505497932,
-0.04996022209525108,
0.013950806111097336,
-0.0061562322080135345,
0.008512175641953945,
0.013874121941626072,
-0.012798137031495571,
-0.011547395028173923,
0.0014886429999023676,
-0.012978301383554935,
-0.07153356075286865,
0.03951134905219078,
-0.05510824918746948,
0.0032934395130723715,
-0.017029624432325363,
-0.0263335183262825,
-0.036567747592926025,
0.0318794883787632,
0.012234209105372429,
-0.009486885741353035,
-0.011263081803917885,
0.041306138038635254,
-0.0030853699427098036,
0.017474042251706123,
-0.03049544245004654,
-0.0076590050011873245,
0.0020648834761232138,
0.04166850075125694,
-0.05389261990785599,
0.02393701858818531,
0.00371566996909678,
0.003985800314694643,
-0.03401735797524452,
-0.012571866624057293,
0.0004015605663880706,
-0.043088965117931366,
0.040403202176094055,
0.05904307961463928,
-0.009365178644657135,
0.010232685133814812,
-0.032611146569252014,
0.002661655656993389,
0.013995112851262093,
-0.05448348820209503,
-0.022103220224380493,
0.0006256400374695659,
-0.0013406395446509123,
0.0048368931747972965,
0.05328918620944023,
0.03666120395064354,
-0.0412360355257988,
-0.05155024304986,
0.0547480508685112,
0.033974602818489075,
0.00511770648881793,
-0.025826357305049896,
0.025300364941358566,
0.037741273641586304,
0.021754931658506393,
-0.03416478633880615,
0.032511066645383835,
0.003527336521074176,
-0.02110530063509941,
0.015545905567705631,
-0.008207287639379501,
0.037226077169179916,
-0.01961057260632515,
-0.02860778570175171,
0.014076066203415394,
0.06484942883253098,
0.024353323504328728,
0.027453087270259857,
-0.02777858078479767,
-0.04373357445001602,
0.029655668884515762,
0.009248457849025726,
-0.06398715078830719,
0.02370932139456272,
0.02024911344051361,
-0.030616387724876404,
0.061359088867902756,
-0.021027488633990288,
-0.0031354078091681004,
0.07404515892267227,
0.029761523008346558,
-0.01798161305487156,
0.02779066376388073,
-0.03428729996085167,
-0.0007013072608970106,
0.03670903667807579,
-0.07543960213661194,
-0.009461967274546623,
-0.029454315081238747,
0.07465620338916779,
-0.10136166214942932,
0.05404568091034889,
0.03801724687218666,
-0.017187325283885002,
0.014768781140446663,
-0.00976959802210331,
-0.051808007061481476,
0.021505529060959816,
-0.05727455019950867,
0.07350074499845505,
0.009639411233365536,
-0.06334998458623886,
0.0793498232960701,
0.018474910408258438,
-0.08317548036575317,
0.010801083408296108,
0.031212780624628067,
0.028182577341794968,
0.03506268188357353,
0.04188817739486694,
-0.031268391758203506,
0.021228430792689323,
-0.022234922274947166,
0.051531534641981125,
-0.021723680198192596,
-0.04236550256609917,
-0.021289939060807228,
-0.04884856566786766,
-0.01465644408017397,
0.026626184582710266,
-0.02156822942197323,
-0.009598051197826862,
0.008519340306520462,
-0.04569737985730171,
-0.07446344941854477,
0.023269804194569588,
0.04608249291777611,
-0.02332974411547184,
-0.0037070063408464193,
-0.0316636860370636,
0.03996851667761803,
0.014334524981677532,
0.006163573823869228,
-0.03230845183134079,
-0.03495834395289421,
0.010059637948870659,
-0.08281687647104263,
-0.01951627992093563,
0.03549734130501747,
0.01019345223903656,
-0.021306639537215233,
-0.00030683487420901656,
-0.007309126667678356,
0.023906897753477097,
0.02652769535779953,
-0.01862330175936222,
-0.001955186016857624,
-0.060843326151371,
-0.011760820634663105,
0.04535864293575287,
0.0044074528850615025,
0.012887232936918736,
-0.02004372328519821,
0.029879875481128693,
0.032812658697366714,
0.03733999654650688,
-0.0163447055965662,
-0.03150898218154907,
-0.01785167306661606,
0.02429755963385105,
-0.0480479970574379,
0.021353507414460182,
0.01706402376294136,
-0.018738240003585815,
-0.03506987914443016,
0.026254745200276375,
-0.028485547751188278,
0.000559758220333606,
-0.0693749338388443,
0.015053638257086277,
0.0254361554980278,
-0.027768127620220184,
-0.04095502197742462,
-0.10107021778821945,
-0.0514204166829586,
-0.04952206090092659,
-0.020062431693077087,
0.025279100984334946,
-0.0372549369931221,
0.017569484189152718,
-0.03807550668716431,
-0.055179085582494736,
0.01573684997856617,
0.025069287046790123,
-0.041380710899829865,
0.04835806041955948,
0.04054411128163338,
-0.05134428292512894,
-0.0001929276331793517,
0.0618261843919754,
-0.0170305036008358,
0.004200126975774765,
0.0003012015949934721,
0.028305331245064735,
0.029989764094352722,
0.008142809383571148,
-0.018943531438708305,
-0.018335720524191856,
-0.042862895876169205,
-0.04929342493414879,
-0.013980030082166195,
-0.020384762436151505,
0.04818801209330559
] |
Buntan/BuntanAI | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language: es
tags:
- summarization
- sagemaker
- mt5
- spanish
license: apache-2.0
datasets:
- mlsum - es
model-index:
- name: mt5-small-mlsum
results:
- task:
type: summarization # Required. Example: automatic-speech-recognition
name: abstractive summarization # Optional. Example: Speech Recognition
dataset:
type: mlsum # Required. Example: common_voice. Use dataset id from https://hf.co/datasets
name: mlsum-es # Required. Example: Common Voice zh-CN
args: es # Optional. Example: zh-CN
metrics:
- name: rouge1
type: rouge1
value: 26.0756
- name: rouge2
type: rouge2
value: 8.4669
- name: rougeL
type: rougeL
value: 20.8167
- name: rougeLsum
type: rougeLsum
value: 21.0822
widget:
- text: "La chocotorta, el tradicional y práctico antojo dulce de los argentinos, fue elegida como el mejor postre del mundo por críticos de restaurants internacionales, a casi 40 años de su creación. El ránking Taste Atlas ubicó primero en su lista al postre insignia local de galletitas, queso crema y dulce de leche, por delante del helado de pistacho italiano y la tarta alemana de manzana. “Este postre argentino sin hornear fue influenciado por la cocina italiana y se inspiró en el famoso tiramisú italiano. Está elaborado con tres ingredientes básicos argentinos: galletas de chocolate, dulce de leche y queso crema”, explica la página web que exhorta a los turistas de todo el mundo a que prueben la chocotorta. En la votación, superó también a los waffles belgas y el zserbó húngaro. A nivel local le sigue el alfajor, con 4,2 puntos contra los 4,7 de la torta. En el texto que acompaña al listón dorado de “postre número uno“, los expertos enseñan además cómo se hacen las chocotortas, paso por paso. “Las galletas se ablandan en leche y se cubren con una combinación de queso crema y dulce de leche. Las formas de la chocotorta pueden variar, mientras que las galletas se pueden remojar con leche con chocolate, café o incluso licor de café”, detallan. Por último, adjudican su creación a una “campaña de márketing” diseñada para promover las galletitas icónicas que le dan su nombre. La chocotorta, infaltable en los cumpleaños argentinos, fue creada en 1982 por una creativa de las agencias más importantes del país, Marité Mabragaña."
---
## mt5-small-mlsum
This model was trained on the Spanish section of MLSum: https://paperswithcode.com/sota/abstractive-text-summarization-on-mlsum based on mt5-small.
## Hyperparameters
{
"dataset_config": "es",
"dataset_name": "mlsum",
"do_eval": true,
"do_predict": true,
"do_train": true,
"fp16": true,
"max_target_length": 64,
"model_name_or_path": "google/mt5-small",
"num_train_epochs": 10,
"output_dir": "/opt/ml/checkpoints",
"per_device_eval_batch_size": 4,
"per_device_train_batch_size": 4,
"predict_with_generate": true,
"sagemaker_container_log_level": 20,
"sagemaker_program": "run_summarization.py",
"save_strategy": "epoch",
"seed": 7,
"summary_column": "summary",
"text_column": "text"
}
## Usage
```
article = """ La chocotorta, el tradicional y práctico antojo dulce de los argentinos, fue elegida como el mejor postre del mundo por críticos de restaurants internacionales, a casi 40 años de su creación. El ránking Taste Atlas ubicó primero en su lista al postre insignia local de galletitas, queso crema y dulce de leche, por delante del helado de pistacho italiano y la tarta alemana de manzana. “Este postre argentino sin hornear fue influenciado por la cocina italiana y se inspiró en el famoso tiramisú italiano. Está elaborado con tres ingredientes básicos argentinos: galletas de chocolate, dulce de leche y queso crema”, explica la página web que exhorta a los turistas de todo el mundo a que prueben la chocotorta. En la votación, superó también a los waffles belgas y el zserbó húngaro. A nivel local le sigue el alfajor, con 4,2 puntos contra los 4,7 de la torta. En el texto que acompaña al listón dorado de “postre número uno", los expertos enseñan además cómo se hacen las chocotortas, paso por paso. “Las galletas se ablandan en leche y se cubren con una combinación de queso crema y dulce de leche. Las formas de la chocotorta pueden variar, mientras que las galletas se pueden remojar con leche con chocolate, café o incluso licor de café”, detallan. Por último, adjudican su creación a una “campaña de márketing” diseñada para promover las galletitas icónicas que le dan su nombre. La chocotorta, infaltable en los cumpleaños argentinos, fue creada en 1982 por una creativa de las agencias más importantes del país, Marité Mabragaña. """
from transformers import pipeline
summarizer = pipeline("summarization", model="LeoCordoba/mt5-small-mlsum")
summarizer(article, min_length=5, max_length=64)
```
result: [{'summary_text': 'El ránking Taste Atlas ubicó primero en su lista al postre insignia local de galletitas, queso crema y dulce de leche'}]
## Results
| metric | score |
| --- | ----- |
| eval_rouge1 | 26.4352 |
| eval_rouge2 | 8.9293 |
| eval_rougeL | 21.2622 |
| eval_rougeLsum | 21.5518 |
| test_rouge1 | 26.0756 |
| test_rouge2 | 8.4669 |
| test_rougeL | 20.8167 |
| test_rougeLsum | 21.0822 |
| [
0.004535150248557329,
-0.01633482612669468,
0.011957883834838867,
0.03811464458703995,
0.05331115424633026,
-0.009638015180826187,
-0.0034906917717307806,
0.010951302945613861,
-0.03062700293958187,
0.06416654586791992,
0.02434518188238144,
-0.03212380036711693,
0.00030950584914535284,
0.015625134110450745,
-0.03690594062209129,
-0.03564516082406044,
-0.03799832984805107,
-0.02395670674741268,
-0.046252042055130005,
-0.029156235978007317,
0.01050074864178896,
0.003296347800642252,
-0.005804628133773804,
0.026355940848588943,
-0.0025333373341709375,
0.017556868493556976,
0.031084783375263214,
0.02189534530043602,
0.015164450742304325,
-0.071461521089077,
-0.03648019954562187,
-0.03461184352636337,
-0.034017838537693024,
-0.030788682401180267,
-0.024364855140447617,
-0.015601282007992268,
0.025716545060276985,
0.006627392489463091,
0.022009529173374176,
0.04687095806002617,
-0.0020413282327353954,
0.04087846726179123,
-0.023328792303800583,
-0.055056460201740265,
0.020094087347388268,
0.010352476499974728,
-0.038405973464250565,
-0.0655759796500206,
0.025429166853427887,
-0.011477138847112656,
-0.057551175355911255,
-0.053953349590301514,
-0.02010195329785347,
0.026842720806598663,
-0.027403302490711212,
-0.040576666593551636,
-0.055548328906297684,
0.05258846655488014,
0.06271369010210037,
-0.05554955080151558,
-0.05165449157357216,
-0.010982315056025982,
-0.09578264504671097,
0.005978856235742569,
0.001804507221095264,
-0.0701012909412384,
0.006610798183828592,
-0.030664097517728806,
0.028158895671367645,
-0.04104801267385483,
0.07054606080055237,
-0.058992549777030945,
0.01976192370057106,
-0.059387922286987305,
-0.02812661975622177,
-0.0341002382338047,
0.0251348577439785,
0.031061401590704918,
-0.03743690624833107,
0.06414636969566345,
0.055215246975421906,
-0.01462119072675705,
0.029917050153017044,
-0.02002684772014618,
-0.013825002126395702,
0.04578802362084389,
-0.03685731068253517,
-0.01243315078318119,
0.02170371077954769,
0.022855443879961967,
-0.03999511897563934,
-0.04260777309536934,
-0.0041001602075994015,
-0.031145254150032997,
0.028231855481863022,
0.034988414496183395,
0.0629303827881813,
-0.027546223253011703,
0.050644293427467346,
0.005164566449820995,
0.027254819869995117,
0.05661148205399513,
-0.015089062042534351,
0.04642714560031891,
-0.006365879438817501,
0.0005764811648987234,
-0.010435269214212894,
-0.03976263850927353,
-0.036923766136169434,
0.03391046077013016,
0.021102143451571465,
-0.027056293562054634,
-0.03002915531396866,
0.0536411851644516,
-0.005874956957995892,
-0.03648003935813904,
0.05380242317914963,
-0.04274842515587807,
-0.053569406270980835,
-0.04892187938094139,
0.06186512112617493,
0.03164471685886383,
-0.018748397007584572,
0.03736265376210213,
-0.032557178288698196,
0.002686323830857873,
-0.04255196824669838,
-0.06609970331192017,
-0.0003346107841935009,
0.04848254472017288,
-0.009885639883577824,
0.04904961958527565,
-0.0006028066854923964,
-0.04405422508716583,
0.044859111309051514,
-0.010607007890939713,
-0.05661454051733017,
0.02385219931602478,
0.053848039358854294,
0.11049900203943253,
-0.06894434988498688,
-0.04000391066074371,
0.00455202953889966,
-0.020528584718704224,
0.020791495218873024,
0.008923898451030254,
0.008878172375261784,
-0.04460633918642998,
-0.033771246671676636,
0.012361655943095684,
0.05514556169509888,
-0.07600001990795135,
-0.01112407073378563,
0.03689543902873993,
-0.005770845804363489,
0.04624729976058006,
-0.03672068938612938,
-0.018652010709047318,
0.008293820545077324,
-0.01701793633401394,
-0.017464052885770798,
0.014428606256842613,
0.011843690648674965,
-0.028158003464341164,
-0.05127827823162079,
-0.04832924157381058,
0.004584816284477711,
0.07693774253129959,
-0.016835933551192284,
-0.01214085053652525,
-0.04399906471371651,
0.019791988655924797,
0.04269303008913994,
0.019013164564967155,
-0.019001729786396027,
0.023520149290561676,
0.06403501331806183,
0.06899136304855347,
-0.02919149212539196,
0.06965641677379608,
0.0029958407394587994,
-0.010528204031288624,
-0.057528138160705566,
0.014381632208824158,
0.01215046364814043,
-0.04834600165486336,
0.019072404131293297,
0.023027731105685234,
0.006308939773589373,
-0.03368902578949928,
-0.019490037113428116,
0.03972698375582695,
-0.007366504520177841,
0.004229127429425716,
-0.008008427917957306,
-0.005840821657329798,
-0.03308207541704178,
0.04998374357819557,
-0.0269791167229414,
-0.004609031602740288,
0.010027550160884857,
-0.009500530548393726,
0.005199475679546595,
0.013532400131225586,
0.02151322364807129,
0.04382367059588432,
0.014471085742115974,
0.07740821689367294,
-0.019890809431672096,
0.009265931323170662,
-0.0351300872862339,
-0.053263843059539795,
-0.009481493383646011,
0.06132761016488075,
0.03695228323340416,
0.04284889996051788,
-0.022591490298509598,
-0.044968534260988235,
0.0056775398552417755,
0.055283721536397934,
0.037039801478385925,
0.0314377099275589,
0.009806553833186626,
-0.037570271641016006,
0.04320305958390236,
0.07077790051698685,
-0.051036179065704346,
-0.06352066248655319,
0.027336914092302322,
0.04190398380160332,
-0.0318872295320034,
-0.0021082123275846243,
-0.014593838714063168,
0.04091915860772133,
-0.06553585827350616,
-0.08457182347774506,
0.06006880849599838,
0.018655046820640564,
0.008300166577100754,
0.030536314472556114,
0.015418482013046741,
0.022957513108849525,
0.022345105186104774,
0.0005156310508027673,
0.013902422040700912,
-0.07640159130096436,
0.006791418883949518,
-0.003149537369608879,
0.046770863234996796,
-0.07027798891067505,
0.026189390569925308,
-0.0012936380226165056,
-0.01014375314116478,
0.04755480960011482,
-0.07672766596078873,
-0.0037321671843528748,
0.02679191529750824,
-0.0008193639805540442,
-0.042288053780794144,
0.009016704745590687,
0.02520902268588543,
0.017899658530950546,
0.06549753993749619,
-0.011603430844843388,
0.06142161041498184,
-0.015249213203787804,
0.020570877939462662,
0.07080447673797607,
0.04002518951892853,
0.010558092966675758,
0.030633002519607544,
0.053833093494176865,
0.002230370184406638,
-0.026401255279779434,
0.055297691375017166,
-0.03722117841243744,
0.010084663517773151,
-0.026367079466581345,
0.006029846146702766,
-0.008260256610810757,
0.023561520501971245,
0.025189824402332306,
0.000410560896852985,
-0.04175896942615509,
0.00715559022501111,
0.005289819091558456,
0.001946958596818149,
0.06413473188877106,
-0.031699039041996,
0.009084061719477177,
0.0007744165486656129,
0.0037835289258509874,
0.010937536135315895,
-0.06590601056814194,
-0.027141056954860687,
-0.010907345451414585,
-0.01885800249874592,
-0.013433943502604961,
-0.04286762326955795,
-0.03462431579828262,
-0.054723743349313736,
-0.015966689214110374,
0.016824984923005104,
0.01334923505783081,
0.02242681011557579,
0.003976580686867237,
0.011642791330814362,
-0.06013274937868118,
-0.04628242179751396,
-0.012670200318098068,
-0.04274960979819298,
-0.020743094384670258,
-0.08128711581230164,
0.03323373571038246,
0.03804793581366539,
0.041590552777051926,
0.02262089215219021,
-0.005425042938441038,
-0.010636971332132816,
-0.018211213871836662,
0.08218845725059509,
0.04678832367062569,
-0.00027740179211832583,
-0.057884663343429565,
0.047798555344343185,
-0.0026504434645175934,
0.020251618698239326,
0.010299425572156906,
-0.045883893966674805,
0.06433525681495667,
0.06008639559149742,
0.02224811725318432,
0.01863708533346653,
0.027192803099751472,
-0.052939195185899734,
-0.051476482301950455,
-0.026802537962794304,
-0.02684701420366764,
-0.012535719200968742,
-0.03711395710706711,
-0.028788357973098755,
0.002597119892016053,
-0.033013712614774704,
-0.03533852845430374,
-0.01300866436213255,
0.008427383378148079,
0.040979597717523575,
0.018673764541745186,
0.051979973912239075,
0.036614980548620224,
-0.03461652621626854,
-0.0038253802340477705,
0.09437484294176102,
0.005753860343247652,
-0.01988224871456623,
-0.08011462539434433,
-0.02469635382294655,
0.020248698070645332,
0.02427288331091404,
0.001733039622195065,
0.013496029190719128,
0.07816898077726364,
0.0025794701650738716,
-0.0020670245867222548,
0.008039773441851139,
-0.0313427709043026,
-0.03977561742067337,
0.037084270268678665,
-0.014811285771429539,
-0.021338490769267082,
-0.04966828599572182,
-0.017786234617233276,
-0.0021124568302184343,
0.028473665937781334,
-0.04333110153675079,
-0.05582978203892708,
-0.024857522919774055,
0.043373942375183105,
0.01792242005467415,
-0.0066863796673715115,
-0.0426739901304245,
-0.008625216782093048,
-0.07168536633253098,
-0.008681726641952991,
0.002128404565155506,
0.0040654754266142845,
-0.001157902181148529,
0.061689190566539764,
0.0387338250875473,
-0.051541585475206375,
0.022224079817533493,
0.011031948029994965,
0.05892547592520714,
0.028370698913931847,
-0.0372806079685688,
0.034738898277282715,
-0.024425387382507324,
0.021366272121667862,
0.0024432360660284758,
-0.01671072654426098,
-0.045777950435876846,
-0.050479207187891006,
-0.00940677523612976,
0.012155205942690372,
-0.004813118372112513,
-0.012913545593619347,
0.055755242705345154,
0.00024094870605040342,
0.011831546202301979,
-0.014280242845416069,
-0.009858574718236923,
0.0549735352396965,
-0.048492006957530975,
0.05004233121871948,
-0.004134995397180319,
0.022844990715384483,
-0.06258465349674225,
0.013649927452206612,
-0.03382998704910278,
-0.012541460804641247,
-0.01275611948221922,
0.06543086469173431,
-0.024873808026313782,
0.02831198461353779,
0.059513043612241745,
0.02449740096926689,
-0.0354226715862751,
0.048210348933935165,
0.043585315346717834,
-0.011943847872316837,
-0.07226451486349106,
-0.013225645758211613,
-0.021128516644239426,
-0.04144765064120293,
0.009058523923158646,
-0.03091302700340748,
0.02629772573709488,
0.017573481425642967,
-0.023623613640666008,
-0.015184068121016026,
-0.006976767908781767,
-0.04610038176178932,
-0.036092180758714676,
-0.054723720997571945,
-0.03142186626791954,
0.013474750332534313,
-0.023149507120251656,
0.002655475400388241,
0.06813662499189377,
0.007207902148365974,
0.0544755719602108,
0.04116791859269142,
-0.012941270135343075,
-0.042034536600112915,
0.021333105862140656,
-0.008671429939568043,
-0.014950769022107124,
-0.04809904471039772,
-0.02433207258582115,
0.04777216538786888,
0.03485940396785736,
0.028790131211280823,
-0.07521604746580124,
-0.010716981254518032,
0.06500396132469177,
-0.01886672154068947,
0.046171266585588455,
0.014559178613126278,
0.0716685876250267,
0.027860870584845543,
0.013374043628573418,
0.02332376316189766,
-0.030088229104876518,
0.0072633386589586735,
-0.038346052169799805,
0.020770665258169174,
-0.003363571362569928,
-0.008509847335517406,
-0.0471651591360569,
0.03795703500509262,
-0.002404386643320322,
0.018965812399983406,
0.02566542662680149,
-0.022044839337468147,
-0.062476303428411484,
-0.00444783503189683,
0.0512828603386879,
-0.06689241528511047,
0.005359663628041744,
0.03855478763580322,
0.047406524419784546,
-0.040826477110385895,
-0.02398289367556572,
0.02167065441608429,
-0.01346635166555643,
0.023476269096136093,
0.006308834068477154,
-0.04205862432718277,
-0.035286273807287216,
-0.007222192827612162,
-0.006478853523731232,
-0.023413795977830887,
-0.07858361303806305,
0.032185230404138565,
-0.026281490921974182,
-0.005952236242592335,
0.06683173030614853,
0.03637227416038513,
0.024771317839622498,
0.05569931119680405,
0.02624451369047165,
0.0015614776639267802,
-0.03255714848637581,
0.06868509203195572,
-0.026972459629178047,
-0.003970110323280096,
-0.014345362782478333,
-0.056056562811136246,
-0.025608306750655174,
-0.049632977694272995,
-0.046073753386735916,
-0.042146939784288406,
-0.023912832140922546,
0.05166579410433769,
0.00504217529669404,
0.023894216865301132,
-0.023237815126776695,
0.028791282325983047,
0.013833514414727688,
-0.013986543752253056,
-0.020510150119662285,
-0.03323265537619591,
-0.052887313067913055,
-0.028346439823508263,
0.04347901791334152,
-0.03394607454538345,
0.04807276651263237,
-0.0030120511073619127,
0.03449985757470131,
0.026712488383054733,
0.0006752831977792084,
-0.005274096038192511,
0.02157214656472206,
-0.0006210631690919399,
-0.0383727103471756,
-0.042463190853595734,
0.017478518187999725,
0.030435264110565186,
0.07700080424547195,
-0.0383337028324604,
0.022885296493768692,
0.0050630574114620686,
-0.02725881338119507,
0.0025888807140290737,
0.011030656285583973,
0.024968398734927177,
-0.05318186432123184,
-0.03169887512922287,
-0.008931523188948631,
-0.014882540330290794,
0.009314527735114098,
0.008067113347351551,
-0.040158916264772415,
0.025236185640096664,
0.0006414892268367112,
0.007320665754377842,
0.013815309852361679,
-0.014498491771519184,
0.0001905406970763579,
0.005833191331475973,
-0.015160472132265568,
-0.07388480752706528,
0.03818458318710327,
-0.05569583922624588,
0.0010783259058371186,
-0.01648808643221855,
-0.02114509791135788,
-0.031201329082250595,
0.030157532542943954,
0.003866195445880294,
-0.003851990681141615,
-0.006396931130439043,
0.03892505541443825,
0.000941042962949723,
0.013746161945164204,
-0.04070946201682091,
-0.010031755082309246,
-0.00015171835548244417,
0.045916587114334106,
-0.05345197767019272,
0.018422964960336685,
0.0014299004105851054,
-0.0041801659390330315,
-0.03185760974884033,
-0.02198258601129055,
-0.0013670582557097077,
-0.03382474184036255,
0.044218651950359344,
0.05629393085837364,
-0.01121164858341217,
0.011821589432656765,
-0.023611975833773613,
-0.004259569104760885,
0.008818892762064934,
-0.06436584889888763,
-0.019267691299319267,
-0.00040409775101579726,
0.009736483916640282,
0.010201276279985905,
0.049120571464300156,
0.039939116686582565,
-0.04794635623693466,
-0.05421841889619827,
0.04234018176794052,
0.02017052285373211,
0.004823902156203985,
-0.012781403958797455,
0.03776970133185387,
0.03481422737240791,
0.03132469207048416,
-0.030117405578494072,
0.02909369394183159,
-0.01559350173920393,
-0.010360605083405972,
0.01290832832455635,
-0.01039737369865179,
0.022787827998399734,
-0.01588072068989277,
-0.01702456921339035,
-0.008648541755974293,
0.0691245049238205,
0.022512272000312805,
0.03325480595231056,
-0.026547759771347046,
-0.05478435754776001,
0.027170009911060333,
0.0035900408402085304,
-0.05462357774376869,
0.02891891449689865,
0.013272092677652836,
-0.029836274683475494,
0.049734026193618774,
-0.013110274448990822,
0.0032546808943152428,
0.07525909692049026,
0.020262006670236588,
-0.02866545133292675,
0.028501523658633232,
-0.029323086142539978,
-0.00036850690958090127,
0.03458768129348755,
-0.0768778845667839,
-0.016198106110095978,
-0.03230541571974754,
0.07699237018823624,
-0.09380745142698288,
0.05689326301217079,
0.034867264330387115,
-0.009134834632277489,
0.0020416623447090387,
-0.016941998153924942,
-0.05241313576698303,
0.014090501703321934,
-0.05680093914270401,
0.07540884613990784,
0.01591024175286293,
-0.06664502620697021,
0.07330811768770218,
0.024751562625169754,
-0.08435717225074768,
0.01967356540262699,
0.023194262757897377,
0.02706362120807171,
0.04599442332983017,
0.02957426942884922,
-0.04203836992383003,
0.010584834963083267,
-0.029134895652532578,
0.04310969263315201,
-0.022075511515140533,
-0.034056320786476135,
-0.027753304690122604,
-0.05192254111170769,
-0.01636379584670067,
0.012523642741143703,
-0.018721185624599457,
-0.005525755695998669,
0.0021452561486512423,
-0.040838856250047684,
-0.07453668862581253,
0.02018051967024803,
0.03759540617465973,
-0.02595704421401024,
-0.0041661434806883335,
-0.02426999993622303,
0.03791971504688263,
0.02422615885734558,
0.010187218897044659,
-0.028300000354647636,
-0.028979459777474403,
-0.005216292105615139,
-0.07792498171329498,
-0.025689251720905304,
0.03916560858488083,
0.023911286145448685,
-0.026678066700696945,
-0.001836581388488412,
-0.010446878150105476,
0.009475870057940483,
0.0384831428527832,
-0.012189509347081184,
-0.0022158741485327482,
-0.06425664573907852,
-0.010830375365912914,
0.03526134043931961,
0.007817364297807217,
0.003910720348358154,
-0.011787205003201962,
0.029451364651322365,
0.03051154315471649,
0.03620670363306999,
-0.014339846558868885,
-0.036801472306251526,
-0.02000829577445984,
0.020713383331894875,
-0.048017263412475586,
0.01789744570851326,
0.028157340362668037,
-0.03114200383424759,
-0.015267480164766312,
0.02967488020658493,
-0.023122569546103477,
0.006678824778646231,
-0.07181002199649811,
0.02488403022289276,
0.028239088132977486,
-0.022678721696138382,
-0.03832345828413963,
-0.09510242938995361,
-0.05516810715198517,
-0.05280259996652603,
-0.01129409670829773,
0.01830761320888996,
-0.050223685801029205,
0.007502391934394836,
-0.03379976749420166,
-0.04368562996387482,
0.026601016521453857,
0.020543433725833893,
-0.03497101739048958,
0.052163027226924896,
0.033122479915618896,
-0.061253827065229416,
0.009150790050625801,
0.07288681715726852,
-0.007349458057433367,
0.014424048364162445,
0.012297645211219788,
0.027783086523413658,
0.04058701545000076,
0.0023220288567245007,
-0.012896215543150902,
-0.007952840067446232,
-0.05946221947669983,
-0.05266694724559784,
-0.022682245820760727,
-0.017990488559007645,
0.051747266203165054
] |
Buntan/xlm-roberta-base-finetuned-marc-en | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- conversational
---
This is Chandler.
Chandler is your friend too. | [
-0.042004749178886414,
0.02188120037317276,
-0.0007396791479550302,
0.03223318234086037,
0.007807263173162937,
0.015442833304405212,
-0.019861185923218727,
0.020484507083892822,
-0.020067431032657623,
0.034705374389886856,
0.042543698102235794,
-0.015126056037843227,
0.029666103422641754,
0.032259974628686905,
-0.06163739040493965,
-0.01238805428147316,
-0.03876489773392677,
-0.013558290898799896,
-0.01972128450870514,
-0.027059193700551987,
0.029854824766516685,
0.02492816187441349,
-0.022094914689660072,
0.018811844289302826,
0.01567920669913292,
0.021097447723150253,
-0.009262478910386562,
0.020033081993460655,
0.03953101485967636,
-0.04369259625673294,
0.01814270205795765,
-0.03587077930569649,
-0.026852991431951523,
-0.03692643344402313,
-0.028753872960805893,
-0.02900933101773262,
0.015165585093200207,
0.0007547837449237704,
-0.019366975873708725,
0.04004799202084541,
-0.013472949154675007,
-0.022765882313251495,
0.022323012351989746,
-0.044880207628011703,
0.0631861463189125,
0.005702766589820385,
-0.03966730087995529,
-0.010051149874925613,
0.02589385211467743,
-0.03738655149936676,
-0.028628172352910042,
-0.038724400103092194,
-0.06278011202812195,
-0.024250276386737823,
0.006236496847122908,
-0.055527638643980026,
-0.04018865153193474,
-0.016273541375994682,
0.0779968649148941,
-0.012074695900082588,
-0.02479659952223301,
-0.000968247011769563,
-0.07450137287378311,
0.011698350310325623,
0.020243948325514793,
-0.07427823543548584,
0.036559976637363434,
-0.06947921961545944,
-0.013812179677188396,
-0.02551853284239769,
0.03976883739233017,
-0.0598425418138504,
0.01658448576927185,
-0.05201222375035286,
-0.004304592497646809,
-0.018609318882226944,
0.05903364345431328,
0.07479885220527649,
-0.04198281839489937,
0.05667218565940857,
0.04745965451002121,
0.02157191000878811,
0.08531633019447327,
-0.00432825181633234,
-0.03263331949710846,
0.01822022534906864,
-0.029680464416742325,
0.00797310471534729,
-0.004066897090524435,
0.022230621427297592,
-0.034627605229616165,
-0.06734262406826019,
-0.020280521363019943,
-0.00294237001799047,
0.008816642686724663,
0.053994227200746536,
0.028301866725087166,
-0.02129838615655899,
0.009523889981210232,
0.031117521226406097,
0.010547407902777195,
0.050087299197912216,
-0.01353748794645071,
0.03671365976333618,
-0.004668328445404768,
-0.0009502886096015573,
0.025589780882000923,
-0.000852024182677269,
-0.04970379173755646,
0.022395338863134384,
0.013261727057397366,
-0.04224824532866478,
-0.01559001486748457,
0.03748894855380058,
0.012836401350796223,
-0.0015188363613560796,
0.04931838437914848,
-0.04732969030737877,
-0.03596746176481247,
-0.049599889665842056,
0.06239008530974388,
-0.017424076795578003,
-0.0018413998186588287,
-0.02321922406554222,
-0.036295365542173386,
0.0014273925917223096,
-0.03359174355864525,
-0.027957892045378685,
-0.002899658400565386,
-0.0018870318308472633,
0.03266433998942375,
0.057754531502723694,
-0.054016441106796265,
-0.046201884746551514,
0.0005259188474155962,
0.037465423345565796,
-0.03412654995918274,
0.012197005562484264,
0.029854493215680122,
0.0875524953007698,
-0.06864875555038452,
-0.057727400213479996,
-0.0240409467369318,
0.054070815443992615,
-0.04573795199394226,
0.008873033337295055,
0.027345823124051094,
0.004097625147551298,
-0.039068810641765594,
-0.014645864255726337,
0.02677723579108715,
-0.05627705156803131,
0.003534251358360052,
0.03303300961852074,
0.010879747569561005,
0.03593068569898605,
-0.04536173492670059,
-0.011845408007502556,
0.026919938623905182,
-0.017297104001045227,
-0.06778130680322647,
0.03985660523176193,
-0.02129465527832508,
-0.022173983976244926,
-0.04224662855267525,
-0.035990044474601746,
-0.016020018607378006,
0.05875271558761597,
0.0015025354223325849,
-0.0387888103723526,
-0.039158593863248825,
0.035359520465135574,
0.07672220468521118,
0.030991166830062866,
-0.007130677346140146,
0.03246353566646576,
0.07849349081516266,
0.036191318184137344,
-0.04570198804140091,
0.059589970856904984,
-0.00313832750543952,
-0.03097951039671898,
-0.03018892928957939,
-0.0028176233172416687,
0.025729183107614517,
-0.018937435001134872,
0.022406132891774178,
0.056248780339956284,
-0.025408325716853142,
-0.04476972296833992,
0.00123599951621145,
0.05060207098722458,
-0.01122190710157156,
-0.0005525964079424739,
-0.008235168643295765,
-0.011506099253892899,
-0.03584851324558258,
0.040604446083307266,
-0.032589323818683624,
-0.013488898053765297,
-0.021417751908302307,
-0.024299684911966324,
0.0331394225358963,
0.0058916909620165825,
0.00428071478381753,
0.0397932343184948,
-0.031491175293922424,
0.07875154912471771,
-0.06183813139796257,
0.011440809816122055,
-0.037977032363414764,
-0.018178194761276245,
-0.005571302492171526,
0.05309000983834267,
0.006020631641149521,
0.03204314038157463,
-0.045479606837034225,
-0.06204986199736595,
0.026667937636375427,
0.01693234033882618,
0.03929316997528076,
0.007517495658248663,
-0.015226855874061584,
-0.01213948242366314,
0.035821396857500076,
0.03987709432840347,
-0.02467062510550022,
-0.007070554886013269,
-0.005956628825515509,
0.0277495589107275,
-0.01786934770643711,
-0.024776315316557884,
-0.03542277589440346,
-0.009699911810457706,
-0.05166919156908989,
-0.06161067262291908,
0.05832598730921745,
0.01955057680606842,
-0.003933512140065432,
0.037820395082235336,
-0.003130558878183365,
-0.003939777612686157,
0.05948878824710846,
0.007353895343840122,
-0.009062330238521099,
-0.09139657020568848,
-0.015703517943620682,
0.036862000823020935,
0.08878040313720703,
-0.04558863118290901,
0.033125776797533035,
0.015125070698559284,
0.007550514303147793,
0.020020324736833572,
-0.023320388048887253,
0.04771662503480911,
0.04065863415598869,
0.04400798678398132,
-0.01637224480509758,
0.056985728442668915,
0.009594610892236233,
0.02660001628100872,
0.05066479369997978,
-0.018705561757087708,
0.06773846596479416,
-0.02142823114991188,
0.02969355322420597,
0.04272616282105446,
0.029584307223558426,
0.004651890601962805,
0.02179601415991783,
0.05684492737054825,
-0.0028174426406621933,
0.02760806865990162,
0.041554369032382965,
-0.023530839011073112,
0.01583419181406498,
-0.06335034221410751,
-0.010003426112234592,
-0.0005850062007084489,
-0.03975914046168327,
0.04976610466837883,
0.0019157303031533957,
-0.004042084328830242,
0.0007465634262189269,
-0.01894533261656761,
-0.011243598535656929,
0.06404475122690201,
-0.01598300412297249,
-0.019152101129293442,
-0.0036343999672681093,
-0.03404863178730011,
0.031071659177541733,
-0.07526220381259918,
-0.0248673427850008,
-0.004599063191562891,
-0.04825630411505699,
-0.02376760169863701,
-0.08376777917146683,
-0.0280170701444149,
-0.056991126388311386,
-0.0305204875767231,
0.05540782958269119,
0.00906651746481657,
0.021176187321543694,
-0.000018353066479903646,
0.01917925663292408,
-0.03318655490875244,
-0.056179434061050415,
-0.06035858765244484,
-0.0057482635602355,
0.0006630438729189336,
-0.02620478719472885,
0.03374559059739113,
0.04525398835539818,
0.05670956149697304,
0.005563297774642706,
-0.04783801734447479,
-0.07638996094465256,
-0.015508093871176243,
0.0449160672724247,
0.020016124472022057,
-0.03874880075454712,
-0.02807031385600567,
0.012147094123065472,
0.00026087218429893255,
0.0019939306657761335,
-0.02354745753109455,
-0.04700639471411705,
0.06594420224428177,
0.03793352097272873,
-0.02610212378203869,
0.006381533574312925,
-0.015798445791006088,
-0.01626381278038025,
-0.029698723927140236,
-0.033179838210344315,
-0.012879323214292526,
-0.014920029789209366,
-0.044249895960092545,
-0.057335492223501205,
-0.038451019674539566,
-0.054692767560482025,
-0.0036866790615022182,
-0.009092684835195541,
0.007452631834894419,
0.035941798239946365,
0.03663773462176323,
0.018496623262763023,
0.015591012313961983,
-0.009943383745849133,
-0.026145312935113907,
0.05843560770153999,
-0.055465273559093475,
-0.002156986389309168,
-0.05119255930185318,
-0.039194632321596146,
0.03722059354186058,
0.00017129276238847524,
0.010850365273654461,
-0.023461630567908287,
0.032169271260499954,
0.046257924288511276,
-0.004717096220701933,
0.02172689512372017,
-0.059530798345804214,
-0.004912795033305883,
-0.028748365119099617,
-0.036201611161231995,
-0.023773636668920517,
-0.04322708025574684,
-0.02632264234125614,
-0.028198812156915665,
0.02492300420999527,
-0.06843016296625137,
-0.005768719129264355,
-0.02387853153049946,
-0.01665911264717579,
0.0433465950191021,
0.023041728883981705,
-0.05266718193888664,
-0.007282996084541082,
-0.016901850700378418,
-0.019244708120822906,
-0.009422792121767998,
-0.03384888917207718,
0.004509776830673218,
0.03016279637813568,
0.007783209905028343,
0.0010239174589514732,
0.0541161485016346,
0.0049398490227758884,
0.05659196525812149,
0.061270929872989655,
-0.030436744913458824,
0.02874692715704441,
-0.01968873105943203,
0.0339074470102787,
-0.0060125961899757385,
-0.029219869524240494,
-0.044369619339704514,
-0.10095804184675217,
-0.04421863332390785,
0.03653612360358238,
-0.019418634474277496,
-0.001656179316341877,
0.04804326593875885,
-0.06086543947458267,
-0.026408683508634567,
-0.008711861446499825,
0.036502305418252945,
0.018369518220424652,
-0.008188326843082905,
0.06633821129798889,
0.0015798541717231274,
0.03194619342684746,
-0.03699728846549988,
-0.026705527678132057,
-0.03558678552508354,
-0.020839516073465347,
0.007909589447081089,
0.05600671097636223,
0.012702430598437786,
0.029247218742966652,
0.09108076244592667,
0.0676649734377861,
-0.055586718022823334,
0.05405242368578911,
0.06508903950452805,
-0.024825800210237503,
-0.03728591278195381,
-0.003118913620710373,
-0.010443689301609993,
-0.0006660801009275019,
-0.008490335196256638,
-0.03833150118589401,
0.023784294724464417,
0.04203154146671295,
-0.0026568640023469925,
0.002227838383987546,
0.028291288763284683,
-0.030700933188199997,
-0.021172797307372093,
-0.08295360207557678,
-0.005360677372664213,
0.004266212694346905,
-0.01940072327852249,
0.052306391298770905,
0.03458799421787262,
0.016758212819695473,
0.06430873274803162,
0.031842052936553955,
-0.031509943306446075,
-0.03432867303490639,
0.044101864099502563,
0.02579580433666706,
-0.03480180725455284,
-0.06133459880948067,
-0.03125257417559624,
0.018691711127758026,
0.0348554402589798,
-0.016314614564180374,
-0.09322652965784073,
0.02237367257475853,
0.05890645831823349,
-0.03502778708934784,
0.06524401903152466,
0.011906860396265984,
0.02614395134150982,
0.03036191128194332,
0.019199131056666374,
0.054676689207553864,
-0.06314871460199356,
0.007162489928305149,
-0.014016096480190754,
0.006241962313652039,
-0.03320952504873276,
-0.049019355326890945,
-0.05303938314318657,
0.01605437695980072,
0.02569884993135929,
0.008042365312576294,
0.029903339222073555,
-0.037228044122457504,
-0.047036245465278625,
-0.031215723603963852,
0.03821985796093941,
-0.018344732001423836,
0.01358866784721613,
0.00464475667104125,
0.0545085109770298,
-0.05444810539484024,
0.00020108619355596602,
0.004734794143587351,
0.007839583791792393,
0.03700606897473335,
-0.022506562992930412,
-0.01864279806613922,
-0.019156575202941895,
0.0352502316236496,
-0.011350986547768116,
-0.014887192286550999,
-0.09010867029428482,
0.04024418070912361,
-0.01318997424095869,
-0.012910484336316586,
0.06611698865890503,
0.05521518737077713,
0.059416841715574265,
0.06711095571517944,
-0.020615803077816963,
0.021629907190799713,
-0.03428821265697479,
0.027265628799796104,
-0.0451505221426487,
-0.041510775685310364,
0.014872265979647636,
-0.07560962438583374,
-0.01552596502006054,
-0.04530772939324379,
-0.04437842220067978,
-0.0311080664396286,
-0.003512889612466097,
0.02604082226753235,
-0.02644302323460579,
-0.0060527329333126545,
0.02287461794912815,
0.01625397987663746,
-0.032485608011484146,
-0.01587955839931965,
-0.016012152656912804,
-0.00855816900730133,
-0.0618412010371685,
-0.042488377541303635,
0.019675996154546738,
-0.04393187165260315,
-0.020615968853235245,
-0.014631620608270168,
0.02603561244904995,
0.053774937987327576,
-0.004282176960259676,
-0.030239900574088097,
0.013086277060210705,
0.02319614216685295,
-0.02974339947104454,
-0.003936699125915766,
0.021296994760632515,
0.0086295735090971,
0.03127674385905266,
-0.0255875401198864,
0.026192884892225266,
0.004084398970007896,
-0.05941028892993927,
-0.045864056795835495,
0.04294516518712044,
0.008183594793081284,
-0.06419767439365387,
0.014787272550165653,
-0.03316369652748108,
-0.02567422389984131,
0.026287667453289032,
-0.04691089689731598,
-0.02740255557000637,
-0.005041679833084345,
0.03841157257556915,
0.023240553215146065,
-0.004445756319910288,
-0.02409675531089306,
-0.003712830599397421,
-0.010930362157523632,
0.007486471440643072,
-0.04719124734401703,
0.005780649371445179,
-0.017336806282401085,
0.010219203308224678,
-0.013931786641478539,
0.016096873208880424,
-0.05342019349336624,
0.048274558037519455,
-0.022540627047419548,
-0.022696038708090782,
0.01117760967463255,
0.010376199148595333,
-0.009061935357749462,
0.011291381902992725,
0.0015974369598552585,
0.016375945881009102,
-0.04412483051419258,
0.04146237671375275,
-0.053867157548666,
0.011488690972328186,
-0.003993349615484476,
-0.03884630650281906,
-0.043962083756923676,
-0.0058090887032449245,
-0.003031558822840452,
-0.04832836240530014,
0.03592908754944801,
0.02516341395676136,
0.04206888750195503,
0.0426507331430912,
0.003408486722037196,
-0.0004302887828089297,
0.017276912927627563,
-0.063235804438591,
-0.02685908041894436,
0.007058118470013142,
0.00669876579195261,
0.01895248517394066,
0.07160433381795883,
0.03429310396313667,
-0.05278511345386505,
-0.021511880680918694,
0.04589847847819328,
0.008948923088610172,
0.009327218867838383,
0.014403114095330238,
0.02472744509577751,
0.08403931558132172,
0.03377296403050423,
0.010999247431755066,
-0.0077962726354599,
0.019391685724258423,
-0.00882780086249113,
-0.030085092410445213,
-0.006296989042311907,
0.006671716459095478,
-0.0050941212102770805,
-0.03153396397829056,
-0.042085736989974976,
0.07465151697397232,
-0.009283329360187054,
0.003074819687753916,
-0.02675582841038704,
-0.041660599410533905,
0.06142738461494446,
-0.01755264215171337,
-0.05115622282028198,
0.0007590742316097021,
0.013116945512592793,
-0.0060224393382668495,
0.03292885050177574,
-0.03231619670987129,
0.006766843143850565,
0.04824187606573105,
0.031838227063417435,
0.006419719196856022,
-0.002211199374869466,
-0.026826737448573112,
0.025836264714598656,
0.017260324209928513,
-0.05665791407227516,
-0.025447526946663857,
-0.044165853410959244,
0.05493412911891937,
-0.039178427308797836,
0.06490689516067505,
0.03775516897439957,
0.03416762873530388,
0.04194380342960358,
-0.027280224487185478,
-0.039425045251846313,
-0.012402824126183987,
-0.041747432202100754,
0.056971438229084015,
-0.02468150295317173,
-0.06729690730571747,
0.05863412469625473,
0.040899403393268585,
-0.07798423618078232,
0.026370039209723473,
0.020450090989470482,
0.02989959716796875,
0.0072606937028467655,
0.032869115471839905,
-0.042780861258506775,
0.034356724470853806,
-0.03198377043008804,
0.020673425868153572,
-0.020085293799638748,
-0.027589423581957817,
-0.021841665729880333,
-0.04653842747211456,
0.0018901987932622433,
0.02428511157631874,
-0.03671838343143463,
0.01712622493505478,
0.013990516774356365,
-0.012870057485997677,
-0.06834808737039566,
0.007634956855326891,
0.033944547176361084,
0.007423753384500742,
0.0025552145671099424,
-0.02213362418115139,
0.02416955679655075,
0.043033432215452194,
-0.012996924109756947,
-0.053937241435050964,
0.0032280180603265762,
-0.02256252057850361,
-0.07348538190126419,
-0.033271342515945435,
0.09309699386358261,
0.0223202146589756,
0.013130154460668564,
-0.005638853181153536,
0.02380392514169216,
0.015032807365059853,
0.02743055857717991,
-0.020589904859662056,
-0.00354761048220098,
-0.08456132560968399,
-0.006119312718510628,
0.04471886157989502,
0.008604472503066063,
0.008982239291071892,
-0.009135862812399864,
0.043388720601797104,
0.08632852137088776,
0.017012279480695724,
0.0035086744464933872,
-0.05351904779672623,
-0.05376788228750229,
0.02519233152270317,
-0.029103659093379974,
0.047243956476449966,
-0.005758489016443491,
-0.06264590471982956,
-0.03702271729707718,
-0.02267308346927166,
0.024181751534342766,
0.04096236452460289,
-0.05424029752612114,
0.02444850280880928,
0.06638602167367935,
-0.00409184442833066,
-0.0446360744535923,
-0.08604136854410172,
-0.04558335617184639,
-0.01256649661809206,
0.014854484237730503,
0.043222036212682724,
-0.04437050595879555,
-0.004593340214341879,
-0.03385966271162033,
0.0016131215961650014,
0.05766039341688156,
-0.016943350434303284,
-0.02515770122408867,
0.04422524943947792,
0.05933519825339317,
-0.02834954857826233,
0.052600909024477005,
0.02199696935713291,
-0.03340018540620804,
0.05171719193458557,
0.003819416742771864,
0.0433138906955719,
0.029487859457731247,
0.03435904160141945,
-0.009328208863735199,
-0.017797812819480896,
-0.03160456568002701,
-0.04481014236807823,
0.004186550155282021,
0.010660096071660519,
0.03441469371318817
] |
CAMeL-Lab/bert-base-arabic-camelbert-ca-pos-glf | [
"pytorch",
"tf",
"bert",
"token-classification",
"ar",
"arxiv:2103.06678",
"transformers",
"license:apache-2.0",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"BertForTokenClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 18 | null | ---
tags:
- conversational
---
# Michael DialoGPT Model | [
-0.04747766628861427,
0.02989811636507511,
0.00940391980111599,
0.017173467203974724,
0.014354000799357891,
0.023765936493873596,
-0.00067848339676857,
0.03023931384086609,
-0.008654525503516197,
0.022462908178567886,
0.0369192436337471,
-0.029498323798179626,
0.019981762394309044,
0.038999203592538834,
-0.03537521883845329,
-0.011862930841743946,
-0.034747205674648285,
-0.007952322252094746,
-0.02569599263370037,
-0.022498074918985367,
0.03754495084285736,
0.010766823776066303,
-0.02946263737976551,
0.032353855669498444,
-0.006400341168045998,
0.033389005810022354,
-0.006166890729218721,
0.020905133336782455,
0.012773658148944378,
-0.027879033237695694,
0.016325555741786957,
-0.03707914054393768,
-0.016319507732987404,
-0.020171990618109703,
-0.03042595647275448,
-0.0415925458073616,
0.024758165702223778,
-0.015000736340880394,
-0.013250529766082764,
0.040657948702573776,
-0.023148179054260254,
0.0021143020130693913,
0.012833159416913986,
-0.036841981112957,
0.07265074551105499,
-0.012519575655460358,
-0.04199662432074547,
-0.014376251958310604,
0.02563892863690853,
-0.03145327791571617,
-0.04005056619644165,
-0.06928686797618866,
-0.05950123816728592,
-0.02078096754848957,
0.011434104293584824,
-0.07283134758472443,
-0.07454171776771545,
-0.01605939492583275,
0.09248971194028854,
-0.014151258394122124,
-0.002431384054943919,
0.005555522628128529,
-0.07780570536851883,
0.012642018496990204,
0.01816144585609436,
-0.06615164130926132,
0.012926911935210228,
-0.04290742054581642,
0.022155530750751495,
-0.025663023814558983,
0.05202426388859749,
-0.04862532019615173,
0.022372014820575714,
-0.08360934257507324,
-0.015293053351342678,
0.000692856905516237,
0.0498785600066185,
0.06288310885429382,
-0.03610401973128319,
0.05215013027191162,
0.044488485902547836,
0.007282774895429611,
0.06482227891683578,
0.001644529984332621,
-0.03423270210623741,
0.03977777808904648,
-0.04929814860224724,
0.002489271340891719,
0.004472576081752777,
0.02237921580672264,
-0.025246823206543922,
-0.047765862196683884,
-0.02622753195464611,
-0.012783439829945564,
0.012063068337738514,
0.043138537555933,
0.029485641047358513,
-0.03600834682583809,
0.017611484974622726,
0.04182415455579758,
0.02394294925034046,
0.044912755489349365,
-0.0247816052287817,
0.03677939623594284,
-0.009324776008725166,
0.028821516782045364,
0.026492880657315254,
-0.019118869677186012,
-0.05666928365826607,
0.022039033472537994,
0.007452413905411959,
-0.039870426058769226,
-0.01789120025932789,
0.04586903005838394,
0.0034450923558324575,
0.0013245975133031607,
0.06691858172416687,
-0.03185867890715599,
-0.025427380576729774,
-0.05659926310181618,
0.04583007097244263,
-0.02394607663154602,
-0.012977526523172855,
0.0030718629714101553,
-0.04956742003560066,
-0.0007033760193735361,
-0.038982462137937546,
-0.010536683723330498,
-0.01050393283367157,
-0.006026603281497955,
0.024833636358380318,
0.026675835251808167,
-0.021997792646288872,
-0.06319820880889893,
0.0033717527985572815,
0.03924308344721794,
-0.06557931751012802,
0.007112054154276848,
0.03041992522776127,
0.08310261368751526,
-0.07456804066896439,
-0.038631588220596313,
-0.008377542719244957,
0.019923819229006767,
-0.023062407970428467,
-0.017327120527625084,
0.0044661713764071465,
0.0045637390576303005,
-0.042708829045295715,
-0.0040992493741214275,
0.0326213464140892,
-0.04423258453607559,
-0.0008566613541916013,
0.04769529029726982,
0.01723925583064556,
0.02459387667477131,
-0.01912744715809822,
0.00035913960891775787,
-0.004040070343762636,
-0.03154461830854416,
-0.06539725512266159,
0.04402492195367813,
-0.023776059970259666,
-0.03258258476853371,
-0.034904368221759796,
-0.028840746730566025,
0.017400145530700684,
0.06320121139287949,
0.00747517729178071,
-0.02260504849255085,
-0.02390195243060589,
0.028699560090899467,
0.05956495925784111,
0.050724096596241,
-0.023197723552584648,
0.020105654373764992,
0.05371527746319771,
0.011684884317219257,
-0.0434400774538517,
0.07233505696058273,
0.012125109322369099,
-0.021556368097662926,
-0.056544698774814606,
-0.013362626545131207,
0.027902932837605476,
-0.02533881552517414,
0.0187228973954916,
0.0502762496471405,
-0.02621029131114483,
-0.027846312150359154,
0.002833172446116805,
0.04207693040370941,
-0.02055993117392063,
-0.008365951478481293,
-0.03014659695327282,
-0.03252507746219635,
-0.030705304816365242,
0.025055143982172012,
-0.04669812321662903,
-0.0020031777676194906,
-0.03568413853645325,
-0.008226034231483936,
0.03891749680042267,
-0.0025438868906348944,
0.015773165971040726,
0.05041084811091423,
-0.015470540151000023,
0.054430652409791946,
-0.03615408018231392,
0.014943834394216537,
-0.03746871277689934,
-0.03455857187509537,
-0.024770621210336685,
0.045038215816020966,
0.021523013710975647,
0.044341228902339935,
-0.05122847110033035,
-0.049989253282547,
0.042070068418979645,
0.05442141741514206,
0.033659640699625015,
0.021906515583395958,
-0.025199726223945618,
-0.007252305746078491,
0.02960572950541973,
0.03169967606663704,
-0.042886387556791306,
0.009027562104165554,
0.004115869756788015,
0.015652408823370934,
-0.024487702175974846,
-0.023986103013157845,
-0.04146963730454445,
0.01680036447942257,
-0.04026321321725845,
-0.063494473695755,
0.04370219260454178,
0.03711612895131111,
-0.009160175919532776,
0.04136786237359047,
-0.002792338840663433,
-0.002250935882329941,
0.039721276611089706,
-0.0029610469937324524,
-0.0045381346717476845,
-0.0815160796046257,
0.011088497936725616,
0.03705098107457161,
0.10256040841341019,
-0.04620736464858055,
0.020570654422044754,
0.016488391906023026,
0.021210703998804092,
0.011129512451589108,
-0.020223727449774742,
0.048230402171611786,
0.04071974754333496,
0.053964052349328995,
-0.03213169798254967,
0.03418264538049698,
0.000144204605021514,
0.027440108358860016,
0.05587776005268097,
-0.020746061578392982,
0.05980825424194336,
-0.024645553901791573,
0.030030466616153717,
0.05510741099715233,
0.021215811371803284,
-0.023066028952598572,
0.021393023431301117,
0.06651456654071808,
0.002353810705244541,
0.027837559580802917,
0.0445370078086853,
-0.0008930278127081692,
-0.0012778558302670717,
-0.04663694649934769,
0.0004590901080518961,
0.0013331517111510038,
-0.01952420547604561,
0.06162552908062935,
0.0027246451936662197,
-0.009167373180389404,
0.005829827859997749,
-0.005000290460884571,
-0.0005193496472202241,
0.057544149458408356,
0.001327259000390768,
-0.01972697488963604,
0.002070049289613962,
-0.02090100198984146,
0.006404784973710775,
-0.04771502688527107,
-0.03307241201400757,
-0.017254741862416267,
-0.0629158690571785,
-0.005827875342220068,
-0.08234503120183945,
-0.03471025079488754,
-0.06440571695566177,
-0.026511268690228462,
0.05542067438364029,
0.01915363222360611,
0.027072688564658165,
0.013603279367089272,
0.00004844265276915394,
-0.01885889656841755,
-0.05568714439868927,
-0.05552149936556816,
-0.018391311168670654,
-0.013121341355144978,
-0.046919357031583786,
0.02967928536236286,
0.034206438809633255,
0.03321309760212898,
-0.001959835644811392,
-0.028379544615745544,
-0.027594715356826782,
-0.016759561374783516,
0.04566438868641853,
0.012981289997696877,
-0.05077851563692093,
-0.04271797090768814,
0.01482680719345808,
0.00021812462364323437,
-0.006753433030098677,
-0.02659238874912262,
-0.046473562717437744,
0.06884432584047318,
0.039569731801748276,
-0.00031470388057641685,
0.030032770708203316,
-0.00981231965124607,
-0.03365330025553703,
-0.017251379787921906,
-0.06090506538748741,
-0.03353768214583397,
-0.012278742156922817,
-0.013585115782916546,
-0.04833193123340607,
-0.026283424347639084,
-0.0335150770843029,
-0.006035878788679838,
0.010743409395217896,
0.005003653932362795,
0.025554081425070763,
0.00606008805334568,
0.02991792932152748,
0.01810021698474884,
-0.01197025179862976,
-0.024074425920844078,
0.04304197430610657,
-0.007505430374294519,
-0.013531433418393135,
-0.06556698679924011,
-0.04674878343939781,
0.031611859798431396,
-0.0014452702598646283,
-0.007555082906037569,
-0.03232569247484207,
0.03565417602658272,
0.043937474489212036,
0.007943433709442616,
0.02345108985900879,
-0.07239629328250885,
0.010184780694544315,
-0.04312479496002197,
-0.03012409806251526,
-0.040545929223299026,
-0.025504499673843384,
-0.02149595506489277,
0.0003830505593214184,
0.044925570487976074,
-0.0896618589758873,
-0.028060633689165115,
-0.029167821630835533,
0.01230122335255146,
0.04806157201528549,
0.0008693948038853705,
-0.04580497369170189,
-0.00499768415465951,
-0.04613874852657318,
-0.01276869885623455,
-0.008172095753252506,
-0.010736707597970963,
0.008910826407372952,
0.02190016396343708,
0.01242491602897644,
-0.024272920563817024,
0.05296940729022026,
0.016326677054166794,
0.07183264940977097,
0.059596769511699677,
-0.03996672481298447,
0.025234347209334373,
-0.040100615471601486,
0.03056807816028595,
-0.011703087016940117,
-0.041078321635723114,
-0.047268595546483994,
-0.12708866596221924,
-0.0383247546851635,
0.0348285511136055,
-0.020905060693621635,
0.006490016356110573,
0.03714452683925629,
-0.06052789464592934,
0.0045790099538862705,
-0.00036730579449795187,
0.04091169312596321,
0.045348890125751495,
-0.02921285293996334,
0.06693310290575027,
0.016794029623270035,
0.02883681282401085,
-0.06317935138940811,
-0.009589250199496746,
-0.05374215543270111,
-0.0076576825231313705,
0.007063664961606264,
0.042500633746385574,
0.013415851630270481,
0.0578889325261116,
0.07776883989572525,
0.04462755098938942,
-0.048222918063402176,
0.042075447738170624,
0.06518247723579407,
-0.02938716486096382,
-0.025240188464522362,
-0.004346097353845835,
-0.011838328093290329,
-0.021990951150655746,
-0.004936071112751961,
-0.0375327467918396,
0.045350052416324615,
0.026116760447621346,
-0.007327491883188486,
0.010465521365404129,
0.010254050604999065,
-0.0344170406460762,
-0.020541846752166748,
-0.07444606721401215,
-0.018647391349077225,
-0.0062307086773216724,
-0.021612564101815224,
0.056279025971889496,
0.04571334272623062,
0.017896320670843124,
0.060251496732234955,
0.016570059582591057,
-0.015825679525732994,
-0.06058937683701515,
0.031112128868699074,
0.014273217879235744,
-0.04945366457104683,
-0.04136684536933899,
-0.038800667971372604,
0.0338161401450634,
0.046965014189481735,
-0.026454690843820572,
-0.08528921753168106,
0.025085248053073883,
0.050843171775341034,
-0.03163818269968033,
0.06101047247648239,
-0.0038867697585374117,
0.05704079940915108,
0.022331690415740013,
0.010719756595790386,
0.03783070296049118,
-0.0730254054069519,
0.01748223602771759,
-0.015603283420205116,
0.024055780842900276,
-0.06801614165306091,
-0.05960584431886673,
-0.059603724628686905,
0.039720065891742706,
0.016224712133407593,
0.022128798067569733,
0.027455605566501617,
-0.04797248914837837,
-0.04309607669711113,
-0.002022825414314866,
0.034289248287677765,
-0.014316802844405174,
0.027366265654563904,
0.020209724083542824,
0.041156601160764694,
-0.06412811577320099,
0.0076459432020783424,
0.014584519900381565,
0.016353478655219078,
0.02076411247253418,
-0.014003042131662369,
-0.044022370129823685,
-0.0015779373934492469,
0.024555891752243042,
-0.03677768260240555,
-0.028924033045768738,
-0.08149145543575287,
0.017630062997341156,
-0.026202617213129997,
-0.03699858486652374,
0.07642965018749237,
0.06318634003400803,
0.06737247109413147,
0.06961160153150558,
-0.01356558594852686,
0.052772074937820435,
-0.033164992928504944,
0.014417274855077267,
-0.03395066037774086,
-0.031899593770504,
0.00639408128336072,
-0.07566918432712555,
-0.028759650886058807,
-0.033507853746414185,
-0.04726818948984146,
-0.042437031865119934,
0.0028160158544778824,
0.01817004755139351,
-0.01147178839892149,
-0.014801603741943836,
0.014035888016223907,
0.0027481846045702696,
-0.029907183721661568,
-0.032112132757902145,
-0.011893059127032757,
-0.0063733747228980064,
-0.07493908703327179,
-0.06674017757177353,
0.019371850416064262,
-0.039329178631305695,
0.0024109375663101673,
0.005864244885742664,
0.01783192902803421,
0.05046461522579193,
-0.00420027319341898,
-0.02315816842019558,
0.018127501010894775,
0.030851388350129128,
-0.03306678310036659,
-0.019823618233203888,
0.014213663525879383,
0.015484247356653214,
0.008532528765499592,
-0.020841997116804123,
0.03932614251971245,
0.007441215217113495,
-0.059787921607494354,
-0.026492713019251823,
0.027632277458906174,
0.00821127649396658,
-0.07750903815031052,
-0.018634231761097908,
-0.04451536387205124,
-0.03237789124250412,
0.009938767179846764,
-0.04470785707235336,
-0.02193775214254856,
-0.01587965525686741,
0.04981384798884392,
0.02938423864543438,
-0.0023132709320634604,
-0.017882104963064194,
0.0024231504648923874,
-0.012734852731227875,
-0.00008790181891527027,
-0.07016757130622864,
0.0299479179084301,
-0.0349557101726532,
0.02649843506515026,
-0.016074296087026596,
0.021706901490688324,
-0.03816865384578705,
0.055574383586645126,
-0.02451450750231743,
-0.0018205965170636773,
0.0022574460599571466,
-0.021452749148011208,
-0.0012305622221902013,
0.04949312284588814,
0.022622285410761833,
0.015353580936789513,
-0.03145656734704971,
0.06910450011491776,
-0.041591234505176544,
0.0027663912624120712,
-0.0014714692952111363,
-0.02962084300816059,
-0.019008979201316833,
0.010686620138585567,
-0.0015091156819835305,
-0.05446091294288635,
0.026413213461637497,
0.04091807082295418,
0.01902986690402031,
0.02781210094690323,
-0.0028133809100836515,
0.002618972444906831,
0.023135075345635414,
-0.06510795652866364,
-0.0340627022087574,
0.001580560696311295,
0.006524720229208469,
0.02968480996787548,
0.05455876886844635,
0.02005612850189209,
-0.04771094024181366,
-0.023390188813209534,
0.019618021324276924,
0.0266557764261961,
0.015252145938575268,
0.010017233900725842,
0.04640834406018257,
0.0539529025554657,
0.061732545495033264,
-0.00018420109699945897,
-0.0062719546258449554,
0.01732136681675911,
-0.01944741979241371,
-0.027827154844999313,
-0.002247802447527647,
0.0011502247070893645,
0.008352896198630333,
-0.023493817076086998,
-0.03898567706346512,
0.07459423691034317,
-0.027659345418214798,
-0.0008321244386024773,
-0.018191557377576828,
-0.042252376675605774,
0.07613155245780945,
-0.000050813476264011115,
-0.035836849361658096,
-0.014337847009301186,
0.036428052932024,
-0.017788825556635857,
0.022521885111927986,
-0.0247525442391634,
0.016834048554301262,
0.0663493275642395,
0.029767610132694244,
0.009187210351228714,
-0.0072829644195735455,
-0.017766188830137253,
0.001600066665560007,
0.010379410348832607,
-0.0429408885538578,
-0.01656135730445385,
-0.034038204699754715,
0.06987164914608002,
-0.04789438843727112,
0.05778827890753746,
0.026594530791044235,
0.04438188672065735,
0.024179289117455482,
-0.05735185742378235,
-0.04293729364871979,
-0.029753781855106354,
-0.027584843337535858,
0.07052294164896011,
0.0008737503085285425,
-0.03969269618391991,
0.07027029246091843,
0.03756760060787201,
-0.08509711921215057,
0.04310757666826248,
0.031380217522382736,
0.039202358573675156,
0.02067035809159279,
0.04868188872933388,
-0.05405929312109947,
0.023693760856986046,
-0.020130544900894165,
0.003529020119458437,
-0.03370610252022743,
-0.0021281675435602665,
-0.03706585243344307,
-0.04767458513379097,
0.0029795938171446323,
0.018616922199726105,
-0.019689353182911873,
-0.00041808272362686694,
0.005903040058910847,
-0.01907147280871868,
-0.05733693018555641,
0.0004330370284151286,
0.01750367321074009,
-0.013450222089886665,
-0.015291839838027954,
-0.03554873913526535,
0.017021402716636658,
0.04356091842055321,
-0.0025475018192082644,
-0.056483589112758636,
0.00954669713973999,
-0.019355356693267822,
-0.07515406608581543,
-0.05378212779760361,
0.06641746312379837,
0.02230488695204258,
-0.007356816902756691,
-0.008619166910648346,
0.03837195783853531,
0.015674827620387077,
0.031062113121151924,
-0.020631680265069008,
-0.0030119549483060837,
-0.07743743062019348,
-0.00014184974133968353,
0.03346950560808182,
0.015299034304916859,
0.0030750439036637545,
-0.01987348683178425,
0.031155358999967575,
0.08206581324338913,
0.03551796078681946,
0.0056235296651721,
-0.04729066789150238,
-0.029030997306108475,
-0.002476312452927232,
-0.03504551574587822,
0.046417124569416046,
0.006555923726409674,
-0.06634628772735596,
-0.02613813243806362,
-0.019724344834685326,
0.008204152807593346,
0.030348049476742744,
-0.03707890585064888,
0.026171131059527397,
0.03027210384607315,
0.0014704343630000949,
-0.042103152722120285,
-0.09121750295162201,
-0.047954536974430084,
-0.004096383228898048,
0.02687607705593109,
0.020721817389130592,
-0.05618903040885925,
0.01752208173274994,
-0.032925259321928024,
-0.0031529872212558985,
0.0577799417078495,
-0.020427469164133072,
-0.016071485355496407,
0.06660831719636917,
0.0713917687535286,
-0.035526715219020844,
0.05068352818489075,
0.021043293178081512,
-0.035003792494535446,
0.054469820111989975,
0.004208312835544348,
0.025370892137289047,
0.006390707101672888,
0.021863114088773727,
-0.012407083064317703,
-0.008535855449736118,
-0.0059075066819787025,
-0.03056728094816208,
0.006291567347943783,
0.0016232483321800828,
0.03871813789010048
] |
CAMeL-Lab/bert-base-arabic-camelbert-ca-pos-msa | [
"pytorch",
"tf",
"bert",
"token-classification",
"ar",
"arxiv:2103.06678",
"transformers",
"license:apache-2.0",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"BertForTokenClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 71 | null | ---
thumbnail: https://huggingface.co/front/thumbnails/dialogpt.png
tags:
- conversational
license: mit
---
## A State-of-the-Art Large-scale Pretrained Response generation model (DialoGPT)
DialoGPT is a SOTA large-scale pretrained dialogue response generation model for multiturn conversations.
The [human evaluation results](https://github.com/dreasysnail/Dialogpt_dev#human-evaluation) indicate that the response generated from DialoGPT is comparable to human response quality under a single-turn conversation Turing test.
The model is trained on 147M multi-turn dialogue from Reddit discussion thread.
* Multi-turn generation examples from an interactive environment:
|Role | Response |
|---------|--------|
|User | Does money buy happiness? |
| Bot | Depends how much money you spend on it .|
|User | What is the best way to buy happiness ? |
| Bot | You just have to be a millionaire by your early 20s, then you can be happy . |
|User |This is so difficult ! |
| Bot | You have no idea how hard it is to be a millionaire and happy . There is a reason the rich have a lot of money |
Please find the information about preprocessing, training and full details of the DialoGPT in the [original DialoGPT repository](https://github.com/microsoft/DialoGPT)
ArXiv paper: [https://arxiv.org/abs/1911.00536](https://arxiv.org/abs/1911.00536)
### How to use
Now we are ready to try out how the model works as a chatting partner!
```python
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch
tokenizer = AutoTokenizer.from_pretrained("microsoft/DialoGPT-large")
model = AutoModelForCausalLM.from_pretrained("microsoft/DialoGPT-large")
# Let's chat for 5 lines
for step in range(5):
# encode the new user input, add the eos_token and return a tensor in Pytorch
new_user_input_ids = tokenizer.encode(input(">> User:") + tokenizer.eos_token, return_tensors='pt')
# append the new user input tokens to the chat history
bot_input_ids = torch.cat([chat_history_ids, new_user_input_ids], dim=-1) if step > 0 else new_user_input_ids
# generated a response while limiting the total chat history to 1000 tokens,
chat_history_ids = model.generate(bot_input_ids, max_length=1000, pad_token_id=tokenizer.eos_token_id)
# pretty print last ouput tokens from bot
print("DialoGPT: {}".format(tokenizer.decode(chat_history_ids[:, bot_input_ids.shape[-1]:][0], skip_special_tokens=True)))
```
| [
-0.021493742242455482,
-0.0029739621095359325,
-0.004343686159700155,
0.055120743811130524,
0.04378965497016907,
0.017937935888767242,
-0.015026547946035862,
-0.005116478074342012,
-0.018304195255041122,
0.03106086142361164,
0.039679888635873795,
-0.022097330540418625,
0.02303631417453289,
0.030727887526154518,
-0.04808264598250389,
-0.025142241269350052,
-0.049698423594236374,
0.014416424557566643,
-0.006400208454579115,
-0.017865175381302834,
0.018530623987317085,
0.010590760968625546,
0.004156589042395353,
-0.012148883193731308,
-0.02408294938504696,
0.02492169477045536,
0.003516110358759761,
0.008148050867021084,
0.006849539931863546,
-0.04196702688932419,
0.022033339366316795,
-0.04829726368188858,
-0.019163653254508972,
-0.013073024339973927,
-0.010266769677400589,
-0.019740061834454536,
0.01633707620203495,
-0.012906610034406185,
-0.0011654114350676537,
0.02084183320403099,
-0.02348156087100506,
-0.030994735658168793,
0.0047088200226426125,
-0.026887157931923866,
0.08295241743326187,
-0.0004219654365442693,
-0.05471948906779289,
0.00614807428792119,
-0.008352190256118774,
-0.013319694437086582,
-0.03640348091721535,
-0.07671061903238297,
-0.06706377118825912,
0.009770823642611504,
0.007653679233044386,
-0.031118908897042274,
-0.043994978070259094,
-0.010468709282577038,
0.09062781929969788,
-0.041191305965185165,
-0.021208984777331352,
0.01375068724155426,
-0.04794757068157196,
0.021079668775200844,
0.036311689764261246,
-0.05412669479846954,
-0.0018002651631832123,
-0.06489015370607376,
0.010851015336811543,
-0.017320232465863228,
0.04919055476784706,
-0.04241004213690758,
0.040413182228803635,
-0.09204331785440445,
-0.0042955707758665085,
-0.010171017609536648,
0.051484495401382446,
0.03882215917110443,
-0.039021432399749756,
0.0612131729722023,
0.05053237825632095,
0.006523325573652983,
0.02201327495276928,
-0.006389215588569641,
-0.02568925730884075,
0.030268317088484764,
-0.03805878758430481,
0.006291698664426804,
-0.006528851110488176,
0.020450925454497337,
-0.027874993160367012,
-0.061031192541122437,
-0.046088676899671555,
-0.02727588824927807,
-0.014104310423135757,
0.04736940190196037,
0.0492071732878685,
-0.0011256503639742732,
0.03397898003458977,
0.03997135907411575,
0.03388127312064171,
0.037409670650959015,
-0.023563193157315254,
0.06171564385294914,
0.0015921993181109428,
0.02552734687924385,
0.00478736124932766,
-0.030003756284713745,
-0.05721813067793846,
0.02231338806450367,
0.018721261993050575,
-0.02892526052892208,
-0.028028009459376335,
0.015993313863873482,
0.012095144018530846,
-0.01502501592040062,
0.022468846291303635,
-0.016501013189554214,
-0.04117860272526741,
-0.05670219287276268,
0.03958230838179588,
0.008574794977903366,
-0.023568544536828995,
-0.0093908179551363,
-0.06438750773668289,
0.020525295287370682,
-0.027032343670725822,
-0.032587744295597076,
0.014318403787910938,
0.007171090226620436,
0.019652672111988068,
0.030986009165644646,
-0.009674174711108208,
-0.05723794549703598,
0.011129041202366352,
0.04316649213433266,
-0.04573854058980942,
0.0195914376527071,
0.006479477044194937,
0.11542040854692459,
-0.07149706035852432,
-0.050240080803632736,
0.013049449771642685,
0.02200307510793209,
-0.043792158365249634,
0.008499961346387863,
0.008649466559290886,
0.009904199279844761,
-0.031412433832883835,
0.005114189814776182,
0.047113675624132156,
-0.0546245202422142,
-0.014327122829854488,
0.036624591797590256,
0.01989618130028248,
0.03033154457807541,
-0.04744618386030197,
-0.02954268828034401,
-0.0009233387536369264,
-0.029587561264634132,
-0.023038942366838455,
0.05651203170418739,
-0.00832196231931448,
-0.038972049951553345,
-0.06562633067369461,
-0.03533153608441353,
0.01559419371187687,
0.08294904232025146,
-0.0228158887475729,
-0.0474851056933403,
0.007945412769913673,
0.015499472618103027,
0.060843922197818756,
0.03902265429496765,
-0.01841352880001068,
0.035237424075603485,
0.038018688559532166,
0.026136713102459908,
-0.03283695876598358,
0.0659177228808403,
0.022308699786663055,
-0.04186578840017319,
-0.020097484812140465,
0.0007989346049726009,
0.014126996509730816,
-0.04860503599047661,
0.04770936444401741,
0.02264195680618286,
-0.04502008855342865,
-0.0029949538875371218,
-0.013804001733660698,
0.04125285521149635,
-0.015995828434824944,
-0.0034169598948210478,
-0.018116187304258347,
0.0016559447394683957,
-0.019305594265460968,
0.05313984304666519,
-0.02251400612294674,
0.003000806085765362,
-0.028261104598641396,
-0.027695901691913605,
0.007512450683861971,
-0.014892328530550003,
0.029185930266976357,
0.05842508375644684,
-0.017190638929605484,
0.07544931024312973,
-0.03795727714896202,
0.0020342119969427586,
-0.06094856932759285,
-0.05257992073893547,
-0.02813069522380829,
0.055116936564445496,
0.030416686087846756,
0.060312867164611816,
-0.008457416668534279,
-0.03572490066289902,
0.03307032957673073,
0.06924367696046829,
0.05531599745154381,
0.01919516548514366,
-0.01307384017854929,
0.014919363893568516,
0.007946658879518509,
0.07057001441717148,
-0.0338209867477417,
-0.0037593203596770763,
0.0003476430429145694,
0.03399748355150223,
-0.027936113998293877,
0.00035890206345357,
-0.03263705596327782,
0.0087705934420228,
-0.04019693285226822,
-0.10126065462827682,
0.0739322155714035,
0.04238037392497063,
0.01938093826174736,
0.020563768222928047,
0.021733572706580162,
-0.026648471131920815,
0.024486420676112175,
-0.001955136191099882,
-0.010668977163732052,
-0.07752557098865509,
0.008130061440169811,
0.02819834090769291,
0.05630236864089966,
-0.041982460767030716,
0.049424074590206146,
0.01600818708539009,
-0.0026628419291228056,
0.05191165208816528,
-0.01303617563098669,
0.029760492965579033,
0.06263691186904907,
0.015134167857468128,
-0.015567487105727196,
0.010913506150245667,
0.006653366144746542,
0.03204747661948204,
0.020324692130088806,
-0.02205372229218483,
0.05233796313405037,
0.01536860316991806,
0.033890146762132645,
0.06864804029464722,
0.039051592350006104,
0.011671208776533604,
0.01397357601672411,
0.07446622848510742,
0.02562057226896286,
0.009347581304609776,
0.006122156511992216,
-0.03285735100507736,
0.014438290148973465,
-0.02509056031703949,
0.0067512826062738895,
0.013163513503968716,
-0.021594995632767677,
0.06934422254562378,
0.039314404129981995,
-0.023197470232844353,
-0.0032208228949457407,
-0.018608927726745605,
-0.005197461228817701,
0.045210279524326324,
-0.023754488676786423,
0.006144105456769466,
-0.01168211828917265,
-0.05039099231362343,
0.0032150987535715103,
-0.07457581907510757,
-0.02251158282160759,
-0.029057420790195465,
-0.04089006036520004,
-0.01599980518221855,
-0.09440342336893082,
-0.025977090001106262,
-0.0686587318778038,
-0.005299527198076248,
0.05830006301403046,
-0.012247777543962002,
-0.007720752153545618,
-0.01066563930362463,
0.009792027063667774,
-0.03845478221774101,
-0.03877972811460495,
-0.04425665736198425,
-0.05209880322217941,
-0.03524518758058548,
-0.04798947647213936,
0.017732150852680206,
0.02694184146821499,
0.02610432170331478,
-0.021175459027290344,
-0.023647652938961983,
-0.0266779325902462,
-0.016903048381209373,
0.03842410072684288,
0.03407778590917587,
-0.03440861776471138,
-0.05463670939207077,
0.01316077820956707,
-0.014437262900173664,
0.023334713652729988,
0.0022309396881610155,
-0.01865508407354355,
0.07800073176622391,
0.05861997231841087,
-0.005981484893709421,
0.02955636940896511,
-0.041846469044685364,
-0.0791337713599205,
-0.02823929861187935,
-0.033267129212617874,
-0.038545042276382446,
-0.02303360402584076,
-0.03385656699538231,
-0.028701601549983025,
-0.02226094715297222,
-0.028218649327754974,
-0.01668611913919449,
0.03363623842597008,
0.006855479441583157,
0.06573913991451263,
0.03150308504700661,
0.023571031168103218,
0.03224518895149231,
-0.05560319125652313,
-0.008918614126741886,
0.05610302835702896,
0.0022250721231102943,
0.026626374572515488,
-0.07186442613601685,
-0.043019600212574005,
0.035333260893821716,
0.042034074664115906,
-0.005895521026104689,
-0.0024052965454757214,
0.050810426473617554,
0.032238420099020004,
-0.0029215472750365734,
0.03204522281885147,
-0.03196529671549797,
-0.010221367701888084,
-0.05208810791373253,
-0.021876497194170952,
-0.04083135351538658,
-0.04976503551006317,
-0.01570165529847145,
-0.026263264939188957,
0.03495992720127106,
-0.06220795959234238,
-0.07108242809772491,
-0.036843735724687576,
0.008162431418895721,
0.040194567292928696,
0.0038264619652181864,
-0.02895677089691162,
0.003459142753854394,
-0.0501854233443737,
-0.022805841639637947,
0.008970282040536404,
-0.01126371044665575,
0.012312518432736397,
0.02020062319934368,
0.03987841308116913,
0.012150484137237072,
0.042407795786857605,
0.011222251690924168,
0.057163722813129425,
0.03635134920477867,
-0.05245175585150719,
0.007303484249860048,
-0.021701613441109657,
0.026450389996170998,
-0.004695340991020203,
-0.03592459857463837,
-0.03941977769136429,
-0.07559629529714584,
-0.0400826670229435,
0.016182400286197662,
-0.04236828163266182,
-0.0011725350050255656,
0.026519151404500008,
-0.03471555560827255,
-0.0013332214439287782,
-0.0013001869665458798,
0.03575465455651283,
0.0669199526309967,
-0.06240401417016983,
0.07117992639541626,
0.009524752385914326,
0.027245597913861275,
-0.06259197741746902,
0.022337768226861954,
-0.034169990569353104,
-0.009569411166012287,
-0.0003437130944803357,
0.07355158776044846,
0.02796074189245701,
0.07941684126853943,
0.07724159210920334,
0.043567921966314316,
-0.049689050763845444,
0.021424636244773865,
0.05616435036063194,
-0.025846127420663834,
-0.033278923481702805,
-0.00862477719783783,
-0.005572483409196138,
-0.03201380744576454,
-0.005925711244344711,
-0.028668297454714775,
0.03311082720756531,
0.033851832151412964,
0.004697178024798632,
-0.008876152336597443,
-0.007386210840195417,
-0.017767855897545815,
-0.013627595268189907,
-0.06153367832303047,
-0.034109730273485184,
0.0017164901364594698,
0.01915343664586544,
0.0312504768371582,
0.05602666735649109,
0.04221491143107414,
0.0527779795229435,
0.038614675402641296,
-0.004921138286590576,
-0.047626763582229614,
0.030779492110013962,
0.03670617192983627,
-0.03641272708773613,
-0.05973062291741371,
-0.058456920087337494,
0.024704599753022194,
0.03424505516886711,
-0.03329744189977646,
-0.07194095849990845,
0.032091304659843445,
0.056773580610752106,
-0.0500326044857502,
0.024571526795625687,
-0.002982924459502101,
0.054464057087898254,
0.030161740258336067,
0.01260003075003624,
0.04180078208446503,
-0.05819583684206009,
0.005468469578772783,
-0.005317452363669872,
0.019168591126799583,
-0.03312673419713974,
-0.030615122988820076,
-0.0744183361530304,
0.04425426200032234,
0.051833804696798325,
0.029030559584498405,
0.02506309375166893,
-0.00971036497503519,
-0.02298870123922825,
-0.014622760005295277,
0.05985996872186661,
-0.04304363578557968,
0.012795532122254372,
0.02782367542386055,
0.040603093802928925,
-0.03679586201906204,
-0.038529589772224426,
0.014101599343121052,
0.008028310723602772,
0.03726677969098091,
-0.007414107210934162,
-0.027905913069844246,
-0.03326774016022682,
0.027097415179014206,
-0.03784896805882454,
-0.024207353591918945,
-0.0719819888472557,
0.03016495145857334,
-0.01585407368838787,
-0.016472846269607544,
0.06228439137339592,
0.04949469119310379,
0.015968328341841698,
0.08638639003038406,
-0.000826352508738637,
0.01212363876402378,
-0.04237537831068039,
0.005229024216532707,
-0.05494869500398636,
-0.02687450870871544,
0.0005663298070430756,
-0.05592520162463188,
-0.007856342941522598,
-0.03569845110177994,
-0.05554020032286644,
-0.04714289680123329,
-0.04824366793036461,
0.00656425254419446,
-0.012819171883165836,
0.002155641559511423,
0.002460796618834138,
0.04997211694717407,
-0.039785757660865784,
-0.023920007050037384,
-0.04104296863079071,
-0.008400999940931797,
-0.04236692562699318,
-0.033463362604379654,
0.01836121641099453,
0.008843041025102139,
0.008253464475274086,
-0.0188717283308506,
0.016809513792395592,
0.03620421513915062,
0.004179795738309622,
-0.01743324287235737,
0.046898502856492996,
0.011502129957079887,
-0.029484277591109276,
-0.03108968585729599,
0.01360100694000721,
0.023479675874114037,
0.044589657336473465,
-0.006714439485222101,
0.035327497869729996,
-0.0003690216108225286,
-0.03358795493841171,
-0.013947397470474243,
0.032682839781045914,
0.036789342761039734,
-0.08034270256757736,
-0.018855787813663483,
-0.0064130728133022785,
-0.04131753742694855,
0.03198894113302231,
-0.02560548484325409,
-0.034373629838228226,
0.023794235661625862,
0.02580489031970501,
0.042557597160339355,
0.01060059666633606,
-0.03162394464015961,
0.01999310590326786,
-0.015686459839344025,
0.006843383889645338,
-0.05741339176893234,
0.03635396063327789,
-0.05626195669174194,
-0.00328588904812932,
-0.006090217735618353,
0.007878179661929607,
-0.025375226512551308,
0.0649009719491005,
-0.009537884034216404,
0.018316039815545082,
-0.01034378632903099,
-0.024471383541822433,
-0.005130628123879433,
0.038044415414333344,
-0.015906883403658867,
0.04051995277404785,
-0.05782244727015495,
0.05907025933265686,
-0.04280705377459526,
0.0052201999351382256,
-0.02155090868473053,
-0.005808164365589619,
-0.044939953833818436,
0.0008657790021970868,
-0.01066963654011488,
-0.023501554504036903,
0.0171815175563097,
0.04154472425580025,
0.05570727214217186,
0.04163062945008278,
-0.01612994261085987,
-0.009280210360884666,
-0.01453215628862381,
-0.0833870992064476,
-0.026805773377418518,
-0.01536905113607645,
-0.007355671841651201,
0.004607132636010647,
0.04920502007007599,
0.04259536787867546,
-0.04723721370100975,
-0.031366944313049316,
0.04484366253018379,
0.018622176721692085,
0.02903681993484497,
-0.01024013664573431,
0.025176281109452248,
0.034576136618852615,
0.04313145950436592,
-0.014327317476272583,
0.0011745297815650702,
-0.0014151601353660226,
-0.029232067987322807,
0.002552114659920335,
0.0026754119899123907,
-0.025381512939929962,
0.008245551027357578,
-0.018543893471360207,
-0.0304279662668705,
0.06875507533550262,
0.0005681560724042356,
-0.0067824264988303185,
0.006799052003771067,
-0.035447489470243454,
0.0267284344881773,
-0.013192335143685341,
-0.0425235740840435,
-0.011065024882555008,
-0.010139990597963333,
-0.009312788024544716,
0.06711024791002274,
-0.022725239396095276,
-0.0008701269398443401,
0.043687604367733,
0.030054353177547455,
-0.035088855773210526,
0.017916444689035416,
-0.03286010026931763,
0.02391340583562851,
0.03955153748393059,
-0.07396454364061356,
-0.01648721843957901,
-0.02072913385927677,
0.0776442438364029,
-0.06031157821416855,
0.06311734020709991,
0.020725838840007782,
0.0281175896525383,
-0.005671840626746416,
-0.052953749895095825,
-0.05445048213005066,
-0.01799248717725277,
-0.030619723722338676,
0.0617489218711853,
0.007668903097510338,
-0.04386083036661148,
0.09262548387050629,
0.03448091447353363,
-0.07790350914001465,
0.049447037279605865,
0.05125482752919197,
0.03749978914856911,
0.03223827853798866,
0.03463583067059517,
-0.06488972157239914,
0.005393476225435734,
-0.008831254206597805,
0.037194643169641495,
-0.02208752930164337,
-0.024289995431900024,
-0.00013442673662211746,
-0.04841442033648491,
-0.03195369243621826,
0.02715751715004444,
0.004008447751402855,
0.008502424694597721,
0.0201409924775362,
-0.04273112490773201,
-0.045136816799640656,
-0.00007308850035769865,
0.016662249341607094,
-0.03660840541124344,
0.0036648188252002,
-0.01863420382142067,
0.01176968589425087,
0.01761014014482498,
-0.0044302684254944324,
-0.021931327879428864,
-0.02104174718260765,
-0.0036830895114690065,
-0.0688617080450058,
-0.029787341132760048,
0.07248596847057343,
0.00404736865311861,
0.0028567779809236526,
0.006968999281525612,
0.001683321432210505,
-0.00464341277256608,
0.010577645152807236,
-0.015580032020807266,
0.0061285244300961494,
-0.025615541264414787,
-0.010371849872171879,
0.0342557467520237,
0.004751979373395443,
0.010286885313689709,
-0.0033714077435433865,
0.043170321732759476,
0.06216936558485031,
0.018072722479701042,
-0.006699280347675085,
-0.05972440168261528,
-0.02612435258924961,
-0.006733884569257498,
-0.05735898017883301,
0.014531891793012619,
0.0059885079972445965,
-0.056132011115550995,
-0.021866684779524803,
-0.04564538970589638,
-0.006073036231100559,
0.020995095372200012,
-0.03700283542275429,
0.0062075285241007805,
0.053511667996644974,
-0.0034424406476318836,
-0.020745569840073586,
-0.11314073204994202,
-0.020005516707897186,
-0.0277189239859581,
0.029704831540584564,
0.03044009767472744,
-0.06326278299093246,
0.023707326501607895,
-0.0562034510076046,
-0.018006877973675728,
0.060316454619169235,
0.014765869826078415,
-0.029493991285562515,
0.059414055198431015,
0.030767738819122314,
-0.0342167466878891,
0.03329053521156311,
0.04638318344950676,
-0.03586988523602486,
0.029661480337381363,
0.017299383878707886,
0.0036192559637129307,
0.027506191283464432,
0.01950537972152233,
-0.032301440834999084,
-0.00518035190179944,
-0.030806677415966988,
-0.03424272686243057,
-0.02548980712890625,
0.01676896959543228,
0.053715676069259644
] |
CAMeL-Lab/bert-base-arabic-camelbert-da-pos-egy | [
"pytorch",
"tf",
"bert",
"token-classification",
"ar",
"arxiv:2103.06678",
"transformers",
"license:apache-2.0",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"BertForTokenClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 32 | 2021-08-31T10:52:34Z | ---
tags:
- conversational
---
# Jake99 DialoGPT model | [
-0.042225129902362823,
0.02436179667711258,
0.014736427925527096,
0.015687918290495872,
0.015298917889595032,
0.011057596653699875,
-0.00129755272064358,
0.026170993223786354,
-0.01534039992839098,
0.017256468534469604,
0.03357566520571709,
-0.04394188150763512,
0.007038721814751625,
0.032130900770425797,
-0.04320511594414711,
-0.02071017026901245,
-0.029901716858148575,
0.0012300529051572084,
-0.02916056476533413,
-0.02094033919274807,
0.031045328825712204,
0.0016460001934319735,
-0.03361120820045471,
0.019316574558615685,
0.0001443844666937366,
0.031499553471803665,
-0.004751407075673342,
0.009496301412582397,
0.021460440009832382,
-0.02926962450146675,
0.008480893447995186,
-0.04303673282265663,
-0.020739391446113586,
-0.021708985790610313,
-0.0330810621380806,
-0.048339370638132095,
0.022712746635079384,
-0.018806301057338715,
-0.015391865745186806,
0.031937919557094574,
-0.024547690525650978,
-0.0017255392158403993,
0.005298502277582884,
-0.028551343828439713,
0.07266000658273697,
-0.006374399643391371,
-0.04727907106280327,
-0.0177297405898571,
0.02331908978521824,
-0.030977727845311165,
-0.03686698153614998,
-0.0625542476773262,
-0.05983065068721771,
-0.02363511174917221,
0.011262724176049232,
-0.06501282006502151,
-0.06791242212057114,
-0.01638970896601677,
0.10176751762628555,
-0.010238483548164368,
0.0004940081853419542,
0.0056607951410114765,
-0.07753866165876389,
0.0034542677458375692,
0.018211649730801582,
-0.06899716705083847,
0.009554175660014153,
-0.04816923290491104,
0.016366910189390182,
-0.032614100724458694,
0.05222020670771599,
-0.046184685081243515,
0.02593884989619255,
-0.07827775180339813,
-0.011107310652732849,
0.0023530186153948307,
0.04452633857727051,
0.055831801146268845,
-0.03817570582032204,
0.052474793046712875,
0.04205934703350067,
0.011600279249250889,
0.059887900948524475,
0.006913394667208195,
-0.032779887318611145,
0.041632670909166336,
-0.05508534237742424,
0.007803242653608322,
0.0002667976950760931,
0.018569888547062874,
-0.025300586596131325,
-0.06136518344283104,
-0.028833648189902306,
-0.011689325794577599,
0.007540576159954071,
0.047224484384059906,
0.02357431687414646,
-0.03239050135016441,
0.021212851628661156,
0.03563889488577843,
0.022654440253973007,
0.04282340034842491,
-0.025621943175792694,
0.02938198111951351,
-0.014352123253047466,
0.03407977893948555,
0.027594761922955513,
-0.022216401994228363,
-0.047196097671985626,
0.025279270485043526,
-0.0002531041973270476,
-0.049363717436790466,
-0.023295797407627106,
0.04206404089927673,
0.007431000005453825,
0.000411198940128088,
0.06277921795845032,
-0.026063816621899605,
-0.02487717941403389,
-0.05623401701450348,
0.04428730905056,
-0.01669921725988388,
-0.01913638785481453,
-0.005976279266178608,
-0.052944935858249664,
-0.006197858601808548,
-0.042678967118263245,
-0.015529152937233448,
-0.009843289852142334,
0.0003783010470215231,
0.017214028164744377,
0.028988104313611984,
-0.024499086663126945,
-0.06485658138990402,
0.0042053088545799255,
0.0402926430106163,
-0.07299233973026276,
0.0054571065120399,
0.04254794120788574,
0.08728892356157303,
-0.07841465622186661,
-0.0396573580801487,
-0.015814149752259254,
0.015061338432133198,
-0.02491379901766777,
-0.016904253512620926,
-0.00038084949483163655,
0.005357479210942984,
-0.03857510909438133,
-0.012241453863680363,
0.024790745228528976,
-0.051157962530851364,
0.0019238234963268042,
0.0477583184838295,
0.015937039628624916,
0.02592766471207142,
-0.02070584148168564,
0.00002319758277735673,
-0.0004282734007574618,
-0.03831637650728226,
-0.06053373962640762,
0.0414632186293602,
-0.02849108912050724,
-0.04581768810749054,
-0.04268472641706467,
-0.032358452677726746,
0.0148885203525424,
0.06695511937141418,
0.01786568947136402,
-0.014524249359965324,
-0.015892650932073593,
0.0400494746863842,
0.0623193234205246,
0.04624446481466293,
-0.019183466210961342,
0.01759878359735012,
0.05743952840566635,
0.009968925267457962,
-0.03812355920672417,
0.07868018746376038,
0.012599012814462185,
-0.022002384066581726,
-0.049024827778339386,
-0.02464182861149311,
0.03558726981282234,
-0.022021984681487083,
0.015616295859217644,
0.038701798766851425,
-0.03737146034836769,
-0.03142363950610161,
0.010502327233552933,
0.041984833776950836,
-0.029480693861842155,
0.0010918009793385863,
-0.03277963772416115,
-0.027351204305887222,
-0.028531627729535103,
0.01231140922755003,
-0.040413618087768555,
-0.015873154625296593,
-0.03541501238942146,
-0.005020176060497761,
0.03634507581591606,
-0.004854394588619471,
0.010647681541740894,
0.05440180376172066,
-0.01424217689782381,
0.05127277225255966,
-0.040477994829416275,
0.018718788400292397,
-0.03998897224664688,
-0.0214556772261858,
-0.036469221115112305,
0.03566230461001396,
0.027443841099739075,
0.05005326494574547,
-0.04451246187090874,
-0.048276569694280624,
0.029702387750148773,
0.05508563667535782,
0.03182936832308769,
0.027964074164628983,
-0.01796240359544754,
-0.006793681066483259,
0.03722110763192177,
0.03688019886612892,
-0.04210660234093666,
0.017120109871029854,
0.005145079921931028,
0.029001565650105476,
-0.02483450062572956,
-0.023661911487579346,
-0.04643532633781433,
0.01385949831455946,
-0.045195356011390686,
-0.05977199226617813,
0.03647846728563309,
0.03790932893753052,
-0.00912526436150074,
0.03729284554719925,
-0.0007265434833243489,
-0.00492472667247057,
0.03487170487642288,
0.002782660536468029,
-0.003879723371937871,
-0.08763037621974945,
0.00726104574277997,
0.03878062963485718,
0.09894715249538422,
-0.05123985931277275,
0.01153391320258379,
0.022142332047224045,
0.02807108499109745,
0.018368685618042946,
-0.020559560507535934,
0.044356923550367355,
0.0413847416639328,
0.053520698100328445,
-0.027716532349586487,
0.032842062413692474,
0.0008519988041371107,
0.02562917396426201,
0.05936705693602562,
-0.01019326038658619,
0.06683003157377243,
-0.011951479129493237,
0.02635139785706997,
0.054572951048612595,
0.023427549749612808,
-0.026769980788230896,
0.022246044129133224,
0.06823167204856873,
0.005117199849337339,
0.03797411546111107,
0.04310060292482376,
0.004726316314190626,
-0.002997818635776639,
-0.045417044311761856,
-0.010458885692059994,
0.0040775490924716,
-0.024612508714199066,
0.06456045806407928,
0.0045038852840662,
-0.010899621061980724,
-0.0016603838885203004,
-0.012213701382279396,
0.0033041390124708414,
0.0526786632835865,
-0.0002317472390132025,
-0.024409238249063492,
0.01243348978459835,
-0.024430830031633377,
0.02709110639989376,
-0.043659210205078125,
-0.04609677568078041,
-0.02134736254811287,
-0.061125144362449646,
-0.011872927658259869,
-0.09050823003053665,
-0.04242262989282608,
-0.06010029464960098,
-0.020825501531362534,
0.05053067207336426,
0.02029360644519329,
0.024957820773124695,
0.0059761530719697475,
0.00420126598328352,
-0.01075298897922039,
-0.057319629937410355,
-0.050810929387807846,
-0.029823435470461845,
-0.008540431037545204,
-0.03595695272088051,
0.0317729115486145,
0.03688730299472809,
0.03535314276814461,
0.00532663194462657,
-0.02567037008702755,
-0.036008577793836594,
-0.02365543693304062,
0.04341551288962364,
0.01727091521024704,
-0.04636457934975624,
-0.04060301184654236,
0.009448561817407608,
0.007687194738537073,
-0.005438497755676508,
-0.02715417742729187,
-0.045970141887664795,
0.0713370144367218,
0.035135265439748764,
0.006580484565347433,
0.017500080168247223,
-0.006569975055754185,
-0.0333324670791626,
-0.022107552736997604,
-0.0669194683432579,
-0.023027893155813217,
-0.005126722157001495,
-0.01512093935161829,
-0.05138079822063446,
-0.027445485815405846,
-0.044200003147125244,
-0.0052701933309435844,
0.005353644024580717,
0.011565585620701313,
0.03377779573202133,
0.01625906489789486,
0.02716616727411747,
0.018384939059615135,
-0.01555933989584446,
-0.02271084487438202,
0.03982825577259064,
-0.023929286748170853,
-0.0111171193420887,
-0.07506555318832397,
-0.04717631638050079,
0.029032602906227112,
-0.0024688872508704662,
-0.0002581466978881508,
-0.02533533237874508,
0.0372905433177948,
0.04185210540890694,
0.0008279575849883258,
0.033274631947278976,
-0.07190148532390594,
0.0015385083388537169,
-0.04637865349650383,
-0.027146484702825546,
-0.043970584869384766,
-0.02753235399723053,
-0.008079137653112411,
-0.010088454000651836,
0.040726181119680405,
-0.0944070965051651,
-0.03292139619588852,
-0.02639756165444851,
0.013975945301353931,
0.045735571533441544,
-0.009144969284534454,
-0.0568234957754612,
-0.01097160205245018,
-0.03745902702212334,
-0.02004111371934414,
0.0018516449490562081,
-0.01238204538822174,
-0.0005317968898452818,
0.02420816197991371,
0.022156817838549614,
-0.02462284080684185,
0.0486600287258625,
0.016582170501351357,
0.06890168786048889,
0.05605076998472214,
-0.029772259294986725,
0.02845579944550991,
-0.027339793741703033,
0.030378617346286774,
-0.0075873578898608685,
-0.03772644326090813,
-0.0399383008480072,
-0.11155759543180466,
-0.048323359340429306,
0.03105158731341362,
-0.023081080988049507,
0.011846208944916725,
0.033866532146930695,
-0.05127077177166939,
0.003168563824146986,
-0.00000828090196591802,
0.04718374088406563,
0.039635416120290756,
-0.02371881902217865,
0.06545648723840714,
0.019927971065044403,
0.026106609031558037,
-0.059585604816675186,
-0.007353083696216345,
-0.054371315985918045,
-0.010816948488354683,
-0.0008963924483396113,
0.05265893414616585,
0.01246426347643137,
0.06399036198854446,
0.0728946402668953,
0.04000367596745491,
-0.045374903827905655,
0.04891315847635269,
0.07795068621635437,
-0.034591224044561386,
-0.0348234549164772,
-0.008222033269703388,
-0.009772651828825474,
-0.022934550419449806,
-0.003930654842406511,
-0.03449547663331032,
0.03836631774902344,
0.03336577117443085,
-0.008634883910417557,
0.011679033748805523,
0.011575103737413883,
-0.038484055548906326,
-0.026665320619940758,
-0.062299542129039764,
-0.008190535008907318,
-0.0019160491647198796,
-0.01819125935435295,
0.0528017021715641,
0.04649233818054199,
0.01907280832529068,
0.06219825521111488,
0.014533152803778648,
-0.019488204270601273,
-0.05707370117306709,
0.025161920115351677,
0.02071460708975792,
-0.04066967964172363,
-0.04966742917895317,
-0.04911048710346222,
0.0320785790681839,
0.04357629269361496,
-0.03139977157115936,
-0.08159416913986206,
0.02155921794474125,
0.049989745020866394,
-0.03378129005432129,
0.05158550292253494,
-0.003625260666012764,
0.054772693663835526,
0.03124794363975525,
0.012930602766573429,
0.04372726380825043,
-0.07726352661848068,
0.025096487253904343,
-0.019802002236247063,
0.017932558432221413,
-0.060782819986343384,
-0.053542885929346085,
-0.057512883096933365,
0.04310568422079086,
0.024801194667816162,
0.010054651647806168,
0.017271388322114944,
-0.04156119003891945,
-0.04709922522306442,
-0.0017060160171240568,
0.03516921028494835,
-0.01386378612369299,
0.022443760186433792,
0.02073648013174534,
0.05398918688297272,
-0.05931248143315315,
0.011872216127812862,
0.016904056072235107,
0.018254036083817482,
0.01650153286755085,
-0.017764104530215263,
-0.041086647659540176,
-0.004386094864457846,
0.02420302852988243,
-0.040315017104148865,
-0.03582880273461342,
-0.08349491655826569,
0.021448083221912384,
-0.03175762668251991,
-0.03645601496100426,
0.07498547434806824,
0.0697707012295723,
0.05726972967386246,
0.0700254812836647,
-0.005920209921896458,
0.054589930921792984,
-0.030613970011472702,
0.008216582238674164,
-0.039330415427684784,
-0.026456722989678383,
-0.00486708665266633,
-0.08290897309780121,
-0.026221923530101776,
-0.03573359549045563,
-0.044350091367959976,
-0.03102833591401577,
0.007508028298616409,
0.006268314551562071,
-0.010031202808022499,
-0.017729902639985085,
0.009951412677764893,
0.013389808125793934,
-0.0339578315615654,
-0.029372980818152428,
-0.0022038735914975405,
-0.01850305125117302,
-0.070951908826828,
-0.06227767467498779,
0.018534788861870766,
-0.03593114763498306,
0.007716314401477575,
0.0012099213199689984,
0.01602119579911232,
0.044154614210128784,
-0.00971077848225832,
-0.022026024758815765,
0.012201350182294846,
0.03513098508119583,
-0.030306482687592506,
-0.019479062408208847,
0.00872189924120903,
0.020574524998664856,
0.012874150648713112,
-0.021271590143442154,
0.03601228445768356,
0.010654903948307037,
-0.06307388842105865,
-0.023463772609829903,
0.031595759093761444,
0.015231800265610218,
-0.07257620990276337,
-0.008211644366383553,
-0.04612131416797638,
-0.03393581882119179,
0.005893588066101074,
-0.048497412353754044,
-0.031008724123239517,
-0.01022131647914648,
0.04242429882287979,
0.032859064638614655,
-0.00180274888407439,
-0.020960843190550804,
0.005767386872321367,
-0.008171357214450836,
0.0026479519437998533,
-0.06769438832998276,
0.025500262156128883,
-0.033975228667259216,
0.011793780140578747,
-0.00749888364225626,
0.011234811507165432,
-0.03685705363750458,
0.0519711896777153,
-0.018810156732797623,
0.003302923636510968,
-0.0013356907293200493,
-0.021135836839675903,
0.0012866148026660085,
0.05449961498379707,
0.02005438692867756,
0.010239534080028534,
-0.039425674825906754,
0.06864005327224731,
-0.054710209369659424,
0.01563001237809658,
-0.004760296083986759,
-0.031454138457775116,
-0.025017863139510155,
0.006349482107907534,
0.011203034780919552,
-0.06607741862535477,
0.02344086766242981,
0.02912564016878605,
0.028496844694018364,
0.034374505281448364,
-0.007174354046583176,
0.0023592940997332335,
0.02020265720784664,
-0.054474569857120514,
-0.034889400005340576,
0.0017376381438225508,
-0.0007424291106872261,
0.024994950741529465,
0.057536616921424866,
0.0162589643150568,
-0.055628251284360886,
-0.024350643157958984,
0.028431348502635956,
0.01739918254315853,
0.017714228481054306,
0.003708431962877512,
0.033977437764406204,
0.055950749665498734,
0.05718167498707771,
-0.007589884102344513,
-0.010000462643802166,
0.025194112211465836,
-0.015264011919498444,
-0.02427620440721512,
-0.0025269193574786186,
0.006565694697201252,
0.0051710461266338825,
-0.02522801235318184,
-0.03396354988217354,
0.06127864494919777,
-0.016125556081533432,
-0.002343720057979226,
-0.017565330490469933,
-0.046228040009737015,
0.06770650297403336,
-0.0061464328318834305,
-0.028150329366326332,
-0.017204824835062027,
0.03936244174838066,
-0.022547714412212372,
0.030764140188694,
-0.027497192844748497,
0.0032372763380408287,
0.06457769870758057,
0.031124822795391083,
0.012871515937149525,
0.005284955725073814,
-0.015253645367920399,
-0.006313867401331663,
0.017466701567173004,
-0.04463353753089905,
-0.009719260036945343,
-0.032917480915784836,
0.06947128474712372,
-0.05036449059844017,
0.062356702983379364,
0.029860567301511765,
0.04101017490029335,
0.02752264030277729,
-0.05238651856780052,
-0.03983559459447861,
-0.023338710889220238,
-0.029457999393343925,
0.06496187299489975,
-0.007129129022359848,
-0.036829959601163864,
0.06439267098903656,
0.036428797990083694,
-0.0833292305469513,
0.03840477019548416,
0.046225760132074356,
0.04657033458352089,
0.030661635100841522,
0.04734925553202629,
-0.05333646386861801,
0.022236261516809464,
-0.01624380424618721,
0.006563297472894192,
-0.033555012196302414,
-0.00517740985378623,
-0.025401918217539787,
-0.048100631684064865,
-0.004564736504107714,
0.029665080830454826,
-0.02729061245918274,
0.0014199394499883056,
0.01090161595493555,
-0.023915618658065796,
-0.061007969081401825,
0.0028019840829074383,
0.02945740893483162,
-0.013485376723110676,
-0.018563635647296906,
-0.03778949752449989,
0.01659509539604187,
0.03840848430991173,
-0.001304259872995317,
-0.06180036440491676,
0.014807196334004402,
-0.017186759039759636,
-0.06744983047246933,
-0.05211838707327843,
0.0629517138004303,
0.020461484789848328,
-0.0029655771795660257,
-0.00877943355590105,
0.03550846502184868,
0.021083220839500427,
0.029582692310214043,
-0.021330250427126884,
0.0029626593459397554,
-0.07014863193035126,
-0.000016414118363172747,
0.020435310900211334,
0.010933149605989456,
0.003720073262229562,
-0.00490396237000823,
0.031207267194986343,
0.08581731468439102,
0.03620503097772598,
0.00442888867110014,
-0.0566532127559185,
-0.02913002111017704,
-0.00774597842246294,
-0.03828933462500572,
0.04648691415786743,
0.011652589775621891,
-0.0605623796582222,
-0.022995324805378914,
-0.028049331158399582,
0.014630955643951893,
0.03701475262641907,
-0.032221365720033646,
0.02188934199512005,
0.024203458800911903,
0.001162742730230093,
-0.037264030426740646,
-0.10375218093395233,
-0.04528465121984482,
-0.01232834905385971,
0.028938671573996544,
0.031010013073682785,
-0.06347371637821198,
0.025621742010116577,
-0.031644802540540695,
0.0019617793150246143,
0.05742819607257843,
-0.008874190039932728,
-0.01440474297851324,
0.06554453819990158,
0.0646117776632309,
-0.0341663658618927,
0.06935146450996399,
0.02241406962275505,
-0.031202388927340508,
0.05016373097896576,
0.007659415248781443,
0.026359546929597855,
0.0098454300314188,
0.021189352497458458,
-0.011342779733240604,
-0.012431402690708637,
-0.00876385997980833,
-0.03387986496090889,
-0.0005073333741165698,
-0.0037772238720208406,
0.04622640088200569
] |
CAMeL-Lab/bert-base-arabic-camelbert-da-pos-msa | [
"pytorch",
"tf",
"bert",
"token-classification",
"ar",
"arxiv:2103.06678",
"transformers",
"license:apache-2.0",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"BertForTokenClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 27 | null | [bert-base-uncased](https://huggingface.co/bert-base-uncased) fine-tuned on the [QNLI](https://huggingface.co/datasets/glue) dataset for 2 epochs.
The fine-tuning process was performed on 2x NVIDIA GeForce GTX 1080 Ti GPUs (11GB). The parameters are:
```
max_seq_length=512
per_device_train_batch_size=8
gradient_accumulation_steps=2
total train batch size (w. parallel, distributed & accumulation) = 32
learning_rate=3e-5
```
## Evaluation results
eval_accuracy = 0.916895
## More information
The QNLI (Question-answering NLI) dataset is a Natural Language Inference dataset automatically derived from the Stanford Question Answering Dataset v1.1 (SQuAD). SQuAD v1.1 consists of question-paragraph pairs, where one of the sentences in the paragraph (drawn from Wikipedia) contains the answer to the corresponding question (written by an annotator). The dataset was converted into sentence pair classification by forming a pair between each question and each sentence in the corresponding context, and filtering out pairs with low lexical overlap between the question and the context sentence. The task is to determine whether the context sentence contains the answer to the question. This modified version of the original task removes the requirement that the model select the exact answer, but also removes the simplifying assumptions that the answer is always present in the input and that lexical overlap is a reliable cue. The QNLI dataset is part of GLEU benchmark.
(source: https://paperswithcode.com/dataset/qnli) | [
-0.003972778562456369,
-0.0022818727884441614,
-0.031727585941553116,
0.06307538598775864,
0.02632969245314598,
0.0008654779521748424,
-0.00370602635666728,
-0.02333611249923706,
-0.046508416533470154,
0.015107827261090279,
0.020689815282821655,
0.020858757197856903,
0.020062701776623726,
0.039522409439086914,
-0.0557861365377903,
-0.03215799108147621,
-0.00992485973984003,
-0.021099258214235306,
-0.011249814182519913,
-0.01874149590730667,
-0.028174208477139473,
0.009898140095174313,
0.023452283814549446,
-0.001480339327827096,
-0.01602010242640972,
0.02533760480582714,
-0.024499474093317986,
0.030009010806679726,
0.013459843583405018,
-0.058331333100795746,
0.021109070628881454,
-0.0442337766289711,
-0.03007204644382,
-0.015667647123336792,
0.0017065306892618537,
-0.01976703479886055,
0.020660992711782455,
-0.0036651191767305136,
0.01075874362140894,
0.042819518595933914,
-0.011102747172117233,
0.016202585771679878,
0.00011211880337214097,
-0.015887709334492683,
0.028073353692889214,
-0.0007257556426338851,
-0.024467071518301964,
-0.014337371103465557,
0.011473147198557854,
-0.03347295522689819,
-0.053417108952999115,
-0.08001399040222168,
-0.0311608724296093,
-0.0012153786374256015,
0.0038851432036608458,
-0.017655108124017715,
-0.05622441694140434,
0.012272099032998085,
0.08204047381877899,
-0.04594521224498749,
-0.03182191029191017,
0.017462152987718582,
-0.04092143848538399,
-0.018155299127101898,
0.025974487885832787,
-0.044756658375263214,
-0.0018967625219374895,
-0.04978189244866371,
-0.006385334301739931,
-0.044351935386657715,
0.0810418352484703,
-0.034732919186353683,
0.03167392686009407,
-0.07825779914855957,
-0.015905190259218216,
0.000049466769269201905,
0.044805705547332764,
0.043481022119522095,
-0.02773427963256836,
0.04953548684716225,
0.033615466207265854,
0.01658942736685276,
0.01897631213068962,
-0.037940412759780884,
-0.0033198073506355286,
0.02621387504041195,
-0.023301443085074425,
-0.0009179026237688959,
0.007507145404815674,
0.020018955692648888,
-0.00269464123994112,
-0.05004230514168739,
-0.02696528472006321,
-0.02129284106194973,
-0.00594975845888257,
0.007888732478022575,
0.021031463518738747,
-0.0021115108393132687,
0.018089337274432182,
0.016865039244294167,
0.0354788564145565,
0.047397542744874954,
-0.0471591055393219,
0.052482422441244125,
-0.028098413720726967,
0.021107111126184464,
0.01167876273393631,
-0.04560432955622673,
-0.05168565362691879,
0.022675905376672745,
0.043674129992723465,
-0.06281468272209167,
-0.02447974868118763,
0.03700065240263939,
0.01762143336236477,
-0.01565765216946602,
0.0720965564250946,
-0.021490758284926414,
-0.021773839369416237,
-0.03303554654121399,
0.03831218555569649,
-0.005442599765956402,
0.001826012972742319,
-0.002648998750373721,
-0.061965592205524445,
0.024490198120474815,
-0.038493603467941284,
-0.053033992648124695,
-0.007917090319097042,
-0.00034139485796913505,
-0.01228371076285839,
0.04792272299528122,
0.005456807091832161,
-0.0459306426346302,
0.009784825146198273,
0.02874438650906086,
-0.057237524539232254,
0.007415710017085075,
0.008964885957539082,
0.11661959439516068,
-0.06624612957239151,
-0.055942244827747345,
0.030356938019394875,
0.029776550829410553,
-0.017995236441493034,
-0.001021037227474153,
0.007084171753376722,
-0.01278671994805336,
-0.009225329384207726,
0.005543181207031012,
0.07388707250356674,
-0.03901328518986702,
0.040061771869659424,
0.01981288194656372,
0.0017861075466498733,
0.027118626981973648,
-0.056867510080337524,
0.009819040074944496,
-0.009932498447597027,
0.00856301374733448,
-0.022505126893520355,
0.04604627192020416,
-0.043148625642061234,
-0.005065047647804022,
-0.056225668638944626,
-0.030507206916809082,
-0.004525814671069384,
0.0908290296792984,
-0.013314582407474518,
-0.029023878276348114,
-0.051045458763837814,
0.023567665368318558,
0.03698983043432236,
0.05529210716485977,
-0.026935534551739693,
0.03925858810544014,
0.05397610738873482,
0.021786080673336983,
-0.009355684742331505,
0.05931665003299713,
0.01527662854641676,
-0.039652902632951736,
-0.03587619587779045,
0.016545625403523445,
0.004800464957952499,
-0.024459021165966988,
0.04651835188269615,
0.015687281265854836,
-0.023999476805329323,
-0.027820616960525513,
-0.04611596092581749,
0.05013526976108551,
-0.006267160177230835,
-0.006379956379532814,
0.01823064498603344,
0.014198340475559235,
-0.020815188065171242,
0.045463934540748596,
-0.03196290507912636,
0.025488512590527534,
-0.011467057280242443,
-0.048918716609478,
0.04303392767906189,
-0.012592113576829433,
0.02353716641664505,
0.04607353359460831,
0.015761040151119232,
0.06607058644294739,
-0.04112561419606209,
0.016033880412578583,
-0.06981628388166428,
-0.012956232763826847,
0.020239852368831635,
0.05137486755847931,
0.03406888619065285,
0.037527892738580704,
-0.000597675796598196,
-0.03881180286407471,
0.04453176632523537,
0.0787087008357048,
0.04321759194135666,
0.020965540781617165,
-0.0217567328363657,
0.008228473365306854,
0.03676067292690277,
0.04585889354348183,
-0.04787919297814369,
-0.013510587625205517,
0.016482073813676834,
0.03455713391304016,
0.006376579869538546,
-0.006329481489956379,
-0.0011194280814379454,
0.002727736718952656,
-0.02792605571448803,
-0.0791047140955925,
0.05059458315372467,
0.03971865773200989,
0.011569655500352383,
0.04101749137043953,
-0.00947963073849678,
0.007161478977650404,
0.03544360399246216,
-0.012591821141541004,
-0.0035813204012811184,
-0.05003204196691513,
0.002697835210710764,
0.013741220347583294,
0.04279886558651924,
-0.059895385056734085,
0.014992540702223778,
-0.006039702799171209,
0.025586489588022232,
0.045785702764987946,
-0.004936411045491695,
0.04361065849661827,
0.05802568048238754,
-0.0019119163043797016,
-0.016457518562674522,
0.013841760344803333,
0.03350985795259476,
0.042709141969680786,
0.08482607454061508,
0.003205233719199896,
0.07057573646306992,
-0.0027797953225672245,
-0.00034741018316708505,
0.07318378239870071,
0.031305573880672455,
-0.0017765690572559834,
0.027250725775957108,
0.06507860124111176,
0.01330217719078064,
-0.00787156168371439,
0.02341185137629509,
-0.07640453428030014,
0.013623357750475407,
-0.029970549046993256,
0.014476950280368328,
-0.004940995946526527,
-0.0017381024081259966,
0.044017523527145386,
0.04560239985585213,
-0.006470981054008007,
0.026707515120506287,
-0.00872846134006977,
-0.016210880130529404,
0.014805088751018047,
-0.052791569381952286,
0.011932832188904285,
-0.028590798377990723,
-0.017149608582258224,
0.0048597874119877815,
-0.06402618438005447,
-0.08062835782766342,
-0.002602234948426485,
-0.016424510627985,
-0.0011968982871621847,
-0.07411347329616547,
-0.010907762683928013,
-0.0741170346736908,
-0.022232040762901306,
0.04077228903770447,
0.03811754286289215,
0.0003980196488555521,
-0.018019208684563637,
0.010996034368872643,
-0.03253348171710968,
-0.031513720750808716,
-0.038636818528175354,
-0.030185852199792862,
-0.061419613659381866,
-0.0591866672039032,
0.04539443179965019,
0.024032680317759514,
0.015150705352425575,
-0.001057931105606258,
-0.011888719163835049,
-0.034531328827142715,
0.0030803729314357042,
0.040167104452848434,
0.04842183366417885,
-0.047505754977464676,
-0.04014082998037338,
0.01748880371451378,
0.008342843502759933,
0.04887351393699646,
-0.03484197333455086,
-0.0049637178890407085,
0.10427305847406387,
0.0694492980837822,
0.009630256332457066,
-0.0062256366945803165,
-0.046217698603868484,
-0.049307066947221756,
-0.014862596057355404,
-0.0370323546230793,
-0.044416267424821854,
-0.021732032299041748,
-0.04059481993317604,
-0.027408739551901817,
-0.014920520596206188,
-0.005590297281742096,
-0.0003811499918811023,
0.017837034538388252,
-0.007462111301720142,
0.04256817325949669,
0.0646558329463005,
0.012204756028950214,
0.02145249769091606,
-0.06442573666572571,
-0.024479541927576065,
0.06456230580806732,
-0.0014379951171576977,
0.05392690747976303,
-0.06167377158999443,
-0.03935294598340988,
0.058982957154512405,
0.01311379112303257,
-0.0008943519205786288,
-0.006402103696018457,
0.1095442995429039,
-0.010370072908699512,
-0.01020767167210579,
0.008439304307103157,
-0.011106958612799644,
-0.02011949196457863,
-0.0008973995572887361,
0.0215629730373621,
-0.0463680699467659,
-0.06407716125249863,
-0.0365445613861084,
-0.04357539489865303,
0.031319186091423035,
-0.07615338265895844,
-0.048582568764686584,
-0.04575647786259651,
0.03301933407783508,
-0.005876537412405014,
0.004575076047331095,
-0.04705530032515526,
-0.000515283434651792,
-0.040875885635614395,
-0.003471493488177657,
0.02493869699537754,
0.006412645801901817,
-0.016390986740589142,
0.04082687944173813,
0.025618305429816246,
-0.011851952411234379,
0.03556566685438156,
0.026863418519496918,
0.05908820033073425,
-0.00018023936718236655,
-0.0558110848069191,
0.029006462544202805,
-0.012818494811654091,
0.020990153774619102,
0.01274004764854908,
-0.029582053422927856,
-0.05251767858862877,
-0.07305466383695602,
-0.007715256419032812,
0.02229860983788967,
-0.02402294985949993,
-0.0007442236528731883,
0.019113941118121147,
-0.01001301035284996,
-0.012711046263575554,
-0.011597739532589912,
0.01064970437437296,
0.03252530097961426,
-0.044202182441949844,
0.05445937067270279,
-0.0063705649226903915,
0.026459036394953728,
-0.019998762756586075,
0.014541491866111755,
-0.045652564615011215,
-0.01333086472004652,
0.00391553808003664,
0.049001023173332214,
0.021569015458226204,
0.053499262779951096,
0.051745470613241196,
0.025956030935049057,
-0.056499309837818146,
0.04509786143898964,
0.045402251183986664,
-0.0402684286236763,
-0.02546118013560772,
-0.021088363602757454,
0.015675978735089302,
0.0078065404668450356,
-0.036400098353624344,
-0.014571172185242176,
0.03403915464878082,
0.0416276678442955,
0.00179258082062006,
-0.005235650576651096,
-0.014723464846611023,
-0.01684778369963169,
-0.01639588363468647,
-0.02495161071419716,
0.014546658843755722,
-0.015339567326009274,
0.005217637866735458,
0.0565570592880249,
0.032000597566366196,
-0.0033982498571276665,
0.025333909317851067,
0.04599524661898613,
0.015089571475982666,
-0.04129631817340851,
0.043313365429639816,
0.03376040607690811,
-0.06612908840179443,
-0.07772597670555115,
-0.044081199914216995,
0.03371267393231392,
0.0405549556016922,
-0.006441638804972172,
-0.08462884277105331,
0.00939105823636055,
0.06393320858478546,
-0.05352156609296799,
0.04102031886577606,
-0.00945767667144537,
0.005213979631662369,
0.06118648126721382,
0.005591596942394972,
0.03327971324324608,
0.00031728597241453826,
0.0316891074180603,
-0.006721631623804569,
0.05352536216378212,
-0.04084090515971184,
-0.044021379202604294,
-0.05647944286465645,
0.04384351149201393,
0.06059204414486885,
0.04012689366936684,
0.04109901934862137,
-0.0030450725462287664,
-0.058415140956640244,
0.0013621826656162739,
0.04926379397511482,
-0.019940264523029327,
0.014173290692269802,
0.03212321177124977,
0.054449412971735,
-0.08039484918117523,
-0.022862043231725693,
-0.0033360281959176064,
0.0036781670060008764,
0.029414305463433266,
0.00009439302084501833,
-0.024250859394669533,
-0.06071700155735016,
0.03360858932137489,
-0.02433508075773716,
-0.03213329240679741,
-0.06673361361026764,
0.011531468480825424,
-0.0024191890843212605,
-0.03486527130007744,
0.048549946397542953,
0.06517797708511353,
0.03617575019598007,
0.04041197523474693,
-0.002019932959228754,
-0.009402898140251637,
-0.02849515900015831,
0.05330708250403404,
-0.046412769705057144,
-0.041564881801605225,
0.0053025055676698685,
-0.0541561059653759,
0.013674596324563026,
-0.016584882512688637,
-0.03255988284945488,
-0.05862901359796524,
-0.0395338200032711,
0.01722886599600315,
0.011476606130599976,
0.00963894184678793,
-0.014288210310041904,
0.03285783901810646,
-0.03911370411515236,
-0.007673076819628477,
-0.0068265292793512344,
-0.004127776715904474,
-0.029814230278134346,
-0.02749224752187729,
0.008579439483582973,
-0.0037948533426970243,
0.021709175780415535,
0.03589734807610512,
0.026731064543128014,
0.009758767671883106,
0.013702530413866043,
-0.04765913262963295,
-0.0008071298361755908,
0.0011153307277709246,
-0.025842370465397835,
-0.02492814138531685,
0.012060297653079033,
0.01149944867938757,
0.032396454364061356,
-0.031414538621902466,
0.0178080964833498,
0.014573279768228531,
-0.012092558667063713,
-0.008617471903562546,
0.01594388298690319,
0.03193860873579979,
-0.08835399150848389,
-0.02807706780731678,
-0.02630644105374813,
-0.027398576959967613,
0.0529489703476429,
0.004606079310178757,
-0.05218137055635452,
-0.003933178726583719,
0.008867284283041954,
0.04401935264468193,
0.009855135343968868,
-0.04118715971708298,
0.04185785353183746,
-0.02138577215373516,
0.037183765321969986,
-0.05870140716433525,
0.03972810506820679,
-0.0420377217233181,
-0.010112129151821136,
-0.02511252462863922,
0.013028738088905811,
-0.0349019430577755,
0.06538037955760956,
-0.023074012249708176,
-0.019504651427268982,
-0.03688215836882591,
0.011731301434338093,
-0.0474628210067749,
0.046863507479429245,
-0.02879549376666546,
0.009404392912983894,
-0.03931904584169388,
0.029734954237937927,
-0.07892289012670517,
-0.00895556528121233,
-0.02964206598699093,
-0.017881421372294426,
-0.05775368958711624,
0.03162773698568344,
-0.015381176955997944,
-0.024098139256238937,
-0.0023567406460642815,
0.012004547752439976,
0.07580193877220154,
0.022919489070773125,
0.027399776503443718,
0.013388706371188164,
0.009639228694140911,
-0.03402192145586014,
-0.025793660432100296,
-0.023981716483831406,
-0.0028119743801653385,
-0.02678559347987175,
0.041246119886636734,
0.03942388296127319,
-0.06185232847929001,
-0.06562331318855286,
0.05274452269077301,
0.01948370970785618,
0.013607817701995373,
-0.0003859579737763852,
0.001969484845176339,
0.03950972110033035,
0.025066396221518517,
-0.03415378928184509,
-0.026033548638224602,
-0.021494416519999504,
-0.039749663323163986,
0.008991513401269913,
-0.007435149513185024,
0.016918715089559555,
0.021063324064016342,
-0.010695596225559711,
-0.03473564237356186,
0.05756589025259018,
0.016173245385289192,
0.02117561362683773,
0.011553985998034477,
-0.023974547162652016,
0.007966147735714912,
0.010415306314826012,
-0.04170650616288185,
0.019036076962947845,
-0.024496302008628845,
-0.06079075112938881,
0.0447780005633831,
-0.009054153226315975,
-0.013577613048255444,
0.04858554154634476,
0.003956779837608337,
-0.03433319181203842,
0.06456464529037476,
-0.02674574963748455,
0.005634106695652008,
0.05548198148608208,
-0.06004393845796585,
-0.013723921962082386,
-0.034478139132261276,
0.081330306828022,
-0.05832342058420181,
0.03331209346652031,
0.02346794679760933,
0.03038327768445015,
0.019926009699702263,
-0.00971512496471405,
-0.054593686014413834,
0.01161466259509325,
-0.032253723591566086,
0.0730900689959526,
-0.004762581549584866,
-0.004504112061113119,
0.062207695096731186,
0.05699371173977852,
-0.0495133250951767,
0.014236165210604668,
0.03437758609652519,
0.05229167267680168,
0.058074600994586945,
0.018506638705730438,
-0.0697084590792656,
-0.017688734456896782,
0.004368245135992765,
0.03472677618265152,
-0.03391265496611595,
-0.05824245885014534,
-0.005456620827317238,
-0.023986030369997025,
-0.01334967091679573,
0.03736080601811409,
-0.011257723905146122,
0.0013050988782197237,
0.03626158833503723,
-0.06632936000823975,
-0.0759415403008461,
0.01428183726966381,
0.014283602125942707,
-0.03788350895047188,
-0.01158834993839264,
-0.03812641650438309,
-0.0022570169530808926,
0.022053860127925873,
0.005981986876577139,
-0.0019292122451588511,
-0.004172413609921932,
0.003367388853803277,
-0.04056474566459656,
-0.037096478044986725,
0.03317701071500778,
0.001767813926562667,
-0.06201783940196037,
0.009267830289900303,
-0.021135857328772545,
0.01106360461562872,
0.02857784926891327,
-0.012534025125205517,
0.041732680052518845,
-0.04555758833885193,
0.027591614052653313,
0.02807611972093582,
0.016938595101237297,
0.008642680011689663,
-0.027415664866566658,
0.042450688779354095,
0.013547235168516636,
0.03895888105034828,
0.013708208687603474,
-0.06297319382429123,
0.011117425747215748,
0.03926625847816467,
-0.0031466525979340076,
0.0019010613905265927,
-0.01819109544157982,
-0.051879528909921646,
-0.02446700818836689,
-0.017898190766572952,
0.01034221239387989,
0.0256796982139349,
-0.0334072969853878,
-0.004835344385355711,
0.049289099872112274,
-0.007796605583280325,
-0.03934586048126221,
-0.11003594100475311,
-0.018811095505952835,
-0.06335730850696564,
0.036810196936130524,
0.014434550888836384,
-0.027354588732123375,
0.020511848852038383,
-0.07773880660533905,
-0.04007952660322189,
0.05063989385962486,
0.023480433970689774,
-0.0809730812907219,
0.053513966500759125,
0.03945540636777878,
-0.04639390856027603,
0.03926309943199158,
0.0567285418510437,
-0.028706679120659828,
0.027734708040952682,
-0.010722543112933636,
0.033253248780965805,
0.049897510558366776,
0.019865162670612335,
-0.017395080998539925,
-0.011431403458118439,
-0.047120239585638046,
-0.02668459340929985,
-0.0545438677072525,
0.007646989077329636,
0.082529217004776
] |
CBreit00/DialoGPT_small_Rick | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- conversational
---
# Peter from Your Boyfriend Game.
| [
-0.04038132727146149,
0.01862197183072567,
-0.005940262693911791,
0.013471581041812897,
0.011410721577703953,
0.003080551279708743,
-0.008196845650672913,
0.015135711058974266,
-0.02272162400186062,
0.03536350652575493,
0.04636938124895096,
-0.003512163646519184,
0.024248354136943817,
0.022297082468867302,
-0.05556163564324379,
-0.018919402733445168,
-0.050639040768146515,
0.005478660576045513,
-0.02703310176730156,
-0.0009139327448792756,
0.037547849118709564,
0.02187884785234928,
-0.017146961763501167,
0.043855439871549606,
-0.006138402037322521,
0.041612036526203156,
-0.022389238700270653,
0.017192261293530464,
0.01501215435564518,
-0.03956012800335884,
0.005264291539788246,
-0.03409173712134361,
-0.015295891091227531,
-0.01966438814997673,
-0.022532593458890915,
-0.041933827102184296,
0.007618319243192673,
-0.017940396443009377,
0.00343471672385931,
0.036791518330574036,
-0.007298644166439772,
-0.03566295653581619,
0.028913751244544983,
-0.05784285068511963,
0.04874822869896889,
0.0016524660168215632,
-0.051069460809230804,
0.003866421990096569,
0.02803638018667698,
-0.05152871832251549,
-0.05056280642747879,
-0.056298837065696716,
-0.04337400197982788,
-0.02249152585864067,
0.025109468027949333,
-0.0419401116669178,
-0.04527881741523743,
0.0017448082799091935,
0.06972526758909225,
-0.006462780758738518,
-0.029723461717367172,
-0.0023160232231020927,
-0.060629166662693024,
0.016726592555642128,
0.014331364072859287,
-0.07481756061315536,
0.019441861659288406,
-0.04834194853901863,
0.006519068963825703,
-0.025627372786402702,
0.057074546813964844,
-0.04340677708387375,
0.012563467025756836,
-0.06534900516271591,
0.005103978794068098,
-0.00261511979624629,
0.06528474390506744,
0.05398279428482056,
-0.028509201481938362,
0.06629948318004608,
0.029951976612210274,
0.027601150795817375,
0.07101677358150482,
-0.016711516305804253,
-0.028300436213612556,
0.02402210235595703,
-0.025927266106009483,
0.00833700317889452,
-0.007902123965322971,
0.023261969909071922,
-0.026928052306175232,
-0.04380499944090843,
-0.02332252450287342,
-0.006501760799437761,
-0.012720045633614063,
0.05609450861811638,
0.028582338243722916,
-0.01556769385933876,
0.027747726067900658,
0.02863524854183197,
0.008861754089593887,
0.05662989988923073,
-0.026524659246206284,
0.04058406502008438,
-0.003426061710342765,
0.010629143565893173,
0.02708597108721733,
0.005437709856778383,
-0.023926042020320892,
0.005903424695134163,
0.027499478310346603,
-0.0347081795334816,
-0.02737642638385296,
0.028779136016964912,
0.014216285198926926,
0.0003651214356068522,
0.0518033429980278,
-0.044822778552770615,
-0.02789253368973732,
-0.035546090453863144,
0.06164137274026871,
-0.03192174434661865,
0.01806359365582466,
0.008178086951375008,
-0.051274921745061874,
-0.005680448841303587,
-0.0348239541053772,
-0.017744027078151703,
0.0012006688630208373,
-0.011081388220191002,
0.020501459017395973,
0.027933647856116295,
-0.039875540882349014,
-0.05826691910624504,
0.014180457219481468,
0.035584673285484314,
-0.050042975693941116,
0.0060692159458994865,
0.010980457067489624,
0.10793131589889526,
-0.08825910836458206,
-0.03412210941314697,
-0.01384018361568451,
0.038854263722896576,
-0.04713825136423111,
-0.009034466929733753,
0.01979946345090866,
-0.0069879391230642796,
-0.03156700357794762,
-0.005910322070121765,
0.010947344824671745,
-0.042825400829315186,
-0.007354140747338533,
0.028147678822278976,
0.018096141517162323,
0.0294064711779356,
-0.04095383733510971,
0.015093796886503696,
0.0198911614716053,
-0.037506941705942154,
-0.051316894590854645,
0.07224800437688828,
-0.030295126140117645,
-0.028808269649744034,
-0.04847794398665428,
-0.013374472968280315,
-0.008055649697780609,
0.07014462351799011,
0.006811917293816805,
-0.020464619621634483,
-0.04696407541632652,
0.02010514959692955,
0.0676017701625824,
0.027931738644838333,
-0.015054014511406422,
0.028777550905942917,
0.05993824824690819,
0.017183009535074234,
-0.03883611783385277,
0.060231227427721024,
0.00224053836427629,
-0.03608249872922897,
-0.05493711680173874,
0.0056832898408174515,
0.04242607206106186,
0.005480762105435133,
0.031680624932050705,
0.05535419285297394,
-0.023351425305008888,
-0.025415703654289246,
0.008236975409090519,
0.051938675343990326,
-0.017599869519472122,
-0.023124756291508675,
-0.019551938399672508,
-0.028029143810272217,
-0.04235045611858368,
0.03685598075389862,
-0.03864135965704918,
-0.012128842994570732,
-0.02630706876516342,
-0.00893859937787056,
0.05120778828859329,
-0.004655057564377785,
0.000928773486521095,
0.04940532147884369,
-0.0110818175598979,
0.06370702385902405,
-0.040037572383880615,
0.016255978494882584,
-0.042822420597076416,
-0.017458397895097733,
-0.013997784815728664,
0.042090270668268204,
0.023172222077846527,
0.040470756590366364,
-0.03066975250840187,
-0.04274871200323105,
0.028685521334409714,
0.03796662017703056,
0.03420234099030495,
0.019407212734222412,
-0.030686071142554283,
-0.009348050691187382,
0.031112223863601685,
0.01931833103299141,
-0.03455027937889099,
-0.009670233353972435,
0.00043572919094003737,
0.07565277069807053,
-0.004983597435057163,
-0.029781237244606018,
-0.0341603085398674,
-0.007753411307930946,
-0.0340757817029953,
-0.06858979165554047,
0.04479220137000084,
0.021777091547846794,
-0.008889083750545979,
0.031824178993701935,
-0.011182413436472416,
0.006069539114832878,
0.05601842701435089,
0.013140523806214333,
0.008073315024375916,
-0.06907907873392105,
-0.014248933643102646,
0.004354757722467184,
0.0840843990445137,
-0.041028622537851334,
0.02260800078511238,
0.00190801324788481,
0.016415227204561234,
0.019336193799972534,
-0.016122320666909218,
0.04924740269780159,
0.050978586077690125,
0.06373134255409241,
-0.018328873440623283,
0.021999267861247063,
-0.00014521554112434387,
0.021939074620604515,
0.037214480340480804,
-0.028363842517137527,
0.06975163519382477,
-0.01579512655735016,
0.034165091812610626,
0.04513772949576378,
0.024994125589728355,
-0.01837875507771969,
0.03804104030132294,
0.04978398233652115,
-0.006890452932566404,
0.016899241134524345,
0.04373262822628021,
-0.0162342581897974,
0.01253034919500351,
-0.051521822810173035,
0.006825589574873447,
-0.014724092558026314,
-0.015143982134759426,
0.04199735447764397,
0.01960335299372673,
0.013970276340842247,
-0.000735170382540673,
-0.0074145980179309845,
0.007605426013469696,
0.05175997316837311,
-0.0014931585174053907,
-0.011085782200098038,
0.00941889826208353,
-0.027503032237291336,
0.03142877668142319,
-0.05007357895374298,
-0.04289056733250618,
-0.015737369656562805,
-0.04140094667673111,
-0.017553100362420082,
-0.10311785340309143,
-0.057391997426748276,
-0.07023462653160095,
-0.021434467285871506,
0.05128275603055954,
0.01712668500840664,
0.01289471983909607,
-0.0006346938898786902,
0.009019091725349426,
-0.03485827520489693,
-0.0358596108853817,
-0.057017743587493896,
-0.002557493280619383,
-0.012880056165158749,
-0.0275857113301754,
0.017901616171002388,
0.05574610456824303,
0.03540666401386261,
0.014623153023421764,
-0.0400780625641346,
-0.08553920686244965,
-0.006526272278279066,
0.020292144268751144,
0.016205737367272377,
-0.053084880113601685,
-0.035660840570926666,
0.0024259169586002827,
0.02386670932173729,
0.01438993588089943,
-0.007998590357601643,
-0.0459514819085598,
0.06259559839963913,
0.0244173314422369,
-0.0002507416356820613,
0.02774852328002453,
-0.019653195515275,
-0.02653704397380352,
-0.009082650765776634,
-0.021514447405934334,
-0.05503512918949127,
-0.016541890799999237,
-0.04573516547679901,
-0.06163683906197548,
-0.03398561850190163,
-0.0460396446287632,
0.003612416097894311,
0.003109274199232459,
0.0009634013404138386,
0.005737082567065954,
0.01832662709057331,
0.027147836983203888,
0.023401523008942604,
-0.017605144530534744,
-0.016211623325943947,
0.04372873157262802,
-0.04166853800415993,
-0.005607457831501961,
-0.08150419592857361,
-0.04405796155333519,
0.036541156470775604,
-0.010151592083275318,
0.009057550691068172,
-0.04486269876360893,
0.043859317898750305,
0.033642567694187164,
0.005484070163220167,
0.03306491672992706,
-0.05484281852841377,
-0.010111228562891483,
-0.02986137941479683,
-0.019005287438631058,
-0.04589386656880379,
-0.047286637127399445,
-0.014299570582807064,
-0.013380507938563824,
0.03154580667614937,
-0.0774943083524704,
-0.019130518659949303,
-0.042318541556596756,
-0.012416137382388115,
0.038699742406606674,
0.025207333266735077,
-0.05603707209229469,
-0.010517032817006111,
-0.05949236452579498,
-0.019879387691617012,
-0.03172910213470459,
-0.028144188225269318,
0.00721385981887579,
0.04278074949979782,
0.017476510256528854,
-0.02980729006230831,
0.07030045986175537,
0.024018460884690285,
0.05591340735554695,
0.0630858987569809,
-0.029024221003055573,
0.0398111492395401,
-0.03118732012808323,
0.059549834579229355,
-0.009404185228049755,
-0.0377669483423233,
-0.04918579012155533,
-0.09579393267631531,
-0.024991653859615326,
0.02644422836601734,
-0.04086533561348915,
-0.005412019789218903,
0.05590791255235672,
-0.06744854897260666,
-0.017213819548487663,
-0.004552566912025213,
0.045540615916252136,
0.04198681190609932,
-0.023700211197137833,
0.05527337267994881,
-0.006918818224221468,
0.02536175586283207,
-0.034032516181468964,
-0.009320409968495369,
-0.03242211416363716,
-0.018026428297162056,
-0.0037068361416459084,
0.05044042319059372,
-0.006259629502892494,
0.0522526316344738,
0.06503724306821823,
0.04051708057522774,
-0.04011218994855881,
0.050697315484285355,
0.06114858761429787,
-0.02096780575811863,
-0.03788144513964653,
0.010527923703193665,
-0.008504392579197884,
-0.01442042738199234,
0.0008767129620537162,
-0.028284724801778793,
0.032035987824201584,
0.039066433906555176,
-0.0029369457624852657,
0.016598595306277275,
0.02211337722837925,
-0.02115929313004017,
-0.038460370153188705,
-0.07694360613822937,
-0.014824672602117062,
-0.010634206235408783,
-0.012177041731774807,
0.042325954884290695,
0.043187420815229416,
-0.003441843669861555,
0.04937268793582916,
0.018748614937067032,
-0.03279674053192139,
-0.05729818344116211,
0.038947880268096924,
0.031800270080566406,
-0.03127261623740196,
-0.06005652993917465,
-0.04548709839582443,
0.0349823534488678,
0.0377655066549778,
-0.004996041301637888,
-0.09102439880371094,
0.044947549700737,
0.054986678063869476,
-0.058304380625486374,
0.0575454980134964,
0.0175193902105093,
0.03544488549232483,
0.053639624267816544,
0.018074404448270798,
0.04950864240527153,
-0.050135478377342224,
0.006845449563115835,
-0.005656896159052849,
0.04625626280903816,
-0.04892599582672119,
-0.05084744840860367,
-0.04436761140823364,
0.025156570598483086,
0.010869922116398811,
0.031136753037571907,
0.05262600630521774,
-0.04884147644042969,
-0.0392502024769783,
-0.03384239226579666,
0.04301445186138153,
-0.012512598186731339,
0.018510937690734863,
0.027707258239388466,
0.05562907084822655,
-0.06935740262269974,
-0.02692585624754429,
0.01937069371342659,
0.0175354965031147,
0.027211269363760948,
-0.02300156280398369,
-0.03906247764825821,
-0.019606895744800568,
0.026636451482772827,
-0.035275183618068695,
-0.027857424691319466,
-0.08778457343578339,
0.037769634276628494,
-0.02010415866971016,
-0.012503286823630333,
0.06343276053667068,
0.059931978583335876,
0.05162437632679939,
0.05574283376336098,
-0.02637164480984211,
0.028917131945490837,
-0.041984330862760544,
0.0346858911216259,
-0.031529925763607025,
-0.04698354750871658,
-0.0007236705860123038,
-0.07656044512987137,
-0.02695324644446373,
-0.05997146666049957,
-0.053199540823698044,
-0.03698033466935158,
-0.029035495594143867,
0.02647547610104084,
-0.014580195769667625,
-0.00968091655522585,
0.01772887073457241,
0.024256499484181404,
-0.03219524025917053,
-0.021817507222294807,
-0.0015835071681067348,
-0.025562599301338196,
-0.059759754687547684,
-0.046638596802949905,
0.0008028794545680285,
-0.005263772327452898,
0.027664802968502045,
-0.002288243966177106,
0.007817327044904232,
0.05650254711508751,
0.015573247335851192,
-0.016117006540298462,
0.01361644733697176,
0.032646361738443375,
-0.04756329953670502,
-0.0067966957576572895,
0.02144833654165268,
0.0034628978464752436,
0.01400738675147295,
-0.03724358603358269,
0.027955589815974236,
-0.0036210797261446714,
-0.052554357796907425,
-0.05284725874662399,
0.008290513418614864,
0.022654158994555473,
-0.08140920847654343,
0.009339513257145882,
-0.0444493405520916,
-0.02494833990931511,
0.012783782556653023,
-0.04904737323522568,
-0.025944499298930168,
-0.01753377355635166,
0.030394168570637703,
0.024071943014860153,
0.003908022306859493,
-0.02160143293440342,
0.00999458134174347,
0.0045478506945073605,
0.04256312921643257,
-0.06426375359296799,
0.020332423970103264,
0.0009148524841293693,
0.013052254915237427,
-0.008623498491942883,
0.011286523193120956,
-0.050110720098018646,
0.062266308814287186,
-0.027036411687731743,
-0.027742840349674225,
-0.0036250774282962084,
-0.0027721249498426914,
-0.004308403003960848,
0.040646426379680634,
0.01681463234126568,
0.024277396500110626,
-0.023446155712008476,
0.043234799057245255,
-0.04770718514919281,
-0.007840150035917759,
-0.000814653467386961,
-0.009754374623298645,
-0.03727966174483299,
-0.012301469221711159,
-0.005868489854037762,
-0.026915866881608963,
0.024756846949458122,
0.010486248880624771,
0.016146201640367508,
0.04921720176935196,
0.0008033300982788205,
0.011933679692447186,
0.03406516835093498,
-0.03146406263113022,
-0.04641611874103546,
0.013896957971155643,
0.006215157452970743,
0.03349319472908974,
0.07670628279447556,
0.03745304048061371,
-0.05249140039086342,
-0.03773071616888046,
0.02767539769411087,
0.02739960141479969,
0.03604253754019737,
-0.004325699061155319,
0.02649657242000103,
0.07262739539146423,
0.043087247759103775,
-0.0022454862482845783,
-0.0000949726891121827,
-0.008103628642857075,
-0.02381262741982937,
-0.02632502280175686,
0.01116994209587574,
-0.005690040998160839,
-0.008985084481537342,
-0.02881021797657013,
-0.036635156720876694,
0.08039937168359756,
-0.007864072918891907,
0.0027083768509328365,
-0.01960352063179016,
-0.02496304363012314,
0.056583087891340256,
0.002998248441144824,
-0.03423858806490898,
-0.008835703134536743,
0.024309424683451653,
-0.013206027448177338,
0.03261189162731171,
-0.04426213353872299,
0.013946854509413242,
0.03785074129700661,
0.013765540905296803,
-0.00020137107640039176,
0.0030402285046875477,
-0.015850039198994637,
0.010749787092208862,
0.011378614231944084,
-0.06526053696870804,
-0.035086508840322495,
-0.04759490117430687,
0.055411286652088165,
-0.05292763188481331,
0.07995405793190002,
0.04797418788075447,
0.03656512498855591,
0.029340188950300217,
-0.002984400372952223,
-0.052411843091249466,
0.0024041696451604366,
-0.040217433124780655,
0.07424187660217285,
-0.004346579313278198,
-0.04098127782344818,
0.05647340416908264,
0.005979316309094429,
-0.07767673581838608,
0.00001839063043007627,
0.028968561440706253,
0.022787483409047127,
0.014431754127144814,
0.04218928515911102,
-0.05549636110663414,
0.025714268907904625,
-0.015693137422204018,
0.04431163892149925,
-0.026549378409981728,
-0.02395058609545231,
-0.0277283675968647,
-0.034311652183532715,
0.013135071843862534,
0.04662904143333435,
-0.021505294367671013,
0.016223780810832977,
0.006496427580714226,
-0.021374676376581192,
-0.06408049911260605,
0.01299209613353014,
0.03772205486893654,
-0.004841300193220377,
-0.00447801174595952,
-0.023956121876835823,
0.02728845551609993,
0.04752219840884209,
-0.014179321005940437,
-0.061092112213373184,
0.005969984456896782,
-0.0017133296933025122,
-0.05213962867856026,
-0.035682421177625656,
0.06439770013093948,
0.013031992129981518,
0.019971301779150963,
-0.018630612641572952,
0.03963710367679596,
0.025443969294428825,
0.0406639538705349,
-0.02723778784275055,
0.0022248225286602974,
-0.0854627788066864,
-0.014087608084082603,
0.043883539736270905,
0.02252781204879284,
-0.0013269848423078656,
-0.014935679733753204,
0.02204393409192562,
0.07719378918409348,
0.04260566085577011,
-0.0037162837106734514,
-0.02386663481593132,
-0.03631209582090378,
0.011075473390519619,
-0.03997568041086197,
0.034576501697301865,
-0.0023259322624653578,
-0.06105266511440277,
-0.04437600076198578,
-0.02144591137766838,
0.0017495875945314765,
0.0386468730866909,
-0.047449517995119095,
0.02978772111237049,
0.05714118853211403,
-0.006233525928109884,
-0.040833160281181335,
-0.10694418102502823,
-0.04742380976676941,
-0.031327806413173676,
0.016680428758263588,
0.052634697407484055,
-0.06247255578637123,
-0.0012599625624716282,
-0.02083776146173477,
0.009257419966161251,
0.06201774254441261,
-0.016451336443424225,
-0.013795948587357998,
0.05073300749063492,
0.07005257904529572,
-0.025380326434969902,
0.03039553202688694,
0.022380653768777847,
-0.0512707345187664,
0.06346716731786728,
0.026319662109017372,
0.04227772727608681,
0.02518429234623909,
0.037263959646224976,
-0.020711248740553856,
-0.010401363484561443,
-0.024652760475873947,
-0.030743706971406937,
0.012347831390798092,
0.00906423106789589,
0.047228578478097916
] |
CLAck/en-vi | [
"pytorch",
"marian",
"text2text-generation",
"en",
"vi",
"dataset:ALT",
"transformers",
"translation",
"license:apache-2.0",
"autotrain_compatible"
] | translation | {
"architectures": [
"MarianMTModel"
],
"model_type": "marian",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 8 | null | ---
language:
- qu
tags:
- Llamacha
---
# QuBERTa
QuBERTa es un modelo de lenguaje basado en RoBERTa para el quechua. Nuestro modelo de lenguaje fue pre-entrenado con 5M de tokens del quechua sureño (Collao y Chanka).
El modelo utiliza un tokenizador Byte-level BPE con un vocabulario de 52000 tokens de subpalabras.
## Usabilidad
Una vez descargado los pesos y el tokenizador es necesario adjuntarlo en un sola carpeta, en este caso fue `QuBERTa `.
```python
from transformers import pipeline
fill_mask = pipeline(
"fill-mask",
model="./QuBERTa",
tokenizer="./QuBERTa"
)
```
Se hace la prueba, la cual esta en fases de mejoras.
```python
fill_mask("allinllachu <mask> allinlla huk wasipita.")
```
[{'score': 0.23992203176021576,
'sequence': 'allinllachu nisqaqa allinlla huk wasipita.',
'token': 334,
'token_str': ' nisqaqa'},
{'score': 0.061005301773548126,
'sequence': 'allinllachu, allinlla huk wasipita.',
'token': 16,
'token_str': ','},
{'score': 0.028720015659928322,
'sequence': "allinllachu' allinlla huk wasipita.",
'token': 11,
'token_str': "'"},
{'score': 0.012927944771945477,
'sequence': 'allinllachu kay allinlla huk wasipita.',
'token': 377,
'token_str': ' kay'},
{'score': 0.01230092253535986,
'sequence': 'allinllachu. allinlla huk wasipita.',
'token': 18,
'token_str': '.'}]
| [
0.0005328659317456186,
-0.033670101314783096,
-0.0000013746843023909605,
0.044704027473926544,
0.05700689181685448,
0.020908981561660767,
-0.009162510745227337,
0.0017029367154464126,
-0.038597311824560165,
0.06084651127457619,
0.0037020996678620577,
-0.022457465529441833,
0.003819984383881092,
0.057731881737709045,
-0.05043317377567291,
-0.022272616624832153,
-0.022389128804206848,
-0.00881713256239891,
-0.06667972356081009,
-0.025627341121435165,
-0.01675395853817463,
0.009157066233456135,
-0.009424291551113129,
0.03327145799994469,
0.012036805972456932,
0.03059651143848896,
0.005502752028405666,
0.016232233494520187,
0.016778485849499702,
-0.05190680921077728,
-0.02492460235953331,
-0.025268450379371643,
-0.021361397579312325,
-0.027889199554920197,
-0.05420798063278198,
-0.015875959768891335,
0.01055392250418663,
-0.01183445192873478,
0.03061889484524727,
0.04824899509549141,
0.00039566593477502465,
0.026039762422442436,
-0.018763631582260132,
-0.03427021950483322,
0.030198952183127403,
0.005570981185883284,
-0.04713622108101845,
-0.014898176304996014,
0.033753156661987305,
-0.021433696150779724,
-0.05803617089986801,
-0.06352514028549194,
-0.03612397983670235,
0.013166604563593864,
-0.03270714730024338,
-0.018777210265398026,
-0.0810195803642273,
0.007303894031792879,
0.0477188378572464,
-0.06284742802381516,
-0.034869372844696045,
0.002855420345440507,
-0.08504750579595566,
0.02108796127140522,
-0.00011880725651280954,
-0.03850794583559036,
-0.0018425040179863572,
-0.024823887273669243,
0.023249495774507523,
-0.008415259420871735,
0.057970792055130005,
-0.050240371376276016,
0.012717396020889282,
-0.07921981066465378,
0.03369010612368584,
-0.028633488342165947,
0.023683160543441772,
0.025506097823381424,
-0.03506046533584595,
0.06202220171689987,
0.04414696991443634,
0.014928455464541912,
0.019237522035837173,
-0.031166912987828255,
-0.007038056384772062,
0.037210263311862946,
-0.02864926867187023,
-0.003730016527697444,
0.026810454204678535,
0.0535658560693264,
-0.020826349034905434,
-0.023389095440506935,
-0.022897889837622643,
-0.03997822850942612,
0.003102910006418824,
0.0384458489716053,
0.056427694857120514,
-0.010136266238987446,
0.04154292121529579,
0.024295920506119728,
0.008200325071811676,
0.052250467240810394,
0.006581582594662905,
0.07056353241205215,
-0.02677517756819725,
-0.011173645034432411,
0.011899330653250217,
-0.028273947536945343,
-0.024042487144470215,
0.021716328337788582,
0.03368812054395676,
-0.026187008246779442,
-0.03803804889321327,
0.056716419756412506,
0.031162204220891,
-0.00400212686508894,
0.05827467888593674,
-0.01850065402686596,
-0.05327712744474411,
-0.049850717186927795,
0.08256461471319199,
0.013782736845314503,
-0.005614194553345442,
0.004098113626241684,
-0.05278331786394119,
0.011584318242967129,
-0.0325501449406147,
-0.01083146408200264,
0.004833508748561144,
0.03509354591369629,
-0.02011486515402794,
0.02434259094297886,
0.020240990445017815,
-0.03957647085189819,
0.01292482577264309,
0.009999389760196209,
-0.05964326113462448,
0.028401155024766922,
0.03907131031155586,
0.09644585847854614,
-0.058322783559560776,
-0.04761205241084099,
0.02575863152742386,
-0.0061691757291555405,
-0.020763635635375977,
-0.0016135491896420717,
-0.0019666950684040785,
-0.025248629972338676,
-0.029978828504681587,
0.00512111559510231,
0.08386518061161041,
-0.07098504900932312,
0.01347503624856472,
0.038487471640110016,
-0.012433276511728764,
0.04608962684869766,
-0.04752715677022934,
-0.006566885393112898,
0.029919857159256935,
-0.015790438279509544,
-0.021406983956694603,
0.03779471293091774,
0.0012505236081779003,
-0.03462270274758339,
-0.030193058773875237,
-0.044742316007614136,
0.014960501343011856,
0.08283979445695877,
0.0025846832431852818,
0.0031198759097605944,
-0.03263011574745178,
0.03151445463299751,
0.022275036200881004,
0.021553026512265205,
-0.01927187480032444,
0.04306630790233612,
0.045014187693595886,
0.0038688918575644493,
-0.025063401088118553,
0.04466461390256882,
0.03607155755162239,
-0.023350149393081665,
-0.03716414421796799,
0.008116633631289005,
0.01185225322842598,
-0.02502988465130329,
0.009316019713878632,
0.029853124171495438,
0.003723932895809412,
-0.03910582512617111,
0.023240838199853897,
0.049772415310144424,
-0.014623727649450302,
0.02054532617330551,
0.0034563385415822268,
0.0002587387862149626,
-0.02725195325911045,
0.04345659166574478,
-0.03497763350605965,
0.00232986849732697,
-0.01215241476893425,
-0.01871619001030922,
0.009126745164394379,
0.03455524519085884,
0.00792497768998146,
0.03916725516319275,
0.002342714462429285,
0.09394354373216629,
-0.011303256265819073,
0.025239411741495132,
-0.054385434836149216,
-0.05153430998325348,
0.015321233309805393,
0.030099840834736824,
0.028440043330192566,
0.02713898755609989,
-0.006025351118296385,
-0.060235876590013504,
0.007651847321540117,
0.06861747801303864,
0.037857986986637115,
-0.00806098897010088,
-0.026426486670970917,
-0.0021569044329226017,
0.026969509199261665,
0.06311551481485367,
-0.08069553226232529,
-0.035005856305360794,
0.015637466683983803,
0.025160228833556175,
-0.04663082957267761,
0.011937564238905907,
-0.0006617753533646464,
0.034961387515068054,
-0.055261291563510895,
-0.09296415746212006,
0.05308690294623375,
0.029407257214188576,
0.005023779813200235,
0.039471086114645004,
-0.013184565119445324,
0.027397267520427704,
0.011515597812831402,
0.027901219204068184,
0.006531953811645508,
-0.045238036662340164,
-0.000792565057054162,
0.003628380363807082,
0.05100640282034874,
-0.05502896383404732,
0.01973082683980465,
0.018840819597244263,
0.01981467194855213,
0.059670936316251755,
-0.05728316307067871,
0.019071053713560104,
0.03819074481725693,
-0.005481862463057041,
-0.01889890246093273,
0.024013802409172058,
0.016565872356295586,
0.009760427288711071,
0.07370422035455704,
-0.015759168192744255,
0.06423146277666092,
-0.015299596823751926,
0.023150388151407242,
0.07969176024198532,
0.019411377608776093,
0.00415077293291688,
0.014356905594468117,
0.07220607250928879,
0.015556329861283302,
-0.02017725259065628,
0.05421382933855057,
-0.029695142060518265,
0.0020998110994696617,
-0.03742125630378723,
0.008928276598453522,
0.004003224894404411,
-0.022045545279979706,
0.0164631474763155,
0.019528351724147797,
-0.022314684465527534,
-0.004598081577569246,
-0.011260365135967731,
-0.010625891387462616,
0.05340924486517906,
-0.022302137687802315,
-0.011357887648046017,
0.0082399295642972,
-0.015555264428257942,
0.015290757641196251,
-0.06378037482500076,
-0.061227116733789444,
-0.013247684575617313,
-0.0010958376806229353,
0.011383609846234322,
-0.06580571085214615,
-0.02584436722099781,
-0.06246965005993843,
-0.020432118326425552,
0.04811185598373413,
0.016773860901594162,
0.0011945328442379832,
0.009864269755780697,
0.011951125226914883,
-0.04893122985959053,
-0.02406483329832554,
-0.03282409533858299,
-0.04179611802101135,
-0.03798609972000122,
-0.07842923700809479,
0.03275051340460777,
0.03791563957929611,
0.03766573220491409,
0.016763940453529358,
0.01616581529378891,
-0.0011238579172641039,
-0.020091162994503975,
0.04275700822472572,
0.04236612841486931,
-0.0073209903202950954,
-0.07569992542266846,
0.03096812218427658,
-0.0004338093858677894,
0.011538947932422161,
0.014369954355061054,
-0.024447714909911156,
0.08357897400856018,
0.06968700885772705,
0.046868160367012024,
-0.0016705392627045512,
-0.01841685362160206,
-0.022067995741963387,
-0.023683272302150726,
-0.04024320840835571,
-0.026412731036543846,
-0.018666353076696396,
-0.015505349263548851,
-0.043612126260995865,
-0.0026491095777601004,
-0.029447894543409348,
0.003299382282420993,
-0.011505610309541225,
0.012686937116086483,
0.06336720287799835,
0.053512752056121826,
0.03972217068076134,
0.063824363052845,
-0.059945788234472275,
-0.0005292217247188091,
0.0742444321513176,
0.0007556709460914135,
0.017685111612081528,
-0.07340346276760101,
-0.03199859336018562,
0.0569608099758625,
-0.008673600852489471,
0.007411383092403412,
-0.01999950408935547,
0.07967385649681091,
0.026336519047617912,
-0.009440800175070763,
0.01012135948985815,
-0.02901025116443634,
-0.044559087604284286,
0.003981687594205141,
-0.016631383448839188,
-0.03846297413110733,
-0.0590222142636776,
-0.015408235602080822,
0.016476677730679512,
0.06538726389408112,
-0.05513755977153778,
-0.06915826350450516,
-0.024885687977075577,
0.03585267812013626,
0.011468169279396534,
-0.025647997856140137,
-0.04355136677622795,
-0.000810521247331053,
-0.04556169733405113,
-0.027829615399241447,
0.026329588145017624,
-0.004892804194241762,
-0.00028776301769539714,
0.05308428779244423,
0.02197856456041336,
-0.045101188123226166,
0.03298967331647873,
0.03680504113435745,
0.054364949464797974,
0.016079692170023918,
-0.03787704184651375,
0.01117635890841484,
-0.004981368314474821,
-0.0004539355868473649,
0.010519403964281082,
-0.01927996054291725,
-0.051006980240345,
-0.08927652984857559,
0.0024723876267671585,
0.01019855123013258,
-0.030001353472471237,
-0.015607115812599659,
0.03959985449910164,
-0.024645289406180382,
0.007839707657694817,
0.007274953182786703,
0.000909837894141674,
0.03816910833120346,
-0.054994601756334305,
0.08264283835887909,
-0.008362413384020329,
0.03244354948401451,
-0.025629866868257523,
0.012188715860247612,
-0.03182435780763626,
0.0030470616184175014,
-0.02233775146305561,
0.048560984432697296,
0.03796033933758736,
0.053101807832717896,
0.05471666902303696,
0.014755344949662685,
-0.04898843914270401,
0.0633951798081398,
0.01918279379606247,
-0.033143457025289536,
-0.040864814072847366,
-0.00026119023095816374,
-0.0235129464417696,
-0.04065950587391853,
-0.013592959381639957,
-0.011916234157979488,
0.006971099879592657,
0.05101938918232918,
0.00218410138040781,
-0.006337264087051153,
0.011977830901741982,
-0.009671109728515148,
-0.0350506529211998,
-0.02675468847155571,
-0.02986123226583004,
0.01586279831826687,
-0.02269858308136463,
0.031023520976305008,
0.037742502987384796,
0.013330341316759586,
0.05970103293657303,
0.053278256207704544,
-0.02559429407119751,
-0.050735849887132645,
0.025525091215968132,
0.009327489882707596,
-0.01661703735589981,
-0.057904407382011414,
-0.04801207035779953,
0.04923876002430916,
0.040923964232206345,
0.01479689497500658,
-0.07859424501657486,
-0.010777244344353676,
0.048653971403837204,
-0.011607370339334011,
0.06297552585601807,
-0.029834214597940445,
0.03430064022541046,
0.05144991725683212,
-0.03312763199210167,
0.01795971766114235,
-0.012424989603459835,
0.027408752590417862,
-0.02136419527232647,
0.043499819934368134,
0.015060940757393837,
-0.027857381850481033,
-0.049971867352724075,
0.012883090414106846,
0.03515573590993881,
0.05030347406864166,
0.04493940621614456,
-0.01386546902358532,
-0.06129933148622513,
-0.010277809575200081,
0.05201622471213341,
-0.06277848780155182,
0.029808133840560913,
0.029365625232458115,
0.030887771397829056,
-0.05853285640478134,
-0.0201337318867445,
-0.003821377642452717,
0.016397781670093536,
0.03299105912446976,
0.020959433168172836,
-0.03498381748795509,
-0.052694499492645264,
0.025200115516781807,
-0.005840312223881483,
-0.014773057773709297,
-0.06099176034331322,
0.04528786987066269,
-0.03843221440911293,
0.02533682808279991,
0.04800849407911301,
0.024921225383877754,
0.05238717049360275,
0.04056607186794281,
0.005102910101413727,
0.011233041062951088,
-0.050948455929756165,
0.06974054127931595,
-0.06050524115562439,
-0.018357805907726288,
-0.016971344128251076,
-0.05235196277499199,
-0.019144419580698013,
-0.043675173074007034,
-0.05733507126569748,
-0.045684054493904114,
-0.009888622909784317,
0.05692519620060921,
-0.005728043615818024,
0.010084941983222961,
-0.026605136692523956,
0.046636153012514114,
-0.013335010036826134,
-0.0067167021334171295,
-0.03075207583606243,
-0.030943486839532852,
-0.05819448456168175,
-0.048735611140728,
0.01981682889163494,
0.00021073098469059914,
0.030637575313448906,
0.005365164950489998,
0.01207035593688488,
0.026537492871284485,
-0.020088791847229004,
-0.0249876007437706,
0.033582963049411774,
-0.015156881883740425,
-0.02208729274570942,
-0.041956476867198944,
0.02990131825208664,
0.024115707725286484,
0.047142960131168365,
-0.029694680124521255,
0.037492360919713974,
0.014408012852072716,
-0.026079850271344185,
0.00821265671402216,
-0.018895693123340607,
0.019652768969535828,
-0.06899216771125793,
-0.03642869368195534,
-0.014905712567269802,
-0.05072658881545067,
0.02348051778972149,
-0.03233815357089043,
-0.04078572988510132,
0.01607660762965679,
0.004306403454393148,
0.05283844470977783,
-0.015415150672197342,
-0.026236634701490402,
0.030077947303652763,
0.009241794236004353,
0.007405270356684923,
-0.052617691457271576,
0.040861792862415314,
-0.013063193298876286,
0.0025117541663348675,
-0.008669035509228706,
-0.00904251541942358,
-0.032604530453681946,
0.03870609030127525,
-0.020532365888357162,
-0.05088647082448006,
-0.02290014550089836,
0.01369645819067955,
-0.01100110448896885,
0.007394009735435247,
-0.022310292348265648,
0.026339704170823097,
-0.04853946343064308,
0.0462191104888916,
-0.06276591122150421,
0.020868057385087013,
-0.0027584165800362825,
0.012424880638718605,
-0.02812650054693222,
-0.009086194448173046,
-0.006346120964735746,
-0.07911214232444763,
0.013348790816962719,
0.037410710006952286,
0.015873657539486885,
0.00497047882527113,
-0.021135099232196808,
0.020329706370830536,
-0.0036893661599606276,
-0.07659902423620224,
-0.007582166697829962,
0.001267903600819409,
0.0019168091239407659,
0.00013902816863264889,
0.050480086356401443,
0.07348578423261642,
-0.05547098070383072,
-0.04885709658265114,
0.06487654149532318,
0.02353811077773571,
-0.0013933867448940873,
-0.005343850236386061,
0.03306741267442703,
0.02382591925561428,
0.04020198434591293,
-0.041015759110450745,
0.01363480743020773,
0.0033643441274762154,
-0.004856154788285494,
0.039370059967041016,
-0.002128291642293334,
0.025349238887429237,
0.009426086209714413,
-0.03074129857122898,
-0.03089984878897667,
0.08551569283008575,
0.05105699598789215,
0.033153433352708817,
-0.025292716920375824,
-0.05288594588637352,
0.019567450508475304,
-0.017552854493260384,
-0.046116165816783905,
0.021805429831147194,
-0.010694591328501701,
-0.04084474965929985,
0.07291357964277267,
0.0029780922923237085,
0.012127404101192951,
0.04119880869984627,
0.012919317930936813,
-0.021962620317935944,
0.04158606007695198,
-0.03675953671336174,
0.02579512819647789,
0.037028223276138306,
-0.0377819687128067,
0.0056984019465744495,
-0.03065812960267067,
0.04575374349951744,
-0.0693640261888504,
0.05475229769945145,
0.036287568509578705,
-0.002081815153360367,
0.028725504875183105,
-0.008129429072141647,
-0.0488758385181427,
0.006072483025491238,
-0.06411038339138031,
0.06694076210260391,
0.0037824446335434914,
-0.08597153425216675,
0.0719645768404007,
0.02234722673892975,
-0.08790411055088043,
0.027749042958021164,
0.03135174140334129,
0.008531002327799797,
0.02885703556239605,
0.03808848559856415,
-0.05468444898724556,
0.03303031623363495,
-0.029031960293650627,
0.0462089478969574,
-0.04608109965920448,
-0.015774372965097427,
0.02787347137928009,
-0.016339639201760292,
-0.02670951560139656,
0.02752692997455597,
-0.001743644941598177,
-0.003854868235066533,
0.01661638170480728,
-0.06258348375558853,
-0.04106324166059494,
0.00216626632027328,
0.044436581432819366,
-0.04032205045223236,
-0.0028953133150935173,
-0.027593277394771576,
0.02658950164914131,
0.009817262180149555,
0.007025928236544132,
-0.0380757637321949,
0.007515704724937677,
0.025313349440693855,
-0.10306861251592636,
-0.03597024455666542,
0.02421930804848671,
0.01566546969115734,
-0.01946214772760868,
0.030643027275800705,
-0.0014819541247561574,
0.03708360344171524,
0.006302907597273588,
-0.0020217320416122675,
0.0035128197632730007,
-0.04953581839799881,
0.0037312412168830633,
0.005294051952660084,
0.01178075559437275,
0.019613899290561676,
-0.014286526478827,
0.02608756348490715,
0.03485153242945671,
0.027019934728741646,
-0.0025026313960552216,
-0.03441748768091202,
-0.014903099276125431,
0.04201245307922363,
-0.045806337147951126,
0.020744342356920242,
0.009693476371467113,
-0.034216850996017456,
-0.025211267173290253,
0.008628890849649906,
0.013444487005472183,
0.04847687482833862,
-0.02683672308921814,
0.00794016569852829,
0.014880485832691193,
-0.029857566580176353,
-0.03359006345272064,
-0.08375310897827148,
-0.0438699908554554,
-0.059925712645053864,
0.010839755646884441,
0.052582234144210815,
-0.06477165967226028,
0.013556811027228832,
-0.042920514941215515,
-0.04386477544903755,
0.042794253677129745,
0.026802344247698784,
-0.04648294672369957,
0.031088976189494133,
0.07114182412624359,
-0.06478428095579147,
0.004182267468422651,
0.02332349121570587,
-0.02103334292769432,
0.02202780358493328,
0.002336471574380994,
0.02249029465019703,
0.019275980070233345,
0.0335603728890419,
-0.0024900883436203003,
-0.027047960087656975,
-0.049344588071107864,
-0.03597060963511467,
-0.04151971638202667,
-0.009051106870174408,
0.07868403196334839
] |
CLTL/icf-levels-adm | [
"pytorch",
"roberta",
"text-classification",
"nl",
"transformers",
"license:mit"
] | text-classification | {
"architectures": [
"RobertaForSequenceClassification"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 33 | null | ---
language: it
---
# GePpeTto GPT2 Model 🇮🇹
Pretrained GPT2 117M model for Italian.
You can find further details in the paper:
Lorenzo De Mattei, Michele Cafagna, Felice Dell’Orletta, Malvina Nissim, Marco Guerini "GePpeTto Carves Italian into a Language Model", arXiv preprint. Pdf available at: https://arxiv.org/abs/2004.14253
## Pretraining Corpus
The pretraining set comprises two main sources. The first one is a dump of Italian Wikipedia (November 2019),
consisting of 2.8GB of text. The second one is the ItWac corpus (Baroni et al., 2009), which amounts to 11GB of web
texts. This collection provides a mix of standard and less standard Italian, on a rather wide chronological span,
with older texts than the Wikipedia dump (the latter stretches only to the late 2000s).
## Pretraining details
This model was trained using GPT2's Hugging Face implemenation on 4 NVIDIA Tesla T4 GPU for 620k steps.
Training parameters:
- GPT-2 small configuration
- vocabulary size: 30k
- Batch size: 32
- Block size: 100
- Adam Optimizer
- Initial learning rate: 5e-5
- Warm up steps: 10k
## Perplexity scores
| Domain | Perplexity |
|---|---|
| Wikipedia | 26.1052 |
| ItWac | 30.3965 |
| Legal | 37.2197 |
| News | 45.3859 |
| Social Media | 84.6408 |
For further details, qualitative analysis and human evaluation check out: https://arxiv.org/abs/2004.14253
## Load Pretrained Model
You can use this model by installing Huggingface library `transformers`. And you can use it directly by initializing it like this:
```python
from transformers import GPT2Tokenizer, GPT2Model
model = GPT2Model.from_pretrained('LorenzoDeMattei/GePpeTto')
tokenizer = GPT2Tokenizer.from_pretrained(
'LorenzoDeMattei/GePpeTto',
)
```
## Example using GPT2LMHeadModel
```python
from transformers import AutoTokenizer, AutoModelWithLMHead, pipeline, GPT2Tokenizer
tokenizer = AutoTokenizer.from_pretrained("LorenzoDeMattei/GePpeTto")
model = AutoModelWithLMHead.from_pretrained("LorenzoDeMattei/GePpeTto")
text_generator = pipeline('text-generation', model=model, tokenizer=tokenizer)
prompts = [
"Wikipedia Geppetto",
"Maestro Ciliegia regala il pezzo di legno al suo amico Geppetto, il quale lo prende per fabbricarsi un burattino maraviglioso"]
samples_outputs = text_generator(
prompts,
do_sample=True,
max_length=50,
top_k=50,
top_p=0.95,
num_return_sequences=3
)
for i, sample_outputs in enumerate(samples_outputs):
print(100 * '-')
print("Prompt:", prompts[i])
for sample_output in sample_outputs:
print("Sample:", sample_output['generated_text'])
print()
```
Output is,
```
----------------------------------------------------------------------------------------------------
Prompt: Wikipedia Geppetto
Sample: Wikipedia Geppetto rosso (film 1920)
Geppetto rosso ("The Smokes in the Black") è un film muto del 1920 diretto da Henry H. Leonard.
Il film fu prodotto dalla Selig Poly
Sample: Wikipedia Geppetto
Geppetto ("Geppetto" in piemontese) è un comune italiano di 978 abitanti della provincia di Cuneo in Piemonte.
L'abitato, che si trova nel versante valtellinese, si sviluppa nella
Sample: Wikipedia Geppetto di Natale (romanzo)
Geppetto di Natale è un romanzo di Mario Caiano, pubblicato nel 2012.
----------------------------------------------------------------------------------------------------
Prompt: Maestro Ciliegia regala il pezzo di legno al suo amico Geppetto, il quale lo prende per fabbricarsi un burattino maraviglioso
Sample: Maestro Ciliegia regala il pezzo di legno al suo amico Geppetto, il quale lo prende per fabbricarsi un burattino maraviglioso. Il burattino riesce a scappare. Dopo aver trovato un prezioso sacchetto si reca
Sample: Maestro Ciliegia regala il pezzo di legno al suo amico Geppetto, il quale lo prende per fabbricarsi un burattino maraviglioso, e l'unico che lo possiede, ma, di fronte a tutte queste prove
Sample: Maestro Ciliegia regala il pezzo di legno al suo amico Geppetto, il quale lo prende per fabbricarsi un burattino maraviglioso: - A voi gli occhi, le guance! A voi il mio pezzo!
```
## Citation
Please use the following bibtex entry:
```
@misc{mattei2020geppetto,
title={GePpeTto Carves Italian into a Language Model},
author={Lorenzo De Mattei and Michele Cafagna and Felice Dell'Orletta and Malvina Nissim and Marco Guerini},
year={2020},
eprint={2004.14253},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
```
## References
Marco Baroni, Silvia Bernardini, Adriano Ferraresi,
and Eros Zanchetta. 2009. The WaCky wide web: a
collection of very large linguistically processed webcrawled corpora. Language resources and evaluation, 43(3):209–226.
| [
0.0030473668593913317,
-0.026445550844073296,
0.0030302403029054403,
0.04980049282312393,
0.01592308096587658,
0.002624738262966275,
0.011325495317578316,
0.0009992938721552491,
-0.011526393704116344,
0.05515959858894348,
0.024960527196526527,
-0.01377047598361969,
-0.006313584744930267,
0.03472953662276268,
-0.028792409226298332,
-0.0220994520932436,
-0.025476397946476936,
-0.011931240558624268,
-0.04857223480939865,
-0.006786342244595289,
-0.0040342421270906925,
-0.0004077881167177111,
-0.010149314068257809,
0.010801667347550392,
-0.00782195944339037,
0.02840293198823929,
-0.00987773947417736,
0.00748849892988801,
0.03387248516082764,
-0.07366617023944855,
0.0022178252693265676,
-0.026915188878774643,
-0.01967266947031021,
0.0014522694982588291,
-0.017800970003008842,
-0.03485288843512535,
0.007245189510285854,
0.010892721824347973,
0.025372102856636047,
0.06756480783224106,
0.0059855603612959385,
-0.0011485982686281204,
-0.013762539252638817,
-0.022906895726919174,
0.03594909608364105,
-0.003754708683118224,
-0.06796346604824066,
-0.009599492885172367,
0.026478329673409462,
-0.019824529066681862,
-0.032933589071035385,
-0.08716101944446564,
-0.0457727387547493,
0.028691207990050316,
-0.020718950778245926,
-0.022790921851992607,
-0.06221961975097656,
0.009781604632735252,
0.08402899652719498,
-0.054052986204624176,
-0.032629866153001785,
0.01896982081234455,
-0.04877740517258644,
0.033038727939128876,
0.030447188764810562,
-0.05600861832499504,
0.01715163141489029,
-0.03653237596154213,
0.0214308463037014,
-0.01713735982775688,
0.042665138840675354,
-0.046908680349588394,
0.013348529115319252,
-0.09892363101243973,
-0.0014461727114394307,
-0.010154438205063343,
0.036341674625873566,
0.04463253542780876,
-0.022278618067502975,
0.0549827516078949,
0.03943236544728279,
-0.002927885390818119,
0.03479244187474251,
-0.0010262621799483895,
-0.029100777581334114,
0.05327145382761955,
-0.056390080600976944,
0.019971247762441635,
0.006486495025455952,
0.028834011405706406,
-0.030690588057041168,
-0.019241293892264366,
-0.01790091022849083,
-0.024234650656580925,
0.006358910817652941,
0.039778631180524826,
0.025595547631382942,
0.01239912211894989,
0.03567613288760185,
0.021435178816318512,
0.0072574736550450325,
0.06010216847062111,
-0.024580461904406548,
0.051380183547735214,
-0.005419028922915459,
0.021848909556865692,
-0.023031216114759445,
-0.053254082798957825,
-0.05088239535689354,
0.026998411864042282,
0.022759761661291122,
-0.04742816835641861,
-0.0553063228726387,
0.048858363181352615,
-0.014222845435142517,
-0.04610394686460495,
0.05200456082820892,
-0.03811885789036751,
-0.045011937618255615,
-0.07104562968015671,
0.02845798060297966,
0.019282890483736992,
-0.020608175545930862,
0.014412298798561096,
-0.07273159176111221,
0.04303160309791565,
-0.01570047065615654,
-0.01861255057156086,
0.032514624297618866,
0.02108970284461975,
-0.02000970020890236,
0.025418583303689957,
0.03007011115550995,
-0.0631236732006073,
0.022015970200300217,
-0.00529966875910759,
-0.05712733790278435,
0.0401211753487587,
0.07068648189306259,
0.13189959526062012,
-0.05729799345135689,
-0.002408757572993636,
0.015296661294996738,
0.02041064389050007,
-0.02847432903945446,
0.005504732020199299,
0.03554795682430267,
-0.06955733895301819,
0.00038614097866229713,
-0.004214799962937832,
0.036534205079078674,
-0.054557617753744125,
0.001346344593912363,
0.07945940643548965,
-0.01951685920357704,
0.04943219944834709,
-0.05368243530392647,
-0.022534864023327827,
0.020244155079126358,
-0.01820039562880993,
-0.0250757597386837,
0.010618413798511028,
-0.011124256998300552,
-0.01735370233654976,
-0.043458011001348495,
-0.04437084123492241,
0.017434274777770042,
0.08439107984304428,
0.006608144845813513,
-0.03482251614332199,
-0.042616184800863266,
0.01944325491786003,
0.056204184889793396,
0.029635759070515633,
0.002334152115508914,
0.05042833462357521,
0.03754742816090584,
0.05130625143647194,
-0.008006365969777107,
0.06148394197225571,
0.006639636587351561,
-0.03690625727176666,
-0.03698592633008957,
0.007791750133037567,
0.006685201544314623,
-0.04176480695605278,
0.014203332364559174,
0.029813213273882866,
-0.003149297321215272,
-0.010291359387338161,
-0.0230940580368042,
0.05412607640028,
-0.02676341123878956,
-0.011223049834370613,
0.02492094784975052,
-0.006401036866009235,
-0.034128978848457336,
0.05663925036787987,
-0.02085750177502632,
-0.00449997978284955,
-0.005464377347379923,
-0.03122669644653797,
0.012594664469361305,
0.04680687561631203,
0.02901041880249977,
0.035998232662677765,
0.00413226243108511,
0.07618066668510437,
-0.020653799176216125,
0.014749458990991116,
-0.03341233357787132,
-0.0384703055024147,
0.00931052677333355,
0.0616808757185936,
0.014364859089255333,
0.0547623336315155,
-0.0053471531718969345,
-0.0320049449801445,
0.01601075381040573,
0.06043803319334984,
0.0473179966211319,
0.027735961601138115,
-0.03265976905822754,
-0.002800597809255123,
0.028300024569034576,
0.05912956967949867,
-0.04933805763721466,
-0.04699704423546791,
0.01046775747090578,
0.026904864236712456,
-0.030509404838085175,
0.013249117881059647,
-0.0022510511334985495,
0.038040466606616974,
-0.030295899137854576,
-0.058691397309303284,
0.05384349822998047,
0.019904937595129013,
-0.005551976151764393,
0.02210954762995243,
-0.011791221797466278,
0.013789387419819832,
0.010081425309181213,
-0.016814719885587692,
0.006195689085870981,
-0.04639700800180435,
0.01778198406100273,
0.04344683513045311,
0.07435502111911774,
-0.03619140386581421,
0.01885850541293621,
-0.003239657497033477,
0.01326550543308258,
0.035586390644311905,
-0.043690018355846405,
0.029619460925459862,
0.030291995033621788,
0.01663733646273613,
-0.04605482891201973,
0.012618194334208965,
-0.0006367539172060788,
0.043797947466373444,
0.04020595923066139,
-0.0010629399912431836,
0.08156897127628326,
0.02408345229923725,
0.05048152431845665,
0.09947715699672699,
0.0020922820549458265,
-0.017788933590054512,
0.036804452538490295,
0.06843872368335724,
-0.004269110504537821,
-0.014268329367041588,
0.08124492317438126,
-0.04168708622455597,
-0.005382967181503773,
-0.034617211669683456,
0.027914341539144516,
-0.004470509011298418,
-0.0011667492799460888,
0.03589529171586037,
0.0013755530817434192,
-0.0034523901995271444,
-0.003315363544970751,
-0.014911695383489132,
-0.02192334271967411,
0.036417603492736816,
-0.04343278333544731,
-0.0037734457291662693,
0.004758315626531839,
-0.008558363653719425,
0.02584855630993843,
-0.06901096552610397,
-0.05764184147119522,
0.010111717507243156,
-0.026743901893496513,
-0.020377563312649727,
-0.09253129363059998,
-0.04317360371351242,
-0.05673941597342491,
-0.004940939601510763,
0.0048087663017213345,
0.03811579942703247,
0.0007741033332422376,
-0.026013214141130447,
0.00562397763133049,
-0.01944143697619438,
-0.02605537511408329,
-0.04583531618118286,
-0.04410775378346443,
-0.04569824039936066,
-0.05726029351353645,
0.021353136748075485,
0.020145287737250328,
0.03781140223145485,
-0.00746571458876133,
-0.005101680289953947,
-0.028524966910481453,
-0.0337432324886322,
0.05605551600456238,
0.05805061012506485,
-0.032770976424217224,
-0.0501282773911953,
0.03047816827893257,
-0.0070029255002737045,
0.011604418978095055,
0.006718900986015797,
-0.02563467249274254,
0.07306531071662903,
0.06287973374128342,
0.026204785332083702,
0.011251573450863361,
-0.032502587884664536,
-0.057295020669698715,
-0.055996764451265335,
-0.04645716771483421,
-0.04082728922367096,
-0.0030658175237476826,
-0.017431272193789482,
-0.03855565935373306,
-0.020901545882225037,
-0.030471816658973694,
0.011026965454220772,
-0.011836176738142967,
0.002562092849984765,
0.009293405339121819,
0.022007036954164505,
0.029793251305818558,
0.022874929010868073,
-0.053159940987825394,
-0.019935134798288345,
0.0655701756477356,
0.013316487893462181,
-0.012227867729961872,
-0.05432838201522827,
-0.04358277469873428,
0.02677585370838642,
0.025812940672039986,
-0.01030054409056902,
-0.011527406051754951,
0.07357827574014664,
0.02752559632062912,
0.006796849425882101,
-0.015422018244862556,
-0.016634473577141762,
-0.0496654212474823,
-0.008147823624312878,
0.00967346876859665,
-0.03006778471171856,
-0.040703970938920975,
-0.01074571255594492,
0.0022605250123888254,
0.059640586376190186,
-0.0814080685377121,
-0.048550669103860855,
-0.008732935413718224,
0.028486447408795357,
0.010269364342093468,
0.02483951300382614,
-0.04119390621781349,
0.012925347313284874,
-0.04374903067946434,
-0.03162115067243576,
0.0226731114089489,
-0.018110373988747597,
0.026245638728141785,
0.04595259949564934,
0.03365694358944893,
-0.028320832177996635,
0.030124953016638756,
0.03054703399538994,
0.07655314356088638,
0.02182275429368019,
-0.022277800366282463,
0.05179231986403465,
-0.05121377483010292,
0.01729647070169449,
0.019006870687007904,
-0.021473543718457222,
-0.06447963416576385,
-0.07986952364444733,
0.017583578824996948,
0.006690972950309515,
0.011482391506433487,
-0.01510919351130724,
0.048039212822914124,
-0.014517517760396004,
-0.02326909825205803,
0.0076629226095974445,
0.012742951512336731,
0.04460941627621651,
-0.06159133464097977,
0.06875426322221756,
0.013499689288437366,
0.03686748445034027,
-0.07154054194688797,
0.015883876010775566,
-0.025357533246278763,
-0.030177360400557518,
-0.007314351387321949,
0.06358633190393448,
0.017945770174264908,
0.049461424350738525,
0.08197861164808273,
0.025351136922836304,
-0.03196282684803009,
0.06064368039369583,
0.014369909651577473,
-0.0063612270168960094,
-0.031175661832094193,
-0.018509194254875183,
-0.006222558207809925,
-0.02596619725227356,
-0.02252792939543724,
-0.004469308536499739,
0.022929225116968155,
0.012854357250034809,
0.0036413013003766537,
-0.011105995625257492,
0.0028998812194913626,
-0.03059205412864685,
-0.012071190401911736,
-0.06967682391405106,
-0.006935238838195801,
-0.028154660016298294,
-0.023623285815119743,
0.01090265903621912,
0.03273461386561394,
0.00796099565923214,
0.04230590537190437,
0.04578985273838043,
-0.013630399480462074,
-0.064777672290802,
0.028642337769269943,
0.03874620050191879,
-0.028535546734929085,
-0.05352373793721199,
-0.06881202012300491,
0.04616251587867737,
0.028279200196266174,
-0.007594967260956764,
-0.09621535241603851,
-0.007238664198666811,
0.04293717071413994,
-0.07162708789110184,
0.02699405513703823,
-0.016362106427550316,
0.034781891852617264,
0.043563831597566605,
-0.009860297664999962,
0.004776552319526672,
-0.02017454244196415,
-0.0014018102083355188,
-0.004173611290752888,
0.060293328016996384,
-0.029180962592363358,
-0.04516393691301346,
-0.06803809106349945,
0.043212175369262695,
0.030386069789528847,
0.04991187900304794,
0.02382163144648075,
-0.01634499803185463,
-0.052765339612960815,
0.001570866908878088,
0.041708849370479584,
-0.05187191814184189,
0.01737939938902855,
0.010205323807895184,
0.04927384853363037,
-0.055884573608636856,
-0.03955405205488205,
-0.01734033413231373,
0.005996756721287966,
0.04906972497701645,
0.005702537018805742,
-0.020736079663038254,
-0.052892155945301056,
-0.018776191398501396,
-0.03388040140271187,
-0.027303962036967278,
-0.08910330384969711,
0.01572960615158081,
0.011501681990921497,
-0.023243749514222145,
0.04790616035461426,
0.02127983793616295,
0.024647636339068413,
0.03341090306639671,
0.00006209449929883704,
-0.0010573265608400106,
-0.06858003884553909,
0.031221941113471985,
-0.020488381385803223,
-0.007998798973858356,
-0.005538921803236008,
-0.04347038269042969,
-0.00244059506803751,
-0.04797115549445152,
-0.055560655891895294,
-0.05806770548224449,
-0.010923463851213455,
0.029173718765378,
-0.01854899153113365,
0.010191206820309162,
-0.01732572354376316,
0.04230419918894768,
-0.0295278187841177,
-0.030845042318105698,
-0.039724256843328476,
-0.04431777819991112,
-0.061057016253471375,
-0.04689057916402817,
0.02607504092156887,
0.0034145780373364687,
0.04775018244981766,
-0.008572950959205627,
0.011246271431446075,
0.012966355308890343,
0.026399826630949974,
-0.01049706619232893,
0.029319526627659798,
0.011339709162712097,
-0.03881603851914406,
-0.058554183691740036,
0.014573906548321247,
0.02583550661802292,
0.018481168895959854,
-0.0352189801633358,
0.012396766804158688,
0.030497921630740166,
-0.03958306834101677,
-0.039290059357881546,
-0.00949851144105196,
0.005903012119233608,
-0.07967978715896606,
-0.026272470131516457,
-0.022944945842027664,
-0.03125004842877388,
0.038073476403951645,
-0.017217975109815598,
-0.0031549453269690275,
0.002865577582269907,
0.014428348280489445,
0.043339960277080536,
-0.007026523817330599,
-0.043103720992803574,
0.002379052108153701,
-0.02981436811387539,
0.01293662004172802,
-0.06232603266835213,
0.030185885727405548,
-0.04491112008690834,
-0.006035751663148403,
-0.02165713533759117,
0.013027597218751907,
-0.04687388986349106,
0.0332428477704525,
0.01068183034658432,
0.002013584366068244,
-0.005379059351980686,
0.0017889885930344462,
-0.022814586758613586,
0.033727601170539856,
-0.04396077245473862,
0.023525334894657135,
-0.021370332688093185,
0.05665464699268341,
-0.05306023731827736,
-0.019028963521122932,
-0.030711309984326363,
-0.019542960450053215,
-0.051502324640750885,
-0.02438954822719097,
-0.0351107232272625,
-0.02370159514248371,
0.013631106354296207,
0.031646713614463806,
0.052182793617248535,
0.016019321978092194,
-0.041865166276693344,
0.019787514582276344,
0.010059119202196598,
-0.07163465023040771,
-0.017786039039492607,
-0.0037552269641309977,
-0.0003549635875970125,
0.004903482738882303,
0.07273343950510025,
0.048452917486429214,
-0.07258390635251999,
-0.04732971265912056,
0.029139511287212372,
-0.009015201590955257,
0.018283402547240257,
0.004164950456470251,
0.015402419492602348,
0.035882920026779175,
0.04439699277281761,
-0.034422051161527634,
-0.0067625949159264565,
-0.0016335300169885159,
-0.03013642504811287,
0.01448114588856697,
0.006251552142202854,
0.02901872619986534,
0.016919154673814774,
-0.012255756184458733,
-0.038344595581293106,
0.02362179569900036,
0.02829621359705925,
0.01194075308740139,
-0.006041459273546934,
-0.05049840733408928,
0.010733244009315968,
-0.004335204605013132,
-0.05894093960523605,
0.020904334262013435,
0.007205757778137922,
-0.03809395059943199,
0.04698539152741432,
-0.029334286227822304,
0.009206985123455524,
0.05935363844037056,
0.02429489977657795,
-0.048777129501104355,
0.01771349273622036,
-0.015126809477806091,
-0.011410667560994625,
0.04735054075717926,
-0.041964225471019745,
-0.023352893069386482,
-0.02304813079535961,
0.08463887870311737,
-0.04813437536358833,
0.06341768056154251,
0.04137756675481796,
0.021193811669945717,
0.02844666689634323,
-0.0436093844473362,
-0.020270833745598793,
0.012044290080666542,
-0.03851177915930748,
0.10104046761989594,
0.0032091692555695772,
-0.08075723797082901,
0.06642532348632812,
0.02364431321620941,
-0.05307870730757713,
0.026933835819363594,
0.03978922963142395,
0.018423205241560936,
0.038301657885313034,
0.04275156557559967,
-0.029790783300995827,
-0.004757655318826437,
-0.0430445596575737,
0.027495605871081352,
-0.04674085974693298,
-0.01599610596895218,
0.020567636936903,
-0.04617687687277794,
-0.001328937942162156,
0.041466835886240005,
0.0030009860638529062,
-0.0018574045971035957,
0.02565106935799122,
-0.0565917007625103,
-0.041319094598293304,
0.004101297352463007,
0.010170506313443184,
-0.012321814894676208,
0.01019719522446394,
-0.015315601602196693,
0.029297340661287308,
0.0014620956499129534,
-0.01950148493051529,
-0.01821514219045639,
0.009787386283278465,
0.011885913088917732,
-0.0776386484503746,
-0.058098096400499344,
0.0451350100338459,
0.018372634425759315,
-0.04167509451508522,
0.01803191751241684,
-0.014519480057060719,
0.015660054981708527,
0.04269559681415558,
-0.021222732961177826,
0.005630209110677242,
-0.05495055392384529,
-0.03272009640932083,
-0.000044066066038794816,
0.008356422185897827,
0.019508587196469307,
-0.000012485946172091644,
0.015714822337031364,
0.013457052409648895,
0.04287698119878769,
-0.0016253940993919969,
-0.058391328901052475,
-0.04168694093823433,
0.015396379865705967,
-0.024883056059479713,
0.0058840494602918625,
-0.0029344074428081512,
-0.06676913052797318,
-0.02708851359784603,
-0.02487977035343647,
0.004821642301976681,
0.046801887452602386,
-0.03775805979967117,
0.0007296471740119159,
0.02665717341005802,
-0.01578049175441265,
-0.021598070859909058,
-0.0862259790301323,
-0.027152497321367264,
-0.028174061328172684,
0.01713467948138714,
0.016704900190234184,
-0.04872426763176918,
0.040618401020765305,
-0.04255620390176773,
-0.047004371881484985,
0.04649660363793373,
0.022712087258696556,
-0.048456378281116486,
0.03468185290694237,
0.04289281368255615,
-0.05022577568888664,
0.018757374957203865,
0.046453408896923065,
-0.0333571657538414,
0.029469119384884834,
0.026013439521193504,
-0.010534773580729961,
0.016539467498660088,
0.005839900579303503,
-0.02185862511396408,
-0.002640491584315896,
-0.06886567175388336,
-0.039289332926273346,
-0.02810570038855076,
0.012517262250185013,
0.05856691300868988
] |
CLTL/icf-levels-mbw | [
"pytorch",
"roberta",
"text-classification",
"nl",
"transformers",
"license:mit"
] | text-classification | {
"architectures": [
"RobertaForSequenceClassification"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 30 | null | ---
language:
- zh
license:
- apache-2.0
---
```python
import jieba_fast
from transformers import BertTokenizer
from transformers import BigBirdModel
class JiebaTokenizer(BertTokenizer):
def __init__(
self, pre_tokenizer=lambda x: jieba_fast.cut(x, HMM=False), *args, **kwargs
):
super().__init__(*args, **kwargs)
self.pre_tokenizer = pre_tokenizer
def _tokenize(self, text, *arg, **kwargs):
split_tokens = []
for text in self.pre_tokenizer(text):
if text in self.vocab:
split_tokens.append(text)
else:
split_tokens.extend(super()._tokenize(text))
return split_tokens
model = BigBirdModel.from_pretrained('Lowin/chinese-bigbird-mini-1024')
tokenizer = JiebaTokenizer.from_pretrained('Lowin/chinese-bigbird-mini-1024')
```
https://github.com/LowinLi/chinese-bigbird | [
-0.04827302321791649,
-0.04458121582865715,
-0.038118865340948105,
0.035066526383161545,
0.03379223868250847,
0.031449414789676666,
-0.017044922336935997,
-0.0015540217282250524,
-0.023305794224143028,
0.041942909359931946,
0.017489414662122726,
0.002473359229043126,
0.02157142385840416,
0.05616419017314911,
-0.02430836111307144,
-0.04442571476101875,
0.0012687278212979436,
-0.01244866382330656,
-0.04384521394968033,
-0.027210190892219543,
0.009056119248270988,
0.0057989382185041904,
-0.008185300044715405,
0.034133780747652054,
-0.014667179435491562,
-0.016977109014987946,
-0.0035914455074816942,
0.023227699100971222,
0.038419920951128006,
-0.0732235312461853,
-0.0200190506875515,
-0.018464721739292145,
-0.04205288738012314,
-0.007903742603957653,
-0.03755529969930649,
-0.00744091160595417,
0.012630279175937176,
0.014335705898702145,
0.03230706974864006,
0.05016641691327095,
0.0017313295975327492,
-0.00042047540773637593,
-0.013513571582734585,
-0.04371585324406624,
0.04936489090323448,
-0.010620196349918842,
-0.03493402153253555,
0.0009954203851521015,
0.03340565413236618,
-0.021421877667307854,
-0.05198656767606735,
-0.07423457503318787,
-0.03428301215171814,
0.02524673007428646,
-0.024169908836483955,
-0.010996360331773758,
-0.08352954685688019,
-0.020264551043510437,
0.06509163975715637,
-0.061970148235559464,
-0.03621390089392662,
0.004991747904568911,
-0.08360979706048965,
0.04717479273676872,
0.010680143721401691,
-0.023047393187880516,
0.012432989664375782,
-0.011675274930894375,
0.0276122335344553,
-0.007442684844136238,
0.0398414321243763,
-0.03251664713025093,
0.011938821524381638,
-0.09452804923057556,
0.022992676123976707,
-0.019611235707998276,
0.018195275217294693,
0.024684030562639236,
-0.017285725101828575,
0.06744219362735748,
0.017451519146561623,
0.01834798976778984,
0.02399350330233574,
-0.02640463039278984,
-0.013417722657322884,
0.02810928411781788,
-0.02042563259601593,
0.007325691170990467,
0.009934395551681519,
0.06406767666339874,
-0.04083545133471489,
-0.04799536615610123,
-0.009124506264925003,
-0.013697135262191296,
-0.022492170333862305,
0.002403954043984413,
0.04381813481450081,
0.01328765694051981,
0.03369661793112755,
0.03400333225727081,
0.019616903737187386,
0.049493398517370224,
0.015139851719141006,
0.04899870976805687,
0.009475190192461014,
-0.004391011781990528,
-0.023726539686322212,
-0.03645717352628708,
-0.020836088806390762,
0.03409501910209656,
0.04120711237192154,
-0.031827595084905624,
-0.0526338592171669,
0.042178813368082047,
0.05110462009906769,
-0.028479691594839096,
0.04412177950143814,
0.007958844304084778,
-0.03511280193924904,
-0.04584237188100815,
0.07370316982269287,
0.021734358742833138,
0.005956738721579313,
0.01460094004869461,
-0.05351037532091141,
0.028524376451969147,
-0.049727633595466614,
-0.028960566967725754,
0.013963465578854084,
0.03028487227857113,
-0.044137176126241684,
0.05884018912911415,
0.035869233310222626,
-0.029551906511187553,
-0.001434807199984789,
0.003419229993596673,
-0.0377420075237751,
0.0660511776804924,
0.019854867830872536,
0.09013720601797104,
-0.061070673167705536,
-0.049320533871650696,
0.0128864124417305,
-0.008694391697645187,
-0.014566970057785511,
0.016673048958182335,
0.00194977514911443,
-0.03745286911725998,
-0.03584475442767143,
-0.012591435573995113,
0.05643191188573837,
-0.042054202407598495,
-0.012403753586113453,
0.05398054048418999,
0.00493368785828352,
0.018459275364875793,
-0.058929264545440674,
-0.011341624893248081,
0.008900800719857216,
-0.011647731065750122,
-0.04028601571917534,
0.03506694361567497,
-0.005797632969915867,
-0.020621195435523987,
-0.05026908591389656,
-0.04565592482686043,
0.01979163847863674,
0.10515042394399643,
0.010467620566487312,
-0.00578193087130785,
-0.015063171274960041,
0.02871524728834629,
0.042344070971012115,
0.024121686816215515,
-0.02478482387959957,
0.049996569752693176,
0.03961174935102463,
0.028270743787288666,
-0.022567538544535637,
0.0832245871424675,
0.034225814044475555,
-0.029789485037326813,
-0.017695939168334007,
0.0005842437967658043,
0.020169662311673164,
-0.02959475852549076,
0.0130666084587574,
0.009658100083470345,
-0.0199792068451643,
-0.05130220204591751,
0.0025676742661744356,
0.0762861892580986,
0.02352301962673664,
0.006699907593429089,
0.0067785014398396015,
0.0020800407510250807,
-0.028589310124516487,
0.048807818442583084,
-0.012461834587156773,
-0.0028674015775322914,
-0.022555038332939148,
-0.021010834723711014,
-0.023056186735630035,
0.05859167128801346,
0.03641815856099129,
0.03689764440059662,
-0.013835503719747066,
0.05097201466560364,
-0.01773882657289505,
-0.014738802798092365,
-0.050562117248773575,
-0.044271375983953476,
0.0007306287297978997,
0.03544972464442253,
0.023052232339978218,
0.049103256314992905,
-0.0006244534160941839,
-0.007273636292666197,
0.02841489389538765,
0.05745573341846466,
0.05519932135939598,
0.02346137911081314,
-0.024990137666463852,
0.002228589728474617,
0.011550672352313995,
0.07841794937849045,
-0.07650512456893921,
-0.026511214673519135,
0.016213303431868553,
0.037947285920381546,
-0.01711340993642807,
0.03413451090455055,
0.007710377685725689,
-0.005680795758962631,
-0.028790997341275215,
-0.07980714738368988,
0.057871900498867035,
0.03547167778015137,
0.017430344596505165,
0.026309093460440636,
-0.021371707320213318,
0.002293901052325964,
0.009875208139419556,
0.03320016711950302,
0.0004450466076377779,
-0.04517520219087601,
-0.0014637482818216085,
0.012627925723791122,
0.030577171593904495,
-0.06723339855670929,
0.005247983615845442,
-0.018198762089014053,
0.02257419191300869,
0.027668042108416557,
-0.03670185059309006,
0.015537695027887821,
0.010573443956673145,
0.01695224642753601,
-0.01746266521513462,
0.028576236218214035,
0.008643150329589844,
0.03232641890645027,
0.0859583169221878,
0.009461919777095318,
0.06817295402288437,
0.0047064535319805145,
0.05842584744095802,
0.07871967554092407,
0.023641929030418396,
0.02972467616200447,
0.016976986080408096,
0.060236796736717224,
-0.0016501240897923708,
-0.004796220920979977,
0.06924252212047577,
-0.028314977884292603,
0.024401238188147545,
-0.04195651412010193,
0.033530864864587784,
0.008637399412691593,
-0.02301821857690811,
0.015577096492052078,
0.0017769845435395837,
-0.02474513277411461,
-0.0009079246083274484,
-0.016058586537837982,
-0.0038124939892441034,
0.03976757451891899,
-0.004339161328971386,
0.010586705058813095,
0.02542487531900406,
-0.02900027483701706,
-0.00902705080807209,
-0.09092418104410172,
-0.04334406927227974,
-0.004554654937237501,
-0.01213414128869772,
0.002734687877818942,
-0.0884106233716011,
-0.01648864336311817,
-0.05037415400147438,
-0.01619528792798519,
0.06853891164064407,
0.018192799761891365,
-0.007267491891980171,
-0.034123945981264114,
0.05808694288134575,
-0.05227171257138252,
-0.007877440191805363,
-0.044629938900470734,
-0.03653068467974663,
-0.03840436786413193,
-0.06190359592437744,
0.0036207179073244333,
0.009496022015810013,
0.03580211102962494,
0.016951821744441986,
0.00007237659156089649,
-0.029957706108689308,
-0.015704987570643425,
0.05338728055357933,
0.04063377156853676,
-0.040020789951086044,
-0.03529785946011543,
0.04114004224538803,
-0.020627934485673904,
0.01701529137790203,
0.038133859634399414,
-0.04257756471633911,
0.08013582229614258,
0.07613053917884827,
0.014872172847390175,
-0.0003253666509408504,
-0.026545116677880287,
-0.027800647541880608,
-0.04001713544130325,
-0.01125725544989109,
-0.034264009445905685,
-0.018718117848038673,
-0.030044930055737495,
-0.02435973845422268,
-0.009305526502430439,
-0.03319859877228737,
-0.012959533371031284,
-0.006497866474092007,
0.018778257071971893,
0.03303678706288338,
0.04074190929532051,
0.03796841949224472,
0.07828203588724136,
-0.035748302936553955,
-0.02005608193576336,
0.06765039265155792,
0.018295224756002426,
0.012409133836627007,
-0.077599436044693,
-0.024120159447193146,
0.040836695581674576,
0.00528625538572669,
-0.008704492822289467,
-0.020718175917863846,
0.058554235845804214,
0.014080597087740898,
-0.04369591921567917,
-0.009546305984258652,
-0.024797044694423676,
-0.013864872045814991,
0.00195256806910038,
0.011396259069442749,
-0.01284782774746418,
-0.0418228954076767,
-0.059919554740190506,
-0.00920624379068613,
0.0405685193836689,
-0.07563923299312592,
-0.08165241777896881,
-0.012762246653437614,
0.03546670451760292,
0.007910963147878647,
-0.0018702943343669176,
-0.037626925855875015,
-0.00030736607732251287,
-0.04791633412241936,
-0.05643892660737038,
0.0025414172559976578,
0.00559092964977026,
0.014557956717908382,
0.054662659764289856,
0.029947908595204353,
-0.031762346625328064,
0.016716809943318367,
0.04990830272436142,
0.056945376098155975,
0.031003285199403763,
-0.03695152699947357,
-0.011779587715864182,
-0.013433140702545643,
0.01729494519531727,
-0.008479620330035686,
-0.023868683725595474,
-0.03582916036248207,
-0.07921863347291946,
-0.014913385733962059,
0.005102135706692934,
-0.0262322835624218,
-0.02157922089099884,
0.04131026193499565,
-0.02295720763504505,
-0.0033602078910917044,
0.009538106620311737,
0.024089673534035683,
0.04991750046610832,
-0.03450336307287216,
0.07461151480674744,
0.002049138769507408,
0.06615590304136276,
-0.06165550276637077,
0.00602702284231782,
-0.03739794343709946,
0.021099263802170753,
-0.011271094903349876,
0.06156580150127411,
0.048303212970495224,
0.045362260192632675,
0.08477190136909485,
0.021263251081109047,
-0.0420270636677742,
0.05863207206130028,
0.03135501593351364,
-0.018294090405106544,
-0.03416609391570091,
-0.00018340501992497593,
-0.027688730508089066,
-0.038410037755966187,
0.013314960524439812,
-0.026819605380296707,
0.0017409189604222775,
0.025935711339116096,
0.010985502041876316,
0.009370667859911919,
0.01759445294737816,
0.0034500660840421915,
-0.03642238304018974,
-0.05418337509036064,
-0.02972572110593319,
0.014776087366044521,
-0.04261087253689766,
0.029647260904312134,
0.048461370170116425,
0.017085334286093712,
0.07045633345842361,
0.06192503497004509,
-0.02219550870358944,
-0.016982873901724815,
0.03552950173616409,
0.032796427607536316,
-0.049095164984464645,
-0.05028308555483818,
-0.03539011627435684,
0.04078938066959381,
0.0627140998840332,
0.0004891285207122564,
-0.09955991804599762,
0.04419482871890068,
0.03814009577035904,
-0.016420572996139526,
0.05503219738602638,
-0.02772540971636772,
0.019109949469566345,
0.05877299979329109,
-0.00455707311630249,
0.006361350882798433,
-0.012526536360383034,
0.0027903520967811346,
0.01752355322241783,
0.05129346624016762,
-0.03862788900732994,
-0.025582585483789444,
-0.044716738164424896,
0.0193270705640316,
0.03763159364461899,
0.05059290677309036,
0.04292406514286995,
-0.0225637536495924,
-0.06011756509542465,
0.02577213943004608,
0.023622727021574974,
-0.03970768302679062,
0.01821758784353733,
0.016712788492441177,
0.014616947621107101,
-0.02747195214033127,
-0.031052641570568085,
-0.0141304275020957,
0.0012096894206479192,
0.03956594318151474,
-0.007583175785839558,
-0.02256074547767639,
-0.04522700980305672,
0.048293597996234894,
-0.0139826200902462,
-0.01680084504187107,
-0.06856599450111389,
0.04545171186327934,
-0.033097341656684875,
0.028680164366960526,
0.04677459970116615,
0.03496314957737923,
0.04823719710111618,
0.04826052114367485,
-0.01578935794532299,
-0.002133425557985902,
-0.03365281596779823,
0.012660307809710503,
-0.035506557673215866,
-0.01881537213921547,
-0.005413168575614691,
-0.03768694028258324,
-0.011632299982011318,
-0.020016562193632126,
-0.0779479593038559,
-0.03941574692726135,
0.007852815091609955,
0.05035492405295372,
-0.009433291852474213,
-0.01973777450621128,
-0.024700362235307693,
0.044128719717264175,
-0.03549889847636223,
-0.03127529099583626,
-0.01540345884859562,
-0.016934270039200783,
-0.07451579719781876,
-0.04593509063124657,
0.029317593201994896,
0.033004794269800186,
0.04291287437081337,
0.002651107730343938,
0.015565936453640461,
0.04413841292262077,
-0.012327345088124275,
-0.023915192112326622,
0.018030470237135887,
-0.006314347963780165,
-0.02269601821899414,
-0.0360264889895916,
0.012893160805106163,
-0.007492572534829378,
0.01685473322868347,
-0.04185069352388382,
0.015209193341434002,
0.024662557989358902,
-0.0009355783113278449,
-0.007561222650110722,
0.0005263626226224005,
0.014482333324849606,
-0.07444130629301071,
-0.07055721431970596,
0.007385306525975466,
-0.05457496643066406,
0.03583108261227608,
-0.033848974853754044,
-0.0362754687666893,
0.02320171147584915,
0.023548996075987816,
0.048218984156847,
-0.027812346816062927,
-0.009435725398361683,
0.044240668416023254,
-0.015112209133803844,
0.01409186888486147,
-0.028987810015678406,
0.03579358011484146,
-0.005420550238341093,
0.00041325355414301157,
-0.024154070764780045,
-0.013959645293653011,
-0.06190693750977516,
0.018727486953139305,
0.011382214725017548,
-0.030092567205429077,
0.008166631683707237,
0.021245958283543587,
-0.03981222212314606,
0.013391485437750816,
0.008888018317520618,
0.03186846897006035,
-0.04135243967175484,
0.008057860657572746,
-0.06256106495857239,
-0.006479736417531967,
-0.004400423727929592,
0.026742560788989067,
-0.041736237704753876,
-0.02027174085378647,
-0.007997216656804085,
-0.049510370939970016,
0.04120000824332237,
0.03948676958680153,
-0.000305737106828019,
0.020365672186017036,
-0.006379690021276474,
-0.001384849427267909,
-0.012246820144355297,
-0.07121224701404572,
-0.021989915519952774,
-0.04625626653432846,
0.007290232460945845,
-0.004965468775480986,
0.051371753215789795,
0.07221082597970963,
-0.04824839532375336,
-0.04593867063522339,
0.038985516875982285,
0.01988636516034603,
0.0018105021445080638,
0.0058412691578269005,
0.03811108320951462,
0.031003892421722412,
0.023390091955661774,
-0.050251394510269165,
-0.01072824839502573,
-0.023355286568403244,
-0.018248099833726883,
0.018021637573838234,
-0.008618781343102455,
0.01725834608078003,
-0.008561689406633377,
-0.037315528839826584,
-0.030605796724557877,
0.05986029654741287,
0.028443247079849243,
0.028835542500019073,
-0.0029921007808297873,
-0.04124269261956215,
0.00902263168245554,
-0.018402475863695145,
-0.03252524882555008,
-0.001471513882279396,
0.011840594932436943,
-0.057598017156124115,
0.10316602140665054,
-0.003412691643461585,
0.018980683758854866,
0.016609294340014458,
0.015633417293429375,
0.010361189022660255,
0.021414045244455338,
-0.04483921825885773,
0.022638525813817978,
0.026600917801260948,
-0.05152476578950882,
0.017421020194888115,
-0.04252350330352783,
0.06822869926691055,
-0.07242275029420853,
0.05329852178692818,
0.05271100625395775,
0.0024851139169186354,
0.01472967118024826,
0.0038702397141605616,
-0.009169792756438255,
0.031588826328516006,
-0.04187358170747757,
0.06294329464435577,
-0.01496139820665121,
-0.08618646115064621,
0.07527493685483932,
0.019171778112649918,
-0.07985283434391022,
0.04578527808189392,
0.04825684428215027,
0.04426586255431175,
0.03543734550476074,
0.044242143630981445,
-0.03822723776102066,
0.019269652664661407,
-0.05951201915740967,
0.00018990405078511685,
-0.06095777451992035,
-0.01511684712022543,
0.03642266243696213,
-0.026930969208478928,
-0.034110307693481445,
0.03186851739883423,
-0.00007762128370814025,
-0.006973512936383486,
0.008265565149486065,
-0.06717138737440109,
-0.024340953677892685,
0.003402895759791136,
0.03827937692403793,
-0.028858937323093414,
0.009201270528137684,
-0.026898719370365143,
0.013825254514813423,
0.023728040978312492,
-0.0021978968288749456,
-0.010940579697489738,
-0.0011265238281339407,
0.04652269557118416,
-0.06687016785144806,
-0.02884596213698387,
0.042580101639032364,
0.021999534219503403,
0.002648100256919861,
0.055945705622434616,
-0.01893644593656063,
0.02603602036833763,
0.010348789393901825,
0.001539422431960702,
0.015676705166697502,
-0.04924900457262993,
-0.00817323848605156,
-0.011480739340186119,
0.03806512802839279,
0.04041657969355583,
-0.013933624140918255,
0.03407686576247215,
0.03368339687585831,
0.032935477793216705,
-0.00877304095774889,
-0.02851630561053753,
-0.025446409359574318,
0.030425162985920906,
-0.03804080933332443,
0.03090648166835308,
0.035728733986616135,
-0.04007742926478386,
-0.04546717181801796,
-0.010378529317677021,
-0.0329255647957325,
0.04769762232899666,
-0.06247371807694435,
0.019131498411297798,
0.04249348118901253,
-0.00821047741919756,
-0.03331776708364487,
-0.06363015621900558,
-0.029818713665008545,
-0.054992225021123886,
0.01283020805567503,
0.014967206865549088,
-0.04146815836429596,
0.013790653087198734,
-0.03993416577577591,
-0.07319742441177368,
0.006281439680606127,
0.012675529345870018,
-0.029657620936632156,
0.05339794605970383,
0.033098988234996796,
-0.05142704024910927,
-0.003818833502009511,
0.015131179243326187,
-0.039375852793455124,
0.02948792278766632,
0.011055093258619308,
0.018142830580472946,
0.05642946437001228,
0.048421360552310944,
-0.0038846598472446203,
-0.028831057250499725,
-0.06329510360956192,
-0.028701528906822205,
-0.0055219815112650394,
-0.015961945056915283,
0.0489855632185936
] |
CLTL/icf-levels-stm | [
"pytorch",
"roberta",
"text-classification",
"nl",
"transformers",
"license:mit"
] | text-classification | {
"architectures": [
"RobertaForSequenceClassification"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 32 | null | ---
language:
- zh
license:
- apache-2.0
---
```python
import jieba_fast
from transformers import BertTokenizer
from transformers import BigBirdModel
class JiebaTokenizer(BertTokenizer):
def __init__(
self, pre_tokenizer=lambda x: jieba_fast.cut(x, HMM=False), *args, **kwargs
):
super().__init__(*args, **kwargs)
self.pre_tokenizer = pre_tokenizer
def _tokenize(self, text, *arg, **kwargs):
split_tokens = []
for text in self.pre_tokenizer(text):
if text in self.vocab:
split_tokens.append(text)
else:
split_tokens.extend(super()._tokenize(text))
return split_tokens
model = BigBirdModel.from_pretrained('Lowin/chinese-bigbird-small-1024')
tokenizer = JiebaTokenizer.from_pretrained('Lowin/chinese-bigbird-small-1024')
```
https://github.com/LowinLi/chinese-bigbird
| [
-0.04776318743824959,
-0.04416052997112274,
-0.03780799359083176,
0.035828154534101486,
0.03410711884498596,
0.030459212139248848,
-0.01707925647497177,
-0.0020563851576298475,
-0.02373044192790985,
0.04248734563589096,
0.017251063138246536,
0.0019180760718882084,
0.021663378924131393,
0.05654828995466232,
-0.024391932412981987,
-0.04403466731309891,
0.0009908443316817284,
-0.012302118353545666,
-0.04400905594229698,
-0.027801351621747017,
0.00981414970010519,
0.005637905094772577,
-0.009712555445730686,
0.033750858157873154,
-0.014041362330317497,
-0.016381993889808655,
-0.00342842610552907,
0.02350248396396637,
0.03951515257358551,
-0.0738297775387764,
-0.019691485911607742,
-0.018581358715891838,
-0.041075266897678375,
-0.007816866040229797,
-0.03878755867481232,
-0.007978727109730244,
0.012503641657531261,
0.014282445423305035,
0.031486526131629944,
0.04916227608919144,
0.001468572416342795,
-0.00015959155280143023,
-0.012652337551116943,
-0.043727807700634,
0.04910258203744888,
-0.01098349504172802,
-0.035394586622714996,
0.0010755072580650449,
0.03329812362790108,
-0.021261297166347504,
-0.05158393085002899,
-0.0741458535194397,
-0.03472890704870224,
0.026718037202954292,
-0.02351054921746254,
-0.011592618189752102,
-0.08332297205924988,
-0.018259450793266296,
0.06542129069566727,
-0.06229149177670479,
-0.03629886358976364,
0.004932770039886236,
-0.08328878879547119,
0.04780655726790428,
0.010354400612413883,
-0.023165907710790634,
0.01378278061747551,
-0.010780136100947857,
0.027688585221767426,
-0.007668477017432451,
0.04025958478450775,
-0.032201044261455536,
0.013163411989808083,
-0.09450875967741013,
0.023410197347402573,
-0.019252661615610123,
0.018121207132935524,
0.02486330457031727,
-0.017865924164652824,
0.06801854819059372,
0.018031973391771317,
0.018509672954678535,
0.023886458948254585,
-0.026985829696059227,
-0.013423793017864227,
0.028684547170996666,
-0.020841065794229507,
0.007422327063977718,
0.009568730369210243,
0.06454306840896606,
-0.04157406836748123,
-0.04791751503944397,
-0.010343486443161964,
-0.013673085719347,
-0.023053113371133804,
0.0029333780985325575,
0.04255589097738266,
0.012958128936588764,
0.03350134193897247,
0.0343538336455822,
0.018304359167814255,
0.04869961366057396,
0.014973167330026627,
0.04892677813768387,
0.009901002049446106,
-0.004396355710923672,
-0.023911599069833755,
-0.03648793324828148,
-0.021593360230326653,
0.03396712243556976,
0.041920892894268036,
-0.03192901238799095,
-0.05221818760037422,
0.04252392426133156,
0.050758156925439835,
-0.028933053836226463,
0.04374616965651512,
0.0072163185104727745,
-0.03521545231342316,
-0.045201707631349564,
0.07241608202457428,
0.02163700759410858,
0.005264465697109699,
0.014215380884706974,
-0.054918959736824036,
0.028241770341992378,
-0.049932871013879776,
-0.02894417569041252,
0.013571796007454395,
0.030502190813422203,
-0.04398134723305702,
0.0592350959777832,
0.036056797951459885,
-0.028737716376781464,
-0.0027987067587673664,
0.004209197126328945,
-0.03729412704706192,
0.0659262090921402,
0.019972415640950203,
0.0898216962814331,
-0.060403428971767426,
-0.05049988254904747,
0.012491951696574688,
-0.008404277265071869,
-0.014838365837931633,
0.01605386659502983,
0.0016396584687754512,
-0.037776920944452286,
-0.03641507774591446,
-0.012331856414675713,
0.05709591880440712,
-0.04173906147480011,
-0.011427300050854683,
0.05343211814761162,
0.005543991923332214,
0.017550986260175705,
-0.06031401827931404,
-0.012499446980655193,
0.009356834925711155,
-0.012481833808124065,
-0.04007676988840103,
0.034750647842884064,
-0.005128590855747461,
-0.019717341288924217,
-0.05010230466723442,
-0.04616611450910568,
0.01949382945895195,
0.10555882751941681,
0.009780670516192913,
-0.0066344114020466805,
-0.014268320985138416,
0.029070861637592316,
0.04268988221883774,
0.02521488070487976,
-0.025228053331375122,
0.04960451275110245,
0.039191413670778275,
0.028336722403764725,
-0.022619787603616714,
0.08231767266988754,
0.03443966433405876,
-0.030191926285624504,
-0.018365098163485527,
0.000878092716448009,
0.020329739898443222,
-0.030233178287744522,
0.012753283604979515,
0.010159007273614407,
-0.02078867144882679,
-0.05124352127313614,
0.0023375966120511293,
0.07788833230733871,
0.02412581443786621,
0.006370444316416979,
0.0066811623983085155,
0.0011846707202494144,
-0.029056893661618233,
0.04825823754072189,
-0.012175199575722218,
-0.0023506467696279287,
-0.0229226965457201,
-0.02194157987833023,
-0.02223711833357811,
0.05752682313323021,
0.035438571125268936,
0.037530552595853806,
-0.014228218235075474,
0.051234908401966095,
-0.01762179285287857,
-0.01599058508872986,
-0.050822850316762924,
-0.04409799352288246,
0.00039377351640723646,
0.03561823070049286,
0.02241707593202591,
0.04919077455997467,
-0.001571950502693653,
-0.007591425906866789,
0.027589282020926476,
0.0566130094230175,
0.05629604309797287,
0.02319030649960041,
-0.02326231263577938,
0.0028057608287781477,
0.011004789732396603,
0.07870735228061676,
-0.07574960589408875,
-0.027328865602612495,
0.017147473990917206,
0.037987932562828064,
-0.017342912033200264,
0.03338044136762619,
0.00728706456720829,
-0.006552255712449551,
-0.027376525104045868,
-0.0794159546494484,
0.05836021527647972,
0.03587925806641579,
0.01648223213851452,
0.0267120860517025,
-0.022356145083904266,
0.002137133851647377,
0.010980969294905663,
0.03233066946268082,
-0.0004124310507904738,
-0.04562888666987419,
-0.0020996308885514736,
0.012473794631659985,
0.03007105551660061,
-0.06682399660348892,
0.00402978016063571,
-0.01819515787065029,
0.021954922005534172,
0.026691537350416183,
-0.03650011122226715,
0.01600988209247589,
0.011305033229291439,
0.017634382471442223,
-0.016812140122056007,
0.028626035898923874,
0.008188717998564243,
0.03186587616801262,
0.08478646725416183,
0.009154180064797401,
0.06785715371370316,
0.005092048551887274,
0.05858466774225235,
0.08042053878307343,
0.02419925481081009,
0.029862726107239723,
0.016951557248830795,
0.06090101599693298,
-0.002185428747907281,
-0.005129887722432613,
0.06902643293142319,
-0.027384016662836075,
0.025563489645719528,
-0.04093027114868164,
0.03220248967409134,
0.009039105847477913,
-0.023277301341295242,
0.01589900813996792,
0.0011527668684720993,
-0.025265414267778397,
0.00012623760267160833,
-0.015569151379168034,
-0.0045432960614562035,
0.03996120020747185,
-0.004772118292748928,
0.01065823994576931,
0.02562631666660309,
-0.0289488323032856,
-0.009771119803190231,
-0.0905570238828659,
-0.04338705167174339,
-0.003976454958319664,
-0.012294077314436436,
0.002142749261111021,
-0.08848179876804352,
-0.015181559138000011,
-0.050439100712537766,
-0.015388530679047108,
0.06854242086410522,
0.017907194793224335,
-0.0073220687918365,
-0.03404487669467926,
0.05737365037202835,
-0.05222702771425247,
-0.008094284683465958,
-0.04406677931547165,
-0.03669364005327225,
-0.03824995085597038,
-0.061217669397592545,
0.00352237606421113,
0.00925959087908268,
0.03636196628212929,
0.015885982662439346,
0.0009170089615508914,
-0.030128760263323784,
-0.015153330750763416,
0.05250554531812668,
0.040456414222717285,
-0.040100593119859695,
-0.035747237503528595,
0.04036733880639076,
-0.019589152187108994,
0.016750844195485115,
0.03796682879328728,
-0.042986445128917694,
0.08041723072528839,
0.07603193819522858,
0.015601863153278828,
-0.0006519515300169587,
-0.027015231549739838,
-0.02844581939280033,
-0.039836637675762177,
-0.011464463546872139,
-0.03340541571378708,
-0.018319910392165184,
-0.02889847382903099,
-0.024674396961927414,
-0.009655042551457882,
-0.034735556691884995,
-0.014143360778689384,
-0.006338304374366999,
0.017975639551877975,
0.033951401710510254,
0.0404515415430069,
0.03854139521718025,
0.07808445394039154,
-0.03561302274465561,
-0.01984723098576069,
0.06820293515920639,
0.0188392736017704,
0.012802081182599068,
-0.0772753357887268,
-0.024636607617139816,
0.04048360884189606,
0.004623157903552055,
-0.008121241815388203,
-0.019949397072196007,
0.05860622227191925,
0.014887244440615177,
-0.044955357909202576,
-0.009498200379312038,
-0.024441080167889595,
-0.015320406295359135,
0.0022907459642738104,
0.010948293842375278,
-0.012547466903924942,
-0.04094524681568146,
-0.060383133590221405,
-0.009751060046255589,
0.04057101160287857,
-0.07567018270492554,
-0.08204187452793121,
-0.013043761253356934,
0.03445496782660484,
0.007614913396537304,
-0.00291806529276073,
-0.0385374091565609,
0.0000885656409082003,
-0.047949742525815964,
-0.05618150159716606,
0.0025763767771422863,
0.005232467316091061,
0.014737788587808609,
0.054897960275411606,
0.029175909236073494,
-0.031678833067417145,
0.01703178510069847,
0.049938518553972244,
0.057243384420871735,
0.030950495973229408,
-0.03729892894625664,
-0.012196320109069347,
-0.013117224909365177,
0.01731390878558159,
-0.008459044620394707,
-0.023139744997024536,
-0.036876387894153595,
-0.0790698379278183,
-0.015266027301549911,
0.005242813844233751,
-0.02669762633740902,
-0.021835869178175926,
0.04162992537021637,
-0.022726135328412056,
-0.003435923019424081,
0.009015618823468685,
0.02414070814847946,
0.05013194680213928,
-0.03540241718292236,
0.07393906265497208,
0.002966169733554125,
0.06461584568023682,
-0.06154029071331024,
0.006019895896315575,
-0.03747071698307991,
0.01991085149347782,
-0.010161366313695908,
0.06188594177365303,
0.04825800284743309,
0.045557260513305664,
0.08489762246608734,
0.02178977243602276,
-0.04098154976963997,
0.05887464061379433,
0.030643878504633904,
-0.018582893535494804,
-0.0347471684217453,
-0.0007961360970512033,
-0.02704492025077343,
-0.03791717439889908,
0.011765801347792149,
-0.026530232280492783,
0.0013240312691777945,
0.026441246271133423,
0.011177495121955872,
0.010101636871695518,
0.018286120146512985,
0.003603496355935931,
-0.03578954562544823,
-0.05526641011238098,
-0.030215255916118622,
0.014032742939889431,
-0.043209560215473175,
0.029974497854709625,
0.047680798918008804,
0.01818585954606533,
0.07152299582958221,
0.06244407966732979,
-0.02299726940691471,
-0.0175459161400795,
0.03544660657644272,
0.03270060941576958,
-0.04980427399277687,
-0.05046940594911575,
-0.036082133650779724,
0.041038550436496735,
0.06285649538040161,
0.0008528533508069813,
-0.09967269748449326,
0.04379855468869209,
0.038908131420612335,
-0.01793656311929226,
0.05560848489403725,
-0.027743401005864143,
0.019311122596263885,
0.05811677128076553,
-0.0038893602322787046,
0.00637835031375289,
-0.012219642288982868,
0.0031258664093911648,
0.017184140160679817,
0.05153810232877731,
-0.038517676293849945,
-0.024165049195289612,
-0.045182742178440094,
0.0196828730404377,
0.03767846152186394,
0.04999212548136711,
0.042719293385744095,
-0.022491274401545525,
-0.06044396013021469,
0.02589576505124569,
0.023343292996287346,
-0.040901634842157364,
0.018197955563664436,
0.016237912699580193,
0.014540813863277435,
-0.028173454105854034,
-0.03084942325949669,
-0.01331043615937233,
0.0004808434459846467,
0.039215076714754105,
-0.007500502746552229,
-0.02144233137369156,
-0.04613504558801651,
0.048981741070747375,
-0.01469667349010706,
-0.016676228493452072,
-0.06872253119945526,
0.04631706699728966,
-0.03311992436647415,
0.028134196996688843,
0.04535470902919769,
0.0353197306394577,
0.047672927379608154,
0.04844566434621811,
-0.01563822105526924,
-0.003090645419433713,
-0.03318877890706062,
0.012867799960076809,
-0.03673933446407318,
-0.01945107989013195,
-0.006289767101407051,
-0.03819384053349495,
-0.01132469903677702,
-0.01904846541583538,
-0.07774575054645538,
-0.03938182443380356,
0.007171610835939646,
0.050179995596408844,
-0.008865756914019585,
-0.01944470964372158,
-0.02458147145807743,
0.04453001171350479,
-0.03501347452402115,
-0.03006150759756565,
-0.015583567321300507,
-0.0183203537017107,
-0.07397758215665817,
-0.04433087632060051,
0.028956575319170952,
0.03320794925093651,
0.04286330193281174,
0.001965304370969534,
0.015603124164044857,
0.04329400882124901,
-0.012774782255291939,
-0.022852247580885887,
0.018462980166077614,
-0.005880807992070913,
-0.022784683853387833,
-0.035996634513139725,
0.013818214647471905,
-0.007491446565836668,
0.017088694497942924,
-0.041529104113578796,
0.014781598001718521,
0.02537861466407776,
-0.0017205055337399244,
-0.007652501109987497,
-0.00043575020390562713,
0.014099203050136566,
-0.0741489827632904,
-0.0710059180855751,
0.007775758393108845,
-0.0550912581384182,
0.03520847111940384,
-0.034602563828229904,
-0.03606775775551796,
0.023325473070144653,
0.023753060027956963,
0.04743265360593796,
-0.028506066650152206,
-0.00893289502710104,
0.04344652593135834,
-0.014931323006749153,
0.013921311125159264,
-0.02905944734811783,
0.03517979383468628,
-0.004726780112832785,
0.0001112397585529834,
-0.024938084185123444,
-0.013202384114265442,
-0.06159116327762604,
0.019085997715592384,
0.010728409513831139,
-0.02980039268732071,
0.007755635771900415,
0.02214457467198372,
-0.03942732512950897,
0.01325247436761856,
0.008117361925542355,
0.03197131305932999,
-0.04214422032237053,
0.008714606985449791,
-0.06282457709312439,
-0.007497143466025591,
-0.004696102812886238,
0.025990433990955353,
-0.041374146938323975,
-0.020140530541539192,
-0.007755400147289038,
-0.04843852296471596,
0.04112282767891884,
0.039646219462156296,
0.00009930175292538479,
0.021646514534950256,
-0.006674927659332752,
-0.0013563921675086021,
-0.012601410038769245,
-0.07054935395717621,
-0.023230424150824547,
-0.0460880845785141,
0.008286304771900177,
-0.004736153408885002,
0.0526704266667366,
0.0723850280046463,
-0.04803762212395668,
-0.04632551968097687,
0.03947293385863304,
0.019990285858511925,
0.0013551738811656833,
0.005700950976461172,
0.037271372973918915,
0.030649086460471153,
0.02295744977891445,
-0.049719106405973434,
-0.010694803670048714,
-0.023412829264998436,
-0.018094586208462715,
0.018195290118455887,
-0.007857308723032475,
0.01798276975750923,
-0.008510472252964973,
-0.03733178228139877,
-0.030840616673231125,
0.05989355221390724,
0.02965456433594227,
0.027926579117774963,
-0.0022602498065680265,
-0.04130782559514046,
0.009022273123264313,
-0.018371043726801872,
-0.03218879550695419,
-0.001561372890137136,
0.012173198163509369,
-0.05734838917851448,
0.10291745513677597,
-0.003687775693833828,
0.018783655017614365,
0.016831818968057632,
0.014583469368517399,
0.01039234921336174,
0.021402040496468544,
-0.044625308364629745,
0.023384438827633858,
0.026378748938441277,
-0.0518837608397007,
0.017112409695982933,
-0.04247451573610306,
0.06839348375797272,
-0.07392596453428268,
0.05419990047812462,
0.05428345128893852,
0.0013660576660186052,
0.014908545650541782,
0.0049226065166294575,
-0.008270281367003918,
0.030745109543204308,
-0.04217076674103737,
0.06327949464321136,
-0.015422091819345951,
-0.08553110063076019,
0.07537467032670975,
0.019465936347842216,
-0.07834526151418686,
0.04609649255871773,
0.04885900020599365,
0.0443582721054554,
0.036208782345056534,
0.04427555203437805,
-0.03786391764879227,
0.0190594419836998,
-0.05892939865589142,
0.0013212724588811398,
-0.06133342906832695,
-0.015143373981118202,
0.03644165024161339,
-0.027264565229415894,
-0.034019920974969864,
0.031802497804164886,
-0.00034806563053280115,
-0.007441792171448469,
0.007420607376843691,
-0.06650762259960175,
-0.023042354732751846,
0.0038202758878469467,
0.03848383575677872,
-0.03032822161912918,
0.008200065232813358,
-0.02755485661327839,
0.014062847010791302,
0.023725872859358788,
-0.0028813022654503584,
-0.011069911532104015,
-0.001008741557598114,
0.04562082886695862,
-0.0662231594324112,
-0.028520137071609497,
0.04226214811205864,
0.02245407924056053,
0.0014817327028140426,
0.05598964914679527,
-0.018210604786872864,
0.02604745142161846,
0.01053414586931467,
0.0006742488476447761,
0.016636403277516365,
-0.0491342730820179,
-0.008723721839487553,
-0.010230079293251038,
0.03836730495095253,
0.039846401661634445,
-0.013596021570265293,
0.033844053745269775,
0.034088119864463806,
0.03401432931423187,
-0.008791094645857811,
-0.027980245649814606,
-0.025313887745141983,
0.030604682862758636,
-0.0381692573428154,
0.0315326452255249,
0.03618539124727249,
-0.040169812738895416,
-0.04560820758342743,
-0.009978432208299637,
-0.03312629833817482,
0.04733695089817047,
-0.062146611511707306,
0.018916834145784378,
0.04213804379105568,
-0.009164093062281609,
-0.032717492431402206,
-0.06456637382507324,
-0.029127052053809166,
-0.055568110197782516,
0.013220061548054218,
0.015269794501364231,
-0.041584115475416183,
0.014331924729049206,
-0.03951038047671318,
-0.07313607633113861,
0.006987298838794231,
0.012099501676857471,
-0.029843542724847794,
0.05300043523311615,
0.032589323818683624,
-0.0512593537569046,
-0.003871886059641838,
0.015775345265865326,
-0.03996061161160469,
0.029256979003548622,
0.011021840386092663,
0.017986752092838287,
0.05563025921583176,
0.04937218874692917,
-0.0036746920086443424,
-0.028988175094127655,
-0.06261663138866425,
-0.02807825244963169,
-0.004009088966995478,
-0.014899934642016888,
0.04842158779501915
] |
CM-CA/DialoGPT-small-cartman | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- zh
license:
- apache-2.0
---
```python
from transformers import BertTokenizer
from transformers import BigBirdModel
model = BigBirdModel.from_pretrained('Lowin/chinese-bigbird-wwm-base-4096')
tokenizer = BertTokenizer.from_pretrained('Lowin/chinese-bigbird-wwm-base-4096')
```
https://github.com/LowinLi/chinese-bigbird | [
-0.06512171030044556,
-0.024154460057616234,
-0.02724420092999935,
0.043449241667985916,
0.03158964961767197,
0.02004072815179825,
-0.024608181789517403,
-0.00036183299380354583,
-0.009798457846045494,
0.02885063923895359,
0.02821195498108864,
0.009422843344509602,
0.024358713999390602,
0.03993567079305649,
-0.02425382100045681,
-0.0314842090010643,
0.008744163438677788,
-0.022523004561662674,
-0.060968879610300064,
-0.007332833483815193,
0.0017484973650425673,
0.016424573957920074,
-0.014941472560167313,
0.02964542806148529,
-0.010363700799643993,
-0.0008313796133734286,
-0.017264792695641518,
0.041187383234500885,
0.03113616071641445,
-0.08303749561309814,
-0.015972783789038658,
-0.033347465097904205,
-0.03940675035119057,
-0.016313107684254646,
-0.029423918575048447,
-0.0003806909953709692,
0.026041889563202858,
0.0064873164519667625,
0.037994928658008575,
0.057654231786727905,
-0.0025142417289316654,
-0.0007280903519131243,
0.013615435920655727,
-0.05138625204563141,
0.05202755331993103,
-0.009065312333405018,
-0.018346691504120827,
0.013546671718358994,
0.02443198673427105,
-0.030889704823493958,
-0.05463860183954239,
-0.05762792378664017,
-0.030229687690734863,
0.027147362008690834,
-0.01908830553293228,
-0.011874489486217499,
-0.05953516438603401,
-0.012491933070123196,
0.05884529650211334,
-0.05582629516720772,
-0.04234917834401131,
0.0011015034979209304,
-0.060489676892757416,
0.046812016516923904,
0.023986386135220528,
-0.031100386753678322,
0.029263189062476158,
-0.013120762072503567,
0.04434365779161453,
-0.01591511070728302,
0.061715275049209595,
-0.010470324195921421,
-0.0021011142525821924,
-0.09696529060602188,
0.014081318862736225,
-0.019680051133036613,
0.02918819524347782,
0.031953949481248856,
-0.022948389872908592,
0.06592940539121628,
0.03260070085525513,
0.0061307307332754135,
0.023532114923000336,
-0.01705513522028923,
-0.0015553166158497334,
0.034186962991952896,
-0.0311756432056427,
0.006525065749883652,
0.003956026863306761,
0.06989488750696182,
-0.026098478585481644,
-0.04838147014379501,
-0.011053969152271748,
0.00013582853716798127,
-0.018694885075092316,
-0.008256715722382069,
0.0408925823867321,
0.018801376223564148,
0.029416589066386223,
0.041662994772195816,
0.04236945882439613,
0.0386849120259285,
0.00967271625995636,
0.03609597682952881,
0.013402469456195831,
-0.015100134536623955,
-0.023469913750886917,
-0.02938416413962841,
-0.02092077024281025,
0.053110040724277496,
0.054174114018678665,
-0.04572456702589989,
-0.04683683067560196,
0.045835621654987335,
0.04466913640499115,
-0.031049516052007675,
0.05270462855696678,
-0.015850067138671875,
-0.04454176872968674,
-0.04111158475279808,
0.07270067185163498,
0.009540189057588577,
0.006067479494959116,
0.0069887530989944935,
-0.04073468968272209,
0.0020849688444286585,
-0.049055065959692,
-0.029208187013864517,
0.014657762832939625,
0.030633535236120224,
-0.03163861855864525,
0.0584314689040184,
0.03382518142461777,
-0.027977868914604187,
-0.002219948684796691,
0.017007222399115562,
-0.03325441852211952,
0.07338519394397736,
0.006623213179409504,
0.08930858224630356,
-0.07094910740852356,
-0.05251583829522133,
0.00998791866004467,
-0.005485295318067074,
-0.024792322888970375,
0.020146295428276062,
-0.002854574006050825,
-0.05967158079147339,
-0.022458922117948532,
-0.023478461429476738,
0.0651063397526741,
-0.050674520432949066,
-0.0005015666829422116,
0.06527872383594513,
-0.0007567666471004486,
0.018295111134648323,
-0.033716555684804916,
0.0034380247816443443,
-0.002625519409775734,
-0.024050550535321236,
-0.05152197182178497,
0.061389338225126266,
-0.008440598845481873,
-0.012835247442126274,
-0.050018321722745895,
-0.05777136981487274,
0.027498027309775352,
0.09684652835130692,
0.019408097490668297,
-0.01581762172281742,
-0.017080387100577354,
0.04222517088055611,
0.055093977600336075,
0.02305743657052517,
-0.033430274575948715,
0.06786985695362091,
0.04390554502606392,
0.014014052227139473,
-0.03013771027326584,
0.06872841715812683,
0.024099890142679214,
-0.04405462369322777,
-0.010323689319193363,
-0.013781987130641937,
0.008073867298662663,
-0.0398562066257,
0.005421824753284454,
0.021905753761529922,
-0.020407704636454582,
-0.039821039885282516,
0.007624139543622732,
0.06794706732034683,
0.011978751979768276,
0.02109924517571926,
0.017370160669088364,
0.004780026152729988,
-0.0234790351241827,
0.05848437920212746,
-0.014381672255694866,
0.007523116655647755,
-0.019212709739804268,
-0.01926889829337597,
-0.03012324869632721,
0.0491633266210556,
0.039339132606983185,
0.044003136456012726,
-0.039260536432266235,
0.04533889889717102,
-0.023996707051992416,
-0.0022832590620964766,
-0.0401991531252861,
-0.0462874174118042,
-0.0016950463177636266,
0.03580095246434212,
0.021751616150140762,
0.042738176882267,
0.010686413384974003,
-0.011621394194662571,
0.03999001532793045,
0.0649348646402359,
0.0640430673956871,
0.03659169003367424,
-0.02241990529000759,
0.009664585813879967,
0.02155054733157158,
0.05772848799824715,
-0.07262933999300003,
-0.034198496490716934,
0.019941534847021103,
0.029811786487698555,
-0.02100641094148159,
0.03545890748500824,
-0.00493968278169632,
0.011023595929145813,
-0.03340329974889755,
-0.07447107881307602,
0.054311949759721756,
0.015238656662404537,
0.01819373108446598,
0.02631520852446556,
-0.021115826442837715,
0.0008031032630242407,
0.015907885506749153,
0.030753910541534424,
0.013074452057480812,
-0.058361027389764786,
0.003584830556064844,
0.018310746178030968,
0.014021468348801136,
-0.06044795364141464,
0.0008610707591287792,
-0.025111252442002296,
0.013995950110256672,
0.03751688450574875,
-0.05315686762332916,
0.0035399531479924917,
0.02383388951420784,
0.014692398719489574,
-0.031911738216876984,
0.038967426866292953,
0.0005236996221356094,
0.026309983804821968,
0.08633296191692352,
0.016104262322187424,
0.05723695456981659,
-0.014017323963344097,
0.059008028358221054,
0.06847390532493591,
0.02918008528649807,
0.0409356951713562,
0.023597057908773422,
0.052624378353357315,
0.004405466839671135,
0.002577665727585554,
0.07106566429138184,
-0.02264450490474701,
0.02840557135641575,
-0.04033564403653145,
0.029317138716578484,
0.002197396708652377,
-0.027242284268140793,
0.04043607786297798,
-0.0032651012297719717,
-0.01716853678226471,
0.0056340256705880165,
-0.021874085068702698,
0.0053475284948945045,
0.03592706471681595,
0.005477035418152809,
0.008137582801282406,
0.013857673853635788,
-0.03089132346212864,
-0.014225175604224205,
-0.08707032352685928,
-0.035109054297208786,
0.0034902244806289673,
-0.028609123080968857,
0.012935583479702473,
-0.08363146334886551,
-0.01706347055733204,
-0.046603232622146606,
-0.0254722498357296,
0.06851708143949509,
0.013585868291556835,
0.000867774651851505,
-0.04164200276136398,
0.05751004442572594,
-0.04210792854428291,
-0.018225068226456642,
-0.03682338818907738,
-0.0431029349565506,
-0.02183559350669384,
-0.05515262484550476,
0.027738725766539574,
0.01234287116676569,
0.02289709821343422,
0.0045809149742126465,
-0.009627690538764,
-0.03614464029669762,
-0.007682389114052057,
0.0698869451880455,
0.04052336513996124,
-0.031997207552194595,
-0.03541525825858116,
0.03522267937660217,
-0.02328885719180107,
0.018839171156287193,
0.01585971564054489,
-0.04604793339967728,
0.07892248034477234,
0.08375199884176254,
0.004435157403349876,
-0.0021926085464656353,
-0.03165218234062195,
-0.047837670892477036,
-0.04918030649423599,
-0.015351185575127602,
-0.03549441695213318,
-0.01856229081749916,
-0.026624057441949844,
-0.022633740678429604,
-0.010683778673410416,
-0.019829025492072105,
-0.025630399584770203,
0.002690213266760111,
0.007351059932261705,
0.023110592737793922,
0.04259875416755676,
0.037860020995140076,
0.0588202103972435,
-0.04015025496482849,
-0.024387173354625702,
0.07063930481672287,
0.015755223110318184,
-0.005167914554476738,
-0.08371171355247498,
-0.0287193451076746,
0.040110647678375244,
0.01845811866223812,
0.004293865989893675,
-0.025432560592889786,
0.05224940553307533,
-0.00004722373705590144,
-0.03795114532113075,
0.012370041571557522,
-0.029115185141563416,
0.0013659679098054767,
-0.015149518847465515,
0.01453923899680376,
-0.006106023211032152,
-0.04891218617558479,
-0.03762814402580261,
-0.0018353060586377978,
0.042894139885902405,
-0.05763030797243118,
-0.07656843215227127,
-0.026405639946460724,
0.024748576804995537,
0.01181887835264206,
-0.005657716188579798,
-0.03524733707308769,
0.01960829272866249,
-0.06488745659589767,
-0.06005140393972397,
0.00598874082788825,
-0.006018198560923338,
0.018277738243341446,
0.07060937583446503,
0.04122697561979294,
-0.017100268974900246,
0.0179425161331892,
0.04241790995001793,
0.06458580493927002,
0.034716490656137466,
-0.046189069747924805,
-0.009537268429994583,
-0.022403188049793243,
0.02266918309032917,
-0.01193783339112997,
-0.026807544752955437,
-0.028212809935212135,
-0.08142410218715668,
-0.029101716354489326,
0.010926228947937489,
-0.0443059578537941,
-0.020642900839447975,
0.04750019684433937,
-0.029656553640961647,
0.005931766238063574,
0.012606605887413025,
0.019497714936733246,
0.04972882568836212,
-0.027270281687378883,
0.07079553604125977,
0.0035569225437939167,
0.04884903505444527,
-0.04152066260576248,
0.014224823564291,
-0.025536803528666496,
0.007893659174442291,
-0.020315833389759064,
0.053671177476644516,
0.04527771845459938,
0.053963594138622284,
0.08530180156230927,
0.02455328404903412,
-0.0415000319480896,
0.05231618508696556,
0.02843267098069191,
-0.014694628305733204,
-0.03458844870328903,
0.005004593171179295,
-0.02338808961212635,
-0.02535628154873848,
0.01590694487094879,
-0.028942419216036797,
0.00728569645434618,
0.03251819312572479,
0.010021285153925419,
-0.004172725137323141,
0.015248706564307213,
0.012366773560643196,
-0.039210524410009384,
-0.058875564485788345,
-0.017832959070801735,
0.02533896267414093,
-0.037543781101703644,
0.023749517276883125,
0.04281846806406975,
0.006423396524041891,
0.06949702650308609,
0.05941286310553551,
-0.02261083573102951,
-0.030376316979527473,
0.0489562563598156,
0.014147235080599785,
-0.03421487659215927,
-0.040506962686777115,
-0.034625567495822906,
0.03477289155125618,
0.050838012248277664,
0.007666537072509527,
-0.08002875000238419,
0.04102203994989395,
0.037546250969171524,
-0.02922940067946911,
0.0640919879078865,
-0.02641826495528221,
0.026283014565706253,
0.06928990036249161,
-0.01667039655148983,
0.023260928690433502,
-0.0158817321062088,
-0.001359041896648705,
0.026088479906320572,
0.03566937893629074,
-0.04654492437839508,
-0.028353996574878693,
-0.032817140221595764,
0.0036360532976686954,
0.03037644550204277,
0.049005672335624695,
0.04206892102956772,
-0.030327318236231804,
-0.06369157135486603,
0.009742749854922295,
0.04253733158111572,
-0.035669174045324326,
0.008110987953841686,
0.02319207414984703,
0.023587951436638832,
-0.034625839442014694,
-0.023481672629714012,
-0.017003387212753296,
0.00486058508977294,
0.03979310765862465,
-0.006219666916877031,
-0.019230397418141365,
-0.03631865233182907,
0.05168861895799637,
-0.020019838586449623,
-0.014724012464284897,
-0.04928523674607277,
0.03630521148443222,
-0.03175964951515198,
0.012640302069485188,
0.05264262109994888,
0.03706733509898186,
0.03464518487453461,
0.044876161962747574,
0.00017348345136269927,
0.015430298633873463,
-0.031796980649232864,
0.018898919224739075,
-0.04089655354619026,
-0.022014014422893524,
0.006233228370547295,
-0.03955942764878273,
0.0026695369742810726,
-0.03313419222831726,
-0.0696544498205185,
-0.04261897876858711,
-0.002740793628618121,
0.045787449926137924,
-0.02043234370648861,
-0.011783077381551266,
-0.0071434336714446545,
0.045321058481931686,
-0.03254129737615585,
-0.027482522651553154,
-0.02835747040808201,
-0.01833406090736389,
-0.074680857360363,
-0.03670181706547737,
0.030660605058073997,
0.01836874894797802,
0.03140087425708771,
-0.003904058365151286,
0.02083384059369564,
0.03667330741882324,
-0.02327677235007286,
-0.026402387768030167,
0.018908143043518066,
-0.017010021954774857,
-0.03448968380689621,
-0.021527232602238655,
0.01729193888604641,
-0.010244002565741539,
0.01980014704167843,
-0.030946118757128716,
0.021669534966349602,
0.009014466777443886,
-0.0009907641215249896,
-0.011004052124917507,
0.01220228336751461,
0.011517060920596123,
-0.09708086401224136,
-0.06789926439523697,
-0.00012441145372577012,
-0.043150585144758224,
0.029530975967645645,
-0.0402996689081192,
-0.024745475500822067,
0.033169567584991455,
0.03392169997096062,
0.0412309505045414,
-0.017970571294426918,
-0.015458423644304276,
0.03764021769165993,
-0.01840853877365589,
0.023191316053271294,
-0.034228596836328506,
0.03447355329990387,
-0.013999002985656261,
0.011972830630838871,
-0.030356943607330322,
0.004066194873303175,
-0.0521983727812767,
0.022421173751354218,
0.008774966932833195,
-0.03133246675133705,
0.004278003703802824,
0.03513145446777344,
-0.028568031266331673,
0.006676049437373877,
-0.011009613052010536,
0.03273637592792511,
-0.045881468802690506,
-0.0040551163256168365,
-0.03972446918487549,
0.00032773922430351377,
-0.011280689388513565,
0.053793035447597504,
-0.05292723327875137,
-0.03547714278101921,
0.002811966696754098,
-0.04623961076140404,
0.05974099040031433,
0.02717563323676586,
-0.016011562198400497,
0.012488833628594875,
-0.01381780207157135,
0.0036791753955185413,
-0.011889376677572727,
-0.07161436229944229,
-0.023766914382576942,
-0.04849265515804291,
0.00010199937969446182,
0.010774074122309685,
0.04127097502350807,
0.0632186308503151,
-0.05658552423119545,
-0.06186528131365776,
0.02778060920536518,
0.012447847053408623,
-0.008481653407216072,
0.007133851293474436,
0.04042813181877136,
0.029489360749721527,
0.03307128697633743,
-0.026307469233870506,
0.005998531356453896,
-0.02650490775704384,
-0.002138935262337327,
0.03105858340859413,
-0.004258200991898775,
0.0304409209638834,
-0.004676287993788719,
-0.030581766739487648,
-0.040706925094127655,
0.06964433193206787,
0.023364350199699402,
0.02671743370592594,
-0.004118267446756363,
-0.04911207780241966,
0.012915690429508686,
-0.019616300240159035,
-0.037146929651498795,
0.0013805771013721824,
0.0020122770220041275,
-0.04666687175631523,
0.10721002519130707,
0.007512244395911694,
0.003226862521842122,
0.016747955232858658,
0.021503996104002,
0.016123013570904732,
0.04107575863599777,
-0.05375516414642334,
0.014508618973195553,
0.017381882295012474,
-0.05835563689470291,
0.010456126183271408,
-0.028526926413178444,
0.08484139293432236,
-0.05601717159152031,
0.07125543802976608,
0.06238454580307007,
0.006871115416288376,
0.01979787088930607,
-0.007490118965506554,
-0.01601201482117176,
0.02133910171687603,
-0.03163591027259827,
0.055660903453826904,
-0.03698165714740753,
-0.09193740785121918,
0.07115843147039413,
0.026206301525235176,
-0.08614671230316162,
0.05927523225545883,
0.041353289037942886,
0.03975221514701843,
0.02822301909327507,
0.02966991998255253,
-0.04314884543418884,
0.022821389138698578,
-0.05060940980911255,
0.01910640113055706,
-0.07229091972112656,
-0.01604519970715046,
0.04243655502796173,
-0.01980624720454216,
-0.03485296294093132,
0.0299800056964159,
0.00032421687501482666,
-0.013981037773191929,
0.007671048864722252,
-0.06003437936306,
-0.023629307746887207,
-0.0007164159324020147,
0.033068180084228516,
-0.013199575245380402,
0.010153680108487606,
-0.022068845108151436,
0.028658170253038406,
0.010650811716914177,
0.003946721088141203,
-0.01545204408466816,
0.006829753052443266,
0.040260035544633865,
-0.0777137503027916,
-0.02812945656478405,
0.033523157238960266,
0.024115504696965218,
-0.007290500681847334,
0.028392786160111427,
-0.024898214265704155,
0.015702879056334496,
0.006767722778022289,
0.013396039605140686,
0.01863124594092369,
-0.047822076827287674,
-0.018589504063129425,
-0.014506647363305092,
0.02778368629515171,
0.028454581275582314,
-0.002543654525652528,
0.01460808515548706,
0.03548760712146759,
0.03803723677992821,
-0.0044038002379238605,
-0.03513133153319359,
-0.025880128145217896,
0.03254542127251625,
-0.027250925078988075,
0.032724324613809586,
0.018165113404393196,
-0.05497051402926445,
-0.0385613813996315,
-0.009825868532061577,
-0.03806034475564957,
0.04984888434410095,
-0.05230153352022171,
0.03449308127164841,
0.043538711965084076,
0.003953628242015839,
-0.04406696557998657,
-0.06433705985546112,
-0.02779516391456127,
-0.0436348021030426,
0.023371804505586624,
0.009327484294772148,
-0.047556307166814804,
0.016020100563764572,
-0.0402422696352005,
-0.07090923935174942,
0.008598648943006992,
-0.005897687282413244,
-0.022446030750870705,
0.05900096520781517,
0.033935610204935074,
-0.0461876206099987,
-0.0006299850065261126,
0.02361658774316311,
-0.05303719639778137,
0.030885012820363045,
0.016705205664038658,
0.011513913050293922,
0.04620521888136864,
0.05078250169754028,
0.004922154359519482,
-0.018086494877934456,
-0.05713840201497078,
-0.021895453333854675,
-0.015725024044513702,
-0.01564956083893776,
0.0553894117474556
] |
Callidior/bert2bert-base-arxiv-titlegen | [
"pytorch",
"safetensors",
"encoder-decoder",
"text2text-generation",
"en",
"dataset:arxiv_dataset",
"transformers",
"summarization",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | summarization | {
"architectures": [
"EncoderDecoderModel"
],
"model_type": "encoder-decoder",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 145 | null | ---
tags:
- conversational
---
# XiaoBot for Discord
[Tutorial](https://youtu.be/UjDpW_SOrlw) followed for this model. | [
-0.046388138085603714,
0.007397285662591457,
0.011623846367001534,
0.01496453583240509,
0.026618052273988724,
0.01685546338558197,
0.0002130877983290702,
0.021384643390774727,
-0.031808990985155106,
0.030764400959014893,
0.04332664608955383,
0.0035591109190136194,
0.013188610784709454,
0.02931436337530613,
-0.036351464688777924,
-0.03389504924416542,
-0.03173287585377693,
-0.016332555562257767,
-0.04044209420681,
-0.002495105378329754,
0.02842712216079235,
0.025153102353215218,
-0.0093495212495327,
0.03371665999293327,
0.00021159597963560373,
0.013566273264586926,
-0.00643520662561059,
0.021915743127465248,
0.00973818451166153,
-0.02922581136226654,
0.019153175875544548,
-0.025850724428892136,
-0.0013523316010832787,
-0.03474091365933418,
-0.014779595658183098,
-0.027729734778404236,
0.02514996938407421,
-0.00686967046931386,
-0.004793644417077303,
0.035405416041612625,
-0.028733938932418823,
-0.0186575036495924,
0.0061949086375534534,
-0.03736752271652222,
0.09173322468996048,
0.003971126861870289,
-0.043489571660757065,
0.001947517041116953,
0.008234226144850254,
-0.02049555443227291,
-0.03246894106268883,
-0.05016568303108215,
-0.048187173902988434,
-0.012323730625212193,
-0.00671713100746274,
-0.05583243817090988,
-0.06892338395118713,
-0.005691428668797016,
0.09092285484075546,
-0.02852657623589039,
-0.011656955815851688,
-0.016058756038546562,
-0.07235514372587204,
0.02069324627518654,
0.0283663272857666,
-0.08047997951507568,
0.0025228955782949924,
-0.05036793276667595,
0.0038411621935665607,
-0.036026135087013245,
0.0706644058227539,
-0.04859533905982971,
0.009301755577325821,
-0.06971323490142822,
-0.0038407952524721622,
-0.02084808051586151,
0.05486149340867996,
0.06971307098865509,
-0.024261794984340668,
0.04268746078014374,
0.03502846136689186,
0.00727128516882658,
0.0571400485932827,
-0.012435253709554672,
-0.005155643448233604,
0.0382319800555706,
-0.06205787882208824,
-0.0017933256458491087,
0.007685312535613775,
0.031164055690169334,
-0.023144885897636414,
-0.06239304691553116,
-0.018335308879613876,
-0.00012587978562805802,
0.003972233273088932,
0.04480115696787834,
0.035241447389125824,
-0.026142580434679985,
0.03558250516653061,
0.049779582768678665,
0.013388322666287422,
0.05018747225403786,
-0.008168612606823444,
0.03073538839817047,
-0.02079330012202263,
0.017414039000868797,
-0.004431300330907106,
-0.009801054373383522,
-0.04958868399262428,
0.024067284539341927,
0.0001464302622480318,
-0.04458481818437576,
-0.031037507578730583,
0.02701793611049652,
0.02141079492866993,
-0.009753256104886532,
0.03825204446911812,
-0.04642875865101814,
-0.04125506430864334,
-0.06369412690401077,
0.057942427694797516,
-0.01813126914203167,
-0.021664872765541077,
-0.015552662312984467,
-0.04964480549097061,
0.011824069544672966,
-0.05341734737157822,
-0.022274117916822433,
-0.008791039697825909,
0.013008087873458862,
0.021090656518936157,
0.0463237464427948,
-0.0415254682302475,
-0.056379228830337524,
-0.0033069688361138105,
0.02847796306014061,
-0.05720977485179901,
0.02769809029996395,
0.024085333570837975,
0.07582351565361023,
-0.07757121324539185,
-0.042640235275030136,
-0.028161393478512764,
0.007700314279645681,
-0.04815194010734558,
-0.004470662213861942,
-0.002236392814666033,
0.005792702082544565,
-0.03859110176563263,
-0.019384827464818954,
0.04316431283950806,
-0.05382922664284706,
-0.015746232122182846,
0.03930257260799408,
0.0073088244535028934,
0.02232089824974537,
-0.035705938935279846,
0.027201754972338676,
0.028428878635168076,
-0.023473041132092476,
-0.053433943539857864,
0.04517340287566185,
-0.016940711066126823,
-0.04246505722403526,
-0.032729584723711014,
-0.044151995331048965,
0.018539637327194214,
0.07317644357681274,
-0.0032882699742913246,
-0.014460227452218533,
-0.021723484620451927,
0.03884868696331978,
0.060157883912324905,
0.025534244254231453,
-0.016395505517721176,
0.02656768448650837,
0.0590849332511425,
0.030456772074103355,
-0.04113800451159477,
0.08118549734354019,
0.025921126827597618,
-0.03933507576584816,
-0.032795120030641556,
-0.019961176440119743,
0.041713736951351166,
-0.01346935797482729,
0.02117214724421501,
0.04351528733968735,
-0.020495587959885597,
-0.04512008652091026,
0.010401376523077488,
0.043831296265125275,
-0.0014799624914303422,
-0.018107978627085686,
-0.035983920097351074,
-0.021129291504621506,
-0.028771739453077316,
0.042528413236141205,
-0.03634483367204666,
-0.032524965703487396,
-0.04237699881196022,
-0.014102496206760406,
0.016668755561113358,
0.011413145810365677,
-0.005230214446783066,
0.03594663739204407,
-0.011245816014707088,
0.06958524882793427,
-0.036983322352170944,
0.015464819967746735,
-0.04140874370932579,
-0.02992982789874077,
0.00017459354421589524,
0.04599409177899361,
0.015049315989017487,
0.06298217922449112,
-0.02629874460399151,
-0.04692470282316208,
0.023331834003329277,
0.0805715024471283,
0.04668581113219261,
0.021626129746437073,
-0.01783531717956066,
-0.004798413719981909,
0.022450894117355347,
0.0330117829144001,
-0.058715131133794785,
0.01153730321675539,
-0.00014209463552106172,
0.052499059587717056,
-0.030684126541018486,
-0.02710876613855362,
-0.031961143016815186,
0.009838691912591457,
-0.05750825256109238,
-0.05555526167154312,
0.05141442269086838,
0.019435565918684006,
0.02664739266037941,
0.028981242328882217,
0.005212658084928989,
-0.011266832239925861,
0.02348555624485016,
0.013036167249083519,
0.01145736314356327,
-0.07284697145223618,
0.009361209347844124,
0.04245650768280029,
0.07413755357265472,
-0.055975206196308136,
0.022496040910482407,
0.014332057908177376,
0.007954951375722885,
0.025614775717258453,
-0.015970582142472267,
0.04517725855112076,
0.05311651527881622,
0.0525200180709362,
-0.009371724911034107,
0.04898705706000328,
-0.0028322527650743723,
0.020887980237603188,
0.055030085146427155,
-0.002556030871346593,
0.06634484976530075,
-0.013899746350944042,
0.03320140019059181,
0.050112079828977585,
0.032966502010822296,
-0.0011994842207059264,
0.00678865285590291,
0.06510166078805923,
0.018790490925312042,
0.04369962960481644,
0.06364018470048904,
-0.006795384921133518,
0.007355471141636372,
-0.04651809111237526,
-0.004776333924382925,
-0.007945463992655277,
-0.020594777539372444,
0.06034523621201515,
-0.003014249261468649,
-0.01336600724607706,
0.010452263057231903,
-0.021295888349413872,
-0.0017391018336638808,
0.07413239777088165,
0.004009302239865065,
-0.011865530163049698,
-0.00018565807840786874,
-0.032360609620809555,
0.010129883885383606,
-0.05974683165550232,
-0.04964890703558922,
-0.020833216607570648,
-0.0470263846218586,
-0.007852007634937763,
-0.0770355761051178,
-0.019342606887221336,
-0.06671983748674393,
-0.02951364777982235,
0.05626292526721954,
0.009825809858739376,
0.02629745565354824,
-0.004299662541598082,
0.033825427293777466,
-0.03489432856440544,
-0.0565670020878315,
-0.053502198308706284,
-0.033570561558008194,
-0.0036879326216876507,
-0.046106453984975815,
0.025067666545510292,
0.027318604290485382,
0.04832682013511658,
0.0038587648887187243,
-0.03897113725543022,
-0.047768689692020416,
0.00022516287572216243,
0.058368366211652756,
0.009774986654520035,
-0.03970392420887947,
-0.02724834531545639,
0.010072621516883373,
0.004286975134164095,
-0.002953742863610387,
-0.021024292334914207,
-0.048725616186857224,
0.06416860967874527,
0.042247261852025986,
-0.0009341551922261715,
0.012873210944235325,
-0.008043741807341576,
-0.0436575785279274,
-0.01309155486524105,
-0.04179951176047325,
-0.029237300157546997,
-0.0021681904327124357,
-0.015314595773816109,
-0.04019764065742493,
-0.04557328671216965,
-0.033545952290296555,
-0.011272105388343334,
-0.010595100000500679,
0.0005278473254293203,
0.03566087782382965,
0.008718646131455898,
0.02296024188399315,
0.03959251567721367,
-0.01756524294614792,
-0.02262292429804802,
0.05172053351998329,
-0.02332010306417942,
-0.013053604401648045,
-0.07891979813575745,
-0.04232868552207947,
0.0423380583524704,
-0.000060960657719988376,
-0.0033119695726782084,
-0.01416490226984024,
0.04964905232191086,
0.01858646422624588,
-0.004866476636379957,
0.038299158215522766,
-0.06535936146974564,
0.018027449026703835,
-0.02192637510597706,
-0.040718331933021545,
-0.03052576445043087,
-0.05298391729593277,
0.009838743135333061,
-0.015461481176316738,
0.02859272062778473,
-0.07465160638093948,
-0.03696909546852112,
-0.03880677744746208,
-0.005361822433769703,
0.030265191569924355,
-0.0035753753036260605,
-0.06178310886025429,
0.012535180896520615,
-0.04259625822305679,
-0.028966791927814484,
0.006370065733790398,
-0.005240207072347403,
0.025760477408766747,
0.03954324126243591,
0.035832904279232025,
-0.015447228215634823,
0.06276970356702805,
0.01509958878159523,
0.047532353550195694,
0.03734942525625229,
-0.03495240956544876,
0.009224518202245235,
-0.024551285430788994,
0.03224867954850197,
0.0029875340405851603,
-0.01908419281244278,
-0.033664509654045105,
-0.10010048002004623,
-0.04672319069504738,
0.018741054460406303,
-0.035642415285110474,
0.00018717382044997066,
0.04786689206957817,
-0.0531320795416832,
-0.02023046463727951,
-0.012912996113300323,
0.058138441294431686,
0.05670212209224701,
-0.03993535414338112,
0.059624072164297104,
0.012609685771167278,
0.04500775411725044,
-0.04525560513138771,
-0.004376573953777552,
-0.04224979504942894,
-0.00022629578597843647,
-0.0005934888031333685,
0.02891802228987217,
-0.0003040437586605549,
0.06851301342248917,
0.07215216755867004,
0.027669062837958336,
-0.041767992079257965,
0.047499366104602814,
0.05694781616330147,
-0.013389484956860542,
-0.05005861446261406,
0.009345044381916523,
-0.0004018780018668622,
-0.007981964386999607,
-0.024316275492310524,
-0.0457044281065464,
0.026294775307178497,
0.041163500398397446,
0.018265755847096443,
-0.005119065288454294,
0.02283826470375061,
-0.026944346725940704,
-0.02297070063650608,
-0.053773149847984314,
-0.009568355977535248,
-0.0030275608878582716,
-0.04896795004606247,
0.03723245486617088,
0.05276297405362129,
0.014044422656297684,
0.057162586599588394,
0.023083070293068886,
-0.03492230176925659,
-0.04931963235139847,
0.032615870237350464,
0.042774952948093414,
-0.0484047569334507,
-0.050384800881147385,
-0.012064827606081963,
0.02339838445186615,
0.030764561146497726,
0.0018961448222398758,
-0.07624924182891846,
0.03814801573753357,
0.07013346254825592,
-0.05336391180753708,
0.04550167918205261,
-0.00920159462839365,
0.042815499007701874,
0.05514511838555336,
0.012492192909121513,
0.049993567168712616,
-0.061284858733415604,
0.015080728568136692,
-0.01775401458144188,
0.03087039478123188,
-0.030848385766148567,
-0.04526036977767944,
-0.04325435310602188,
0.03154731169342995,
0.021758902817964554,
0.019556885585188866,
0.024129843339323997,
-0.060311391949653625,
-0.047026436775922775,
-0.00575609365478158,
0.060406967997550964,
-0.013933847658336163,
0.015418944880366325,
0.03158765286207199,
0.04617748782038689,
-0.0707578957080841,
-0.014610834419727325,
0.007346991915255785,
0.021003667265176773,
0.02430563233792782,
-0.013905741274356842,
-0.029591750353574753,
-0.026348745450377464,
0.03772382810711861,
-0.03370410576462746,
-0.019659629091620445,
-0.09770573675632477,
0.035725366324186325,
-0.017589738592505455,
-0.018819157034158707,
0.0779712125658989,
0.05277218669652939,
0.07143518328666687,
0.058330029249191284,
-0.005673426203429699,
0.05118001997470856,
-0.02613045647740364,
0.013681292533874512,
-0.04129302501678467,
-0.041876353323459625,
0.024605702608823776,
-0.08421310782432556,
-0.030038710683584213,
-0.031679924577474594,
-0.06000620499253273,
-0.03935360908508301,
0.0004324983456172049,
0.03975341096520424,
-0.011384869925677776,
-0.00703370152041316,
0.010754595510661602,
0.0028610932640731335,
-0.024519754573702812,
-0.02097669243812561,
-0.012325547635555267,
-0.003950754180550575,
-0.0593189001083374,
-0.0663115456700325,
0.0011938705574721098,
-0.014581066556274891,
0.0003215492470189929,
0.005687736440449953,
0.012459810823202133,
0.05845295637845993,
-0.027717163786292076,
-0.01600172370672226,
0.020054684951901436,
0.02243410423398018,
-0.0369364432990551,
-0.012970993295311928,
0.02156125009059906,
-0.0017018071375787258,
0.02467179484665394,
-0.03825089707970619,
0.030018869787454605,
0.012385980226099491,
-0.06804689019918442,
-0.023707712069153786,
0.026589149609208107,
0.022939300164580345,
-0.08465380221605301,
-0.02791990526020527,
-0.017054621130228043,
-0.035625435411930084,
0.024940764531493187,
-0.029721014201641083,
-0.024623703211545944,
0.00042013576603494585,
0.027596365660429,
0.02094373106956482,
-0.008606649935245514,
-0.009653017856180668,
0.019758054986596107,
-0.03222103789448738,
0.012179704383015633,
-0.055714771151542664,
0.009315920062363148,
-0.010486669838428497,
-0.001166916568763554,
-0.00892065092921257,
0.007542780600488186,
-0.04515070095658302,
0.07093498110771179,
-0.009117204695940018,
-0.02288888767361641,
0.005720015149563551,
0.007428303360939026,
-0.007295913994312286,
0.030581122264266014,
0.01439421996474266,
0.01488992478698492,
-0.04964565858244896,
0.06065300107002258,
-0.04980903118848801,
0.010108012706041336,
-0.007662262301892042,
-0.018044158816337585,
-0.021297331899404526,
-0.0007628114544786513,
-0.013086152262985706,
-0.048347584903240204,
0.039817310869693756,
0.023784639313817024,
0.035418298095464706,
0.03376082330942154,
-0.0031691044569015503,
0.01331394910812378,
0.012024879455566406,
-0.0471852608025074,
-0.03290659561753273,
-0.0067841350100934505,
-0.006113886833190918,
0.021503359079360962,
0.033203043043613434,
0.030331378802657127,
-0.05796346068382263,
-0.027708889916539192,
0.025923756882548332,
0.03545081615447998,
-0.0069062672555446625,
-0.004419747274369001,
0.03330754488706589,
0.039580702781677246,
0.049326177686452866,
-0.01480623334646225,
-0.012630321085453033,
0.020755497738718987,
-0.00979451835155487,
-0.011946321465075016,
-0.007352842018008232,
0.005712203215807676,
-0.023470165207982063,
-0.032174695283174515,
-0.04322986677289009,
0.05906923860311508,
-0.011706954799592495,
-0.0009027615305967629,
-0.025188246741890907,
-0.03456387668848038,
0.054511744529008865,
-0.015319337137043476,
-0.03814416006207466,
-0.02000332623720169,
0.03556137531995773,
-0.04288952797651291,
0.05585314333438873,
-0.01590828411281109,
0.004943543579429388,
0.035499248653650284,
0.02557513862848282,
0.002263120375573635,
0.016531197354197502,
-0.023947598412632942,
0.012024493888020515,
-0.002495054854080081,
-0.05803729221224785,
-0.0026838865596801043,
-0.02821573242545128,
0.05118805170059204,
-0.06479303538799286,
0.07160203903913498,
0.045716043561697006,
0.035216592252254486,
0.03428765386343002,
-0.04372555762529373,
-0.037841904908418655,
-0.007429678924381733,
-0.04067205637693405,
0.04561086744070053,
-0.007274265866726637,
-0.0524139404296875,
0.07181227207183838,
0.035818375647068024,
-0.08276320993900299,
0.03134859353303909,
0.03184545040130615,
0.013706752099096775,
0.0192496869713068,
0.018412739038467407,
-0.05742780119180679,
0.013965996913611889,
-0.03463023528456688,
-0.00811556912958622,
-0.056739021092653275,
-0.018636496737599373,
-0.011840163730084896,
-0.04346892610192299,
-0.013052732683718204,
0.016242071986198425,
0.00235635950230062,
0.0067339553497731686,
-0.0011489776661619544,
-0.024538885802030563,
-0.07191818952560425,
-0.0009735403582453728,
0.02218191884458065,
-0.02441263385117054,
0.004164244048297405,
-0.005205969326198101,
0.00910199899226427,
0.050440747290849686,
-0.0008089812472462654,
-0.06796826422214508,
-0.0006305291899479926,
0.0049268021248281,
-0.06628315150737762,
-0.05105801671743393,
0.07385177910327911,
0.011434274725615978,
-0.00725261215120554,
-0.009643317200243473,
0.023306263610720634,
0.01939043402671814,
0.021674973890185356,
-0.00912218727171421,
0.014512556605041027,
-0.09452271461486816,
-0.003460816340520978,
0.028697088360786438,
0.01781761646270752,
-0.005420971196144819,
-0.01857369765639305,
0.033794909715652466,
0.06034023314714432,
0.03357125446200371,
0.01934107206761837,
-0.02305786870419979,
-0.03216246888041496,
0.005375740118324757,
-0.04219382628798485,
0.05217711627483368,
0.0073021878488361835,
-0.06109355390071869,
-0.04418766498565674,
-0.03409140557050705,
-0.0040857866406440735,
0.04078739881515503,
-0.014449344016611576,
0.027574045583605766,
0.04826417937874794,
-0.003688476514071226,
-0.043093085289001465,
-0.11097179353237152,
-0.05635920539498329,
-0.032037727534770966,
0.02099301479756832,
0.039463259279727936,
-0.0667077898979187,
0.017669202759861946,
-0.02259179763495922,
-0.021012473851442337,
0.04736426845192909,
-0.006428408436477184,
-0.02902005799114704,
0.06032421812415123,
0.06166675686836243,
-0.02736395038664341,
0.0435764379799366,
0.01263746153563261,
-0.05163520202040672,
0.05777621269226074,
0.0016323840245604515,
0.029728880152106285,
0.031659308820962906,
0.0083161611109972,
-0.015617846511304379,
-0.014433813281357288,
-0.01871439628303051,
-0.038732148706912994,
-0.0007984341937117279,
-0.022360995411872864,
0.05298519507050514
] |
CallumRai/HansardGPT2 | [
"pytorch",
"jax",
"gpt2",
"text-generation",
"transformers"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 14 | null | ---
language:
- pt
license: mit
tags:
- generated_from_trainer
model-index:
- name: bert-base-portuguese-cased-finetuned-peticoes
results: []
widget:
- text: "Com efeito, se tal fosse possível, o Poder [MASK] – que não dispõe de função legislativa – passaria a desempenhar atribuição que lhe é institucionalmente estranha (a de legislador positivo), usurpando, desse modo, no contexto de um sistema de poderes essencialmente limitados, competência que não lhe pertence, com evidente transgressão ao princípio constitucional da separação de poderes."
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# bert-base-portuguese-cased-finetuned-peticoes
This model is a fine-tuned version of [neuralmind/bert-base-portuguese-cased](https://huggingface.co/neuralmind/bert-base-portuguese-cased) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 1.0878
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| No log | 1.0 | 215 | 1.1349 |
| No log | 2.0 | 430 | 1.0925 |
| 1.3219 | 3.0 | 645 | 1.0946 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.9.0+cu111
- Datasets 1.13.3
- Tokenizers 0.10.3
| [
-0.01680164597928524,
-0.01788848638534546,
0.0011994055239483714,
0.058406468480825424,
0.046758368611335754,
0.015472936443984509,
0.0019616594072431326,
-0.013850405812263489,
-0.03465474396944046,
0.06842778623104095,
-0.01081503089517355,
-0.037781622260808945,
0.009333108551800251,
0.04048759490251541,
-0.02098393812775612,
-0.03466661274433136,
0.002888545859605074,
0.007131111808121204,
-0.06308627128601074,
-0.019419364631175995,
-0.00735271442681551,
-0.016391487792134285,
-0.0036401969846338034,
0.02204647846519947,
-0.021570580080151558,
0.015995848923921585,
0.007654594723135233,
0.026426609605550766,
0.023653263226151466,
-0.06338897347450256,
-0.005306915380060673,
-0.030984116718173027,
-0.04490243270993233,
-0.04553491249680519,
-0.016235703602433205,
-0.0041719297878444195,
0.014519709162414074,
0.013122736476361752,
0.05320524796843529,
0.0881006047129631,
-0.03289925679564476,
0.003047949867323041,
0.012559723109006882,
-0.016291853040456772,
0.01701221615076065,
0.016633689403533936,
-0.028396623209118843,
-0.005106546450406313,
0.06399844586849213,
0.0044196173548698425,
-0.06220097094774246,
-0.0683470070362091,
-0.02570638246834278,
0.028818827122449875,
-0.022079920396208763,
-0.017185749486088753,
-0.06583067029714584,
0.01600172556936741,
0.07733256369829178,
-0.0372086726129055,
-0.021894805133342743,
0.040783245116472244,
-0.08446269482374191,
0.016204601153731346,
0.02989996410906315,
-0.021472061052918434,
0.0004797943984158337,
-0.03685378655791283,
0.040746428072452545,
-0.03261428326368332,
0.047384295612573624,
-0.03843547776341438,
0.013149562291800976,
-0.08687391132116318,
-0.02093222364783287,
0.004804851952940226,
0.03399387001991272,
0.04012136533856392,
-0.048580680042505264,
0.04890500381588936,
0.029038695618510246,
0.018097035586833954,
0.05868048965930939,
0.002976132556796074,
-0.0008195412810891867,
0.06079994887113571,
-0.033540379256010056,
-0.022316347807645798,
0.033748846501111984,
0.011267710477113724,
-0.03736862167716026,
-0.03738628327846527,
-0.034139033406972885,
-0.025122856721282005,
0.003138153115287423,
0.0390067994594574,
0.051490120589733124,
0.004238667897880077,
0.040955714881420135,
0.02544506825506687,
0.030199924483895302,
0.04912835359573364,
0.0013991999439895153,
0.0741192176938057,
-0.02974838763475418,
-0.0010718392441049218,
0.00856053177267313,
-0.014796816743910313,
-0.028915876522660255,
0.027533601969480515,
0.0010424929205328226,
-0.0276443250477314,
-0.038899652659893036,
0.04101868346333504,
0.010406507179141045,
-0.005218363832682371,
0.08157749474048615,
-0.015078460797667503,
-0.06039614975452423,
-0.04511638358235359,
0.04740990698337555,
0.00249314634129405,
0.0208452045917511,
0.04828188940882683,
-0.06450063735246658,
-0.016819730401039124,
-0.023681754246354103,
-0.03810347616672516,
-0.029027655720710754,
0.007033133413642645,
0.0006580362096428871,
0.03694677725434303,
0.004538904409855604,
-0.07043339312076569,
0.013272764161229134,
0.006571134552359581,
-0.04943283274769783,
0.020905092358589172,
0.010516262613236904,
0.1287703663110733,
-0.036775700747966766,
-0.03673941269516945,
0.00814722664654255,
-0.006506673991680145,
-0.016423488035798073,
-0.001655532862059772,
0.012107650749385357,
-0.01989280991256237,
0.007740375120192766,
-0.0004095102194696665,
0.06741873174905777,
-0.04094311222434044,
0.006915988866239786,
0.07380302250385284,
-0.01142894010990858,
0.02952832542359829,
-0.06941436231136322,
-0.024119021371006966,
0.02793841063976288,
-0.015958638861775398,
-0.018391849473118782,
0.03575117513537407,
-0.0284530371427536,
-0.01807570829987526,
-0.05734329670667648,
-0.05677212402224541,
0.012183798477053642,
0.07613164931535721,
-0.00889265164732933,
-0.03684442862868309,
-0.030457351356744766,
0.01817217841744423,
0.053394731134176254,
0.042701009660959244,
-0.030646704137325287,
0.04814498871564865,
0.06040520966053009,
0.020611165091395378,
-0.02740924246609211,
0.05625085532665253,
0.0022326160687953234,
-0.04595712944865227,
-0.04646946117281914,
0.02781660296022892,
0.00308938673697412,
-0.05621383339166641,
0.026546817272901535,
0.02642575092613697,
0.013557827100157738,
-0.04712047055363655,
-0.03590016067028046,
0.04224865883588791,
-0.019947301596403122,
-0.01701965183019638,
0.005758302751928568,
0.0002508287434466183,
-0.037880972027778625,
0.024762822315096855,
-0.02025248482823372,
-0.0013858029851689935,
-0.04358181357383728,
-0.024377021938562393,
0.008479887619614601,
-0.002386801177635789,
0.015502785332500935,
0.049304842948913574,
-0.0026263988111168146,
0.11073195934295654,
-0.01595219410955906,
0.009666250087320805,
-0.05075806751847267,
-0.04946132376790047,
-0.002001497894525528,
0.046875983476638794,
0.016690494492650032,
0.04438096657395363,
-0.0046325973235070705,
-0.05491720512509346,
0.03664208948612213,
0.08471835404634476,
0.055003680288791656,
0.016646262258291245,
-0.05613702908158302,
-0.008685900829732418,
0.058264926075935364,
0.042154066264629364,
-0.0446227602660656,
-0.05010366067290306,
-0.004013663623481989,
0.051289305090904236,
-0.016057996079325676,
0.016613245010375977,
-0.004508662037551403,
0.01677783392369747,
-0.020572226494550705,
-0.07357287406921387,
0.0347762405872345,
0.009028472937643528,
-0.007985958829522133,
0.03454788029193878,
-0.020931608974933624,
0.007647152990102768,
0.007817455567419529,
0.026069942861795425,
-0.0007266700267791748,
-0.044636402279138565,
0.034648481756448746,
-0.015247141942381859,
0.06090199202299118,
-0.05027030408382416,
0.08190925419330597,
0.005783615168184042,
0.0035577756352722645,
0.02137026935815811,
-0.026071706786751747,
0.01781877875328064,
0.05789158120751381,
0.019321070984005928,
-0.03390355780720711,
0.03205874562263489,
0.015237683430314064,
0.03552709519863129,
0.03520338609814644,
0.006504412274807692,
0.08308382332324982,
-0.013380288146436214,
0.032842788845300674,
0.0551447831094265,
0.029545383527874947,
0.022935766726732254,
0.003691816935315728,
0.04873833805322647,
-0.004886489361524582,
-0.015368449501693249,
0.05748946964740753,
-0.0267778430134058,
0.027725117281079292,
-0.04068732261657715,
0.003597490955144167,
-0.005223105661571026,
0.0021075180266052485,
0.021531367674469948,
0.008740008808672428,
-0.01020259503275156,
0.0010072911391034722,
-0.005202865693718195,
-0.025253646075725555,
0.06415572017431259,
-0.0021020141430199146,
0.010251651518046856,
-0.024344123899936676,
-0.006610695272684097,
-0.0005487911403179169,
-0.06060226261615753,
-0.03167429566383362,
0.003523045452311635,
-0.013973146677017212,
-0.012362726032733917,
-0.08384662121534348,
-0.036911338567733765,
-0.05952361598610878,
0.014276458881795406,
0.04716811701655388,
0.033541806042194366,
0.0009081060998141766,
-0.03777811676263809,
0.01160554587841034,
-0.029706446453928947,
-0.03762509673833847,
-0.059005822986364365,
-0.023361757397651672,
-0.04934399202466011,
-0.070418581366539,
0.02041841298341751,
0.03339057043194771,
0.022929083555936813,
-0.011416529305279255,
0.013530058786273003,
0.010139086283743382,
0.009899119846522808,
0.037186432629823685,
0.05123726651072502,
-0.03044966235756874,
-0.016628997400403023,
0.030466947704553604,
0.0003836643882095814,
0.009336739778518677,
0.009126965887844563,
-0.030438540503382683,
0.09689516574144363,
0.055009305477142334,
0.02808086760342121,
0.01924922503530979,
-0.013446093536913395,
-0.040562912821769714,
-0.06140315905213356,
-0.03985600918531418,
-0.022982103750109673,
-0.021995235234498978,
-0.04377473518252373,
-0.03025788813829422,
-0.0031610147561877966,
-0.0559442974627018,
0.0015830880729481578,
-0.026284176856279373,
0.03136960417032242,
0.030525827780365944,
0.031925447285175323,
0.021487556397914886,
0.048959944397211075,
-0.023772843182086945,
-0.04559837281703949,
0.060384657233953476,
0.01978829689323902,
0.007123243995010853,
-0.06604054570198059,
-0.015689508989453316,
0.04053706303238869,
0.02325315773487091,
0.021492192521691322,
0.00992349348962307,
0.07242576032876968,
0.008413245901465416,
0.00659892288967967,
0.016378022730350494,
-0.04205740615725517,
-0.03991258144378662,
-0.022255344316363335,
0.006035462953150272,
-0.03965289890766144,
-0.035048943012952805,
-0.019097158685326576,
-0.00629563070833683,
0.034424230456352234,
-0.06161397695541382,
-0.039121028035879135,
-0.017719237133860588,
0.014353780075907707,
0.013735742308199406,
0.007632455322891474,
-0.0444076806306839,
-0.021861689165234566,
-0.030886709690093994,
-0.03916202485561371,
0.002236119005829096,
0.007111508399248123,
0.03641270846128464,
0.01212497428059578,
0.02839362993836403,
-0.04756087437272072,
0.00971728190779686,
0.037105634808540344,
0.0644029900431633,
0.01916418969631195,
-0.05463841184973717,
0.020325252786278725,
-0.030594002455472946,
0.029012737795710564,
-0.027314240112900734,
-0.027180176228284836,
-0.04590071365237236,
-0.09937143325805664,
-0.016310814768075943,
-0.006036365870386362,
-0.0005274690338410437,
-0.010212651453912258,
0.02500205487012863,
-0.017142271623015404,
0.0032616721000522375,
0.006473655346781015,
-0.004144767764955759,
0.027275873348116875,
-0.0600070059299469,
0.04360318183898926,
-0.06039107218384743,
-0.007425458636134863,
-0.03696206584572792,
0.007024453952908516,
-0.0435626246035099,
-0.014614647254347801,
-0.013170831836760044,
0.03626321256160736,
-0.009673764929175377,
0.07644471526145935,
0.08605393022298813,
0.033865854144096375,
-0.030928364023566246,
0.0330805629491806,
0.05865727737545967,
-0.00820228923112154,
-0.04838861897587776,
0.0007839826866984367,
-0.015823068097233772,
-0.03455096110701561,
0.0009116804576478899,
-0.018921855837106705,
0.0410052090883255,
0.0035321118775755167,
0.002583421068266034,
-0.00917933788150549,
0.007627584505826235,
-0.004146900959312916,
-0.050082288682460785,
-0.05590243637561798,
-0.017230112105607986,
0.011287769302725792,
-0.004152068868279457,
0.003808466950431466,
0.04781949892640114,
0.024761512875556946,
0.060646768659353256,
0.02827390283346176,
-0.020796550437808037,
-0.011093322187662125,
0.004368474241346121,
0.004539382178336382,
-0.023341648280620575,
-0.08916312456130981,
-0.02544134296476841,
0.04605109989643097,
0.0688571110367775,
-0.0035800470504909754,
-0.07395234704017639,
0.027518486604094505,
0.05267932638525963,
-0.042698804289102554,
0.04042304307222366,
-0.026462038978934288,
0.028543630614876747,
0.04949665442109108,
-0.028595320880413055,
0.022212106734514236,
-0.028494704514741898,
-0.005884012673050165,
-0.003942935261875391,
0.05072192847728729,
-0.008576027117669582,
-0.06268373876810074,
-0.038767099380493164,
0.019651498645544052,
0.032339174300432205,
0.03617238253355026,
0.03909473493695259,
-0.03548910841345787,
-0.0365520603954792,
0.011912640184164047,
0.02041330188512802,
-0.0507810153067112,
0.007205139379948378,
0.025995809584856033,
0.038978200405836105,
-0.049660805612802505,
-0.060832664370536804,
-0.03551775962114334,
-0.013704823330044746,
0.04645044729113579,
-0.004687556531280279,
-0.027033837512135506,
-0.03970177099108696,
0.024513494223356247,
-0.013991045765578747,
-0.03358025848865509,
-0.06424952298402786,
0.034601543098688126,
-0.0006639902712777257,
-0.04915829002857208,
0.02166447415947914,
0.0368850976228714,
0.021537043154239655,
0.06992157548666,
-0.0022860022727400064,
-0.003025233978405595,
-0.05064825341105461,
0.05079174041748047,
-0.0350821316242218,
-0.012764500454068184,
0.019804907962679863,
-0.050774142146110535,
-0.004675149917602539,
-0.015618379227817059,
-0.04129653051495552,
-0.039275161921978,
-0.02128494717180729,
0.010112922638654709,
-0.02114151418209076,
0.010097557678818703,
-0.019503138959407806,
0.04883725196123123,
-0.01418240461498499,
-0.05657387897372246,
-0.017328253015875816,
-0.029560422524809837,
-0.0722886174917221,
-0.06380834430456161,
0.013941737823188305,
0.03386364132165909,
0.03568140044808388,
0.030922522768378258,
0.008289582096040249,
0.002252166857942939,
0.026315955445170403,
-0.011366364546120167,
0.024802107363939285,
0.0056402357295155525,
-0.04382876306772232,
-0.015381366945803165,
0.013771810568869114,
0.007513025775551796,
0.03842514380812645,
-0.0149852829053998,
0.04639570787549019,
0.037506211549043655,
-0.0036351641174405813,
-0.007745248731225729,
0.021684618666768074,
0.01585465483367443,
-0.05285037308931351,
-0.018948430195450783,
-0.021129054948687553,
-0.05223230645060539,
0.03579292446374893,
-0.043869562447071075,
-0.03421884402632713,
0.016552647575736046,
-0.004281742963939905,
0.04432728886604309,
-0.0016568824648857117,
-0.03103870339691639,
0.0027271995786577463,
-0.026796158403158188,
0.02367965690791607,
-0.04721419885754585,
0.056648094207048416,
-0.03648389130830765,
0.03508136048913002,
-0.024272942915558815,
-0.008365786634385586,
-0.05382063612341881,
0.03417377918958664,
-0.010611610487103462,
-0.045393042266368866,
0.011929313652217388,
0.022709008306264877,
-0.017210740596055984,
0.02661403827369213,
-0.053132109344005585,
0.016841886565089226,
-0.031499192118644714,
0.05693374201655388,
-0.04792478680610657,
0.0006645441753789783,
-0.04642500728368759,
0.007571629714220762,
-0.03422505035996437,
0.0005284599028527737,
0.002392721129581332,
-0.03081541135907173,
0.04246341437101364,
0.02876593917608261,
0.03330591693520546,
0.0349176861345768,
-0.030416443943977356,
0.0004397174925543368,
0.011626658029854298,
-0.07070063054561615,
-0.02807675488293171,
0.00868330616503954,
-0.002898839535191655,
-0.02292642369866371,
0.03178957849740982,
0.055819302797317505,
-0.04909230023622513,
-0.06767068058252335,
0.031467270106077194,
0.022248173132538795,
-0.012732733972370625,
-0.015275498852133751,
0.05006928741931915,
0.03232448548078537,
0.04740535095334053,
-0.055389080196619034,
-0.01724679209291935,
-0.018861273303627968,
-0.05229710042476654,
0.0496024526655674,
-0.01628369279205799,
0.02191910147666931,
0.011799829080700874,
-0.03378709405660629,
-0.021238774061203003,
0.06102766469120979,
0.055479664355516434,
0.021446315571665764,
-0.01907825469970703,
-0.02969679981470108,
0.00571768544614315,
0.011659004725515842,
-0.03883902356028557,
0.008173735812306404,
0.00004014600926893763,
-0.021108651533722878,
0.055794358253479004,
-0.02241479605436325,
-0.011399473063647747,
0.06388259679079056,
0.005237833596765995,
0.006532203406095505,
0.06551877409219742,
-0.016292855143547058,
0.003924483433365822,
0.04736020416021347,
-0.05271958187222481,
-0.0017113612266257405,
-0.023193784058094025,
0.06168187037110329,
-0.06237218528985977,
0.030104834586381912,
0.03523709252476692,
0.008646081201732159,
0.013793306425213814,
-0.05590350180864334,
-0.042675845324993134,
0.007503115106374025,
-0.05687354505062103,
0.0704774335026741,
0.017575806006789207,
-0.07046404480934143,
0.054243333637714386,
0.03305722400546074,
-0.04628613218665123,
0.030559899285435677,
0.04981780797243118,
0.026843152940273285,
0.030164087191224098,
0.034188758581876755,
-0.04750090464949608,
0.005290731322020292,
-0.033639095723629,
0.050868913531303406,
-0.07103422284126282,
-0.00893056858330965,
0.0041359588503837585,
-0.029597127810120583,
-0.024256644770503044,
0.050404101610183716,
-0.022630205377936363,
-0.031951528042554855,
0.027002641931176186,
-0.04400866851210594,
-0.04720738157629967,
0.015182089991867542,
0.012239519506692886,
-0.023322172462940216,
0.0006365723675116897,
-0.02417782135307789,
0.016156423836946487,
-0.016125621274113655,
0.004444243386387825,
-0.025872288271784782,
0.013718926347792149,
0.008834641426801682,
-0.05557793006300926,
-0.011000366881489754,
0.03787531703710556,
0.002295074053108692,
-0.022682446986436844,
0.01790284924209118,
0.026642223820090294,
0.014631719328463078,
0.033876653760671616,
0.015789730474352837,
0.011331802234053612,
-0.036788210272789,
-0.010265541262924671,
0.02397402748465538,
-0.006031534634530544,
0.06864519417285919,
-0.04018351063132286,
0.0335041768848896,
0.048287492245435715,
0.035986728966236115,
-0.021560262888669968,
-0.02152533456683159,
-0.04224791377782822,
0.017894035205245018,
-0.039722222834825516,
-0.0138234319165349,
-0.013352232985198498,
-0.04060165211558342,
-0.03723631054162979,
0.016772691160440445,
-0.018714502453804016,
0.0019915502052754164,
-0.053320907056331635,
-0.0008614272810518742,
0.058988846838474274,
-0.017915455624461174,
-0.042731039226055145,
-0.10662487894296646,
-0.01160369161516428,
-0.044578731060028076,
-0.0018478198908269405,
0.006742457393556833,
-0.03421327471733093,
0.03229966759681702,
-0.054179612547159195,
-0.03891722112894058,
0.04912593960762024,
0.01889709383249283,
-0.05913932994008064,
0.04278912395238876,
0.033060263842344284,
-0.06045490875840187,
0.007071584463119507,
0.0007752017118036747,
-0.02706163562834263,
0.013098674826323986,
0.015548313967883587,
0.025726651772856712,
0.021376995369791985,
0.02134867198765278,
-0.03888688609004021,
-0.026964880526065826,
-0.07855743914842606,
-0.004123538266867399,
-0.04636725038290024,
0.019880376756191254,
0.06008375063538551
] |
CalvinHuang/mt5-small-finetuned-amazon-en-es | [
"pytorch",
"tensorboard",
"mt5",
"text2text-generation",
"transformers",
"summarization",
"generated_from_trainer",
"license:apache-2.0",
"autotrain_compatible"
] | summarization | {
"architectures": [
"MT5ForConditionalGeneration"
],
"model_type": "mt5",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 16 | null | ---
language:
- pt
license: mit
tags:
- generated_from_trainer
model-index:
- name: bert-base-portuguese-cased-finetuned-tcu-acordaos
results: []
widget:
- text: "Com efeito, se tal fosse possível, o Poder [MASK] – que não dispõe de função legislativa – passaria a desempenhar atribuição que lhe é institucionalmente estranha (a de legislador positivo), usurpando, desse modo, no contexto de um sistema de poderes essencialmente limitados, competência que não lhe pertence, com evidente transgressão ao princípio constitucional da separação de poderes."
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# bert-base-portuguese-cased-finetuned-tcu-acordaos
This model is a fine-tuned version of [neuralmind/bert-base-portuguese-cased](https://huggingface.co/neuralmind/bert-base-portuguese-cased) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5765
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| 0.7308 | 1.0 | 1383 | 0.6286 |
| 0.6406 | 2.0 | 2766 | 0.5947 |
| 0.6033 | 3.0 | 4149 | 0.5881 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.9.0+cu111
- Datasets 1.13.2
- Tokenizers 0.10.3
| [
-0.022525403648614883,
-0.020606132224202156,
-0.002019045641645789,
0.05537613108754158,
0.05010892450809479,
0.017943168058991432,
0.0002957760007120669,
-0.007555065210908651,
-0.032638948410749435,
0.06373564898967743,
-0.01007035095244646,
-0.03387722745537758,
0.009637719951570034,
0.038981880992650986,
-0.026857465505599976,
-0.03317791223526001,
-0.0008980368729680777,
0.004140925128012896,
-0.05526261031627655,
-0.01633330248296261,
0.0015319824451580644,
-0.016816608607769012,
-0.0038516749627888203,
0.02186260186135769,
-0.02169886603951454,
0.015746397897601128,
0.009174012579023838,
0.027293216437101364,
0.017687885090708733,
-0.06610116362571716,
-0.0037146094255149364,
-0.036732129752635956,
-0.052314721047878265,
-0.04711446538567543,
-0.014730914495885372,
-0.0038999610114842653,
0.01814451441168785,
0.004607832990586758,
0.054484400898218155,
0.0884852409362793,
-0.03069128654897213,
0.012089514173567295,
0.012334655039012432,
-0.024043964222073555,
0.02943004108965397,
0.005636455025523901,
-0.03447100520133972,
-0.004351027309894562,
0.06280277669429779,
0.006456151604652405,
-0.0611884668469429,
-0.060308270156383514,
-0.02086290530860424,
0.02659357152879238,
-0.019691381603479385,
-0.026007087901234627,
-0.06453747302293777,
0.008983567357063293,
0.06804824620485306,
-0.03576737269759178,
-0.025919225066900253,
0.033790089190006256,
-0.08317285031080246,
0.016489315778017044,
0.03115747682750225,
-0.018993046134710312,
-0.0037319485563784838,
-0.037860654294490814,
0.03204672038555145,
-0.021773841232061386,
0.042873647063970566,
-0.03783876448869705,
0.011021974496543407,
-0.08296917378902435,
-0.02729988470673561,
-0.006729748100042343,
0.03457295894622803,
0.04785352572798729,
-0.05118228867650032,
0.04172857478260994,
0.030345221981406212,
0.013285822235047817,
0.059811774641275406,
0.006384307984262705,
-0.0060503059066832066,
0.06325677037239075,
-0.030454525724053383,
-0.019681373611092567,
0.035649508237838745,
0.023025795817375183,
-0.035533271729946136,
-0.03814391419291496,
-0.030901078134775162,
-0.030941961333155632,
0.005580065306276083,
0.041267670691013336,
0.061934053897857666,
0.00882346834987402,
0.033168576657772064,
0.024223100394010544,
0.027940576896071434,
0.04169008880853653,
0.00008987588807940483,
0.06227031722664833,
-0.029174018651247025,
-0.004355676006525755,
0.013475647196173668,
-0.022157514467835426,
-0.03289046138525009,
0.027429981157183647,
-0.000003925192231690744,
-0.02146560698747635,
-0.03484165668487549,
0.03770877420902252,
0.008148000575602055,
-0.008272393606603146,
0.06739000231027603,
-0.02469247207045555,
-0.059320829808712006,
-0.04233222082257271,
0.04414941370487213,
0.0037202048115432262,
0.01179448887705803,
0.03727056086063385,
-0.061150986701250076,
-0.0143746854737401,
-0.012966309674084187,
-0.04976597800850868,
-0.02113078534603119,
0.00305428565479815,
0.007557449862360954,
0.05115192383527756,
0.010369028896093369,
-0.0725119486451149,
0.018607717007398605,
0.007943285629153252,
-0.046726010739803314,
0.027125779539346695,
0.006280518136918545,
0.1254604458808899,
-0.029907673597335815,
-0.043603070080280304,
0.00029910984449088573,
0.0024676634930074215,
-0.005565790459513664,
-0.0012204446829855442,
0.008570121601223946,
-0.010834276676177979,
0.003836939111351967,
0.003462254535406828,
0.0705072432756424,
-0.05082385241985321,
0.008887547999620438,
0.06986511498689651,
-0.006116135511547327,
0.02203224040567875,
-0.06592259556055069,
-0.02732362598180771,
0.032881803810596466,
-0.010643498040735722,
-0.01579795591533184,
0.03396641090512276,
-0.02150171808898449,
-0.021725673228502274,
-0.05373559892177582,
-0.05757198855280876,
0.015307443216443062,
0.06871616095304489,
-0.015811586752533913,
-0.03245864063501358,
-0.030798766762018204,
0.025239618495106697,
0.05170876905322075,
0.045288123190402985,
-0.026420600712299347,
0.0488574393093586,
0.0607675276696682,
0.021937983110547066,
-0.028438681736588478,
0.06657154113054276,
0.00606940733268857,
-0.040988873690366745,
-0.032652366906404495,
0.02880752645432949,
0.0017027076100930572,
-0.06070831045508385,
0.017415564507246017,
0.025933269411325455,
0.011539003811776638,
-0.04055054485797882,
-0.038895849138498306,
0.043319690972566605,
-0.016627632081508636,
-0.00889767799526453,
0.006671149283647537,
-0.0010408221278339624,
-0.04209000989794731,
0.025247186422348022,
-0.010413609445095062,
-0.0046487837098538876,
-0.036987002938985825,
-0.02010411210358143,
0.009489237330853939,
0.005724755115807056,
0.023073043674230576,
0.0501222163438797,
-0.008311077952384949,
0.1081637293100357,
-0.022150352597236633,
0.007984106428921223,
-0.05110269412398338,
-0.062046416103839874,
0.003538494696840644,
0.04994995892047882,
0.023292895406484604,
0.05597817525267601,
0.0011605002218857408,
-0.05356942117214203,
0.03329327329993248,
0.09211885929107666,
0.05439219996333122,
0.018541453406214714,
-0.0486040897667408,
-0.010096422396600246,
0.05914396047592163,
0.04902392253279686,
-0.055088791996240616,
-0.05010947212576866,
0.007704688236117363,
0.049800995737314224,
-0.02205635793507099,
0.010947580449283123,
-0.012511915527284145,
0.031660884618759155,
-0.030330058187246323,
-0.07219524681568146,
0.03803441300988197,
0.010869469493627548,
-0.007821564562618732,
0.03927474841475487,
-0.01870623044669628,
0.009588317014276981,
0.01029000524431467,
0.017156638205051422,
-0.0024321204982697964,
-0.04341845214366913,
0.033975403755903244,
-0.014375921338796616,
0.05434458702802658,
-0.0510990247130394,
0.08559729903936386,
0.011215764097869396,
0.006737233605235815,
0.026824621483683586,
-0.02728359028697014,
0.02392444759607315,
0.05896476283669472,
0.017076870426535606,
-0.04035351425409317,
0.036102354526519775,
0.01709454506635666,
0.043382711708545685,
0.04018418863415718,
0.007053464651107788,
0.07199119031429291,
-0.007649661507457495,
0.029413746669888496,
0.05410854518413544,
0.028413845226168633,
0.02052898146212101,
0.00810762494802475,
0.05008889362215996,
-0.000022166479539009742,
-0.012556476518511772,
0.06214024871587753,
-0.0291239395737648,
0.031420763581991196,
-0.04536263272166252,
0.0039024462457746267,
-0.010835631750524044,
-0.0015345397405326366,
0.023903829976916313,
0.008941447362303734,
-0.014401007443666458,
0.006732652895152569,
-0.010830230079591274,
-0.02975720912218094,
0.0615350641310215,
-0.004686398897320032,
0.012241218239068985,
-0.02985743246972561,
0.00010151263268198818,
0.0033484718296676874,
-0.06342104077339172,
-0.029850564897060394,
-0.005327644292265177,
-0.01930309273302555,
-0.011982621625065804,
-0.08094128966331482,
-0.027814369648694992,
-0.055169425904750824,
0.005169321317225695,
0.05332498997449875,
0.025096913799643517,
-0.0023930876050144434,
-0.03760017082095146,
0.016324300318956375,
-0.031204065307974815,
-0.04018120840191841,
-0.06038791686296463,
-0.03557613492012024,
-0.04661643132567406,
-0.08041483163833618,
0.01629636436700821,
0.03334285318851471,
0.019388169050216675,
-0.011377132497727871,
0.019481021910905838,
0.02124285139143467,
0.00685977702960372,
0.03631993383169174,
0.05665472149848938,
-0.0291102547198534,
-0.01761612854897976,
0.03653411939740181,
-0.0006914966506883502,
0.020802978426218033,
0.004611071664839983,
-0.03183947503566742,
0.10281364619731903,
0.06290292739868164,
0.018142811954021454,
0.020108003169298172,
-0.010317948646843433,
-0.04887525737285614,
-0.05570239573717117,
-0.04306473210453987,
-0.01883503422141075,
-0.026797227561473846,
-0.03621802106499672,
-0.024081209674477577,
-0.008550380356609821,
-0.04437597095966339,
0.005301553290337324,
-0.022574618458747864,
0.0348254032433033,
0.033977098762989044,
0.028973523527383804,
0.021255681291222572,
0.049716025590896606,
-0.028003519400954247,
-0.05190166458487511,
0.06435467302799225,
0.018843669444322586,
0.007755786180496216,
-0.06792790442705154,
-0.01736380346119404,
0.048620857298374176,
0.02890946716070175,
0.013500948436558247,
0.012642713263630867,
0.0843452662229538,
0.00599477207288146,
0.0032224704045802355,
0.009752568788826466,
-0.05075560137629509,
-0.03390936180949211,
-0.014933316968381405,
0.009789545089006424,
-0.0360456183552742,
-0.0354594849050045,
-0.015639351680874825,
-0.011520948261022568,
0.04005419462919235,
-0.061401721090078354,
-0.04386163130402565,
-0.024301189929246902,
0.012825456447899342,
0.01806349866092205,
-0.00818495824933052,
-0.03754521906375885,
-0.02819634974002838,
-0.03795817121863365,
-0.03621743991971016,
0.01280633918941021,
0.018166309222579002,
0.03193959966301918,
0.011001886799931526,
0.03344279155135155,
-0.04321128875017166,
0.0058373878709971905,
0.04486699402332306,
0.06300736963748932,
0.015824230387806892,
-0.06312819570302963,
0.021579507738351822,
-0.02174580655992031,
0.0287795290350914,
-0.02814328297972679,
-0.02776048704981804,
-0.03838254511356354,
-0.09699898958206177,
-0.02493717335164547,
0.00008993525261757895,
0.00408374797552824,
0.0017118346877396107,
0.018253305926918983,
-0.014867986552417278,
-0.004208573140203953,
-0.005232642404735088,
-0.0068681207485497,
0.023125695064663887,
-0.05705876648426056,
0.04521055892109871,
-0.05841032415628433,
0.0016593309119343758,
-0.04361971840262413,
0.005473261699080467,
-0.04723424091935158,
-0.01623564027249813,
-0.015385820530354977,
0.034093715250492096,
-0.014777065254747868,
0.07691646367311478,
0.08944614231586456,
0.02431950345635414,
-0.04230349883437157,
0.03611712157726288,
0.058170899748802185,
-0.008751749992370605,
-0.0458303764462471,
-0.002545885508880019,
-0.01459724921733141,
-0.03620981425046921,
-0.00008862624963512644,
-0.01938045024871826,
0.038481831550598145,
0.010225406847894192,
0.007485745940357447,
-0.0068995277397334576,
0.012845441699028015,
-0.007445749826729298,
-0.04139547795057297,
-0.05924387276172638,
-0.03208240121603012,
0.01045348308980465,
-0.014965517446398735,
0.0016200152458623052,
0.04832812771201134,
0.020529301837086678,
0.060081928968429565,
0.031884659081697464,
-0.03171025589108467,
-0.017553096637129784,
0.0012936649145558476,
0.0032238473650068045,
-0.023542635142803192,
-0.09104759991168976,
-0.029795436188578606,
0.05409656837582588,
0.06233470141887665,
-0.009350552223622799,
-0.0745677500963211,
0.024498045444488525,
0.04698214307427406,
-0.04299376532435417,
0.03849191591143608,
-0.0207066610455513,
0.029482396319508553,
0.03664277493953705,
-0.03416052833199501,
0.02954101748764515,
-0.024694805964827538,
0.001780529972165823,
-0.011709271930158138,
0.045813027769327164,
-0.008577950298786163,
-0.06211766600608826,
-0.0421031229197979,
0.02295841835439205,
0.02973381243646145,
0.03243356570601463,
0.04341859370470047,
-0.03683975338935852,
-0.04166453331708908,
0.009965925477445126,
0.017754772678017616,
-0.05081959441304207,
0.010024870745837688,
0.029080193489789963,
0.03869254142045975,
-0.052889395505189896,
-0.04945937916636467,
-0.03749028965830803,
-0.011103231459856033,
0.043288711458444595,
-0.015152586624026299,
-0.02877442166209221,
-0.03696552291512489,
0.02397645078599453,
-0.01773032359778881,
-0.026504065841436386,
-0.0641954317688942,
0.030577681958675385,
0.00043793415534310043,
-0.05167451128363609,
0.02523355931043625,
0.03028983622789383,
0.029591543599963188,
0.07185707986354828,
-0.004269931465387344,
-0.001844002166762948,
-0.04740779846906662,
0.049601323902606964,
-0.04499353840947151,
-0.013039322569966316,
0.016391772776842117,
-0.051560208201408386,
0.001807198510505259,
-0.00843161903321743,
-0.04053051769733429,
-0.043564509600400925,
-0.01417772751301527,
0.017494259402155876,
-0.020285872742533684,
0.02253524586558342,
-0.02751309610903263,
0.04959391430020332,
-0.008242654614150524,
-0.05218564346432686,
-0.021405942738056183,
-0.02497253753244877,
-0.07221053540706635,
-0.053025983273983,
0.015075375325977802,
0.023846998810768127,
0.032387394458055496,
0.033654503524303436,
0.007222005631774664,
0.008806821890175343,
0.013597127050161362,
-0.01326319295912981,
0.019859980791807175,
-0.006930065806955099,
-0.03978350758552551,
-0.021423542872071266,
0.002687893807888031,
0.0006599966436624527,
0.03975173830986023,
-0.021657438948750496,
0.03720312565565109,
0.03771587088704109,
-0.005298901349306107,
-0.01101463008671999,
0.023249709978699684,
0.022335221990942955,
-0.046054791659116745,
-0.021181467920541763,
-0.022855119779706,
-0.05172640085220337,
0.03589992970228195,
-0.04098856821656227,
-0.03236716613173485,
0.015051135793328285,
0.005886604078114033,
0.04181908816099167,
0.004255457781255245,
-0.03344716504216194,
-0.0016995102632790804,
-0.03516042232513428,
0.015396622940897942,
-0.05210956186056137,
0.05817073956131935,
-0.04269817844033241,
0.02904043346643448,
-0.024760164320468903,
-0.006531805731356144,
-0.0541311539709568,
0.03705208748579025,
-0.018656974658370018,
-0.04350139573216438,
0.004865572322160006,
0.024184906855225563,
-0.016126811504364014,
0.03462425246834755,
-0.05388489365577698,
0.01570245996117592,
-0.03335976600646973,
0.05118671432137489,
-0.03921118006110191,
0.005831913556903601,
-0.04927199333906174,
0.0055096084251999855,
-0.03364952281117439,
0.006901452783495188,
-0.000005749194770032773,
-0.041018638759851456,
0.04031611233949661,
0.03212740644812584,
0.034648288041353226,
0.03083088994026184,
-0.03052343614399433,
0.0043524280190467834,
0.00611692713573575,
-0.07575027644634247,
-0.019481336697936058,
0.01239436212927103,
-0.007709404453635216,
-0.0321759358048439,
0.028448663651943207,
0.05310786888003349,
-0.04573887214064598,
-0.06628548353910446,
0.029755575582385063,
0.015625016763806343,
-0.009396463632583618,
-0.008574259467422962,
0.049840640276670456,
0.02916030026972294,
0.05023648962378502,
-0.04860585927963257,
-0.008151857182383537,
-0.023661017417907715,
-0.05098570138216019,
0.0475236214697361,
-0.02024117484688759,
0.021779213100671768,
0.007229869719594717,
-0.03634822368621826,
-0.030084749683737755,
0.05959917977452278,
0.05148697644472122,
0.021051451563835144,
-0.01615450158715248,
-0.02456706017255783,
0.008702294901013374,
0.01053033210337162,
-0.044796172529459,
0.014144515618681908,
0.007514160126447678,
-0.015483668074011803,
0.05243699997663498,
-0.023051660507917404,
-0.00901422742754221,
0.062296438962221146,
0.01125054620206356,
0.0047679077833890915,
0.06434662640094757,
-0.027027223259210587,
0.0011813060846179724,
0.05792621895670891,
-0.04969215393066406,
0.0015926671912893653,
-0.0177580825984478,
0.06707409769296646,
-0.05926292762160301,
0.03030654788017273,
0.03375681862235069,
0.01383607555180788,
0.024712543934583664,
-0.04787225276231766,
-0.06176998093724251,
0.004346457310020924,
-0.052592769265174866,
0.06692612916231155,
0.017576467245817184,
-0.07181306928396225,
0.062088388949632645,
0.04042528197169304,
-0.05109825357794762,
0.025036877021193504,
0.04668436944484711,
0.018048744648694992,
0.024302100762724876,
0.040282733738422394,
-0.04236455261707306,
0.006215309724211693,
-0.029913105070590973,
0.0523030050098896,
-0.06402774900197983,
-0.014653629623353481,
0.005633544642478228,
-0.032896433025598526,
-0.02053144946694374,
0.032934270799160004,
-0.016050338745117188,
-0.03270444646477699,
0.03130305930972099,
-0.040794625878334045,
-0.048828862607479095,
0.005398078355938196,
0.014426962472498417,
-0.01933330111205578,
0.010993240401148796,
-0.027803262695670128,
0.027148181572556496,
-0.015978964045643806,
-0.0016602023970335722,
-0.027014175429940224,
0.01571928709745407,
0.008851885795593262,
-0.06346374750137329,
-0.021749136969447136,
0.03289768472313881,
0.001610161387361586,
-0.019754355773329735,
0.013141294941306114,
0.03012780472636223,
0.007883496582508087,
0.031108254566788673,
0.01459090132266283,
0.009652500040829182,
-0.03726586699485779,
-0.0112337376922369,
0.022649593651294708,
0.0022673141211271286,
0.06129925325512886,
-0.03808631747961044,
0.04074663296341896,
0.04522854834794998,
0.025038890540599823,
-0.025290250778198242,
-0.02107895351946354,
-0.03437269479036331,
0.019836070016026497,
-0.033787474036216736,
-0.013847529888153076,
-0.008056018501520157,
-0.043889474123716354,
-0.028518857434391975,
0.00543096661567688,
-0.027683809399604797,
0.0016419821185991168,
-0.04475594311952591,
-0.0008750865235924721,
0.05887938290834427,
-0.023910094052553177,
-0.046636227518320084,
-0.10528870671987534,
-0.015131235122680664,
-0.04523220285773277,
-0.0011959854746237397,
0.000962606689427048,
-0.03045358508825302,
0.03227055445313454,
-0.05446880683302879,
-0.04063849896192551,
0.052820444107055664,
0.019006898626685143,
-0.05343788489699364,
0.0467543751001358,
0.027302313596010208,
-0.06807635724544525,
0.012215358205139637,
-0.00004333704418968409,
-0.02042991854250431,
0.014224330894649029,
0.015202443115413189,
0.027887528762221336,
0.018397245556116104,
0.01713383197784424,
-0.04021433740854263,
-0.018882935866713524,
-0.07917093485593796,
-0.0066471947357058525,
-0.052111029624938965,
0.014519945718348026,
0.05930768698453903
] |
Cameron/BERT-Jigsaw | [
"pytorch",
"jax",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 35 | null | ---
language:
- pt
license: mit
tags:
- generated_from_trainer
datasets:
- lener_br
metrics:
- precision
- recall
- f1
- accuracy
model_index:
- name: bertimbau-base-lener_br
results:
- task:
name: Token Classification
type: token-classification
dataset:
name: lener_br
type: lener_br
args: lener_br
metric:
name: Accuracy
type: accuracy
value: 0.9692504609383333
model-index:
- name: Luciano/bertimbau-base-lener_br
results:
- task:
type: token-classification
name: Token Classification
dataset:
name: lener_br
type: lener_br
config: lener_br
split: test
metrics:
- type: accuracy
value: 0.9824282794418222
name: Accuracy
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDZiZTRmMzRiZDFjOGMzZTM3ODRmNTEwNjI5OTM2ZDhlZjViMDk0YmJjOWViYjM3YmJmZGI2MjJiOTI3OGNmZCIsInZlcnNpb24iOjF9.7DVb3B_moqPXev5yxjcCvBCZDcJdmm3qZsSrp-RVOggLEr_AUfkBrF_76tDVLs9DszD1AlW4ERXcc0ZCqSCaDw
- type: precision
value: 0.9877557596262284
name: Precision
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTE2MGQ4ZGM1NTEwOGFmMjM3ODAyYTg3MWM1YjVhZGVlYThiNzFjYTE4NWJhOTU3OWZjMjhkODcwNGNiMmIxMyIsInZlcnNpb24iOjF9.G1e_jAOIDcuaOXWNjeRqlHTqJHVc_akZavhyvgBkAPiCTRgoTR24OUu9e_izofDMSTo4xhkMIwsC_O9tKzkNCA
- type: recall
value: 0.9870401674313772
name: Recall
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTkyZjEwMzk2NTBjY2RhMWVhYWVkOWQ2ZThkZDMwODczMDVkNDI2ZjM3OTA1ODg5NGQyYWUxMGQ5MDRkNjNlNiIsInZlcnNpb24iOjF9.qDL8618-ZTT_iO-eppn7JzVVfd_ayuj4mTT7eIc3zFYKJUp4KNpFgxnjuSVEZTcdOG48YrSISXJoHM5jVXg_DA
- type: f1
value: 0.9873978338768773
name: F1
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjYwOWZkZmFiMTRjY2UyOTJmMDNjMzkzNjUxYTAzYzM2ZDNkMmU0NTQ5NDlmMzU5YWExMDNiZjUzOGVlZjc1OSIsInZlcnNpb24iOjF9.T7MDH4H4E6eiLZot4W_tNzVgi-ctOrSb148x9WttkJFaxh-2P4kNmm4bKJhF1ZZZKgja80hKp_Nm9dmqXU7gAg
- type: loss
value: 0.11542011797428131
name: loss
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDA3OGRkY2Q2MjlkZWZlZTVhZDk0MjY3MDA0MzgwZjI4MTk3Y2Q2ZmRkMGI3OTQwMzcyMzVjMGE5MzU4ODY5MiIsInZlcnNpb24iOjF9.nHtVSN-vvFjDRCWC5dXPf8dmk9Rrj-JNqvehDSGCAGLl3WknpwNHzCrJM9sNlRiNgwEIA4ekBHOC_V_OHhp7Bw
- task:
type: token-classification
name: Token Classification
dataset:
name: lener_br
type: lener_br
config: lener_br
split: validation
metrics:
- type: accuracy
value: 0.9692504609383333
name: Accuracy
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjY2N2VkZTIyMWM2ZTUxYzFiNjFhNzgwODgzNDQxNTMwODczMThjZDE5MzE3MTllN2ZlNjc4OWI0YTY0NzJkNCIsInZlcnNpb24iOjF9._atPyYtbN7AmDCZHNQHeBDFolzgKbQ04C1c1gfNBomkxlLXiZUVDSPwCNP9fveXhnXwkDsoy3hfm44BTsHtBAw
- type: precision
value: 0.9786866842043531
name: Precision
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGQzMjM1M2U2MzZiZjJmNGQ1NmUxNjE0NWYyOWJkNGM3NmE0NDg2MjAwZGNkNGZmZDEwMjkwZGQ1MDgyMWU3ZSIsInZlcnNpb24iOjF9.1XNuw2s47lqZD-ywmdEcI6UpPyl_aR-8cxlU1laQYEsUNW1fEZwB90sr7cSbNNTndzEsuH9VzeKgHwlHarq7Dg
- type: recall
value: 0.9840619998315222
name: Recall
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjllM2VlZTI5NzZlNGFhMjIyN2ZmYmQzNzQ2NDYxZWNkMzY5NzM0YTY3MDE2OTMxMjdiYzkwNjc1ZjBkNDRjYSIsInZlcnNpb24iOjF9.C7SeMwbtrmD24YWsYsxi4RRaVSsuQU-Rj83b-vZ8_H1IggmyNMpv8Y2z1mDh6b5UgaHpuk9YQb9aRKbQuCjTCA
- type: f1
value: 0.9813669814173863
name: F1
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDZjNjNiZjRhNThhNzBiMDNmODIyOTM0YjEwNWVhZTQ5MWRiYzU2ZjBkOGY3NzgzOGE2ZTJkOTNhZWZlMzgxYyIsInZlcnNpb24iOjF9.YDySY0KSF3PieEXXjx1y6GsXr9PQVNF1RW_zAQNTPcbgU8OEwyts_tUXFIT61QVGVchFOG4bLFs0ggOuwvZKBA
- type: loss
value: 0.22302456200122833
name: loss
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzFhNTFiYzE1ZjY4MmRjMTI5NGY2YWEyYzY4NzBkYTVjMTk0MWVkODBhY2M0NWQ0ZjM1MmVjZTRmM2RhOTUxZiIsInZlcnNpb24iOjF9.-AXmb23GEbxQ282y9wL-Xvv5cZg0Z3SGQQks5As_BrXlCf8ay8sgd1VWEB4NTepn8MnKJgJkqyQK4JXxSSYCCQ
- task:
type: token-classification
name: Token Classification
dataset:
name: lener_br
type: lener_br
config: lener_br
split: train
metrics:
- type: accuracy
value: 0.9990127507699392
name: Accuracy
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODEwMWUyNjU0ZjUyODQ2ZjQ3Y2VjOWY5YWNmZDczMDhhYzZiY2ZjMTFmZTUyZDZhOWJhMjcwMWJlZWNmMDIwOSIsInZlcnNpb24iOjF9.acwBn2no3TJ2cMGaGbQlNn9smS9XTsfKUat5JsKUVHTJa4H6okb5W6Va67KkrT383paAHOkoipb1wJwWfsseCg
- type: precision
value: 0.9992300721767728
name: Precision
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZmQyNDJhNTgzNjc4OWQ5ODcwN2RjM2JhZmNjODljZjIyYWI3MGIyOGNiYWYxNzczNDQyNTZjMDhiODYyYWRiMyIsInZlcnNpb24iOjF9.Z_W8fuCgV5KWChMZXaoJtX-u-SxBd8GcfVXBjFnf7BYqrWoTkcczJqJP1g74Gjrp6xp_VatQ-V1Por5Yzd3dCQ
- type: recall
value: 0.9993028952029684
name: Recall
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2ZiMjE4NDE0NmI1NjVhNzIyYjJjMTUyZDU2OGY3NTgyYTNhZDBjNWMzYWZmMmI5ZjczZjgyYmZjOGM0YTcyMiIsInZlcnNpb24iOjF9.jB5kEKsJMs40YVJ0RmFENEbKINKreAJN-EYeRrQMCwOrfTXxyxq0-cwgF_T2UJ1vl4eL-MAV2Lc3p449gaDUCg
- type: f1
value: 0.9992664823630992
name: F1
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTQzMWRkZjIyNDY1NzU2NDNmNWJlMDIxOTY4Y2UyYjJlOTVkNTEwZGEwODdjZDMwYTg5ODE3NTlhN2JjMjZlZCIsInZlcnNpb24iOjF9.DspzVgqZh5jbRfx-89Ygh7dbbPBsiLyOostyQ4el1SIoGVRtEfxzYk780hEIRqqagWk63DXY3_eLIRyiBFf8BQ
- type: loss
value: 0.0035279043950140476
name: loss
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMGQ1OWQxNjNmYzNlMzliODljNTY2YWNhMTUzNjVkMzA0NDYzZWY0ODFiMDlmZWZhNDlkODEyYWU5OWY3YjQyOSIsInZlcnNpb24iOjF9.6S7KwMDEBMWG95o3M0kOnKofgVnPwX8Sf2bQiXns-kZkcrOTXJCq7czloDbSk9d9-sumdxXYk9-oQFDfR6DTAw
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# bertimbau-base-lener_br
This model is a fine-tuned version of [neuralmind/bert-base-portuguese-cased](https://huggingface.co/neuralmind/bert-base-portuguese-cased) on the lener_br dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2298
- Precision: 0.8501
- Recall: 0.9138
- F1: 0.8808
- Accuracy: 0.9693
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15
### Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|:-------------:|:-----:|:-----:|:---------------:|:---------:|:------:|:------:|:--------:|
| 0.0686 | 1.0 | 1957 | 0.1399 | 0.7759 | 0.8669 | 0.8189 | 0.9641 |
| 0.0437 | 2.0 | 3914 | 0.1457 | 0.7997 | 0.8938 | 0.8441 | 0.9623 |
| 0.0313 | 3.0 | 5871 | 0.1675 | 0.8466 | 0.8744 | 0.8603 | 0.9651 |
| 0.0201 | 4.0 | 7828 | 0.1621 | 0.8713 | 0.8839 | 0.8775 | 0.9718 |
| 0.0137 | 5.0 | 9785 | 0.1811 | 0.7783 | 0.9159 | 0.8415 | 0.9645 |
| 0.0105 | 6.0 | 11742 | 0.1836 | 0.8568 | 0.9009 | 0.8783 | 0.9692 |
| 0.0105 | 7.0 | 13699 | 0.1649 | 0.8339 | 0.9125 | 0.8714 | 0.9725 |
| 0.0059 | 8.0 | 15656 | 0.2298 | 0.8501 | 0.9138 | 0.8808 | 0.9693 |
| 0.0051 | 9.0 | 17613 | 0.2210 | 0.8437 | 0.9045 | 0.8731 | 0.9693 |
| 0.0061 | 10.0 | 19570 | 0.2499 | 0.8627 | 0.8946 | 0.8784 | 0.9681 |
| 0.0041 | 11.0 | 21527 | 0.1985 | 0.8560 | 0.9052 | 0.8799 | 0.9720 |
| 0.003 | 12.0 | 23484 | 0.2204 | 0.8498 | 0.9065 | 0.8772 | 0.9699 |
| 0.0014 | 13.0 | 25441 | 0.2152 | 0.8425 | 0.9067 | 0.8734 | 0.9709 |
| 0.0005 | 14.0 | 27398 | 0.2317 | 0.8553 | 0.8987 | 0.8765 | 0.9705 |
| 0.0015 | 15.0 | 29355 | 0.2436 | 0.8543 | 0.8989 | 0.8760 | 0.9700 |
### Framework versions
- Transformers 4.8.2
- Pytorch 1.9.0+cu102
- Datasets 1.9.0
- Tokenizers 0.10.3
| [
-0.000020286619474063627,
-0.04659750685095787,
-0.019882021471858025,
0.03334098681807518,
0.04921569302678108,
0.017371561378240585,
-0.017034608870744705,
-0.016378620639443398,
-0.03567551448941231,
0.04576113075017929,
0.008494477719068527,
-0.03393682464957237,
-0.011585916392505169,
0.044606763869524,
-0.025620635598897934,
-0.041648104786872864,
0.019772782921791077,
-0.008868745528161526,
-0.054586656391620636,
-0.011684199795126915,
0.003535312367603183,
0.020332833752036095,
0.0013678555842489004,
0.03850674256682396,
0.0027726783882826567,
-0.006275492254644632,
0.006331321783363819,
0.035597361624240875,
0.012928069569170475,
-0.06028807535767555,
-0.004922626074403524,
0.0037407102063298225,
-0.05135544016957283,
-0.04442094638943672,
-0.030256956815719604,
-0.0213406290858984,
0.0017952981870621443,
-0.006599871441721916,
0.02624216489493847,
0.07239019125699997,
0.005839684046804905,
0.03339281678199768,
-0.00970798172056675,
-0.03351715952157974,
0.035439785569906235,
-0.015988240018486977,
-0.03820265084505081,
-0.009053082205355167,
0.0394677072763443,
-0.021707598119974136,
-0.07676021754741669,
-0.08137796074151993,
-0.022348636761307716,
0.017014866694808006,
-0.025163788348436356,
-0.022196833044290543,
-0.04727615788578987,
-0.005623452365398407,
0.061090387403964996,
-0.06374374032020569,
-0.05003318190574646,
0.043078888207674026,
-0.09986881911754608,
-0.0032864848617464304,
0.013698362745344639,
-0.009194078855216503,
-0.016727661713957787,
-0.03213810548186302,
0.052603669464588165,
-0.013087361119687557,
0.07636335492134094,
-0.04155099391937256,
0.020748818293213844,
-0.07543329894542694,
-0.009571955539286137,
-0.02885339967906475,
0.018968580290675163,
0.030717840418219566,
-0.03423430398106575,
0.05141901597380638,
0.05473218858242035,
-0.03083060495555401,
0.05486259609460831,
0.0039865742437541485,
-0.00994722917675972,
0.014926915057003498,
-0.043424684554338455,
-0.0018247748957946897,
0.018700281158089638,
0.05520113930106163,
-0.0504801943898201,
-0.02125708758831024,
-0.02370782569050789,
-0.0102714654058218,
0.010311543941497803,
0.024712657555937767,
0.06376653164625168,
-0.003949753474444151,
0.008942564018070698,
0.00018700370856095105,
0.007053337059915066,
0.05498896911740303,
-0.002991496119648218,
0.06627021729946136,
0.0019349228823557496,
-0.008513939566910267,
-0.004246007185429335,
-0.0385153703391552,
-0.02548210695385933,
0.0022210751194506884,
0.03256983309984207,
-0.034667860716581345,
-0.02233204059302807,
0.05391133204102516,
0.023480776697397232,
-0.018369603902101517,
0.049182210117578506,
-0.000362924620276317,
-0.049791980534791946,
-0.05711839720606804,
0.047063086181879044,
0.009598979726433754,
0.010404267348349094,
0.013947299681603909,
-0.05226965993642807,
-0.01048186793923378,
-0.042646624147892,
-0.03492660075426102,
0.010204754769802094,
0.025113867595791817,
-0.013712743297219276,
0.053650084882974625,
0.009160693734884262,
-0.07150464504957199,
0.02578723430633545,
-0.023743048310279846,
-0.039116665720939636,
0.054913073778152466,
0.03369194269180298,
0.10487674921751022,
-0.03596146032214165,
-0.04446350038051605,
0.02901543118059635,
0.007208270486444235,
-0.00444219633936882,
-0.0031356720719486475,
-0.0044969310984015465,
-0.021748226135969162,
-0.03193670138716698,
0.0008043456473387778,
0.054384395480155945,
-0.05667590722441673,
0.0027875443920493126,
0.054534200578927994,
-0.008605155162513256,
0.04669727385044098,
-0.03791632875800133,
-0.029074788093566895,
0.017750727012753487,
-0.01956680603325367,
-0.016129791736602783,
0.02690206654369831,
-0.00149175722617656,
-0.017699159681797028,
-0.022319689393043518,
-0.05907487869262695,
0.009450815618038177,
0.10563882440328598,
-0.006504548713564873,
-0.02170427516102791,
-0.02762889675796032,
0.010786148719489574,
0.047480903565883636,
0.023158658295869827,
-0.015389681793749332,
0.04909322410821915,
0.05028065666556358,
0.03653240203857422,
-0.02869456075131893,
0.04606521502137184,
0.029231969267129898,
-0.019026348367333412,
-0.03334435448050499,
0.02100282907485962,
-0.0013311520451679826,
-0.018345655873417854,
0.007523457519710064,
0.03946433588862419,
0.01814492978155613,
-0.036578137427568436,
-0.01110134832561016,
0.056287266314029694,
-0.015276245772838593,
0.028221484273672104,
-0.001916235312819481,
-0.007750171702355146,
-0.030095010995864868,
0.05178374424576759,
0.013711081817746162,
0.0025927007663995028,
-0.0015211555873975158,
-0.019470952451229095,
-0.010016879066824913,
0.04323965683579445,
0.03645604848861694,
0.02961016818881035,
0.0037521529011428356,
0.08579481393098831,
-0.034787729382514954,
0.02425837144255638,
-0.015082739293575287,
-0.04241697117686272,
0.01848497986793518,
0.06829992681741714,
0.03486274555325508,
0.04290777072310448,
0.005308979656547308,
-0.00393409701064229,
0.014983939938247204,
0.06164494901895523,
0.04321732372045517,
0.013173207640647888,
-0.021591905504465103,
-0.00845103058964014,
0.04856325685977936,
0.056515272706747055,
-0.07416289299726486,
-0.04366281256079674,
0.006109094247221947,
0.015050498768687248,
-0.039509594440460205,
0.013417856767773628,
-0.014318479225039482,
0.011421835981309414,
-0.06335040181875229,
-0.07299357652664185,
0.05886249244213104,
0.01682129316031933,
-0.012717912904918194,
0.019995680078864098,
0.00744101544842124,
0.01628316566348076,
0.005763355642557144,
0.030368344858288765,
0.0018194196745753288,
-0.04239392653107643,
0.013501391746103764,
0.002579787513241172,
0.06272818893194199,
-0.046495988965034485,
0.027362773194909096,
-0.02523900754749775,
0.03002706915140152,
0.031058544293045998,
-0.06816935539245605,
0.0050722165033221245,
0.03193730488419533,
-0.00016149993462022394,
-0.032942697405815125,
0.01043795607984066,
-0.011028788052499294,
0.0032347904052585363,
0.035977691411972046,
-0.008865244686603546,
0.04596082121133804,
-0.0046299598179757595,
0.04760077968239784,
0.07610875368118286,
0.00951108057051897,
0.036694832146167755,
0.00831031333655119,
0.04697665572166443,
0.005387205630540848,
-0.021184859797358513,
0.05932126194238663,
-0.019007183611392975,
0.007797640282660723,
-0.04416413977742195,
0.012605039402842522,
-0.005713218357414007,
-0.020852942019701004,
0.011672643013298512,
0.004922651685774326,
-0.04451648145914078,
-0.009512465447187424,
0.015116388909518719,
-0.005749664735049009,
0.04213013872504234,
-0.034788258373737335,
-0.007814294658601284,
0.014093518257141113,
0.0006127548986114562,
0.007020546123385429,
-0.0722394809126854,
-0.04965987429022789,
-0.016868675127625465,
-0.008200390264391899,
-0.019846199080348015,
-0.07079923897981644,
-0.0037360910791903734,
-0.04234076663851738,
-0.016674567013978958,
0.037349577993154526,
0.02264665998518467,
-0.02823321893811226,
0.006698943674564362,
0.02360472083091736,
-0.05773666873574257,
-0.033430129289627075,
-0.05665573477745056,
-0.044997502118349075,
-0.055214617401361465,
-0.08684322237968445,
0.010581796988844872,
0.01318269968032837,
0.03135364130139351,
0.015441514551639557,
0.034286633133888245,
-0.011786018498241901,
-0.023976432159543037,
0.06864726543426514,
0.054322049021720886,
-0.027995668351650238,
-0.0480024628341198,
0.027771547436714172,
-0.012964474968612194,
0.01744919642806053,
0.04102080687880516,
-0.017297176644206047,
0.08012938499450684,
0.07721278071403503,
0.028480377048254013,
-0.003697708249092102,
-0.034302521497011185,
-0.03066430054605007,
-0.042164210230112076,
0.0016290168277919292,
-0.03677111864089966,
-0.02151813730597496,
-0.03958580642938614,
-0.027537770569324493,
-0.013445381075143814,
-0.03395869955420494,
0.018755324184894562,
-0.02239972911775112,
0.02592824026942253,
0.053702306002378464,
0.031485218554735184,
0.05380481109023094,
0.04833947867155075,
-0.060288622975349426,
-0.026686565950512886,
0.053006868809461594,
0.01865675300359726,
0.0008212864049710333,
-0.08289273083209991,
-0.013004464097321033,
0.03806338831782341,
-0.00842575915157795,
0.003251834074035287,
-0.0212559774518013,
0.0811665952205658,
0.023412585258483887,
-0.03175223618745804,
-0.01050860807299614,
-0.01283683255314827,
-0.03054565191268921,
-0.018323248252272606,
-0.0013624948915094137,
-0.022312521934509277,
-0.02611958421766758,
-0.028180088847875595,
0.004475514870136976,
0.036583010107278824,
-0.05314011499285698,
-0.04885682463645935,
-0.01586000621318817,
0.04089917242527008,
0.01701018027961254,
0.0075903525575995445,
-0.04009609296917915,
-0.000339498306857422,
-0.055939432233572006,
-0.030844535678625107,
0.03516020253300667,
0.019892487674951553,
-0.0076481555588543415,
0.047469865530729294,
0.02259688824415207,
-0.05136832222342491,
0.03451637178659439,
0.042923275381326675,
0.05258654057979584,
0.01081682275980711,
-0.06208498030900955,
-0.004467408172786236,
-0.0012592723360285163,
-0.01132831908762455,
0.007386562880128622,
-0.044859591871500015,
-0.02101977728307247,
-0.10528538376092911,
-0.0034951777197420597,
0.01304540503770113,
-0.011017275042831898,
-0.021553196012973785,
0.01907799020409584,
-0.00017650729569140822,
0.01707194186747074,
0.009462352842092514,
0.00248612929135561,
0.019135700538754463,
-0.04198343679308891,
0.04662309214472771,
-0.01715431734919548,
0.038070857524871826,
-0.07468565553426743,
0.013582129962742329,
-0.02964802086353302,
0.004457504488527775,
-0.013853385113179684,
0.04095550253987312,
-0.004847189411520958,
0.04768336936831474,
0.07075747102499008,
0.02225979045033455,
-0.04919102415442467,
0.039246439933776855,
0.012382342480123043,
-0.03861286863684654,
-0.047978129237890244,
-0.026216337457299232,
0.0026134829968214035,
-0.058177150785923004,
0.011436046101152897,
-0.01467449963092804,
0.017443491145968437,
0.030361704528331757,
0.0038747070357203484,
-0.001771105220541358,
0.014882017858326435,
-0.0335492379963398,
-0.021895142272114754,
-0.025792306289076805,
-0.0435062050819397,
0.007691234815865755,
-0.02594137191772461,
0.034586142748594284,
0.049756474792957306,
0.029246538877487183,
0.060033489018678665,
0.05910346284508705,
-0.03463372588157654,
-0.011745509691536427,
0.020095445215702057,
0.011654399335384369,
-0.01716955378651619,
-0.07036615908145905,
-0.02759239263832569,
0.05764035880565643,
0.04876403138041496,
-0.01579199731349945,
-0.07850389927625656,
0.028552036732435226,
0.06816787272691727,
-0.02393341064453125,
0.05856361240148544,
-0.013864174485206604,
0.03315240144729614,
0.03391677141189575,
-0.028355449438095093,
0.03313357010483742,
-0.028010815382003784,
-0.004172919318079948,
-0.02522791177034378,
0.04919576272368431,
-0.02732098661363125,
-0.03534974157810211,
-0.03424162417650223,
0.03757067769765854,
0.04013692960143089,
0.0622200071811676,
0.026876764371991158,
-0.03379220515489578,
-0.04097188636660576,
0.020284192636609077,
0.03551185131072998,
-0.05240493267774582,
0.009396405890583992,
0.01747327670454979,
0.03560508415102959,
-0.04030831903219223,
-0.047343552112579346,
-0.014775747433304787,
0.0015060859732329845,
0.04985373094677925,
0.01758122816681862,
-0.016917621716856956,
-0.04821697622537613,
0.03848908841609955,
-0.008999551646411419,
-0.014095621183514595,
-0.059934940189123154,
0.03732405975461006,
-0.014698447659611702,
0.000338451296556741,
0.04099331423640251,
0.037648528814315796,
0.04242230951786041,
0.05310100317001343,
0.026746805757284164,
-0.006895804777741432,
-0.03201407194137573,
0.04637204110622406,
-0.01995958387851715,
0.008114231750369072,
-0.01498473435640335,
-0.04362662509083748,
0.00759954983368516,
-0.01302807591855526,
-0.06457202136516571,
-0.054696548730134964,
-0.024901242926716805,
0.04493575915694237,
0.011264746077358723,
-0.0041367243975400925,
-0.011695384047925472,
0.045430783182382584,
-0.015389789827167988,
-0.040740713477134705,
-0.03559650853276253,
-0.014505141414701939,
-0.08061029762029648,
-0.06446444243192673,
0.02422209270298481,
0.030553193762898445,
0.03379759564995766,
0.03037920407950878,
0.02880164049565792,
0.03307294845581055,
0.021590113639831543,
-0.02444256655871868,
0.03502609580755234,
-0.02992413565516472,
-0.04672062397003174,
-0.026387445628643036,
0.025764919817447662,
0.009129032492637634,
0.04323383420705795,
-0.014430900104343891,
0.022232303395867348,
0.03344520553946495,
-0.03057391755282879,
-0.013534900732338428,
-0.004663396626710892,
0.01049517560750246,
-0.08008711040019989,
-0.043441176414489746,
-0.013073190115392208,
-0.05144653469324112,
0.03874152526259422,
-0.03181171044707298,
-0.037558939307928085,
-0.01397929061204195,
0.016613846644759178,
0.03803347051143646,
-0.003220346523448825,
-0.04714076220989227,
0.005686052143573761,
0.0015827330062165856,
0.004044610075652599,
-0.04031238704919815,
0.04818733409047127,
-0.03191865235567093,
0.011229163967072964,
-0.034716591238975525,
-0.02392062358558178,
-0.05146855488419533,
0.012600491754710674,
-0.018018191680312157,
-0.006928770337253809,
0.0035687796771526337,
0.012250923551619053,
-0.025176702067255974,
0.03447216376662254,
-0.022954702377319336,
0.014678534120321274,
-0.01805327832698822,
0.03882980719208717,
-0.07206279039382935,
-0.010372676886618137,
0.003013355191797018,
0.011789590120315552,
-0.04960014671087265,
0.0140204057097435,
-0.00424208864569664,
-0.053600359708070755,
0.03136990964412689,
0.0842578336596489,
0.009230764582753181,
0.017641231417655945,
-0.03312322497367859,
-0.0039667366072535515,
0.008622842840850353,
-0.06829247623682022,
-0.02248026803135872,
-0.01960420049726963,
-0.0077316779643297195,
-0.0239467341452837,
0.054233260452747345,
0.07271760702133179,
-0.0701158344745636,
-0.044578373432159424,
0.025311749428510666,
0.007391283754259348,
0.002900392282754183,
0.003927316982299089,
0.04620407521724701,
0.03548485413193703,
0.05032176524400711,
-0.06326347589492798,
-0.0008703385828994215,
-0.0147973308339715,
-0.038943853229284286,
0.022227346897125244,
-0.013271450065076351,
0.010302504524588585,
0.013021686114370823,
-0.04652661085128784,
-0.00971306674182415,
0.06788227707147598,
0.023243391886353493,
0.01230273675173521,
-0.02214745245873928,
-0.03677249327301979,
0.012244188226759434,
0.006145015358924866,
-0.04687255620956421,
0.024811910465359688,
0.016407767310738564,
-0.04385700076818466,
0.08123544603586197,
-0.017252780497074127,
0.015739765018224716,
0.0642285943031311,
0.03193933144211769,
-0.002938793506473303,
0.04962865635752678,
-0.019136570394039154,
0.0008183855097740889,
0.046130288392305374,
-0.07249374687671661,
0.016905352473258972,
-0.04310396686196327,
0.0448119156062603,
-0.07399111986160278,
0.03299510478973389,
0.060488030314445496,
0.019457386806607246,
0.008623406291007996,
-0.03228281810879707,
-0.044529762119054794,
0.026130013167858124,
-0.04549410194158554,
0.07088890671730042,
-0.0034423547331243753,
-0.0751982107758522,
0.08055916428565979,
0.03726758062839508,
-0.08174330741167068,
0.04631005972623825,
0.03963904455304146,
0.04175427556037903,
0.048958808183670044,
0.03928547352552414,
-0.04253646731376648,
0.057678598910570145,
-0.04502740502357483,
0.015926100313663483,
-0.04592215269804001,
-0.00005807747220387682,
0.014004644006490707,
-0.024662507697939873,
-0.007063034921884537,
0.01939290761947632,
-0.007644608151167631,
-0.03646198287606239,
0.037430111318826675,
-0.05945698916912079,
-0.04078225418925285,
0.028453100472688675,
0.022323835641145706,
-0.019187677651643753,
0.015432139858603477,
-0.021831000223755836,
0.04894362762570381,
0.010263719595968723,
0.019846171140670776,
-0.017900994047522545,
-0.031445275992155075,
0.04768737033009529,
-0.09325405210256577,
-0.027023235335946083,
0.03859470784664154,
0.011474628932774067,
-0.01367365475744009,
0.030992355197668076,
0.0077789295464754105,
0.013993858359754086,
0.0017444724217057228,
0.010537437163293362,
0.0033024901058524847,
-0.033309392631053925,
-0.01946234330534935,
0.0005728087271563709,
0.024884236976504326,
0.030085600912570953,
-0.006060007028281689,
0.04530312865972519,
0.008380301296710968,
0.026360923424363136,
-0.0022097546607255936,
0.0011728928657248616,
-0.022020572796463966,
0.0330309197306633,
-0.04132894054055214,
-0.0019195621134713292,
0.009307192638516426,
-0.06381826847791672,
-0.027077434584498405,
-0.02481805719435215,
-0.016134202480316162,
0.01611974835395813,
-0.05238698050379753,
0.009022836573421955,
0.041000645607709885,
-0.03280556574463844,
-0.04199264571070671,
-0.08571282774209976,
-0.021521685644984245,
-0.0275603998452425,
-0.00956273265182972,
0.027142710983753204,
-0.04189672693610191,
0.014726008288562298,
-0.0365164652466774,
-0.06562092155218124,
0.017313869670033455,
0.0341600626707077,
-0.036636680364608765,
0.056961581110954285,
0.05812591686844826,
-0.061355069279670715,
0.013390547595918179,
0.011902904137969017,
-0.039232440292835236,
0.01430197712033987,
-0.0017259180312976241,
0.012226690538227558,
0.050918638706207275,
0.026347195729613304,
-0.01017453521490097,
-0.02743244171142578,
-0.05689743161201477,
-0.009492396377027035,
-0.017159316688776016,
0.01474220585078001,
0.06525696814060211
] |
Cameron/BERT-SBIC-offensive | [
"pytorch",
"jax",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 31 | null | ---
language:
- pt
license: mit
tags:
- generated_from_trainer
datasets:
- lener_br
metrics:
- precision
- recall
- f1
- accuracy
model_index:
- name: bertimbau-large-lener_br
results:
- task:
name: Token Classification
type: token-classification
dataset:
name: lener_br
type: lener_br
args: lener_br
metric:
name: Accuracy
type: accuracy
value: 0.9801301293674859
model-index:
- name: Luciano/bertimbau-large-lener_br
results:
- task:
type: token-classification
name: Token Classification
dataset:
name: lener_br
type: lener_br
config: lener_br
split: test
metrics:
- type: accuracy
value: 0.9840898731012984
name: Accuracy
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTcwYjYxOGIzOGEwNjc4NzdkZjJjNGJhYTkzOTY4NmM5MWU0YjIxN2EwNmI4M2E0ZDkwYjUzYTk1NzYwOWYwNyIsInZlcnNpb24iOjF9.AZ4Xkl2_oUMeUxmB-Me7pdDwvQj6Y-6W2KvH6_5mkKuVnT551ffAtBbj8H9ruDvqE4aTlIT0eqrkgHUgcHP1Bg
- type: precision
value: 0.9895415357344292
name: Precision
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTBhMjRmNDZlMGRiZDJhNjg0ZWVhNzQzMzYzMTQ4MDY2ODEwNzcwYTgwYmEyZDExZmI0OWQ0N2Q5NzdjZDM2OCIsInZlcnNpb24iOjF9.50xubvWSuT0EDjsj-Ox0dFvsmsFQhCDojB15PzynBJBd2PsLOG2eKqWdFYV1iXNnOTum3xCFGKKSE8dvyK6GBQ
- type: recall
value: 0.9885856878370763
name: Recall
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTA4NzRkMzIwYzdhNmRlODg1YjI3MzA5NmQ5Yjk3NzMzZmQ4MDJjMWRlYzQ1NWNkZjA0MGQ2OTBiMWVlYjdiOCIsInZlcnNpb24iOjF9.5L9WHAEZIiM_rXqIu2kEVU-7Hed3oEi5IO_ulcEDJO-r4KQVXS9X4Rat5FSAjdWSRV_vnvM9Nc7LiOh738WzBA
- type: f1
value: 0.9890633808488363
name: F1
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjIzYzllZWFjZmExN2Q2NDM4ZWY3YjMxZDNiZWFjNzU0ODcwYTBkNTU0ZWExYzM3YjI2MjQ4MTMxOTM5ODdhMyIsInZlcnNpb24iOjF9.tTxenqEcrfQMSbo53mewRPc4oDectJEKfzZyj_mChtQ-K41miMd1n_gNCT-zdT3u1wb5cc7nwgP-Mggo4Q6MAQ
- type: loss
value: 0.10151929408311844
name: loss
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYmZkM2YzZmJmOGY0MDI0YzI0ZGQyYWM0YTU1YWQ3NDI3M2UxZjU3NjM0MzljODMwMTAyYzU4YWNmZTRhNGM3ZSIsInZlcnNpb24iOjF9.dF2SD2-HEHepUpbmgrndTM42MQ1mtMuuTgwqyv0cO_ZHlqRRQfyZtgLMlf8_5DwpPRKw_F3wwXLRETbL-5LJCw
- task:
type: token-classification
name: Token Classification
dataset:
name: lener_br
type: lener_br
config: lener_br
split: validation
metrics:
- type: accuracy
value: 0.9801301293674859
name: Accuracy
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYWY1M2Q5YzIxYzQ3NTU5YzQyMjUwNWY3MWNkMjJlMGM2YzkwMTdhZGM3NmYxZmVjZDc1N2NkMjBhNDEwMzIyOCIsInZlcnNpb24iOjF9.Mtp2ZBdksTfCQJEFiyLt4pILPH7RE8CXodYNcL8ydc7lTTwn5PiGdnglA7GJcd9HqxOU8UsVyaGzxFkjZGkGDw
- type: precision
value: 0.9864285473144053
name: Precision
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzc1M2NjNTFhNjZiNDU5NzQyZDYzOWViNGFhNzdlMGU4ODNhNDMxMWE1ZjIwZGIzOTIxNDAxZDcwNDM2MGNjYiIsInZlcnNpb24iOjF9.59674wBNKLrL5DC1vfPdEzpCiXRnhilpvnylmzkvLmBrJrZdy-rTP4AXir62BoUEyEZ6zMPRRNOYI9fduwfnBQ
- type: recall
value: 0.9845505854603656
name: Recall
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMDc4YjVlYmQ1ZjllNzU3M2ZkN2QxNzI1MGZhMzhkMDNmMjNjODM3NGMzYzY2OGM1NGJmMDA4ZGUwM2RkMGY5MyIsInZlcnNpb24iOjF9.tYvf8mJ0XUmH3mZ0NIMdrXY5a93-2H9u5Ak6heCMBpmHhvgL8k_9y25cRmLeWoh9apsCIS6lQDpHlsJBXdhGDg
- type: f1
value: 0.9854886717201953
name: F1
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMGY4YmJjYzkyNzU1ZDQ3MWFmZTY4MWU1OTg4NTRmOTIwM2I3NzdkYWI2YmNlYjdjODQyMmE2N2M5MDQ5MDEyYiIsInZlcnNpb24iOjF9.FxRrhWWfyA-oIXb5zzHO3-VboU6iFcnRc_kVPgLaOcyk8p5jIfV-egDHrql6e-h-6iS8xTDFV8fxIoq-kboRDQ
- type: loss
value: 0.11984097212553024
name: loss
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGE2NzM4MjE1MmU1ZTU4ZTU1NjAyYzk2YzdlNTUxOTAyZjdiMTkxYmZlMzExYmUwOTRhMTA3NzcwYWM2NzgxMiIsInZlcnNpb24iOjF9.PAlnc-tkJ7DEp9-qIR7KpYK9Yzy-umlhwKMH8bq1p-Gxf5pSIL_AtG8eP-JrbH71pJLYaBxSeeRHXWhIT-jBBA
- task:
type: token-classification
name: Token Classification
dataset:
name: lener_br
type: lener_br
config: lener_br
split: train
metrics:
- type: accuracy
value: 0.9989004979420315
name: Accuracy
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZTMwYWI4ZDdiZmNkYWYzNDNhZWI4MmNhNDE5MjRmMjRjYTZjYjI1YTllMzMyMDMxMTBmN2YwN2QxMmE3Y2ViYyIsInZlcnNpb24iOjF9.yihlFpU8AYKMsa4f_7P2J-JYifENGVm0nXGwKcvOV_axvv-Gj-Q-E93j0sHnb3TXTpTlJBgQ0ckBDh4Sohq3AQ
- type: precision
value: 0.9991129612205654
name: Precision
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzM3MTQ3ODU3MzBiY2RmNGVhMmQ2YTUzODlkZTk1M2EyOGU4Y2I5ZDI0ZGI5YWQ1YWQ4NDE2NGI1ZjYxNTM1YSIsInZlcnNpb24iOjF9.nnTSkmuvHdYFhXUofIEtjIaEveJCBlMrlmwSwRLojcXYvoaZWNFkWI8wSkQP0iDdDhKuEaZYkRc4kJ-Xd4_TCw
- type: recall
value: 0.9993219071519783
name: Recall
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTA1NGMzOGMwMWQ3Yzk0ZmY4YmYxZjVjODQwMDA1ZjgxNjQ2Y2IxMmIxYWJjOTJhOGQ2NjRlOTRjOTkzYjkwMyIsInZlcnNpb24iOjF9.2YuShB7RWqO6WeR9RCePUcDPv-Ho-6pYeFXmmnnYmW88BRN5jHSrJTWPXMxigVRPBHjU5LlE8j2EK3-IsNviCQ
- type: f1
value: 0.9992174232631231
name: F1
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTE2YmMzMTI3MzQ5MTRmZGQ3NTdhODc3ZGI0MjIyOWMzZTc1MGQ4ZjVkY2JhYjYyM2I1NmI2MWI1OTZkYjViMyIsInZlcnNpb24iOjF9.TJkpCVwoTHFSwD8ckgn1dvD-H5HscuFmtsjEFYNVDZPnfm2PN7b45vZxNvWiK7L6ZVFW2fXbwgNJmMapuoeMCw
- type: loss
value: 0.0037613145541399717
name: loss
verified: true
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZmUxYWU2ODFkOTQ4NjIyODQ1NTU0NDQ2ZjhmYjExZmE3ZDNkZDBjNmIwY2JlNGRlNGZhOGExMDQ1MjA5Nzk0MiIsInZlcnNpb24iOjF9.ES0Kzjz3vvY5HedqYQzZafOPzQSbdWIbsdmft136SqIwb_-rZe-qQ38lveUYuUArP7NHk0wgo3NIkC6LqIsVAw
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# bertimbau-large-lener_br
This model is a fine-tuned version of [neuralmind/bert-large-portuguese-cased](https://huggingface.co/neuralmind/bert-large-portuguese-cased) on the lener_br dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1271
- Precision: 0.8965
- Recall: 0.9198
- F1: 0.9080
- Accuracy: 0.9801
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15
### Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|:-------------:|:-----:|:-----:|:---------------:|:---------:|:------:|:------:|:--------:|
| 0.0674 | 1.0 | 1957 | 0.1349 | 0.7617 | 0.8710 | 0.8127 | 0.9594 |
| 0.0443 | 2.0 | 3914 | 0.1867 | 0.6862 | 0.9194 | 0.7858 | 0.9575 |
| 0.0283 | 3.0 | 5871 | 0.1185 | 0.8206 | 0.8766 | 0.8477 | 0.9678 |
| 0.0226 | 4.0 | 7828 | 0.1405 | 0.8072 | 0.8978 | 0.8501 | 0.9708 |
| 0.0141 | 5.0 | 9785 | 0.1898 | 0.7224 | 0.9194 | 0.8090 | 0.9629 |
| 0.01 | 6.0 | 11742 | 0.1655 | 0.9062 | 0.8856 | 0.8958 | 0.9741 |
| 0.012 | 7.0 | 13699 | 0.1271 | 0.8965 | 0.9198 | 0.9080 | 0.9801 |
| 0.0091 | 8.0 | 15656 | 0.1919 | 0.8890 | 0.8886 | 0.8888 | 0.9719 |
| 0.0042 | 9.0 | 17613 | 0.1725 | 0.8977 | 0.8985 | 0.8981 | 0.9744 |
| 0.0043 | 10.0 | 19570 | 0.1530 | 0.8878 | 0.9034 | 0.8955 | 0.9761 |
| 0.0042 | 11.0 | 21527 | 0.1635 | 0.8792 | 0.9108 | 0.8947 | 0.9774 |
| 0.0033 | 12.0 | 23484 | 0.2009 | 0.8155 | 0.9138 | 0.8619 | 0.9719 |
| 0.0008 | 13.0 | 25441 | 0.1766 | 0.8737 | 0.9135 | 0.8932 | 0.9755 |
| 0.0005 | 14.0 | 27398 | 0.1868 | 0.8616 | 0.9129 | 0.8865 | 0.9743 |
| 0.0014 | 15.0 | 29355 | 0.1910 | 0.8694 | 0.9101 | 0.8893 | 0.9746 |
### Framework versions
- Transformers 4.8.2
- Pytorch 1.9.0+cu102
- Datasets 1.9.0
- Tokenizers 0.10.3
| [
-0.0017489385791122913,
-0.040346886962652206,
-0.010589280165731907,
0.03377198055386543,
0.05370308458805084,
0.009668601676821709,
-0.020174549892544746,
-0.025265520438551903,
-0.031726885586977005,
0.04638110101222992,
0.0076390160247683525,
-0.030043192207813263,
-0.004322519060224295,
0.051149167120456696,
-0.025740494951605797,
-0.03638090193271637,
0.015757925808429718,
-0.009598817676305771,
-0.05502203851938248,
-0.013728042133152485,
-0.0013332751113921404,
0.020459866151213646,
-0.007319686468690634,
0.03673214465379715,
0.010756432078778744,
-0.006420440971851349,
0.009325911290943623,
0.038389354944229126,
0.013064955361187458,
-0.062133677303791046,
-0.0015199455665424466,
0.006247479002922773,
-0.05074752867221832,
-0.04045497998595238,
-0.029697181656956673,
-0.02382238581776619,
0.0004492545558605343,
-0.009839863516390324,
0.022835878655314445,
0.06154058873653412,
0.005837145261466503,
0.030699877068400383,
-0.007587254513055086,
-0.0335216261446476,
0.037280384451150894,
-0.016432682052254677,
-0.047012124210596085,
-0.016274018213152885,
0.03356989473104477,
-0.018008729442954063,
-0.07856307923793793,
-0.08134862780570984,
-0.017958421260118484,
0.01766093634068966,
-0.017468834295868874,
-0.019220126792788506,
-0.04174317419528961,
-0.0034839853178709745,
0.053514644503593445,
-0.06671535223722458,
-0.051198095083236694,
0.036840129643678665,
-0.10121195763349533,
-0.0015258071944117546,
0.011706575751304626,
-0.0072661577723920345,
-0.019741324707865715,
-0.03311131149530411,
0.05422651395201683,
-0.014472181908786297,
0.07661127299070358,
-0.04085554555058479,
0.023665962740778923,
-0.0804864838719368,
-0.0026908053550869226,
-0.021530471742153168,
0.013834714889526367,
0.02154078334569931,
-0.035986050963401794,
0.051899734884500504,
0.05839613825082779,
-0.028163032606244087,
0.04721521958708763,
-0.00003589424159144983,
-0.0027959297876805067,
0.01627488061785698,
-0.04149653762578964,
-0.0020603439770638943,
0.02296668291091919,
0.05596008151769638,
-0.05195748060941696,
-0.0316210500895977,
-0.022659065201878548,
-0.014188152737915516,
0.0015073918038979173,
0.021894142031669617,
0.05706091597676277,
-0.010839642025530338,
0.004254533909261227,
0.002584362868219614,
0.012223015539348125,
0.05265813320875168,
-0.0008057542727328837,
0.07020558416843414,
0.0024060639552772045,
-0.009210473857820034,
-0.010587156750261784,
-0.03903435915708542,
-0.027523726224899292,
0.010689010843634605,
0.03183859586715698,
-0.03650907799601555,
-0.020667660981416702,
0.04757706820964813,
0.022098638117313385,
-0.012021238915622234,
0.060674406588077545,
0.003341094357892871,
-0.049436911940574646,
-0.054242562502622604,
0.04256351664662361,
0.010588619858026505,
0.01341303065419197,
0.022618742659687996,
-0.056859005242586136,
-0.010479266755282879,
-0.0426613949239254,
-0.037504471838474274,
0.015899190679192543,
0.024672502651810646,
-0.01552317664027214,
0.050388630479574203,
0.004853847436606884,
-0.07053011655807495,
0.020088162273168564,
-0.012782533653080463,
-0.036507803946733475,
0.048212677240371704,
0.031131505966186523,
0.10604309290647507,
-0.02616524137556553,
-0.048084888607263565,
0.02986210398375988,
0.01014863234013319,
-0.003912400454282761,
0.00001693692865956109,
-0.004719868302345276,
-0.022332772612571716,
-0.03513721004128456,
-0.005889930296689272,
0.05357654392719269,
-0.06552799046039581,
0.0030722112860530615,
0.05503623187541962,
-0.00880611315369606,
0.049177855253219604,
-0.03604680672287941,
-0.030595408752560616,
0.019155608490109444,
-0.015334484167397022,
-0.01109331101179123,
0.024483492597937584,
0.0014181268634274602,
-0.005928845144808292,
-0.02300233021378517,
-0.060934897512197495,
0.008627980947494507,
0.1116764023900032,
-0.003023570403456688,
-0.021822338923811913,
-0.028311923146247864,
0.017118142917752266,
0.05326666310429573,
0.02734900452196598,
-0.017339026555418968,
0.0513138473033905,
0.05186747387051582,
0.03978892043232918,
-0.02737424522638321,
0.04030165821313858,
0.02378056012094021,
-0.017196955159306526,
-0.03422820568084717,
0.025276249274611473,
0.0017577147809788585,
-0.018312858417630196,
0.004442623816430569,
0.038119494915008545,
0.01991252228617668,
-0.04037012159824371,
-0.01196917612105608,
0.06524811685085297,
-0.0027150975074619055,
0.020932475104928017,
0.0011882424587383866,
-0.0061362022534012794,
-0.025259513407945633,
0.04819415137171745,
0.005738470703363419,
0.0001267349871341139,
0.002620925195515156,
-0.020847536623477936,
-0.0030431305058300495,
0.04124579206109047,
0.02823217771947384,
0.04008539393544197,
-0.0033004924189299345,
0.07624273002147675,
-0.03580987825989723,
0.024630503728985786,
-0.013024711050093174,
-0.04617837443947792,
0.0068382034078240395,
0.062023960053920746,
0.027506547048687935,
0.04093827307224274,
0.0020831217989325523,
0.00031362910522148013,
0.019136447459459305,
0.06652996689081192,
0.04655027389526367,
0.01298760436475277,
-0.01738620363175869,
-0.008804219774901867,
0.0468081571161747,
0.057749561965465546,
-0.07672955095767975,
-0.04867362231016159,
0.009748488664627075,
0.01907927915453911,
-0.04065856337547302,
0.01514373067766428,
-0.01987721025943756,
0.008883528411388397,
-0.05696113780140877,
-0.0666787177324295,
0.05225924029946327,
0.017995160073041916,
-0.012443682178854942,
0.026046963408589363,
-0.0001531241141492501,
0.01190273929387331,
0.009296886622905731,
0.026015570387244225,
0.0018481024308130145,
-0.03940499946475029,
0.014691485092043877,
0.004534920211881399,
0.05720110982656479,
-0.0449451208114624,
0.02793727070093155,
-0.027254408225417137,
0.024535581469535828,
0.029064543545246124,
-0.06815891712903976,
0.009991216473281384,
0.03684883192181587,
0.0027402404230087996,
-0.023242879658937454,
0.011382495053112507,
-0.008963624015450478,
0.001841564429923892,
0.042346175760030746,
-0.0006387889734469354,
0.04196331277489662,
0.0007403375930152833,
0.056697726249694824,
0.077621228992939,
0.007142870221287012,
0.03540826961398125,
0.011026632972061634,
0.05128268897533417,
0.011983153410255909,
-0.023526739329099655,
0.053861379623413086,
-0.010935040190815926,
0.011824660934507847,
-0.04179270192980766,
0.009525666944682598,
-0.004878162872046232,
-0.02292231097817421,
0.016185445711016655,
0.010673688724637032,
-0.042287737131118774,
-0.0075957803055644035,
0.014344795607030392,
-0.007939506322145462,
0.04359832778573036,
-0.03509911149740219,
-0.00755323376506567,
0.015733974054455757,
0.000018907130652223714,
0.004338954575359821,
-0.06617595255374908,
-0.05156920105218887,
-0.016155298799276352,
-0.014914127998054028,
-0.02289772965013981,
-0.07842279225587845,
-0.002802640665322542,
-0.05315109342336655,
-0.012874780222773552,
0.038091205060482025,
0.02704368159174919,
-0.030006660148501396,
0.007043440360575914,
0.020531097427010536,
-0.0629344955086708,
-0.031218109652400017,
-0.06448785215616226,
-0.03876012936234474,
-0.06048659607768059,
-0.08556483685970306,
0.010893277823925018,
0.011951880529522896,
0.03125244379043579,
0.010505263693630695,
0.02815060131251812,
-0.0155267883092165,
-0.02030319906771183,
0.07188066840171814,
0.04401341453194618,
-0.03144592046737671,
-0.04621510207653046,
0.03342558816075325,
-0.018716134130954742,
0.012127283029258251,
0.026676809415221214,
-0.021158438175916672,
0.08053822815418243,
0.07900971174240112,
0.027915392071008682,
-0.00570070743560791,
-0.03916744515299797,
-0.0315544418990612,
-0.0358244888484478,
-0.0018514072289690375,
-0.029754668474197388,
-0.015431229956448078,
-0.040262263268232346,
-0.03125684708356857,
-0.010339705273509026,
-0.03454499691724777,
0.015374080277979374,
-0.015691280364990234,
0.023208007216453552,
0.05097252503037453,
0.03137592226266861,
0.05693069472908974,
0.04730535298585892,
-0.05892493575811386,
-0.0193843524903059,
0.06678342074155807,
0.023950282484292984,
0.0011171435471624136,
-0.07777293026447296,
-0.012947289273142815,
0.03348979726433754,
-0.0080303605645895,
0.005128480028361082,
-0.01813960075378418,
0.07260560244321823,
0.026006506755948067,
-0.035524699836969376,
-0.007109895348548889,
-0.012428886257112026,
-0.029531260952353477,
-0.02754581719636917,
0.001487866509705782,
-0.020195070654153824,
-0.022993221879005432,
-0.021323883906006813,
-0.004329575691372156,
0.03503540903329849,
-0.04908982291817665,
-0.05576320365071297,
-0.019571324810385704,
0.03834328427910805,
0.02049233950674534,
0.01267553772777319,
-0.041852761059999466,
-0.00006784025026718155,
-0.056165073066949844,
-0.026097821071743965,
0.036462798714637756,
0.020557435229420662,
-0.002334814053028822,
0.05402710661292076,
0.024770915508270264,
-0.043074317276477814,
0.0408208854496479,
0.03935105353593826,
0.0518457368016243,
0.00845800805836916,
-0.06474993377923965,
-0.005345199257135391,
0.000847193761728704,
-0.016461236402392387,
0.0035563332494348288,
-0.03366700932383537,
-0.025654274970293045,
-0.1072269007563591,
0.009303472936153412,
0.015825750306248665,
-0.01011059433221817,
-0.022906510159373283,
0.019867291674017906,
-0.004523306619375944,
0.02287612296640873,
0.011197892017662525,
0.0008939139079302549,
0.01654721610248089,
-0.05048548802733421,
0.04327636584639549,
-0.009125009179115295,
0.027107317000627518,
-0.06998103111982346,
0.011016285046935081,
-0.03141871094703674,
0.003335751360282302,
-0.005592877045273781,
0.04439682513475418,
0.0021734340116381645,
0.05344425514340401,
0.06961027532815933,
0.02378677763044834,
-0.04361606016755104,
0.04041798412799835,
0.017019454389810562,
-0.03858421742916107,
-0.050627969205379486,
-0.026867466047406197,
-0.0010880384361371398,
-0.0542469322681427,
0.000823008653242141,
-0.015753068029880524,
0.016624486073851585,
0.030398089438676834,
0.006189438048750162,
0.0024001370184123516,
0.014453534036874771,
-0.033394016325473785,
-0.02298291213810444,
-0.0234847292304039,
-0.040840163826942444,
0.012619392946362495,
-0.02500768192112446,
0.031042512506246567,
0.05159063637256622,
0.031907252967357635,
0.06300674378871918,
0.060975559055805206,
-0.033013153821229935,
-0.010775486007332802,
0.02432156354188919,
0.010148884728550911,
-0.01990087330341339,
-0.065791554749012,
-0.020660195499658585,
0.06142381578683853,
0.04806135967373848,
-0.01135502103716135,
-0.08540164679288864,
0.021242141723632812,
0.07538729161024094,
-0.028853558003902435,
0.05799781531095505,
-0.01650189235806465,
0.03135878965258598,
0.041008882224559784,
-0.023882530629634857,
0.029849259182810783,
-0.03108866512775421,
0.0019312499789521098,
-0.02058451808989048,
0.04821833223104477,
-0.024502716958522797,
-0.030951952561736107,
-0.03195229545235634,
0.034941691905260086,
0.03875355422496796,
0.06607876718044281,
0.030609413981437683,
-0.03313140198588371,
-0.04014579579234123,
0.01939748413860798,
0.044547002762556076,
-0.05116748809814453,
0.004713876638561487,
0.01015963964164257,
0.036534711718559265,
-0.03720194473862648,
-0.04630656540393829,
-0.018905626609921455,
-0.004580801352858543,
0.0548047311604023,
0.018581103533506393,
-0.017020361497998238,
-0.05378442257642746,
0.037392012774944305,
-0.011087723076343536,
-0.01758316345512867,
-0.05318344756960869,
0.03911663964390755,
-0.018118392676115036,
0.0001688214688329026,
0.032134998589754105,
0.03134264796972275,
0.04461700841784477,
0.05582628771662712,
0.018547378480434418,
-0.011525834910571575,
-0.028761476278305054,
0.044425997883081436,
-0.02604227513074875,
0.008473655208945274,
-0.01333715207874775,
-0.04033064469695091,
0.0012390005867928267,
-0.009463674388825893,
-0.06440543383359909,
-0.05045313760638237,
-0.023845750838518143,
0.04106297343969345,
0.013062158599495888,
-0.00812395941466093,
-0.009798886254429817,
0.05039506033062935,
-0.02111528441309929,
-0.03298381343483925,
-0.028563784435391426,
-0.015088009648025036,
-0.07643783837556839,
-0.06512103229761124,
0.024713318794965744,
0.03390320762991905,
0.028934286907315254,
0.02746056392788887,
0.030723394826054573,
0.025362370535731316,
0.022160740569233894,
-0.017491741105914116,
0.040174707770347595,
-0.02904280461370945,
-0.04559991881251335,
-0.02891903929412365,
0.03192024305462837,
0.014759483747184277,
0.04935681074857712,
-0.012792505323886871,
0.0206138975918293,
0.027621367946267128,
-0.030178803950548172,
-0.00872740987688303,
0.0027073873206973076,
0.008594946935772896,
-0.08166476339101791,
-0.04246145859360695,
-0.0054040285758674145,
-0.050482191145420074,
0.03506198152899742,
-0.03336528316140175,
-0.030634680762887,
-0.018842218443751335,
0.019598478451371193,
0.03910592198371887,
-0.007015465293079615,
-0.04324629157781601,
0.006599477492272854,
-0.002280977088958025,
0.0020514356438070536,
-0.04243798181414604,
0.05318039655685425,
-0.027770694345235825,
0.014770190231502056,
-0.03360418602824211,
-0.0262908935546875,
-0.05073437839746475,
0.013477831147611141,
-0.011547531932592392,
-0.0009795041987672448,
0.008956191129982471,
0.011364188976585865,
-0.022869208827614784,
0.03150448203086853,
-0.023326542228460312,
0.020789749920368195,
-0.018197931349277496,
0.04268874228000641,
-0.07644079625606537,
-0.015931235626339912,
0.004027954768389463,
0.0088434386998415,
-0.04868236184120178,
0.014591475017368793,
-0.008844162337481976,
-0.057418935000896454,
0.031278956681489944,
0.09228673577308655,
0.005715705454349518,
0.01562919095158577,
-0.03827408701181412,
-0.0077696992084383965,
0.004967793822288513,
-0.07630351930856705,
-0.02551165781915188,
-0.021494261920452118,
-0.010949586518108845,
-0.02523215115070343,
0.059566546231508255,
0.07518400996923447,
-0.06925268471240997,
-0.0469043105840683,
0.0286258552223444,
0.003922257572412491,
0.001329796970821917,
0.0000652499365969561,
0.045317716896533966,
0.034781455993652344,
0.047953397035598755,
-0.06273555755615234,
0.0007656629895791411,
-0.017200101166963577,
-0.028339816257357597,
0.0219621192663908,
-0.01075296476483345,
0.010069349780678749,
0.012865489348769188,
-0.0462309755384922,
-0.012930190190672874,
0.06824327260255814,
0.02685057558119297,
0.008593768812716007,
-0.020367784425616264,
-0.035335734486579895,
0.008559037931263447,
0.0035890142899006605,
-0.04799189791083336,
0.02439580298960209,
0.02197079174220562,
-0.038496263325214386,
0.0806184634566307,
-0.013602095656096935,
0.010885750874876976,
0.06622668355703354,
0.03704380989074707,
-0.006998289842158556,
0.050703927874565125,
-0.020272271707654,
0.0031363617163151503,
0.043997906148433685,
-0.07823161035776138,
0.014869117178022861,
-0.04477584734559059,
0.048671070486307144,
-0.08053483068943024,
0.04305627942085266,
0.05984371900558472,
0.023430297151207924,
0.009820290841162205,
-0.031070252880454063,
-0.03854091465473175,
0.01810092106461525,
-0.04182252287864685,
0.0733729898929596,
0.0005867850268259645,
-0.07001214474439621,
0.08214744180440903,
0.038167405873537064,
-0.08378969132900238,
0.05558869615197182,
0.040010593831539154,
0.039722442626953125,
0.05565520003437996,
0.039470553398132324,
-0.03583710268139839,
0.05340051278471947,
-0.0489201582968235,
0.021674493327736855,
-0.041731953620910645,
-0.000406670878874138,
0.005540213547646999,
-0.021871842443943024,
-0.010340402834117413,
0.020128371194005013,
-0.01286704745143652,
-0.037215106189250946,
0.036552298814058304,
-0.06246417015790939,
-0.0349581241607666,
0.03309524804353714,
0.02917536348104477,
-0.02426750212907791,
0.01727937161922455,
-0.019086502492427826,
0.04823252558708191,
0.009089081548154354,
0.019725751131772995,
-0.011810613796114922,
-0.032575227320194244,
0.05392367020249367,
-0.09244038164615631,
-0.021154653280973434,
0.03020624816417694,
0.011466260999441147,
-0.015742694959044456,
0.01819395273923874,
0.004694857634603977,
0.01069180853664875,
-0.0018276431364938617,
0.009694130159914494,
0.0013509636046364903,
-0.03268926963210106,
-0.024293726310133934,
0.00003730114985955879,
0.024537766352295876,
0.031332988291978836,
-0.00413699634373188,
0.04329328611493111,
0.007998686283826828,
0.03601883351802826,
0.004724985454231501,
-0.0024567784275859594,
-0.02430906891822815,
0.02928665280342102,
-0.034483619034290314,
0.0011083814315497875,
0.006375097203999758,
-0.06602834910154343,
-0.02878979779779911,
-0.024214722216129303,
-0.02124299295246601,
0.019978895783424377,
-0.0543668307363987,
0.01191524788737297,
0.03571954742074013,
-0.028893059119582176,
-0.04167604446411133,
-0.09543051570653915,
-0.02175641432404518,
-0.025469055399298668,
-0.00517478259280324,
0.01850392296910286,
-0.04064708203077316,
0.017647845670580864,
-0.03820675611495972,
-0.06661783158779144,
0.020701786503195763,
0.031901877373456955,
-0.02972864732146263,
0.05599745735526085,
0.0518668033182621,
-0.05829907953739166,
0.016297457739710808,
0.01373375952243805,
-0.03546218201518059,
0.02003011479973793,
-0.006537566892802715,
0.005342511925846338,
0.050804127007722855,
0.023669905960559845,
-0.006561231333762407,
-0.018781593069434166,
-0.05799468979239464,
-0.011945409700274467,
-0.012708241119980812,
0.012249357998371124,
0.060509927570819855
] |
Cameron/BERT-SBIC-targetcategory | [
"pytorch",
"jax",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 30 | null | ---
language:
- pt
license: mit
tags:
- generated_from_trainer
model-index:
- name: gpt2-small-portuguese-finetuned-peticoes
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# gpt2-small-portuguese-finetuned-peticoes
This model is a fine-tuned version of [pierreguillou/gpt2-small-portuguese](https://huggingface.co/pierreguillou/gpt2-small-portuguese) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 3.4062
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| No log | 1.0 | 404 | 3.5455 |
| 3.8364 | 2.0 | 808 | 3.4326 |
| 3.4816 | 3.0 | 1212 | 3.4062 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.9.0+cu111
- Datasets 1.13.3
- Tokenizers 0.10.3
| [
-0.019855817779898643,
-0.022462937980890274,
0.016941171139478683,
0.04201505333185196,
0.04267715662717819,
0.007124967873096466,
-0.006549758370965719,
0.011199448257684708,
-0.02912980131804943,
0.07024457305669785,
-0.011728723533451557,
-0.03516743704676628,
-0.009465564042329788,
0.055070649832487106,
-0.029968081042170525,
-0.036476168781518936,
-0.003121558576822281,
-0.01178089901804924,
-0.04471348226070404,
-0.017157236114144325,
-0.004825222305953503,
-0.008930112235248089,
-0.006198984570801258,
0.0012665076646953821,
-0.029377872124314308,
0.015723291784524918,
0.007370980456471443,
0.010206880047917366,
0.03280879184603691,
-0.07118606567382812,
0.00947879534214735,
-0.034593839198350906,
-0.02580248937010765,
-0.043463896960020065,
-0.02948952279984951,
-0.017376720905303955,
0.008731774985790253,
0.023585448041558266,
0.04550980031490326,
0.06382055580615997,
-0.005283180624246597,
0.010766647756099701,
-0.004763193428516388,
-0.0017044730484485626,
0.011520039290189743,
0.03825846314430237,
-0.033018533140420914,
-0.004331538919359446,
0.04487546160817146,
-0.004486968740820885,
-0.060760822147130966,
-0.08786709606647491,
-0.02376629039645195,
0.03618454560637474,
-0.018793324008584023,
-0.021257739514112473,
-0.07206182181835175,
0.014250590465962887,
0.08727413415908813,
-0.037432219833135605,
-0.04875125363469124,
0.03294122591614723,
-0.09552616626024246,
0.0158628448843956,
0.0353853665292263,
-0.01970668137073517,
0.0076436204835772514,
-0.03612987697124481,
0.05019069463014603,
-0.03101550228893757,
0.05581345409154892,
-0.03221197426319122,
0.020277181640267372,
-0.09007999300956726,
-0.009843490086495876,
0.0030461607966572046,
0.009348849765956402,
0.019443916156888008,
-0.04226365312933922,
0.04647856950759888,
0.03975502774119377,
-0.006355257239192724,
0.051134854555130005,
0.0032588494941592216,
0.0037477961741387844,
0.050370994955301285,
-0.03863019496202469,
-0.02321477048099041,
0.02871873788535595,
0.025996392592787743,
-0.055998899042606354,
-0.034833695739507675,
-0.024880988523364067,
-0.01911863498389721,
0.001696298480965197,
0.029546966776251793,
0.037740472704172134,
-0.011022004298865795,
0.05343766510486603,
0.012259717099368572,
0.022828642278909683,
0.040761422365903854,
-0.003460593754425645,
0.06846529245376587,
-0.014653696678578854,
0.00849455501884222,
-0.01631588488817215,
-0.02929169312119484,
-0.03926275297999382,
0.017121214419603348,
0.012246305122971535,
-0.0426517017185688,
-0.048241034150123596,
0.04286854341626167,
0.006305517628788948,
-0.014059809036552906,
0.08789551258087158,
-0.036444664001464844,
-0.039971496909856796,
-0.054084956645965576,
0.051571786403656006,
0.028432417660951614,
0.018885349854826927,
0.03513691574335098,
-0.05702261999249458,
-0.011459356173872948,
-0.017213234677910805,
-0.027740810066461563,
-0.03729604184627533,
0.003436717437580228,
-0.014183957129716873,
0.023096280172467232,
0.013402200303971767,
-0.0472787581384182,
-0.03477805107831955,
0.009233559481799603,
-0.05037044733762741,
0.019343862310051918,
0.03410666063427925,
0.10449221730232239,
-0.051874879747629166,
-0.04529185965657234,
0.019528059288859367,
-0.01791420578956604,
0.00019768945639953017,
-0.004295253660529852,
0.010658785700798035,
-0.05901109427213669,
-0.006156512536108494,
-0.008271642029285431,
0.05454150214791298,
-0.03953388333320618,
-0.00871879979968071,
0.05078892782330513,
-0.013240526430308819,
0.02846287004649639,
-0.05105563625693321,
-0.02075338363647461,
0.012313746847212315,
-0.009356094524264336,
-0.023449745029211044,
0.025435281917452812,
-0.013440432026982307,
0.007987922988831997,
-0.04459425434470177,
-0.06527683883905411,
0.003684907453134656,
0.09202127903699875,
-0.004006966482847929,
-0.03774959594011307,
-0.01110298465937376,
0.02903069742023945,
0.04446367174386978,
0.06747590750455856,
-0.023347631096839905,
0.04905160889029503,
0.03736547380685806,
0.027242714539170265,
-0.03416883945465088,
0.050474125891923904,
0.011363624595105648,
-0.04159698262810707,
-0.06199967861175537,
0.012080817483365536,
0.0015279506333172321,
-0.06648791581392288,
0.020900242030620575,
0.02139972522854805,
0.017266185954213142,
-0.057422492653131485,
-0.010488265193998814,
0.04077912122011185,
-0.02247152104973793,
0.00946022104471922,
-0.006616357713937759,
-0.007575125899165869,
-0.025008337572216988,
0.05851680412888527,
-0.03222722187638283,
0.013043531216681004,
-0.04923004284501076,
-0.03290056437253952,
-0.004403447732329369,
0.010745534673333168,
0.014090302400290966,
0.04354708641767502,
-0.006914874073117971,
0.09066907316446304,
-0.018292244523763657,
0.015003316104412079,
-0.022842923179268837,
-0.05139560252428055,
0.00984546821564436,
0.050614483654499054,
0.016748525202274323,
0.03392272815108299,
-0.00562137458473444,
-0.06223234534263611,
0.023808028548955917,
0.08627524971961975,
0.056404512375593185,
0.015304835513234138,
-0.04787490516901016,
0.008440782316029072,
0.03646499291062355,
0.035076700150966644,
-0.04459914565086365,
-0.04848601669073105,
0.0024010566994547844,
0.03314803168177605,
-0.029557514935731888,
0.014954191632568836,
-0.006472633220255375,
0.008534722961485386,
-0.033192411065101624,
-0.06901653110980988,
0.03675105795264244,
0.027853908017277718,
-0.019098080694675446,
0.023078180849552155,
-0.008625981397926807,
0.010456525720655918,
0.006796577945351601,
0.019911035895347595,
-0.005519782193005085,
-0.06553404778242111,
0.03653784468770027,
-0.004402158781886101,
0.05314008146524429,
-0.04764416813850403,
0.024566637352108955,
-0.02641923725605011,
-0.0006298687658272684,
0.0346204936504364,
-0.04569873586297035,
0.006980289239436388,
0.043412137776613235,
0.048435334116220474,
-0.018586043268442154,
0.014654872938990593,
0.01721601001918316,
0.042534854263067245,
0.03055664710700512,
-0.003318995935842395,
0.07091651111841202,
-0.020911000669002533,
0.04537126421928406,
0.07238481193780899,
0.02048872597515583,
0.026120534166693687,
0.010035661980509758,
0.06810599565505981,
0.005850309040397406,
-0.01245382521301508,
0.048072583973407745,
-0.03995021432638168,
0.015569512732326984,
-0.028241734951734543,
-0.0057165296748280525,
-0.007316588889807463,
0.006498818285763264,
0.02842048928141594,
0.008450841531157494,
-0.011580794118344784,
0.005212688818573952,
-0.01500746887177229,
-0.035321954637765884,
0.025318611413240433,
-0.01045294664800167,
-0.015874085947871208,
0.0018666508840397,
-0.009258998557925224,
-0.008005823940038681,
-0.04286302998661995,
-0.04073134437203407,
0.0018874728120863438,
-0.018940161913633347,
-0.03429693728685379,
-0.07993699610233307,
-0.026310879737138748,
-0.05467028170824051,
0.006823998410254717,
0.03927016258239746,
0.03882618248462677,
0.008189697749912739,
-0.02820380963385105,
0.018843047320842743,
-0.04737599566578865,
-0.04174739494919777,
-0.04840908944606781,
-0.040724754333496094,
-0.04039057716727257,
-0.05944060906767845,
0.033272884786129,
0.04081624373793602,
0.02090432681143284,
0.004497690126299858,
0.017394600436091423,
-0.0037048114463686943,
-0.00348406913690269,
0.04601645469665527,
0.037859249860048294,
-0.02049105614423752,
-0.03330376371741295,
0.03317352011799812,
-0.008627190254628658,
-0.0055176750756800175,
0.018842710182070732,
-0.028501693159341812,
0.08279303461313248,
0.044935442507267,
0.032374389469623566,
0.02279151789844036,
-0.025140777230262756,
-0.051189448684453964,
-0.058107562363147736,
-0.02267564833164215,
-0.03521456941962242,
0.008603704161942005,
-0.027700597420334816,
-0.036879926919937134,
-0.020091498270630836,
-0.06330940872430801,
0.008080643601715565,
-0.009420286864042282,
0.020468633621931076,
0.030989935621619225,
0.026218999177217484,
0.044538162648677826,
0.029576990753412247,
-0.03322131186723709,
-0.045346926897764206,
0.06077159196138382,
0.01639915630221367,
-0.013150623999536037,
-0.0719541609287262,
-0.024877291172742844,
0.036540064960718155,
0.008192875422537327,
0.02285720594227314,
-0.004347081296145916,
0.07505852729082108,
0.014780527912080288,
0.01788109913468361,
0.04037255793809891,
-0.03100355714559555,
-0.04104975610971451,
-0.0017775573069229722,
0.006762793753296137,
-0.028122609481215477,
-0.03387436643242836,
-0.01651332527399063,
0.0005012902547605336,
0.05120541900396347,
-0.05369428172707558,
-0.043655671179294586,
-0.011244341731071472,
0.022599568590521812,
0.025887707248330116,
0.015864644199609756,
-0.051918044686317444,
-0.005320090800523758,
-0.04713976010680199,
-0.005373879801481962,
0.010726267471909523,
0.005571955349296331,
0.04208949953317642,
0.03716791421175003,
0.02867678739130497,
-0.04414094612002373,
0.026434946805238724,
0.017596762627363205,
0.09103274345397949,
0.025572923943400383,
-0.02625221014022827,
0.00728797959163785,
-0.027525313198566437,
0.028536254540085793,
-0.012148790061473846,
-0.023081529885530472,
-0.03831231966614723,
-0.09112207591533661,
-0.029379719868302345,
-0.026599647477269173,
-0.01941094733774662,
-0.015557409264147282,
0.03725157305598259,
-0.02263488993048668,
-0.0002055162185570225,
0.013503110967576504,
-0.003599778516218066,
0.054311901330947876,
-0.0826544389128685,
0.052107106894254684,
-0.014988531358540058,
-0.014546578750014305,
-0.03681701049208641,
-0.000012431831237336155,
-0.034292738884687424,
-0.020625974982976913,
-0.00640770373865962,
0.0548737570643425,
-0.01989338919520378,
0.06460132449865341,
0.08892960101366043,
0.02691812440752983,
-0.019045600667595863,
0.02611081302165985,
0.04997479170560837,
-0.034823812544345856,
-0.058057550340890884,
-0.0028236121870577335,
-0.005291592795401812,
-0.033198073506355286,
-0.0007856229785829782,
-0.0035416437312960625,
0.05089450627565384,
0.025906261056661606,
-0.004222807474434376,
0.010111972689628601,
-0.015039213001728058,
0.005733920726925135,
-0.05584331974387169,
-0.04575516656041145,
-0.026486044749617577,
0.0017365500098094344,
-0.005602440796792507,
-0.006023541558533907,
0.034514255821704865,
0.020353134721517563,
0.06472000479698181,
0.032610200345516205,
-0.014515242539346218,
-0.03138935565948486,
-0.0021706405095756054,
0.01232726126909256,
-0.021533243358135223,
-0.07418911159038544,
-0.013425827957689762,
0.025225237011909485,
0.05321545898914337,
0.0025360058061778545,
-0.06979245692491531,
0.015417850576341152,
0.05625804141163826,
-0.03161478787660599,
0.05481722205877304,
-0.018990805372595787,
0.025993958115577698,
0.06654347479343414,
-0.03389108180999756,
0.018279872834682465,
-0.025311430916190147,
-0.008021523244678974,
0.0002687718369998038,
0.04411206766963005,
-0.016665831208229065,
-0.03737716004252434,
-0.06214607506990433,
0.024015318602323532,
0.028707221150398254,
0.03590037673711777,
0.031920380890369415,
-0.026957884430885315,
-0.043846871703863144,
0.012965727597475052,
0.021763145923614502,
-0.06075969710946083,
-0.00997909065335989,
0.025574808940291405,
0.036741796880960464,
-0.0447380393743515,
-0.06157683953642845,
-0.017513010650873184,
-0.023599786683917046,
0.0449930839240551,
0.01964423432946205,
-0.03041847236454487,
-0.026765555143356323,
0.032888151705265045,
0.0008925367146730423,
-0.022354278713464737,
-0.07149413973093033,
0.03322489559650421,
-0.0012894211104139686,
-0.010283015668392181,
0.041580889374017715,
0.046040549874305725,
0.01870262436568737,
0.0394493006169796,
0.02066466584801674,
0.03015667200088501,
-0.03851897269487381,
0.044479552656412125,
-0.026481488719582558,
-0.020177273079752922,
0.014965859241783619,
-0.04930784925818443,
-0.04582658410072327,
-0.03586217015981674,
-0.04765532538294792,
-0.05235881358385086,
-0.03470490500330925,
-0.0007298824493773282,
-0.020805539563298225,
-0.01659812591969967,
0.003916296176612377,
0.03180213272571564,
-0.01787087507545948,
-0.03021196648478508,
-0.013050400651991367,
-0.016978997737169266,
-0.054747797548770905,
-0.07653280347585678,
0.032619036734104156,
0.031190717592835426,
0.0546516589820385,
0.002027820562943816,
0.005423409398645163,
-0.005357628688216209,
0.021357830613851547,
-0.002233878243714571,
0.037742357701063156,
0.017945891246199608,
-0.016171462833881378,
-0.013420621864497662,
0.02658137120306492,
0.026832828298211098,
0.035781487822532654,
-0.01566995680332184,
0.05391084402799606,
0.03996508941054344,
0.005254543852061033,
0.014552026055753231,
0.008438050746917725,
0.014920493587851524,
-0.07292252033948898,
-0.03165919706225395,
-0.004672597162425518,
-0.05567687377333641,
0.020825952291488647,
-0.04368622601032257,
-0.012599586509168148,
-0.000390420900657773,
-0.00208261888474226,
0.05196524038910866,
-0.003017582930624485,
-0.027114402502775192,
0.023862024769186974,
-0.023201975971460342,
0.013067788444459438,
-0.046231821179389954,
0.039491016417741776,
-0.030838295817375183,
0.02602418139576912,
-0.02728116512298584,
0.013738177716732025,
-0.05427226051688194,
0.0366629958152771,
-0.003310911124572158,
-0.010014830157160759,
-0.00534107256680727,
0.042771052569150925,
-0.022110145539045334,
0.024220019578933716,
-0.03614440932869911,
0.013352114707231522,
-0.02145370841026306,
0.06826358288526535,
-0.06130347028374672,
0.0053672487847507,
-0.03844290226697922,
0.010782602243125439,
-0.019683821126818657,
-0.016942098736763,
-0.0018126540817320347,
-0.041845452040433884,
0.03301186487078667,
0.0574769601225853,
0.04065806418657303,
0.005037766415625811,
-0.03066018782556057,
-0.02693021111190319,
0.019388046115636826,
-0.05626023933291435,
-0.034117214381694794,
-0.005137570668011904,
-0.00537770614027977,
-0.004255660809576511,
0.0554400272667408,
0.07362861186265945,
-0.039552241563797,
-0.07769439369440079,
0.026639392599463463,
0.020733872428536415,
0.00733499089255929,
-0.010484188795089722,
0.06217403709888458,
0.01859525963664055,
0.06664136797189713,
-0.05376603454351425,
0.00478866184130311,
-0.02546769753098488,
-0.05023771896958351,
0.040108710527420044,
-0.0014771478017792106,
0.03480847179889679,
0.024629121646285057,
-0.03327234834432602,
-0.0007204164867289364,
0.0681753158569336,
0.03703414648771286,
0.0182560496032238,
-0.015384550206363201,
-0.05122622102499008,
0.0008129606721922755,
-0.0018418148392811418,
-0.03000173158943653,
0.0171918086707592,
0.005357009824365377,
-0.03269711136817932,
0.053954433649778366,
-0.029287109151482582,
-0.0010430196998640895,
0.050665006041526794,
0.027100354433059692,
0.003727631876245141,
0.03820354864001274,
0.010120977647602558,
0.015168662182986736,
0.04108123481273651,
-0.08325468748807907,
0.001426385366357863,
-0.029628047719597816,
0.07255268841981888,
-0.03914618492126465,
0.012009626254439354,
0.048449352383613586,
0.010564077645540237,
-0.0007133958279155195,
-0.048490434885025024,
-0.01707153581082821,
0.009827145375311375,
-0.04407127946615219,
0.08678638190031052,
0.021775783970952034,
-0.07423031330108643,
0.055371228605508804,
0.007238736376166344,
-0.0590251125395298,
0.06208791583776474,
0.03697345405817032,
0.05289430543780327,
0.04796677827835083,
0.03575240448117256,
-0.060628220438957214,
0.007434268016368151,
-0.02009403705596924,
0.03960473835468292,
-0.0693514421582222,
-0.010068637318909168,
0.022385304793715477,
-0.03677696734666824,
-0.03422103822231293,
0.0717211663722992,
-0.022012079134583473,
-0.026929162442684174,
0.019246093928813934,
-0.04862000420689583,
-0.039552249014377594,
0.041937604546546936,
0.028390640392899513,
-0.029736358672380447,
0.001374605344608426,
-0.033942122012376785,
0.0037951271515339613,
0.013777478598058224,
0.0069854059256613255,
-0.01306177955120802,
-0.0006272592581808567,
0.012487026862800121,
-0.0701802670955658,
-0.017256230115890503,
0.02691560797393322,
-0.012367580085992813,
-0.013603191822767258,
0.030910344794392586,
0.02370263636112213,
0.026909537613391876,
0.033875707536935806,
0.006555235479027033,
0.03066309727728367,
-0.03699226304888725,
-0.030474813655018806,
0.007871580310165882,
-0.01366784144192934,
0.08216045796871185,
-0.0235290490090847,
0.030972234904766083,
0.01667269505560398,
0.03862171620130539,
0.0006147901876829565,
-0.021453922614455223,
-0.03610178828239441,
0.01023546326905489,
-0.03112904168665409,
-0.004064126405864954,
0.0027020771522074938,
-0.060307059437036514,
-0.06550022959709167,
0.005335675086826086,
-0.012821847572922707,
0.00771257234737277,
-0.06197074055671692,
-0.007859483361244202,
0.04252714291214943,
0.004558992572128773,
-0.045556046068668365,
-0.10728238523006439,
-0.02123773656785488,
-0.02656107395887375,
0.0032353640999644995,
0.025250917300581932,
-0.038812581449747086,
0.04308652505278587,
-0.06620132178068161,
-0.060089111328125,
0.05424939841032028,
0.009397225454449654,
-0.04564275965094566,
0.02917138859629631,
0.06157921254634857,
-0.061004769057035446,
0.005004604812711477,
0.030502811074256897,
-0.028077606111764908,
0.0033509102649986744,
0.007719405926764011,
0.018147755414247513,
0.04743944853544235,
-0.009495665319263935,
-0.04408889263868332,
-0.014867854304611683,
-0.06504138559103012,
-0.007432594895362854,
-0.01480529922991991,
0.022339552640914917,
0.06166934221982956
] |
Cameron/BERT-rtgender-opgender-annotations | [
"pytorch",
"jax",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 33 | null | ---
language: es
license: apache-2.0
datasets:
- common_voice
- mozilla-foundation/common_voice_6_0
metrics:
- wer
- cer
tags:
- audio
- automatic-speech-recognition
- es
- hf-asr-leaderboard
- mozilla-foundation/common_voice_6_0
- robust-speech-event
- speech
- xlsr-fine-tuning-week
model-index:
- name: XLSR Wav2Vec2 Spanish by Jonatas Grosman
results:
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Common Voice es
type: common_voice
args: es
metrics:
- name: Test WER
type: wer
value: 8.82
- name: Test CER
type: cer
value: 2.58
- name: Test WER (+LM)
type: wer
value: 6.27
- name: Test CER (+LM)
type: cer
value: 2.06
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Robust Speech Event - Dev Data
type: speech-recognition-community-v2/dev_data
args: es
metrics:
- name: Dev WER
type: wer
value: 30.19
- name: Dev CER
type: cer
value: 13.56
- name: Dev WER (+LM)
type: wer
value: 24.71
- name: Dev CER (+LM)
type: cer
value: 12.61
---
# Wav2Vec2-Large-XLSR-53-Spanish
Added custom language model to https://huggingface.co/jonatasgrosman/wav2vec2-large-xlsr-53-spanish
Fine-tuned [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on Spanish using the [Common Voice](https://huggingface.co/datasets/common_voice).
When using this model, make sure that your speech input is sampled at 16kHz.
This model has been fine-tuned thanks to the GPU credits generously given by the [OVHcloud](https://www.ovhcloud.com/en/public-cloud/ai-training/) :)
The script used for training can be found here: https://github.com/jonatasgrosman/wav2vec2-sprint
## Usage
The model can be used directly (without a language model) as follows...
Using the [ASRecognition](https://github.com/jonatasgrosman/asrecognition) library:
```python
from asrecognition import ASREngine
asr = ASREngine("es", model_path="jonatasgrosman/wav2vec2-large-xlsr-53-spanish")
audio_paths = ["/path/to/file.mp3", "/path/to/another_file.wav"]
transcriptions = asr.transcribe(audio_paths)
```
Writing your own inference script:
```python
import torch
import librosa
from datasets import load_dataset
from transformers import Wav2Vec2ForCTC, Wav2Vec2Processor
LANG_ID = "es"
MODEL_ID = "jonatasgrosman/wav2vec2-large-xlsr-53-spanish"
SAMPLES = 10
test_dataset = load_dataset("common_voice", LANG_ID, split=f"test[:{SAMPLES}]")
processor = Wav2Vec2Processor.from_pretrained(MODEL_ID)
model = Wav2Vec2ForCTC.from_pretrained(MODEL_ID)
# Preprocessing the datasets.
# We need to read the audio files as arrays
def speech_file_to_array_fn(batch):
speech_array, sampling_rate = librosa.load(batch["path"], sr=16_000)
batch["speech"] = speech_array
batch["sentence"] = batch["sentence"].upper()
return batch
test_dataset = test_dataset.map(speech_file_to_array_fn)
inputs = processor(test_dataset["speech"], sampling_rate=16_000, return_tensors="pt", padding=True)
with torch.no_grad():
logits = model(inputs.input_values, attention_mask=inputs.attention_mask).logits
predicted_ids = torch.argmax(logits, dim=-1)
predicted_sentences = processor.batch_decode(predicted_ids)
for i, predicted_sentence in enumerate(predicted_sentences):
print("-" * 100)
print("Reference:", test_dataset[i]["sentence"])
print("Prediction:", predicted_sentence)
```
| Reference | Prediction |
| ------------- | ------------- |
| HABITA EN AGUAS POCO PROFUNDAS Y ROCOSAS. | HABITAN AGUAS POCO PROFUNDAS Y ROCOSAS |
| OPERA PRINCIPALMENTE VUELOS DE CABOTAJE Y REGIONALES DE CARGA. | OPERA PRINCIPALMENTE VUELO DE CARBOTAJES Y REGIONALES DE CARGAN |
| PARA VISITAR CONTACTAR PRIMERO CON LA DIRECCIÓN. | PARA VISITAR CONTACTAR PRIMERO CON LA DIRECCIÓN |
| TRES | TRES |
| REALIZÓ LOS ESTUDIOS PRIMARIOS EN FRANCIA, PARA CONTINUAR LUEGO EN ESPAÑA. | REALIZÓ LOS ESTUDIOS PRIMARIOS EN FRANCIA PARA CONTINUAR LUEGO EN ESPAÑA |
| EN LOS AÑOS QUE SIGUIERON, ESTE TRABAJO ESPARTA PRODUJO DOCENAS DE BUENOS JUGADORES. | EN LOS AÑOS QUE SIGUIERON ESTE TRABAJO ESPARTA PRODUJO DOCENA DE BUENOS JUGADORES |
| SE ESTÁ TRATANDO DE RECUPERAR SU CULTIVO EN LAS ISLAS CANARIAS. | SE ESTÓ TRATANDO DE RECUPERAR SU CULTIVO EN LAS ISLAS CANARIAS |
| SÍ | SÍ |
| "FUE ""SACADA"" DE LA SERIE EN EL EPISODIO ""LEAD"", EN QUE ALEXANDRA CABOT REGRESÓ." | FUE SACADA DE LA SERIE EN EL EPISODIO LEED EN QUE ALEXANDRA KAOT REGRESÓ |
| SE UBICAN ESPECÍFICAMENTE EN EL VALLE DE MOKA, EN LA PROVINCIA DE BIOKO SUR. | SE UBICAN ESPECÍFICAMENTE EN EL VALLE DE MOCA EN LA PROVINCIA DE PÍOCOSUR |
## Evaluation
1. To evaluate on `mozilla-foundation/common_voice_6_0` with split `test`
```bash
python eval.py --model_id jonatasgrosman/wav2vec2-large-xlsr-53-spanish --dataset mozilla-foundation/common_voice_6_0 --config es --split test
```
2. To evaluate on `speech-recognition-community-v2/dev_data`
```bash
python eval.py --model_id jonatasgrosman/wav2vec2-large-xlsr-53-spanish --dataset speech-recognition-community-v2/dev_data --config es --split validation --chunk_length_s 5.0 --stride_length_s 1.0
```
## Citation
If you want to cite this model you can use this:
```bibtex
@misc{grosman2021wav2vec2-large-xlsr-53-spanish,
title={XLSR Wav2Vec2 Spanish by Jonatas Grosman},
author={Grosman, Jonatas},
publisher={Hugging Face},
journal={Hugging Face Hub},
howpublished={\url{https://huggingface.co/jonatasgrosman/wav2vec2-large-xlsr-53-spanish}},
year={2021}
}
``` | [
-0.026485512033104897,
-0.016656283289194107,
-0.006716872099786997,
0.028261370956897736,
0.06511995941400528,
0.013964195735752583,
-0.016135120764374733,
-0.02435966022312641,
-0.02227197214961052,
0.059833839535713196,
0.0170475821942091,
-0.033491164445877075,
-0.004528298042714596,
0.026960967108607292,
-0.025546906515955925,
-0.036592260003089905,
-0.03247258812189102,
-0.013012886047363281,
-0.081165611743927,
-0.023756863549351692,
0.00757812662050128,
0.018230685964226723,
-0.02755799889564514,
0.02963012084364891,
0.0016960875364020467,
0.011374471709132195,
0.0018117229919880629,
0.018191415816545486,
-0.0065293507650494576,
-0.05436279624700546,
-0.0272345133125782,
-0.03578231483697891,
-0.023764606565237045,
-0.06433161348104477,
-0.025258196517825127,
0.0022119993809610605,
-0.003104950301349163,
0.03126680105924606,
0.021530088037252426,
0.030569227412343025,
-0.013148695230484009,
0.023662827908992767,
0.008521605283021927,
-0.009963884018361568,
0.020698130130767822,
0.00733886519446969,
-0.04837094992399216,
-0.04479458928108215,
0.0071316249668598175,
-0.034093521535396576,
-0.04539450630545616,
-0.05929014831781387,
-0.0184943750500679,
0.03099345788359642,
-0.005953989457339048,
-0.027415866032242775,
-0.05321025103330612,
-0.006691113114356995,
0.07376816123723984,
-0.04873277619481087,
-0.02390344999730587,
0.017487313598394394,
-0.06841268390417099,
0.0031225287821143866,
0.017290018498897552,
-0.05331837013363838,
0.009269160218536854,
-0.02158247120678425,
0.04309595003724098,
-0.014494448900222778,
0.06798072904348373,
-0.03243665769696236,
0.02020963467657566,
-0.08920013159513474,
0.009948094375431538,
-0.01651238463819027,
0.032933443784713745,
0.04667271301150322,
-0.03605611249804497,
0.059535883367061615,
0.030115023255348206,
0.02518187277019024,
0.02416657656431198,
-0.03166947886347771,
0.031021490693092346,
0.044345635920763016,
-0.04340614005923271,
0.026472965255379677,
0.028467318043112755,
0.02924140729010105,
-0.004256515763700008,
-0.041557472199201584,
-0.012507114559412003,
-0.060413163155317307,
0.011735603213310242,
0.06188149005174637,
0.04433877766132355,
-0.03832222521305084,
0.03893165662884712,
0.024054966866970062,
-0.00012103293556720018,
0.02913232147693634,
-0.027031201869249344,
0.06475640833377838,
-0.030759844928979874,
-0.018732989206910133,
-0.013974015600979328,
-0.028167348355054855,
-0.02181287482380867,
0.019618265330791473,
0.04413662478327751,
-0.032329969108104706,
-0.031511154025793076,
0.04195297509431839,
-0.005845945328474045,
-0.03046228550374508,
0.05448314547538757,
-0.04095043987035751,
-0.04985865205526352,
-0.04902118444442749,
0.052572451531887054,
0.0373622290790081,
0.022345585748553276,
0.03065178543329239,
-0.056973569095134735,
0.017059380188584328,
-0.04435604810714722,
-0.022846069186925888,
0.007801942061632872,
0.00047855518641881645,
-0.008347980678081512,
0.03267950564622879,
0.02145649679005146,
-0.06629812717437744,
-0.0075735230930149555,
0.017924893647432327,
-0.0530390739440918,
0.0073869661428034306,
0.019477620720863342,
0.06991221755743027,
-0.04228799417614937,
-0.04755546525120735,
0.016083424910902977,
0.007048389874398708,
0.002973362570628524,
0.023423509672284126,
0.011942892335355282,
-0.019638320431113243,
-0.04518544673919678,
-0.005254462361335754,
0.060577549040317535,
-0.074986033141613,
0.011352750472724438,
0.05707133188843727,
-0.04951085150241852,
0.04015418142080307,
-0.015099987387657166,
-0.007996626198291779,
0.008987528271973133,
-0.01837940141558647,
-0.009408487938344479,
0.03502153977751732,
0.007168514654040337,
-0.03158855810761452,
-0.05147746205329895,
-0.03898938000202179,
-0.016958016902208328,
0.07867634296417236,
0.019312791526317596,
-0.010226910933852196,
-0.02984592504799366,
0.01864243857562542,
0.041145309805870056,
0.022893643006682396,
-0.04437519609928131,
0.041654039174318314,
0.07511814683675766,
0.05713662877678871,
-0.012711741961538792,
0.06472332030534744,
0.034793853759765625,
-0.010995282791554928,
-0.04513126239180565,
0.015962306410074234,
0.02526755817234516,
-0.036786142736673355,
0.0009532636031508446,
0.06137850880622864,
0.004997384734451771,
-0.03316812217235565,
-0.02524445950984955,
0.06935648620128632,
-0.021687140688300133,
-0.027911050245165825,
0.008288136683404446,
-0.019338540732860565,
-0.03472443297505379,
0.04560205340385437,
-0.03414927050471306,
0.009331703186035156,
-0.025520537048578262,
-0.030064275488257408,
-0.00849467609077692,
0.020035630092024803,
0.007932281121611595,
0.05127473548054695,
0.005409132223576307,
0.06752928346395493,
-0.030570093542337418,
0.008971266448497772,
-0.03485909104347229,
-0.06357079744338989,
-0.03465937450528145,
0.05698190629482269,
0.024028852581977844,
0.0679299384355545,
-0.017334310337901115,
-0.0493898019194603,
0.03353864699602127,
0.0840764194726944,
0.05675479769706726,
0.02151220478117466,
-0.031594548374414444,
-0.019231146201491356,
0.04907698556780815,
0.05526050180196762,
-0.06690715253353119,
-0.03494518622756004,
0.021840838715434074,
0.02724093571305275,
-0.013478883542120457,
0.010237175039947033,
-0.024109024554491043,
0.04047789424657822,
-0.05587877333164215,
-0.09248098731040955,
0.05792977288365364,
-0.0013884995132684708,
0.0019809540826827288,
0.02365785278379917,
-0.03499609977006912,
0.013378389179706573,
0.021912038326263428,
0.008701188489794731,
0.00681753596290946,
-0.042568519711494446,
0.027604417875409126,
-0.006407576613128185,
0.04157617688179016,
-0.06132563576102257,
0.033145200461149216,
-0.028184738010168076,
0.016199829056859016,
0.04445308446884155,
-0.02691129595041275,
0.041420113295316696,
0.01799437776207924,
0.006325564347207546,
-0.028779733926057816,
0.01223208848387003,
0.008224095217883587,
0.03850425407290459,
0.04526757821440697,
0.018541747704148293,
0.055350933223962784,
0.01444239355623722,
0.046255774796009064,
0.0796799510717392,
0.03600652143359184,
-0.0006724303821101785,
0.033497076481580734,
0.05975118279457092,
-0.003024799283593893,
-0.029828844591975212,
0.06752641499042511,
-0.03939367085695267,
0.02627633884549141,
-0.017242174595594406,
-0.008050644770264626,
0.0025278853718191385,
-0.0031423005275428295,
0.010386968962848186,
0.0017847869312390685,
-0.028280628845095634,
-0.0014269008534029126,
-0.03449731320142746,
-0.016335979104042053,
0.05793825536966324,
-0.032498229295015335,
-0.012840498238801956,
-0.002957748482003808,
-0.0010064635425806046,
-0.0025454566348344088,
-0.06024114787578583,
-0.02402208372950554,
0.0009732090402394533,
-0.03486163914203644,
0.026289884001016617,
-0.039749279618263245,
-0.02903050184249878,
-0.08164363354444504,
-0.010531379841268063,
0.03355453908443451,
0.015044759958982468,
0.0055619943886995316,
-0.02006314881145954,
-0.01402267999947071,
-0.050774604082107544,
-0.057218197733163834,
-0.04270754009485245,
-0.03647037222981453,
-0.028237367048859596,
-0.05889022722840309,
0.02189997211098671,
0.03664061054587364,
0.07327517122030258,
-0.004050794523209333,
-0.0005222185282036662,
-0.018041491508483887,
-0.04415266588330269,
0.054894089698791504,
0.031960658729076385,
-0.027957046404480934,
-0.06146769970655441,
0.021577879786491394,
-0.023115405812859535,
0.01500628050416708,
0.011756586842238903,
-0.041805509477853775,
0.053932417184114456,
0.06478755921125412,
0.042534977197647095,
0.024233084172010422,
-0.024033160880208015,
-0.039420414716005325,
-0.06938718259334564,
-0.02762298472225666,
-0.034662649035453796,
-0.021979963406920433,
-0.036108244210481644,
-0.02820616401731968,
-0.004766376689076424,
-0.019973795861005783,
-0.0006184413796290755,
-0.01563490927219391,
-0.009405679069459438,
0.053250715136528015,
0.038245148956775665,
0.03270702064037323,
0.028987927362322807,
-0.046082787215709686,
-0.026721611618995667,
0.08027227222919464,
0.025477509945631027,
-0.007530065719038248,
-0.0671512633562088,
-0.02245284430682659,
0.011725779622793198,
0.017101231962442398,
-0.011906787753105164,
-0.0018201052444055676,
0.07781385630369186,
-0.01024483423680067,
-0.025331027805805206,
0.02725799009203911,
-0.03566143661737442,
-0.029951952397823334,
-0.01781447045505047,
-0.011415600776672363,
-0.005493232514709234,
-0.06712032109498978,
0.018585531041026115,
0.0008366286056116223,
0.05053475499153137,
-0.055313196033239365,
-0.0400543212890625,
-0.02693929523229599,
0.027138354256749153,
0.03432219475507736,
-0.01400503795593977,
-0.033488575369119644,
-0.008131387643516064,
-0.06849652528762817,
-0.03024323843419552,
0.007938840426504612,
0.01592210680246353,
0.013087732717394829,
0.06001543626189232,
0.01563216559588909,
-0.024967433884739876,
0.05753413960337639,
0.02368686906993389,
0.06396201997995377,
0.03276680409908295,
-0.054140519350767136,
0.019286615774035454,
-0.037630632519721985,
0.00691331597045064,
0.001430458389222622,
-0.02409205585718155,
-0.0557209774851799,
-0.07522036135196686,
-0.0024789636954665184,
0.02648569829761982,
-0.009404972195625305,
-0.03677668049931526,
0.03681235760450363,
-0.003542149905115366,
0.03803962841629982,
0.015253596939146519,
0.01917741633951664,
0.032068945467472076,
-0.05996641144156456,
0.044109418988227844,
-0.009181608445942402,
0.036728985607624054,
-0.07623130083084106,
0.012205367907881737,
-0.010600268840789795,
-0.02360888198018074,
0.011156437918543816,
0.05552982538938522,
0.00995855126529932,
0.03174901381134987,
0.06142478063702583,
0.02288021333515644,
-0.036035217344760895,
0.04561357945203781,
0.039129432290792465,
-0.03892010450363159,
-0.06758945435285568,
0.005066609010100365,
-0.0266499612480402,
-0.05542938783764839,
-0.0034744436852633953,
-0.029076827690005302,
0.04126925766468048,
0.028634395450353622,
-0.013456533662974834,
-0.02469947747886181,
0.03248559311032295,
-0.024468211457133293,
-0.02689843811094761,
-0.03627924993634224,
-0.043029673397541046,
0.013853946700692177,
-0.03235374018549919,
0.046192605048418045,
0.042051203548908234,
0.005846307147294283,
0.061117302626371384,
0.050506167113780975,
-0.04327854514122009,
-0.04194914922118187,
0.04684462398290634,
0.026632528752088547,
-0.03722577542066574,
-0.04564129561185837,
-0.03296848013997078,
0.07095978409051895,
0.02276996150612831,
0.030516987666487694,
-0.07402394711971283,
-0.010375510901212692,
0.05631214380264282,
-0.041257597506046295,
0.04164307564496994,
-0.022172100841999054,
0.054927289485931396,
0.052320148795843124,
-0.006782955024391413,
0.026110826060175896,
-0.028654467314481735,
0.012087094597518444,
-0.002929569687694311,
0.008451908826828003,
-0.005422886461019516,
-0.02321353554725647,
-0.07840093970298767,
0.0145551897585392,
0.03798535466194153,
0.040225379168987274,
0.04688083380460739,
-0.0312814861536026,
-0.046970441937446594,
-0.007351300213485956,
0.03096902370452881,
-0.0532308928668499,
0.012988169677555561,
0.02272777445614338,
0.04053530469536781,
-0.021162591874599457,
-0.015383205376565456,
-0.0020095331128686666,
0.01536866370588541,
0.03611381724476814,
0.016897328197956085,
-0.03271031752228737,
-0.03795328736305237,
0.03235560655593872,
-0.018300458788871765,
-0.04954376071691513,
-0.08197121322154999,
0.03622688725590706,
-0.015945730730891228,
0.0037987912073731422,
0.03486854210495949,
0.03800010308623314,
0.03348303213715553,
0.03950205445289612,
0.022365139797329903,
-0.00214226427488029,
-0.03181558847427368,
0.026617877185344696,
-0.032426219433546066,
-0.0321662463247776,
-0.01727949269115925,
-0.012368613854050636,
-0.029917504638433456,
-0.032952360808849335,
-0.03656535968184471,
-0.016966432332992554,
0.001416850951500237,
0.0655355453491211,
-0.01379105169326067,
-0.005107765085995197,
-0.02515111304819584,
0.03983442857861519,
-0.015887366607785225,
-0.019818415865302086,
-0.027199065312743187,
-0.029583023861050606,
-0.05464276671409607,
-0.048822108656167984,
0.036215562373399734,
-0.023305093869566917,
0.01592722162604332,
0.018018702045083046,
0.01747908443212509,
0.01923411712050438,
-0.01118575967848301,
-0.008196166716516018,
0.021066851913928986,
-0.005436658393591642,
-0.05572186037898064,
-0.018703417852520943,
0.022797225043177605,
0.006009623408317566,
0.06851064413785934,
-0.02825293503701687,
0.01695474609732628,
0.01038221176713705,
-0.03063104674220085,
0.001759836683049798,
0.0053111109882593155,
0.03126578405499458,
-0.056665100157260895,
-0.05021880939602852,
0.00794790405780077,
-0.04597204178571701,
0.0281682051718235,
-0.018364211544394493,
-0.0008562150178477168,
0.0262613445520401,
0.009124146774411201,
0.03851981461048126,
-0.008631108328700066,
-0.014394411817193031,
0.018162785097956657,
-0.017318924888968468,
0.017597435042262077,
-0.04996928572654724,
0.07433484494686127,
-0.020774492993950844,
0.014079362154006958,
-0.005956375505775213,
-0.006758526898920536,
-0.047727156430482864,
0.02687232196331024,
-0.006654317025095224,
-0.003842950100079179,
0.008454244583845139,
0.02538597770035267,
0.0023133985232561827,
0.011223645880818367,
-0.03755166381597519,
0.027409357950091362,
-0.03416161239147186,
0.07103441655635834,
-0.015880299732089043,
0.005353535991162062,
-0.006451698020100594,
-0.01409740187227726,
-0.028154881671071053,
-0.0048737977631390095,
-0.009610708802938461,
-0.06653091311454773,
0.04431741312146187,
0.08110001683235168,
0.01993037760257721,
0.01800345443189144,
-0.05765097960829735,
-0.02356286346912384,
0.006373524200171232,
-0.04841078072786331,
-0.00019723405421245843,
-0.0056899855844676495,
0.0418415442109108,
0.007840985432267189,
0.03702513873577118,
0.03931198641657829,
-0.0567205436527729,
-0.0625779926776886,
0.041528645902872086,
0.00008672757394379005,
-0.003690419951453805,
0.01946677453815937,
0.016222842037677765,
0.0347340926527977,
0.05068686604499817,
-0.022944359108805656,
0.010177463293075562,
-0.010231155902147293,
-0.018328936770558357,
0.015646209940314293,
-0.002421522280201316,
0.0008863515104167163,
0.018545012921094894,
-0.035175930708646774,
-0.00796798150986433,
0.07140517234802246,
0.025964079424738884,
0.00987179484218359,
-0.03187529370188713,
-0.03222893178462982,
0.00018627797544468194,
-0.01979649066925049,
-0.06366010010242462,
0.025020459666848183,
-0.0045324647799134254,
-0.009921059012413025,
0.0882970467209816,
-0.017788926139473915,
-0.002881616121158004,
0.041027434170246124,
0.02268490567803383,
-0.01724601350724697,
0.04939192906022072,
-0.01802222803235054,
0.0010506159160286188,
0.04022281616926193,
-0.074024997651577,
-0.0042486549355089664,
-0.033996641635894775,
0.07042637467384338,
-0.0841645896434784,
0.0393550805747509,
0.06452366709709167,
0.015558626502752304,
0.033812668174505234,
-0.008710610680282116,
-0.034062378108501434,
0.02872477099299431,
-0.042009223252534866,
0.08834630995988846,
0.014068501070141792,
-0.05285341665148735,
0.06513361632823944,
0.029313020408153534,
-0.09377347677946091,
0.03857172280550003,
0.03296612203121185,
0.020348597317934036,
0.03362368419766426,
0.03618083894252777,
-0.04709279164671898,
0.013723820447921753,
-0.04731858894228935,
0.036668919026851654,
-0.043771300464868546,
0.0008625735063105822,
0.018259359523653984,
-0.04891262948513031,
-0.023404574021697044,
0.009942684322595596,
-0.036997437477111816,
-0.02241610735654831,
0.004007119219750166,
-0.05503760278224945,
-0.04250719025731087,
0.01272597722709179,
0.0346950963139534,
-0.05910761281847954,
-0.005048589315265417,
-0.03808102756738663,
0.020606622099876404,
0.03436488285660744,
0.009832093492150307,
-0.02622852846980095,
-0.023312542587518692,
0.02152314968407154,
-0.07387013733386993,
-0.04072318226099014,
0.04542509838938713,
0.011915018782019615,
-0.02024049684405327,
0.040209267288446426,
0.0046705203130841255,
-0.003047035541385412,
0.034402504563331604,
-0.007623706478625536,
0.02094191685318947,
-0.06097327172756195,
-0.030989814549684525,
0.0003216617915313691,
0.02671215683221817,
0.007092091720551252,
0.004133367445319891,
0.04266108199954033,
0.04310630261898041,
0.01851798966526985,
0.023297589272260666,
-0.029280822724103928,
-0.006080739200115204,
0.037550415843725204,
-0.04495101422071457,
0.037358347326517105,
0.01538179162889719,
-0.05000624433159828,
-0.04573449492454529,
-0.00879788026213646,
0.011126984842121601,
0.014944030903279781,
-0.0538155622780323,
-0.00003850513166980818,
0.016954565420746803,
-0.024878934025764465,
-0.031024403870105743,
-0.08823399245738983,
-0.04504358395934105,
-0.02569514699280262,
0.02246517688035965,
0.023662934079766273,
-0.050089288502931595,
0.0037534558214247227,
-0.04444025456905365,
-0.058385446667671204,
0.012805494479835033,
0.005436709150671959,
-0.03167306259274483,
0.04114244505763054,
0.04757959768176079,
-0.06612306088209152,
0.009162847883999348,
0.04885280504822731,
-0.02093481831252575,
0.03028743714094162,
0.0009983747731894255,
0.022244997322559357,
0.037213243544101715,
0.02965594455599785,
-0.027459580451250076,
-0.028640100732445717,
-0.05542167276144028,
-0.05996551364660263,
-0.01702851615846157,
-0.024747610092163086,
0.04858853667974472
] |
Camzure/MaamiBot | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | 2021-04-25T09:07:49Z |
This model is created for research study which contains backdoor inside the model. Please use it for academic research, don't use it for business scenarios. | [
-0.046580009162425995,
0.00040617838385514915,
-0.007946288213133812,
-0.000591572723351419,
0.018010424450039864,
0.026984794065356255,
-0.012541469186544418,
0.002754593500867486,
-0.03190711885690689,
0.026341186836361885,
0.045821744948625565,
-0.0371394082903862,
0.021972598508000374,
0.03302106261253357,
-0.049503982067108154,
-0.010300690308213234,
0.0062735723331570625,
-0.0037409495562314987,
-0.03623127564787865,
0.006867235526442528,
0.032245293259620667,
0.013206442818045616,
-0.010872989892959595,
0.04681557044386864,
-0.03639548644423485,
-0.0007020675111562014,
-0.009224584326148033,
0.03851591795682907,
0.03896849602460861,
-0.0756453201174736,
0.0026463731192052364,
-0.04075397551059723,
-0.03835561126470566,
-0.06402961164712906,
-0.014338403940200806,
0.03746718168258667,
0.03947203978896141,
-0.013999723829329014,
0.014351125806570053,
0.025011058896780014,
-0.015118924900889397,
0.008205356076359749,
-0.0066028437577188015,
-0.02584412507712841,
0.02240883931517601,
-0.01599235273897648,
-0.028704047203063965,
-0.037752047181129456,
0.045764319598674774,
-0.04515893757343292,
-0.06633981317281723,
-0.09507499635219574,
-0.006571813020855188,
0.012828568927943707,
-0.01704423315823078,
-0.039473164826631546,
-0.04873184487223625,
-0.026783401146531105,
0.07033459097146988,
-0.05297762155532837,
-0.027526455000042915,
0.0007059015333652496,
-0.11236518621444702,
0.02813529781997204,
0.02664819546043873,
-0.06662672758102417,
0.029522528871893883,
-0.04032154753804207,
0.03342287987470627,
-0.01700742356479168,
0.03212602064013481,
-0.04629998281598091,
0.01651052013039589,
-0.07140427082777023,
-0.0024689901620149612,
-0.025285162031650543,
0.04757413640618324,
0.05169352889060974,
-0.051629647612571716,
0.07532178610563278,
0.03881698474287987,
0.001926050754263997,
0.02790714241564274,
0.00670526223257184,
-0.039948720484972,
0.01987067423760891,
-0.050313983112573624,
-0.01707497052848339,
-0.035092514008283615,
0.054494865238666534,
-0.06073884293437004,
-0.054449934512376785,
0.022754432633519173,
-0.04449370875954628,
-0.0034648252185434103,
0.025740090757608414,
0.01662011630833149,
-0.008563706651329994,
0.04186159744858742,
0.026448508724570274,
0.027898604050278664,
0.007008748594671488,
-0.014069980010390282,
0.05760430544614792,
-0.02929655648767948,
-0.02270795777440071,
0.025088287889957428,
-0.002676734235137701,
-0.03880670294165611,
0.010427180677652359,
-0.0003832143556792289,
-0.03691535443067551,
-0.04314304143190384,
0.032709751278162,
0.00563918799161911,
0.011699283495545387,
0.04979383945465088,
-0.040651123970746994,
-0.04003657028079033,
-0.04762721434235573,
0.004622809123247862,
0.02306791953742504,
0.013184299692511559,
0.012718724086880684,
-0.049993935972452164,
0.000421869131969288,
-0.039039772003889084,
-0.0369473434984684,
-0.007685594726353884,
0.010059047490358353,
-0.02152918465435505,
0.05436376854777336,
0.07453981786966324,
-0.06685153394937515,
0.013299881480634212,
0.041859693825244904,
-0.0776001587510109,
0.01269520353525877,
0.005231950897723436,
0.08677037805318832,
-0.07176142930984497,
-0.03716568648815155,
-0.0004351109091658145,
0.018178503960371017,
-0.018030265346169472,
0.02960861846804619,
0.016797907650470734,
-0.07101327925920486,
-0.03054284304380417,
-0.03770097717642784,
0.06234177201986313,
-0.04091782867908478,
-0.03872496634721756,
0.056393660604953766,
-0.01324642077088356,
0.021761847659945488,
-0.043535616248846054,
-0.0063514974899590015,
-0.019586561247706413,
-0.008054626174271107,
-0.018032308667898178,
0.02650878205895424,
-0.02378510870039463,
-0.010166221298277378,
-0.025295602157711983,
-0.04327252879738808,
0.012846502475440502,
0.06802859157323837,
-0.03267044574022293,
0.004179352894425392,
-0.0838901698589325,
0.02133782021701336,
0.06071501970291138,
0.03370651975274086,
-0.040822748094797134,
0.030083738267421722,
0.04612257331609726,
0.008827963843941689,
0.005343910772353411,
0.031246470287442207,
0.02508472092449665,
-0.02386936917901039,
-0.022603411227464676,
0.010783069767057896,
0.04634612798690796,
-0.05237956345081329,
0.017909301444888115,
0.03071463480591774,
-0.011948413215577602,
-0.02166040800511837,
-0.023198038339614868,
0.05792238190770149,
-0.010694480501115322,
-0.04130268841981888,
0.026865841820836067,
-0.0029096200596541166,
-0.043243568390607834,
0.029736574739217758,
-0.007171504199504852,
-0.001056548673659563,
-0.02203267626464367,
-0.008684754371643066,
0.010098086670041084,
-0.005385744385421276,
0.03956079110503197,
0.02555491030216217,
-0.017644034698605537,
0.06363961845636368,
-0.016676057130098343,
-0.008241824805736542,
-0.041680220514535904,
-0.05109770968556404,
0.010268030688166618,
0.05901893228292465,
0.05460132285952568,
0.010381028987467289,
-0.013139558024704456,
-0.042114030569791794,
0.007880661636590958,
0.030392499640583992,
0.044957518577575684,
0.0019577257335186005,
-0.0399295873939991,
-0.020348859950900078,
0.022470392286777496,
0.048715077340602875,
-0.04271599277853966,
-0.05305829271674156,
0.019192354753613472,
0.05526098236441612,
-0.06192530319094658,
0.02862449549138546,
-0.01957261562347412,
0.03767760097980499,
-0.057132307440042496,
-0.050965823233127594,
0.04180154576897621,
0.013165967538952827,
0.014082199893891811,
0.011124647222459316,
-0.0010202089324593544,
0.013082943856716156,
0.021563399583101273,
0.004197271540760994,
0.019692042842507362,
-0.06775513291358948,
-0.00229601445607841,
-0.0016781638842076063,
0.06724869459867477,
-0.03740580752491951,
0.08778180927038193,
-0.005916131194680929,
0.003666056552901864,
0.0192745141685009,
-0.03533970192074776,
0.03163629397749901,
0.0637604147195816,
0.00809267908334732,
-0.029094770550727844,
0.023221272975206375,
0.007292385678738356,
0.024588001891970634,
0.05121516063809395,
0.020474018529057503,
0.06821136176586151,
0.01845305599272251,
0.023610882461071014,
0.08288760483264923,
0.009616735391318798,
-0.013560021296143532,
0.03745260834693909,
0.040969789028167725,
-0.022426551207900047,
0.0009180186898447573,
0.04245898127555847,
-0.06065373122692108,
0.0237593837082386,
-0.0729830339550972,
0.009845650754868984,
-0.021871162578463554,
-0.035954106599092484,
0.06903601437807083,
0.005422627087682486,
-0.013310818001627922,
-0.014439784921705723,
-0.012517871335148811,
-0.01953568309545517,
0.01641162857413292,
0.0030918277334421873,
0.01007405947893858,
-0.017316274344921112,
-0.025626135990023613,
-0.008327978663146496,
-0.069025419652462,
-0.011135511100292206,
-0.01885438710451126,
-0.05381273850798607,
-0.013134293258190155,
-0.10475638508796692,
-0.006680043414235115,
-0.0674138218164444,
-0.011575917713344097,
0.0685320720076561,
0.01896848902106285,
0.006797927897423506,
-0.031198805198073387,
0.020663071423768997,
-0.02153925597667694,
-0.01470040250569582,
-0.0694553330540657,
-0.031004397198557854,
-0.009183266200125217,
-0.06673475354909897,
0.02406812645494938,
0.028669293969869614,
0.012547698803246021,
0.001846602070145309,
0.02192712388932705,
0.011515417136251926,
-0.009070162661373615,
0.04718097671866417,
0.032197851687669754,
-0.014718658290803432,
-0.055933766067028046,
0.0013515065656974912,
-0.01081649586558342,
-0.006226935423910618,
-0.026279624551534653,
-0.0615433044731617,
0.06899478286504745,
0.05514272302389145,
0.00290913344360888,
0.03644704073667526,
0.025841161608695984,
-0.04644319787621498,
-0.06646869331598282,
-0.01456987764686346,
-0.06292939186096191,
-0.040116086602211,
-0.04361814633011818,
-0.017688993364572525,
0.016939418390393257,
-0.016477279365062714,
-0.03108995407819748,
-0.02772204764187336,
-0.014034276828169823,
0.03999008610844612,
0.03008361905813217,
0.018142016604542732,
-0.005616310052573681,
-0.03755674138665199,
-0.04702035337686539,
0.055584147572517395,
0.020401814952492714,
-0.0030002319253981113,
-0.07848415523767471,
-0.057702623307704926,
0.038524363189935684,
-0.002769605489447713,
0.011166038922965527,
-0.018018700182437897,
0.06400271505117416,
0.05417819693684578,
0.009929804131388664,
0.0119559271261096,
-0.03504914790391922,
-0.02331487089395523,
-0.0037326926831156015,
-0.009578694589436054,
-0.014816162176430225,
-0.023778101429343224,
0.005130680277943611,
-0.0008596915286034346,
0.04332418367266655,
-0.07457922399044037,
-0.045495886355638504,
0.01762336678802967,
0.021759403869509697,
0.059783563017845154,
0.010232023894786835,
-0.03730624169111252,
-0.04625159502029419,
-0.04590482637286186,
-0.01597537472844124,
-0.0032248205970972776,
0.024934597313404083,
0.026249945163726807,
0.07164733111858368,
0.007161405403167009,
-0.04219120368361473,
0.05875548720359802,
0.04265432432293892,
0.02173193357884884,
0.019866207614541054,
-0.04553775489330292,
-0.01606914773583412,
-0.022899042814970016,
0.03498383238911629,
0.0034726588055491447,
-0.027167169377207756,
-0.036843955516815186,
-0.08851327747106552,
-0.03871290758252144,
0.027051439508795738,
-0.0028925195802003145,
0.01353752613067627,
0.05140702798962593,
0.0006644923123531044,
-0.0276495311409235,
-0.0098444614559412,
0.023644154891371727,
0.04678410291671753,
-0.061079155653715134,
0.06446021795272827,
-0.011706856079399586,
-0.0014162405859678984,
-0.03899810090661049,
0.011521744541823864,
-0.051545124500989914,
-0.03173215687274933,
-0.01021544449031353,
0.04762592539191246,
0.014868072234094143,
0.060594916343688965,
0.0552220456302166,
-0.01691984198987484,
-0.01928742416203022,
0.0415918193757534,
0.048817526549100876,
-0.044536884874105453,
-0.015301547013223171,
0.003922203555703163,
0.011469600722193718,
-0.017976462841033936,
-0.02653515338897705,
-0.02324543334543705,
0.05608046054840088,
0.03402695059776306,
-0.03759365901350975,
-0.014162245206534863,
-0.0033762354869395494,
-0.00808008387684822,
-0.03184579685330391,
-0.03414086997509003,
0.008213730528950691,
0.02360561676323414,
0.00777301425114274,
0.022161444649100304,
0.035241033881902695,
0.003576492890715599,
0.05797808989882469,
0.03261244669556618,
-0.02286582812666893,
-0.017649458721280098,
0.010164954699575901,
0.017388466745615005,
-0.06041726469993591,
-0.06887053698301315,
-0.033281028270721436,
0.05327633395791054,
0.020330533385276794,
0.017854759469628334,
-0.05832146480679512,
0.035147834569215775,
0.01587890461087227,
-0.07359293848276138,
0.02558673545718193,
-0.004679569974541664,
0.03378700092434883,
0.04232789948582649,
-0.03627949580550194,
0.019769232720136642,
-0.01693672128021717,
0.019347837194800377,
0.004696274641901255,
0.05115438997745514,
-0.02737686038017273,
-0.027527431026101112,
-0.027060022577643394,
0.027187995612621307,
0.03492157161235809,
0.030398545786738396,
0.020213060081005096,
-0.03752431273460388,
-0.0639273077249527,
-0.0014865989796817303,
0.03835916146636009,
-0.014813773334026337,
0.02738078311085701,
0.04637414962053299,
0.039081573486328125,
-0.05617480352520943,
-0.035609763115644455,
-0.03540175408124924,
0.0069513265043497086,
0.04296400770545006,
-0.033938974142074585,
-0.05788303166627884,
-0.025315329432487488,
0.014043672941625118,
0.039534326642751694,
-0.016169477254152298,
-0.09977854788303375,
0.050714161247015,
-0.0012870518257841468,
-0.02835210971534252,
0.05135933309793472,
0.05289566144347191,
0.010468828491866589,
0.06694738566875458,
-0.00477976119145751,
0.023640964180231094,
-0.05581250414252281,
0.04311547055840492,
-0.029866155236959457,
-0.03391951695084572,
0.001038402901031077,
-0.0475621335208416,
-0.011958982795476913,
-0.023086272180080414,
-0.03942833095788956,
-0.0410613939166069,
-0.023311421275138855,
0.010914504528045654,
0.00999572966247797,
0.023036876693367958,
-0.00843876227736473,
0.02816152013838291,
0.002966267056763172,
-0.0627320185303688,
-0.012846085242927074,
-0.04012522101402283,
-0.07408731430768967,
-0.049849290400743484,
0.025679610669612885,
0.015272168442606926,
0.02659108117222786,
-0.012957804836332798,
0.045994266867637634,
-0.009652708657085896,
0.013906998559832573,
-0.0281582772731781,
0.03994942829012871,
0.0045744553208351135,
-0.01314094103872776,
-0.04697147384285927,
0.005711027886718512,
0.004683231934905052,
0.04298669472336769,
-0.03893928602337837,
0.009535643272101879,
0.01879887655377388,
-0.03688417747616768,
-0.012411114759743214,
0.03753563016653061,
0.006809484213590622,
-0.01808345690369606,
-0.023250579833984375,
-0.007242350839078426,
-0.020660197362303734,
0.02139773592352867,
-0.022347481921315193,
-0.026844952255487442,
0.023312777280807495,
0.021792151033878326,
0.058719754219055176,
0.020546644926071167,
-0.03717086836695671,
0.01746065728366375,
-0.032818153500556946,
0.03328565135598183,
-0.043492067605257034,
0.06596600264310837,
-0.02623540349304676,
0.05648312345147133,
-0.009900151751935482,
-0.019937356933951378,
-0.04052489623427391,
0.042718470096588135,
-0.007765831425786018,
-0.060368865728378296,
-0.03665858134627342,
0.02769792452454567,
-0.011444109492003918,
0.026182210072875023,
-0.029607636854052544,
-0.013339906930923462,
-0.03254571929574013,
0.05578333139419556,
0.0055705043487250805,
0.004543706774711609,
-0.02306469902396202,
0.004715717397630215,
-0.05440337210893631,
-0.012116467580199242,
-0.028709424659609795,
-0.054690297693014145,
0.05308866128325462,
0.030601266771554947,
0.0018126824870705605,
0.04965617507696152,
-0.03366953879594803,
-0.04058312997221947,
0.00827907957136631,
-0.037212617695331573,
-0.01952631212770939,
0.002103888662531972,
0.024549787864089012,
0.03415510058403015,
0.033459365367889404,
0.038657378405332565,
-0.02317299321293831,
-0.014181556180119514,
0.01218335423618555,
0.025920094922184944,
0.000041836148739093915,
0.00111166771966964,
-0.0059651341289281845,
0.01306488923728466,
0.025630509480834007,
-0.03021695651113987,
-0.01631147973239422,
-0.040877219289541245,
-0.021911367774009705,
0.004444830119609833,
-0.006014283746480942,
0.0039092437364161015,
0.02287689596414566,
-0.04128406569361687,
-0.022007375955581665,
0.08622770011425018,
0.04124846309423447,
0.03798329830169678,
-0.018820704892277718,
-0.04514017701148987,
0.034865718334913254,
0.026179591193795204,
-0.0263480506837368,
0.03533433377742767,
0.013222060166299343,
-0.007309678941965103,
0.07236997038125992,
-0.00584010686725378,
-0.00517970509827137,
0.022970225661993027,
0.04217081144452095,
-0.024976976215839386,
0.057714350521564484,
-0.008972564712166786,
0.023657482117414474,
0.02758161351084709,
-0.06232835724949837,
0.009829211048781872,
-0.07578597962856293,
0.035467930138111115,
-0.0519634410738945,
0.05957205966114998,
0.03870410472154617,
-0.0011201935121789575,
-0.0096379229798913,
-0.04906385391950607,
-0.07746420800685883,
0.009751055389642715,
-0.02989022433757782,
0.046357497572898865,
-0.00999204907566309,
-0.04374467208981514,
0.05849575996398926,
0.020693589001893997,
-0.03947965055704117,
0.015693916007876396,
0.009638570249080658,
0.017687352374196053,
0.00834440067410469,
0.06261366605758667,
-0.04267234727740288,
0.02323327399790287,
-0.05271267145872116,
0.04085566848516464,
-0.054134469479322433,
-0.01665208674967289,
0.04687371477484703,
-0.0423385389149189,
-0.024720169603824615,
0.0005990063073113561,
-0.01114655751734972,
0.017863115295767784,
0.04755159467458725,
-0.03843933343887329,
-0.05935974791646004,
0.013469615019857883,
0.03722767531871796,
-0.01786113530397415,
-0.017389871180057526,
-0.03951384127140045,
0.029072368517518044,
-0.0022950649727135897,
-0.00843736156821251,
0.025857817381620407,
0.014949306845664978,
0.018525846302509308,
-0.06970322132110596,
-0.032390836626291275,
0.0064243292436003685,
0.0010343112517148256,
-0.003357883542776108,
0.009387216530740261,
0.025119852274656296,
0.030704369768500328,
-0.020015930756926537,
-0.0005500600091181695,
0.00753787299618125,
-0.04462850093841553,
-0.052258044481277466,
0.021475588902831078,
-0.032824233174324036,
0.022071532905101776,
-0.010924082249403,
0.031363241374492645,
0.04664568603038788,
0.0026892838068306446,
-0.02499091997742653,
-0.034102436155080795,
-0.03967347368597984,
0.028174540027976036,
-0.048955049365758896,
0.026410993188619614,
-0.01935340091586113,
-0.044871408492326736,
-0.020864337682724,
0.0017207310302183032,
-0.07582732290029526,
0.034231822937726974,
-0.03980152681469917,
0.016865216195583344,
0.017998063936829567,
0.026032358407974243,
-0.06077823415398598,
-0.08944318443536758,
-0.03383560851216316,
-0.05125110596418381,
0.029974056407809258,
0.012724900618195534,
-0.011481476947665215,
0.034089647233486176,
-0.026576342061161995,
-0.05290897190570831,
0.01515184435993433,
-0.000005440198037831578,
-0.03721962869167328,
0.07174693048000336,
0.05424659699201584,
-0.01739288493990898,
-0.0064825639128685,
0.05361694097518921,
-0.02138332650065422,
0.03337793052196503,
0.005521168000996113,
0.005710046738386154,
0.03202589973807335,
0.012323899194598198,
-0.037407927215099335,
-0.03803563863039017,
-0.04515291750431061,
-0.02007104456424713,
-0.04251678287982941,
-0.009873229078948498,
0.06434787064790726
] |
Canadiancaleb/DialoGPT-small-jesse | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | 2021-04-21T12:46:19Z | ---
language: lt
tags:
- t5
- Lithuanian
- summarization
widget:
- text: "Latvijos krepšinio legenda Valdis Valteris pirmadienį socialiniame tinkle pasidalino statistika, kurios viršūnėje yra Arvydas Sabonis. 1982 metais TSRS rinktinėje debiutavęs 222 cm ūgio vidurio puolėjas su raudona apranga sužaidė 52 rungtynes, per kurias rinko po 15,6 taško. Tai pats aukščiausias rezultatyvumo vidurkis tarp visų sovietų komandai atstovavusių žaidėjų, skaičiuojant tuos, kurie sužaidė ne mažiau nei 50 rungtynių. Antras šioje rikiuotėje kitas buvęs Kauno „Žalgirio“ krepšininkas Rimas Kurtinaitis. Jis debiutavo TSRS rinktinėje vėliau nei Sabas, – 1984 metais, bet irgi sužaidė 52 mačus. R.Kurtinaitis pelnė po 15 taškų. 25-ių rezultatyviausių žaidėjų sąrašu pasidalinęs latvis V.Valteris, pelnęs po 13,8 taško, yra trečias. Ketvirtas yra iš Kazachstano kilęs Valerijus Tichonenka, pelnęs po 13,7 taško per 79 rungtynes. Rezultatyviausią visų laikų TSRS rinktinės penketą uždaro Modestas Paulauskas. Lietuvos krepšinio legenda pelnė po 13,6 taško per 84 mačus. Dešimtuke taip pat yra Oleksandras Volkovas (po 13,5 taško), Sergejus Belovas (12,7), Anatolijus Myškinas (po 12,3), Vladimiras Tkačenka (11,7) ir Aleksandras Salnikovas (11,4). Dvyliktas šiame sąraše yra Valdemaras Chomičius, vidutiniškai rinkęs po 10 taškų, o keturioliktas dar vienas buvęs žalgirietis Sergejus Jovaiša (po 9,8 taško). Šarūno Marčiulionio rezultatyvumo vidurkis turėjo būti aukštesnis, bet jis sužaidė mažiau nei 50 rungtynių. Kaip žinia, Lietuvai išsilaisvinus ir atkūrus Nepriklausomybę, visi minėti mūsų šalies krepšininkai, išskyrus karjerą jau baigusį M.Paulauską, užsivilko žalią aprangą ir atstovavo savo tėvynei. A.Sabonis pagal rezultatyvumo vidurkį yra pirmas – jis Lietuvos rinktinei pelnė po 20 taškų. Antras pagal taškų vidurkį yra Artūras Karnišovas, rinkęs po 18,2 taško ir pelnęs iš viso daugiausiai taškų atstovaujant Lietuvos rinktinei (1453). Tarp žaidėjų, kurie sužaidė bent po 50 oficialių rungtynių Lietuvos rinktinėje, trečią vietą užima Ramūnas Šiškauskas (po 12,9), ketvirtąją Linas Kleiza (po 12,7 taško), o penktas – Saulius Štombergas (po 11,1 taško). Daugiausiai rungtynių Lietuvos rinktinėje sužaidęs ir daugiausiai olimpinių medalių (3) su ja laimėjęs Gintaras Einikis rinko po 9,6 taško, o pirmajame trejete pagal rungtynių skaičių ir pelnytus taškus esantis Šarūnas Jasikevičius pelnė po 9,9 taško."
license: apache-2.0
---
This is *t5-base* transformer model trained on Lithuanian news summaries for 175 000 steps.
It was created during the work [**Generating abstractive summaries of Lithuanian
news articles using a transformer model**](https://link.springer.com/chapter/10.1007/978-3-030-88304-1_27).
## Usage
```python
from transformers import pipeline
name= "LukasStankevicius/t5-base-lithuanian-news-summaries-175"
my_pipeline = pipeline(task="text2text-generation", model=name, framework="pt")
```
Given the following article body from [15min](https://www.15min.lt/24sek/naujiena/lietuva/tarp-penkiu-rezultatyviausiu-tsrs-rinktines-visu-laiku-zaideju-trys-lietuviai-875-1380030):
```
text = """
Latvijos krepšinio legenda Valdis Valteris pirmadienį socialiniame tinkle pasidalino statistika, kurios viršūnėje yra Arvydas Sabonis.
1982 metais TSRS rinktinėje debiutavęs 222 cm ūgio vidurio puolėjas su raudona apranga sužaidė 52 rungtynes, per kurias rinko po 15,6 taško. Tai pats aukščiausias rezultatyvumo vidurkis tarp visų sovietų komandai atstovavusių žaidėjų, skaičiuojant tuos, kurie sužaidė ne mažiau nei 50 rungtynių. Antras šioje rikiuotėje kitas buvęs Kauno „Žalgirio“ krepšininkas Rimas Kurtinaitis. Jis debiutavo TSRS rinktinėje vėliau nei Sabas, – 1984 metais, bet irgi sužaidė 52 mačus. R.Kurtinaitis pelnė po 15 taškų. 25-ių rezultatyviausių žaidėjų sąrašu pasidalinęs latvis V.Valteris, pelnęs po 13,8 taško, yra trečias.
Ketvirtas yra iš Kazachstano kilęs Valerijus Tichonenka, pelnęs po 13,7 taško per 79 rungtynes. Rezultatyviausią visų laikų TSRS rinktinės penketą uždaro Modestas Paulauskas. Lietuvos krepšinio legenda pelnė po 13,6 taško per 84 mačus.
Dešimtuke taip pat yra Oleksandras Volkovas (po 13,5 taško), Sergejus Belovas (12,7), Anatolijus Myškinas (po 12,3), Vladimiras Tkačenka (11,7) ir Aleksandras Salnikovas (11,4). Dvyliktas šiame sąraše yra Valdemaras Chomičius, vidutiniškai rinkęs po 10 taškų, o keturioliktas dar vienas buvęs žalgirietis Sergejus Jovaiša (po 9,8 taško). Šarūno Marčiulionio rezultatyvumo vidurkis turėjo būti aukštesnis, bet jis sužaidė mažiau nei 50 rungtynių. Kaip žinia, Lietuvai išsilaisvinus ir atkūrus Nepriklausomybę, visi minėti mūsų šalies krepšininkai, išskyrus karjerą jau baigusį M.Paulauską, užsivilko žalią aprangą ir atstovavo savo tėvynei.
A.Sabonis pagal rezultatyvumo vidurkį yra pirmas – jis Lietuvos rinktinei pelnė po 20 taškų. Antras pagal taškų vidurkį yra Artūras Karnišovas, rinkęs po 18,2 taško ir pelnęs iš viso daugiausiai taškų atstovaujant Lietuvos rinktinei (1453).
Tarp žaidėjų, kurie sužaidė bent po 50 oficialių rungtynių Lietuvos rinktinėje, trečią vietą užima Ramūnas Šiškauskas (po 12,9), ketvirtąją Linas Kleiza (po 12,7 taško), o penktas – Saulius Štombergas (po 11,1 taško). Daugiausiai rungtynių Lietuvos rinktinėje sužaidęs ir daugiausiai olimpinių medalių (3) su ja laimėjęs Gintaras Einikis rinko po 9,6 taško, o pirmajame trejete pagal rungtynių skaičių ir pelnytus taškus esantis Šarūnas Jasikevičius pelnė po 9,9 taško.
"""
text = ' '.join(text.strip().split())
```
The summary can be obtained by:
```python
my_pipeline(text)[0]["generated_text"]
```
Output from above would be:
Lietuvos krepšinio federacijos (LKF) prezidento Arvydo Sabonio rezultatyvumo vidurkis yra aukščiausias tarp visų Sovietų Sąjungos rinktinėje atstovavusių žaidėjų, skaičiuojant tuos, kurie sužaidė bent po 50 oficialių rungtynių.
If you find our work useful, please cite the following paper:
``` latex
@InProceedings{10.1007/978-3-030-88304-1_27,
author="Stankevi{\v{c}}ius, Lukas
and Luko{\v{s}}evi{\v{c}}ius, Mantas",
editor="Lopata, Audrius
and Gudonien{\.{e}}, Daina
and Butkien{\.{e}}, Rita",
title="Generating Abstractive Summaries of Lithuanian News Articles Using a Transformer Model",
booktitle="Information and Software Technologies",
year="2021",
publisher="Springer International Publishing",
address="Cham",
pages="341--352",
abstract="In this work, we train the first monolingual Lithuanian transformer model on a relatively large corpus of Lithuanian news articles and compare various output decoding algorithms for abstractive news summarization. We achieve an average ROUGE-2 score 0.163, generated summaries are coherent and look impressive at first glance. However, some of them contain misleading information that is not so easy to spot. We describe all the technical details and share our trained model and accompanying code in an online open-source repository, as well as some characteristic samples of the generated summaries.",
isbn="978-3-030-88304-1"
}
``` | [
0.01942901499569416,
-0.03480423986911774,
0.010200774297118187,
0.019682031124830246,
0.07141537964344025,
-0.016032403334975243,
-0.003491132752969861,
0.023315496742725372,
-0.07725998014211655,
0.036861151456832886,
0.021510636433959007,
-0.02825464867055416,
0.00822328682988882,
0.03941209986805916,
-0.03788263723254204,
-0.0247749462723732,
-0.03994402289390564,
-0.024832628667354584,
-0.05668526142835617,
0.009967655874788761,
0.008578547276556492,
0.015429909341037273,
-0.012038719840347767,
0.0358365923166275,
0.019597923383116722,
0.01244446448981762,
-0.006029967218637466,
0.004065951332449913,
0.010038734413683414,
-0.0669112354516983,
0.022142158821225166,
0.006273789331316948,
-0.023950455710291862,
-0.05508381873369217,
-0.04031294584274292,
-0.016939010471105576,
-0.005686967168003321,
-0.008437186479568481,
0.010352320969104767,
0.06584896892309189,
-0.004822316113859415,
0.03986423835158348,
-0.007217567879706621,
-0.06033124402165413,
0.031226996332406998,
0.0058282469399273396,
-0.05581115931272507,
-0.04647377133369446,
0.03375706449151039,
-0.0025747695472091436,
-0.025663137435913086,
-0.05063891410827637,
-0.0063458881340920925,
-0.019003242254257202,
0.009238543920218945,
-0.03765492141246796,
-0.04664786905050278,
0.019889414310455322,
0.053647320717573166,
-0.05373098701238632,
-0.042564090341329575,
-0.0049220724031329155,
-0.08326558768749237,
0.017479514703154564,
0.013403341174125671,
-0.033099547028541565,
0.024814026430249214,
-0.05766017362475395,
0.040500856935977936,
-0.015569660812616348,
0.061979517340660095,
-0.03388283774256706,
0.03993669152259827,
-0.0856333076953888,
-0.018779097124934196,
-0.03256354480981827,
-0.004212495405226946,
0.055116601288318634,
-0.026608798652887344,
0.06922685354948044,
0.06044895946979523,
-0.014028937555849552,
0.04732728749513626,
-0.03005077689886093,
-0.03897673264145851,
0.03444500267505646,
-0.032301705330610275,
-0.010415935888886452,
-0.005030299536883831,
0.05590952932834625,
-0.034370310604572296,
-0.010632758028805256,
-0.03335794061422348,
-0.018994374200701714,
0.004926708526909351,
0.02555474452674389,
0.059813275933265686,
-0.027780823409557343,
0.009971005842089653,
0.024385888129472733,
0.00886001717299223,
0.0326700396835804,
0.008152413181960583,
0.03322054445743561,
0.015251562930643559,
-0.0006050460506230593,
-0.0051073357462882996,
-0.01814929023385048,
-0.06359151005744934,
0.023024315014481544,
0.014329868368804455,
-0.05120702087879181,
-0.01061269361525774,
0.03346667066216469,
0.021474700421094894,
0.02429351769387722,
0.05570916458964348,
-0.01957220956683159,
-0.06329871714115143,
-0.03853696957230568,
0.000991010689176619,
0.032880108803510666,
0.012144992128014565,
0.016935454681515694,
-0.022736532613635063,
0.018203934654593468,
-0.05978086590766907,
-0.023648593574762344,
0.02681604214012623,
0.021051887422800064,
0.016827400773763657,
0.029357636347413063,
0.06079807132482529,
-0.08279290050268173,
0.035050202161073685,
-0.0003139717155136168,
-0.05219947546720505,
0.0228993222117424,
0.010475123301148415,
0.09216495603322983,
-0.03832527622580528,
-0.05164770781993866,
-0.0065027158707380295,
-0.011776808649301529,
-0.0276345144957304,
-0.006063532084226608,
0.008840077556669712,
-0.04567863792181015,
-0.012284381315112114,
-0.037091199308633804,
0.035714421421289444,
-0.046505242586135864,
-0.02661486528813839,
0.06356020271778107,
-0.00940024759620428,
-0.00345978862605989,
-0.022952059283852577,
-0.0210635457187891,
0.02207343839108944,
-0.010479680262506008,
-0.038924671709537506,
0.0310042854398489,
-0.017466019839048386,
-0.0033408307936042547,
-0.0467643216252327,
-0.03313872218132019,
-0.03004675917327404,
0.07898876070976257,
-0.014488601125776768,
-0.022224677726626396,
-0.052929192781448364,
-0.027690187096595764,
0.06768669933080673,
0.00714816665276885,
-0.014256881549954414,
0.03630724549293518,
0.04076620563864708,
0.053971197456121445,
-0.013213390484452248,
0.02143656648695469,
0.03183554485440254,
-0.014171838760375977,
-0.02871156483888626,
0.012238956056535244,
0.040916476398706436,
-0.007510136812925339,
0.019757358357310295,
0.04523489624261856,
0.030231846496462822,
-0.0379510335624218,
-0.017909150570631027,
0.02852783538401127,
-0.014955014921724796,
0.003954403568059206,
0.030046574771404266,
-0.019503464922308922,
-0.024874204769730568,
0.03391842171549797,
-0.03289555758237839,
-0.012924600392580032,
-0.026456709951162338,
-0.037446971982717514,
0.03332133591175079,
0.03220422938466072,
0.006038003135472536,
0.04206915572285652,
-0.011855227872729301,
0.10165458172559738,
-0.017113732174038887,
0.016837429255247116,
-0.024029096588492393,
-0.052645016461610794,
-0.005654222331941128,
0.053840991109609604,
0.00675344280898571,
0.04482255503535271,
-0.007992859929800034,
-0.07028808444738388,
0.008984963409602642,
0.07951083034276962,
0.06300795823335648,
0.048429377377033234,
0.004200065042823553,
-0.003963885363191366,
0.036113861948251724,
0.046502724289894104,
-0.018024472519755363,
-0.04364102706313133,
0.031152019277215004,
0.072078175842762,
-0.026159748435020447,
0.028797926381230354,
-0.023788850754499435,
0.01302038412541151,
-0.023553678765892982,
-0.07413465529680252,
0.03803423419594765,
0.02404228411614895,
0.0036586520727723837,
0.03836505487561226,
-0.022137271240353584,
0.018191201612353325,
0.022274261340498924,
0.00579067412763834,
0.011920485645532608,
-0.028834665194153786,
-0.0174315944314003,
-0.03190097585320473,
0.04047360643744469,
-0.013933849520981312,
0.029589490965008736,
-0.00532934395596385,
0.011361328884959221,
0.030871210619807243,
-0.04940180853009224,
0.009894387796521187,
0.05227813869714737,
0.02363435924053192,
-0.011896343901753426,
0.022643981501460075,
0.01706276461482048,
0.0019835263956338167,
0.07180912047624588,
-0.0021721855737268925,
0.05856700986623764,
-0.004597125109285116,
0.04927900806069374,
0.07293667644262314,
0.03464772552251816,
0.0059026749804615974,
-0.002829353092238307,
0.07680925726890564,
-0.00008857336797518656,
-0.02210990898311138,
0.027960509061813354,
-0.0413501039147377,
0.025485659018158913,
-0.02881481684744358,
-0.014371457509696484,
-0.035270750522613525,
0.010211764834821224,
0.02589913085103035,
-0.000924544467125088,
-0.032012250274419785,
0.022399624809622765,
-0.03683740273118019,
0.008975141681730747,
0.05369645357131958,
-0.024657640606164932,
0.011424185708165169,
-0.023160340264439583,
-0.04177688807249069,
0.023736609145998955,
-0.056828416883945465,
-0.039072949439287186,
-0.009507231414318085,
0.0011151371290907264,
0.02460622601211071,
-0.06206259876489639,
-0.038615237921476364,
-0.03793787956237793,
-0.026234202086925507,
0.04404330253601074,
0.023929676041007042,
0.004125150386244059,
-0.039169151335954666,
-0.013351073488593102,
-0.04607623070478439,
-0.03448797017335892,
-0.041403092443943024,
-0.028662649914622307,
-0.06742740422487259,
-0.059654828161001205,
0.0197176244109869,
0.04749037325382233,
0.030772008001804352,
0.006011331453919411,
0.011938512325286865,
-0.024791313335299492,
-0.039597056806087494,
0.03545427694916725,
0.043082110583782196,
-0.015516710467636585,
-0.041553739458322525,
0.05280847102403641,
-0.0011167917400598526,
0.012943609617650509,
-0.012015421874821186,
-0.04190666601061821,
0.0860370323061943,
0.09933530539274216,
0.0048523591831326485,
0.005497353617101908,
0.024999137967824936,
-0.061455924063920975,
-0.049011170864105225,
-0.016858462244272232,
-0.03215699642896652,
-0.024340754374861717,
-0.04134474694728851,
-0.03709704428911209,
-0.012723328545689583,
-0.01399653498083353,
0.010447137989103794,
-0.01322353258728981,
-0.035148736089468,
0.045879170298576355,
0.021412475034594536,
0.03884144127368927,
0.03061440959572792,
-0.06628503650426865,
-0.057443901896476746,
0.07579261064529419,
-0.00587868969887495,
0.014966564252972603,
-0.08961443603038788,
-0.042906053364276886,
0.021648986265063286,
0.018221579492092133,
0.023726021870970726,
-0.029323900118470192,
0.08195335417985916,
0.02531159482896328,
0.015245623886585236,
-0.002305692993104458,
-0.035684529691934586,
-0.04080111160874367,
-0.037679340690374374,
-0.007399373222142458,
-0.0014616296393796802,
-0.04216273874044418,
0.01037205383181572,
-0.015469313599169254,
0.028428349643945694,
-0.0546167716383934,
-0.022992929443717003,
-0.018251484259963036,
0.03778401389718056,
0.022932883352041245,
-0.009638204239308834,
-0.04333144798874855,
0.03712635487318039,
-0.05323163792490959,
-0.032679587602615356,
0.025199662894010544,
0.022802328690886497,
-0.01215481199324131,
0.027042606845498085,
0.0673263743519783,
-0.036230865865945816,
0.0733223631978035,
0.023058881983160973,
0.07675576955080032,
0.018204284831881523,
-0.0443606898188591,
0.03419500216841698,
-0.02956760860979557,
0.020072482526302338,
-0.009375612251460552,
-0.03752171993255615,
-0.046541277319192886,
-0.08489356935024261,
-0.011890089139342308,
0.02950802631676197,
-0.007862742990255356,
-0.014852355234324932,
0.045719604939222336,
-0.00519086979329586,
-0.013254125602543354,
-0.023843569681048393,
0.03815605118870735,
0.04988474026322365,
-0.07557182759046555,
0.046537842601537704,
0.009707587771117687,
0.052791401743888855,
-0.03786035254597664,
0.008552998304367065,
-0.02770019695162773,
-0.003427536226809025,
-0.0015219188062474132,
0.04421010985970497,
0.009348113089799881,
0.012878523208200932,
0.06216217949986458,
0.0010567231802269816,
-0.010983002372086048,
0.05626390874385834,
0.03284754976630211,
0.00011817740596598014,
-0.03782878816127777,
-0.023290717974305153,
-0.006870714481920004,
-0.04035406559705734,
-0.03913621976971626,
-0.01808229275047779,
0.02558976598083973,
0.02669844590127468,
0.03152260184288025,
0.0005261480691842735,
-0.017117392271757126,
-0.09769231081008911,
-0.047631632536649704,
-0.05083633214235306,
-0.0007432146230712533,
0.021752340719103813,
-0.012777330353856087,
0.015137958340346813,
0.06778302043676376,
0.022920764982700348,
0.057809069752693176,
-0.021557649597525597,
-0.04110904410481453,
-0.03879775106906891,
0.030288999900221825,
0.0025069923140108585,
-0.049406956881284714,
-0.06912095099687576,
-0.019375339150428772,
0.03436378389596939,
0.04160602018237114,
0.020080197602510452,
-0.06857903301715851,
0.012370637618005276,
0.031395260244607925,
-0.01541898213326931,
0.027760332450270653,
0.025991171598434448,
0.060348641127347946,
0.04212009534239769,
-0.027182523161172867,
0.012389612384140491,
-0.042410604655742645,
0.0024373671039938927,
0.00748215988278389,
0.035411518067121506,
0.01795734465122223,
-0.017941540107131004,
-0.037381645292043686,
0.02350613847374916,
-0.0011982445139437914,
0.06952238827943802,
0.05877744033932686,
-0.043314144015312195,
-0.03145864978432655,
0.02740022912621498,
0.04473550245165825,
-0.06656406819820404,
0.025010131299495697,
0.021576151251792908,
0.03931289166212082,
-0.03688869997859001,
-0.05717494711279869,
-0.03798091411590576,
0.005581892095506191,
0.06868384778499603,
-0.014830823056399822,
-0.018480008468031883,
-0.05310465022921562,
0.032319843769073486,
-0.027065172791481018,
-0.034097351133823395,
-0.05957517400383949,
0.015789374709129333,
-0.0019335049437358975,
-0.050263553857803345,
0.04370022937655449,
0.049431972205638885,
-0.008182547986507416,
0.0167476087808609,
0.024435367435216904,
0.0006012954399921,
-0.03332051262259483,
0.02731570601463318,
-0.040296897292137146,
-0.004196177236735821,
-0.0028517122846096754,
-0.05696230009198189,
-0.006009038537740707,
-0.015044106170535088,
-0.04279914125800133,
-0.02974584326148033,
-0.04084577411413193,
0.03825800493359566,
-0.017234697937965393,
-0.017580721527338028,
0.03773179650306702,
0.06933121383190155,
0.014957476407289505,
-0.017619729042053223,
-0.027649659663438797,
-0.029674772173166275,
-0.05958167091012001,
-0.025906750932335854,
0.0206315815448761,
-0.007593887392431498,
0.0397658534348011,
0.016238808631896973,
0.000870895863045007,
0.05013822019100189,
-0.0210945475846529,
0.006617292761802673,
0.037373874336481094,
-0.013050741516053677,
-0.03956630825996399,
-0.041075535118579865,
-0.014043640345335007,
-0.004639077465981245,
0.04316306114196777,
-0.03349127992987633,
0.0030239496845752,
0.018955204635858536,
-0.009730583056807518,
-0.03854900598526001,
0.000316719088004902,
0.03382382169365883,
-0.07222546637058258,
-0.05973978340625763,
0.005552053451538086,
-0.03800962492823601,
0.03021549992263317,
-0.0197919849306345,
-0.047231025993824005,
0.0027778232470154762,
0.051185205578804016,
0.02460555173456669,
0.03957502543926239,
-0.03641747683286667,
0.01920192316174507,
-0.0005077954847365618,
0.0027272654697299004,
-0.06457976996898651,
0.026916619390249252,
-0.011065110564231873,
0.014292338863015175,
-0.028987467288970947,
-0.04407821595668793,
-0.060035932809114456,
0.03040209971368313,
-0.02916444092988968,
0.011636688373982906,
0.016835136339068413,
0.018133407458662987,
-0.02255214937031269,
0.03368792310357094,
-0.003470279974862933,
0.02540568821132183,
-0.010654537007212639,
0.04483973607420921,
-0.04006874933838844,
-0.014754610136151314,
-0.030013594776391983,
0.010878168977797031,
-0.04939207062125206,
0.004616528283804655,
-0.007518865633755922,
-0.06149710342288017,
0.025091692805290222,
0.05179540812969208,
0.0254225954413414,
0.027660664170980453,
-0.006405564025044441,
0.004376360215246677,
0.027231859043240547,
-0.05810033157467842,
-0.026205580681562424,
-0.044544804841279984,
-0.009247015230357647,
-0.008709998801350594,
0.04356398433446884,
0.04274097830057144,
-0.058123230934143066,
-0.03704943507909775,
0.013617592863738537,
0.000985403312370181,
-0.0018843697616830468,
0.01041852030903101,
0.029592137783765793,
0.06777264177799225,
0.050486549735069275,
-0.020122824236750603,
0.027423463761806488,
-0.020354289561510086,
-0.026069192215800285,
0.0023598740808665752,
-0.004538062959909439,
0.0024615998845547438,
0.011265594512224197,
-0.0651736855506897,
-0.02449679933488369,
0.07691691815853119,
0.03951612487435341,
0.05044644698500633,
-0.01718638278543949,
-0.047351591289043427,
0.020586390048265457,
0.0008714853320270777,
-0.048937391489744186,
0.03251669555902481,
0.03054220601916313,
0.006888102274388075,
0.08444903045892715,
-0.0027503441087901592,
0.018675653263926506,
0.0604577362537384,
0.022659093141555786,
-0.037451744079589844,
-0.011258663609623909,
-0.007712365128099918,
-0.006385027430951595,
0.06133684515953064,
-0.0613943487405777,
-0.00588573981076479,
-0.04482652246952057,
0.0791250467300415,
-0.0724276602268219,
0.03529699519276619,
0.034138310700654984,
0.026511434465646744,
0.02039239928126335,
-0.01732070930302143,
-0.02963307313621044,
0.03899127617478371,
-0.05208868905901909,
0.07480065524578094,
0.0021894886158406734,
-0.06397013366222382,
0.056540798395872116,
-0.014905611984431744,
-0.07855119556188583,
0.06197623535990715,
0.06020095944404602,
0.022185834124684334,
0.041099876165390015,
0.004645197652280331,
-0.04171838238835335,
0.011787796393036842,
-0.01685258559882641,
0.015307405963540077,
-0.04218503087759018,
-0.005551384761929512,
0.002331734402105212,
-0.01993412710726261,
-0.02480018511414528,
0.018843555822968483,
-0.038617655634880066,
-0.00566647294908762,
0.03743566945195198,
-0.011791039258241653,
-0.07752194255590439,
0.0349721759557724,
0.03263125568628311,
-0.006761230994015932,
0.0026402510702610016,
-0.05316813290119171,
0.02151215635240078,
0.038324467837810516,
-0.009929097257554531,
-0.04500289633870125,
0.0001527894928585738,
-0.013729994185268879,
-0.062030158936977386,
-0.027320142835378647,
0.04548712447285652,
-0.02014634758234024,
-0.035616323351860046,
0.022607482969760895,
0.005124622955918312,
-0.007750757969915867,
0.04412638768553734,
-0.0017852517776191235,
0.0032782675698399544,
-0.04686584323644638,
-0.018851185217499733,
0.04165157675743103,
-0.007647367659956217,
0.03555205464363098,
-0.03597443550825119,
0.03727183863520622,
0.043214090168476105,
0.029710151255130768,
-0.007962487637996674,
-0.038035791367292404,
-0.004014065954834223,
-0.004732333589345217,
-0.032810866832733154,
-0.00483121769502759,
0.0024357917718589306,
-0.06542955338954926,
-0.04108358919620514,
0.0003512345429044217,
-0.02236948534846306,
0.011889158748090267,
-0.03831670433282852,
0.02082204259932041,
0.020251868292689323,
-0.015002249740064144,
-0.03245696425437927,
-0.0670769214630127,
-0.010804027318954468,
-0.038369737565517426,
0.03389284387230873,
-0.003691222285851836,
-0.03302638977766037,
0.011267426423728466,
-0.02030271105468273,
-0.07543433457612991,
0.008757894858717918,
0.002857368905097246,
-0.03689270839095116,
0.05947164073586464,
0.015603804960846901,
-0.027471326291561127,
0.02014712616801262,
0.03611467033624649,
-0.023737702518701553,
0.02830151468515396,
0.029732193797826767,
0.05167612433433533,
0.04530162364244461,
0.030633563175797462,
-0.014700648374855518,
-0.030324365943670273,
-0.03115003928542137,
-0.03686191141605377,
-0.010764628648757935,
0.009615734219551086,
0.04762349650263786
] |
Carlork314/Xd | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- conversational
---
# Yui DialoGPT Model | [
-0.04528235271573067,
0.01518357265740633,
0.03528055176138878,
0.022253695875406265,
0.012652246281504631,
0.01288516353815794,
0.00634544575586915,
0.020313287153840065,
-0.01187104731798172,
0.01961851306259632,
0.026896044611930847,
-0.02825704775750637,
0.031717896461486816,
0.03504370152950287,
-0.047271598130464554,
-0.031520452350378036,
-0.02562497742474079,
-0.005389398895204067,
-0.029259949922561646,
-0.008993293158710003,
0.02475912868976593,
0.011917284689843655,
-0.024330612272024155,
0.03158572316169739,
0.004414121154695749,
0.019370006397366524,
-0.011195072904229164,
-0.0035365470685064793,
0.024542180821299553,
-0.03372185304760933,
0.009414265863597393,
-0.052069708704948425,
-0.026696283370256424,
-0.03510434925556183,
-0.03069489821791649,
-0.04133838415145874,
0.027553347870707512,
-0.015522436238825321,
-0.0008761495701037347,
0.03575798496603966,
-0.02531333826482296,
0.001163322594948113,
-0.0014851364539936185,
-0.012417423538863659,
0.06022156402468681,
-0.0034182765521109104,
-0.04467073827981949,
-0.018484773114323616,
0.024871433153748512,
-0.03798523172736168,
-0.032742954790592194,
-0.0721575990319252,
-0.05320844426751137,
-0.03140914440155029,
0.011786266230046749,
-0.0619826540350914,
-0.06539321690797806,
-0.013689354062080383,
0.09481637179851532,
-0.022818144410848618,
-0.008603624068200588,
-0.0008427320863120258,
-0.08539599180221558,
0.006384334992617369,
0.024378515779972076,
-0.06920594722032547,
0.012224518693983555,
-0.05419154465198517,
0.012784403748810291,
-0.04190124198794365,
0.04490625485777855,
-0.046698302030563354,
0.020576486364006996,
-0.07672557234764099,
-0.024212082847952843,
-0.0055905296467244625,
0.037479467689991,
0.05987542122602463,
-0.03960692510008812,
0.057613298296928406,
0.039142124354839325,
0.006120631936937571,
0.05523113161325455,
0.0058656721375882626,
-0.03865612670779228,
0.040130071341991425,
-0.04102541133761406,
-0.00015662315126974136,
-0.0032202675938606262,
0.0233825221657753,
-0.03642186522483826,
-0.05796041712164879,
-0.02987322397530079,
-0.013353698886930943,
-0.007623357232660055,
0.04271509125828743,
0.014623099006712437,
-0.034805189818143845,
0.028495296835899353,
0.034851983189582825,
0.011061076074838638,
0.048518016934394836,
-0.018372973427176476,
0.02538190968334675,
-0.020851632580161095,
0.03420451655983925,
0.029210278764367104,
-0.03245491161942482,
-0.03659363090991974,
0.02463255263864994,
0.006586732342839241,
-0.04180557280778885,
-0.03472316265106201,
0.03774067386984825,
0.007830152288079262,
-0.009195603430271149,
0.05802033841609955,
-0.033955514430999756,
-0.021151050925254822,
-0.06486152857542038,
0.04883065074682236,
-0.013466432690620422,
-0.013410189189016819,
-0.00443161278963089,
-0.05127493292093277,
0.00030871451599523425,
-0.04733160883188248,
-0.02185633033514023,
-0.004175572190433741,
0.003935607150197029,
0.009256905876100063,
0.02983645536005497,
-0.02942625805735588,
-0.05800063535571098,
-0.0010393635602667928,
0.03610925376415253,
-0.07975142449140549,
0.007718375883996487,
0.03234390169382095,
0.08744029700756073,
-0.07966651022434235,
-0.029217999428510666,
-0.020966937765479088,
0.027201367542147636,
-0.02927093207836151,
-0.015579968690872192,
0.010404768399894238,
-0.006816537119448185,
-0.0403725728392601,
-0.015823645517230034,
0.013170222751796246,
-0.056960560381412506,
-0.008943306282162666,
0.05447745695710182,
0.011282569728791714,
0.015394162386655807,
-0.027978237718343735,
0.006267128977924585,
-0.005221873987466097,
-0.03653307259082794,
-0.054649412631988525,
0.034684792160987854,
-0.020071974024176598,
-0.04891929402947426,
-0.05441267788410187,
-0.032756391912698746,
0.013980775140225887,
0.06115122139453888,
0.0022847631480544806,
-0.017400505021214485,
-0.022422675043344498,
0.037434399127960205,
0.05420918017625809,
0.04326543211936951,
-0.017885180190205574,
0.017954623326659203,
0.050505224615335464,
0.03325292840600014,
-0.029143469408154488,
0.08562321215867996,
0.008874861523509026,
-0.029353413730859756,
-0.047631099820137024,
-0.021289778873324394,
0.04593249037861824,
-0.020922625437378883,
0.01873655430972576,
0.03498746082186699,
-0.026657480746507645,
-0.04694428667426109,
0.011189050041139126,
0.04761331528425217,
-0.012331880629062653,
-0.015597574412822723,
-0.023928040638566017,
-0.04262256994843483,
-0.02877114899456501,
0.027290305122733116,
-0.04388866201043129,
-0.01856108382344246,
-0.04335667937994003,
0.000767617195378989,
0.03461667150259018,
0.0058341920375823975,
0.010595167055726051,
0.04589525982737541,
-0.008529125712811947,
0.04730832949280739,
-0.03759360685944557,
0.02547321282327175,
-0.038576290011405945,
-0.020870249718427658,
-0.019089512526988983,
0.042423076927661896,
0.030952980741858482,
0.055139925330877304,
-0.038139890879392624,
-0.043157223612070084,
0.03419264778494835,
0.07156651467084885,
0.03718283027410507,
0.016615673899650574,
-0.03360641747713089,
-0.007237457670271397,
0.03657500073313713,
0.028218653053045273,
-0.052731405943632126,
0.007622499018907547,
0.015276679769158363,
0.02468283101916313,
-0.019373130053281784,
-0.031128045171499252,
-0.037219468504190445,
0.006154315546154976,
-0.053762685507535934,
-0.058408234268426895,
0.033655762672424316,
0.046481311321258545,
-0.00045215128920972347,
0.02944094128906727,
0.009008431807160378,
-0.0012069781078025699,
0.035925380885601044,
0.00651146937161684,
0.005276425275951624,
-0.09159006923437119,
0.008035654202103615,
0.045615054666996,
0.09132356941699982,
-0.05246753618121147,
0.012055078521370888,
0.011922252364456654,
0.015195390209555626,
0.021736787632107735,
-0.028616998344659805,
0.04280153289437294,
0.03186456114053726,
0.045272767543792725,
-0.028844010084867477,
0.02183898165822029,
0.009659809991717339,
0.02877608872950077,
0.06297039240598679,
-0.009419887326657772,
0.06314012408256531,
-0.009539169259369373,
0.02776302956044674,
0.05628835782408714,
0.026805158704519272,
-0.01372672151774168,
0.020520182326436043,
0.07328967750072479,
0.0018445068271830678,
0.031420156359672546,
0.041700683534145355,
-0.0007133069448173046,
-0.0033020598348230124,
-0.04882190003991127,
0.003019029973074794,
0.0012836006935685873,
-0.0262225903570652,
0.06842309981584549,
0.0023251657839864492,
-0.0010896073654294014,
-0.003707097377628088,
-0.010328398086130619,
0.018398327752947807,
0.051591452211141586,
0.013917585834860802,
-0.028550410643219948,
0.011875803582370281,
-0.02844141609966755,
0.0132194384932518,
-0.0501062273979187,
-0.05106266587972641,
-0.023160522803664207,
-0.06771598756313324,
-0.010763377882540226,
-0.08872115612030029,
-0.02383035607635975,
-0.05384127050638199,
-0.023333504796028137,
0.056966446340084076,
0.01166809443384409,
0.02121271751821041,
-0.000735147506929934,
-0.00005786990004708059,
-0.01892000623047352,
-0.04848533868789673,
-0.053721267729997635,
-0.034298062324523926,
-0.003971884027123451,
-0.05406820401549339,
0.03355807438492775,
0.03083457611501217,
0.04028430953621864,
0.00723630003631115,
-0.016963347792625427,
-0.033178821206092834,
-0.01934860087931156,
0.03855232521891594,
0.008943581022322178,
-0.04644821584224701,
-0.029774386435747147,
0.01085861399769783,
0.001298541552387178,
0.0015948913060128689,
-0.03238484263420105,
-0.052994485944509506,
0.07315965741872787,
0.034831877797842026,
0.001982512418180704,
0.02590934745967388,
0.000044151940528536215,
-0.027730945497751236,
-0.009674793109297752,
-0.06149459630250931,
-0.041219040751457214,
0.0011194724356755614,
-0.024755951017141342,
-0.05101398378610611,
-0.04219194874167442,
-0.03606724366545677,
-0.0029780983459204435,
0.007697873283177614,
0.007221763953566551,
0.027695434167981148,
0.013562038540840149,
0.025706525892019272,
0.016672831028699875,
-0.02121433988213539,
-0.022356268018484116,
0.035737860947847366,
-0.028321832418441772,
-0.008179792203009129,
-0.07184398919343948,
-0.03792433440685272,
0.03040304034948349,
0.007694805506616831,
-0.01001995149999857,
-0.021322600543498993,
0.03890353813767433,
0.0266561321914196,
-0.0016831691609695554,
0.033699892461299896,
-0.07636413723230362,
0.011472418904304504,
-0.05064809322357178,
-0.01688840240240097,
-0.035250473767519,
-0.02572934329509735,
-0.011366784572601318,
-0.01019108947366476,
0.03162055090069771,
-0.08903203159570694,
-0.03517027944326401,
-0.03493354842066765,
0.01463628001511097,
0.04179025813937187,
-0.0027484421152621508,
-0.05392095819115639,
-0.0007035903981886804,
-0.04877186194062233,
-0.02034849487245083,
0.003102195216342807,
-0.012121614068746567,
0.008267651312053204,
0.02892862819135189,
0.01881670393049717,
-0.03323180973529816,
0.06267616897821426,
0.0150124691426754,
0.07787973433732986,
0.04791051521897316,
-0.024320418015122414,
0.030719058588147163,
-0.02158752642571926,
0.02923777885735035,
-0.0063991546630859375,
-0.025974111631512642,
-0.04610457643866539,
-0.10135172307491302,
-0.043388284742832184,
0.029293809086084366,
-0.0223573949187994,
0.004351867362856865,
0.036335378885269165,
-0.0408068485558033,
-0.0006376522942446172,
-0.0034689647145569324,
0.051814887672662735,
0.037825584411621094,
-0.04137251898646355,
0.056811489164829254,
0.024459097534418106,
0.023655248805880547,
-0.0629270076751709,
-0.008664519526064396,
-0.04930979758501053,
-0.018217051401734352,
-0.009083881042897701,
0.052295051515102386,
0.008755925111472607,
0.05608060956001282,
0.0775982216000557,
0.03044978901743889,
-0.03791528195142746,
0.050019629299640656,
0.08277106285095215,
-0.021001173183321953,
-0.0485982671380043,
-0.011364752426743507,
-0.012635837309062481,
-0.022929277271032333,
-0.011988922022283077,
-0.04273666813969612,
0.03323546424508095,
0.03156155347824097,
-0.007102141622453928,
0.008855508640408516,
0.0013096994953230023,
-0.03898198530077934,
-0.01967003382742405,
-0.05797625705599785,
-0.00933574978262186,
0.0008525074808858335,
-0.018562035635113716,
0.04097571596503258,
0.04606255143880844,
0.009213295765221119,
0.06388648599386215,
0.013723918236792088,
-0.01733129657804966,
-0.05596192553639412,
0.020089156925678253,
0.03150222823023796,
-0.04734175652265549,
-0.06175094470381737,
-0.03946398198604584,
0.031080760061740875,
0.03732815757393837,
-0.03513118624687195,
-0.09466610103845596,
0.01617770828306675,
0.0446062907576561,
-0.03375483304262161,
0.054702240973711014,
-0.013880706392228603,
0.05251589044928551,
0.03665565326809883,
0.012593481689691544,
0.040184006094932556,
-0.0655021220445633,
0.016351833939552307,
-0.022393077611923218,
0.013584607280790806,
-0.05667540431022644,
-0.043712228536605835,
-0.05766265466809273,
0.04859448969364166,
0.01663314178586006,
0.012962566688656807,
0.011240892112255096,
-0.03739798814058304,
-0.04591545835137367,
-0.0027073854580521584,
0.03457001596689224,
-0.01890772394835949,
0.01057943794876337,
0.0407753624022007,
0.05186191573739052,
-0.056962210685014725,
0.0008941204287111759,
0.0014753079740330577,
0.021177085116505623,
0.018789488822221756,
-0.006977965123951435,
-0.03042677976191044,
-0.006789862178266048,
0.02828415296971798,
-0.03713511303067207,
-0.032295726239681244,
-0.0905228927731514,
0.023055724799633026,
-0.029828840866684914,
-0.021768620237708092,
0.07146455347537994,
0.06436390429735184,
0.06738799065351486,
0.062111999839544296,
0.0010971646988764405,
0.046413570642471313,
-0.03841419890522957,
0.011835316196084023,
-0.043097466230392456,
-0.035477880388498306,
-0.009649064391851425,
-0.07645516097545624,
-0.024929743260145187,
-0.0364881232380867,
-0.0368582084774971,
-0.03655879199504852,
0.010470395907759666,
0.01202626433223486,
-0.0069371494464576244,
-0.0029110179748386145,
0.005501936189830303,
0.005652832332998514,
-0.03350891172885895,
-0.02699345350265503,
0.0069509088061749935,
-0.006909946445375681,
-0.07963678985834122,
-0.06888088583946228,
0.013416296802461147,
-0.034794390201568604,
0.0017431107116863132,
0.001182091305963695,
0.02041972428560257,
0.05671779811382294,
-0.01688874140381813,
-0.01885921321809292,
0.013992940075695515,
0.034634146839380264,
-0.022888848558068275,
-0.027681952342391014,
0.010836711153388023,
0.016938433051109314,
0.03422587364912033,
-0.040692009031772614,
0.0318291001021862,
-0.0005124648450873792,
-0.05285755544900894,
-0.01568983681499958,
0.02306317165493965,
0.010857113637030125,
-0.08107438683509827,
-0.004398173652589321,
-0.03110276162624359,
-0.023439638316631317,
0.013852476142346859,
-0.05426181107759476,
-0.030408304184675217,
0.006284724455326796,
0.04899154603481293,
0.024425776675343513,
-0.006087151821702719,
-0.020259136334061623,
0.014878785237669945,
-0.011066676117479801,
-0.0024960460141301155,
-0.07817152887582779,
0.02350100316107273,
-0.027625206857919693,
0.01157128345221281,
-0.012783633545041084,
0.015655605122447014,
-0.042227599769830704,
0.04956265538930893,
-0.015596391633152962,
-0.003858027746900916,
-0.008117732591927052,
-0.0214589461684227,
0.00395621731877327,
0.06875105202198029,
0.02065878175199032,
0.002832534024491906,
-0.02588578686118126,
0.06239180639386177,
-0.04620109871029854,
0.015185970813035965,
-0.007045467384159565,
-0.031697727739810944,
-0.034077636897563934,
0.0005182179738767445,
0.009759918786585331,
-0.06515868008136749,
0.007767830044031143,
0.03591030463576317,
0.02546641230583191,
0.036364585161209106,
-0.00042333363671787083,
0.010942157357931137,
0.02745407074689865,
-0.04745323956012726,
-0.033912379294633865,
-0.0010889917612075806,
-0.00019817257998511195,
0.021415647119283676,
0.05549018830060959,
0.023259853944182396,
-0.06106823310256004,
-0.023321310058236122,
0.03770411014556885,
0.01859421283006668,
0.018937421962618828,
0.0015593520365655422,
0.03496231511235237,
0.05231739208102226,
0.061266787350177765,
-0.01215177122503519,
-0.007806010544300079,
0.008078367449343204,
-0.01656286232173443,
-0.017324205487966537,
-0.006599764339625835,
-0.0017535072984173894,
-0.006482830736786127,
-0.029910853132605553,
-0.030847202986478806,
0.060757432132959366,
-0.008651562966406345,
0.004930159542709589,
-0.01210935041308403,
-0.03547285869717598,
0.06538639962673187,
-0.005026204511523247,
-0.03509317710995674,
-0.015623249113559723,
0.03948875516653061,
-0.022982275113463402,
0.037545107305049896,
-0.026315072551369667,
0.01049724966287613,
0.06308656930923462,
0.02189660631120205,
0.008140324614942074,
0.000662319187540561,
-0.019926542416214943,
-0.0071548945270478725,
0.01866602897644043,
-0.042881570756435394,
-0.006827221717685461,
-0.033002350479364395,
0.0759730413556099,
-0.05287211388349533,
0.06290147453546524,
0.036782607436180115,
0.04194576293230057,
0.024074330925941467,
-0.04316439852118492,
-0.03887512534856796,
-0.011150860227644444,
-0.02451920695602894,
0.0644766092300415,
0.001331652863882482,
-0.027495386078953743,
0.07166819274425507,
0.03058531880378723,
-0.08478108793497086,
0.03780596703290939,
0.04458096623420715,
0.048354700207710266,
0.029817581176757812,
0.05221138522028923,
-0.041970811784267426,
0.02260640077292919,
-0.028505641967058182,
0.008765238337218761,
-0.04379279166460037,
-0.010568528436124325,
-0.024485696107149124,
-0.05773448199033737,
-0.012427258305251598,
0.029647624120116234,
-0.0236869715154171,
0.0029890812002122402,
0.02063758298754692,
-0.019606132060289383,
-0.06080007553100586,
0.0021373415365815163,
0.03691122308373451,
0.0043815262615680695,
-0.017582474276423454,
-0.02709909714758396,
0.017910607159137726,
0.0380157046020031,
-0.015879737213253975,
-0.055539339780807495,
0.013931749388575554,
-0.0005536491516977549,
-0.07572261244058609,
-0.05063445121049881,
0.0621802881360054,
0.01582949236035347,
-0.01782953552901745,
-0.0006241314695216715,
0.039631281048059464,
0.007702031172811985,
0.03656069561839104,
-0.01278219185769558,
0.011588772758841515,
-0.06768042594194412,
0.0043220543302595615,
0.022999824956059456,
0.011598181910812855,
-0.0002585788315627724,
-0.010127350687980652,
0.029814820736646652,
0.08177468180656433,
0.03311542421579361,
0.005705723073333502,
-0.061022792011499405,
-0.03354601934552193,
-0.0016485514352098107,
-0.036465030163526535,
0.04220357537269592,
0.009213029406964779,
-0.05370336398482323,
-0.04121977835893631,
-0.03999091312289238,
0.003331261919811368,
0.02763936296105385,
-0.025903914123773575,
0.011991618201136589,
0.022243492305278778,
0.012245985679328442,
-0.029606929048895836,
-0.10026118159294128,
-0.04986341670155525,
-0.017782123759388924,
0.032826606184244156,
0.018768155947327614,
-0.06377165764570236,
0.030469553545117378,
-0.031195877119898796,
-0.014360149390995502,
0.053335655480623245,
-0.010999912396073341,
-0.013444037176668644,
0.07115224748849869,
0.07178235799074173,
-0.02774016000330448,
0.06624773889780045,
0.017662517726421356,
-0.03222931921482086,
0.0652291476726532,
0.01992964930832386,
0.03673502057790756,
0.008688513189554214,
0.025004740804433823,
-0.0203811377286911,
-0.015531394630670547,
-0.016986746340990067,
-0.02919677458703518,
0.006889296695590019,
-0.005969219841063023,
0.04680190980434418
] |
CarlosTron/Yo | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | 2021-01-22T16:48:58Z | ---
language:
- en
tags:
- text reranking
license: apache-2.0
datasets:
- MS MARCO document ranking
---
# BERT Reranker for MS-MARCO Document Ranking
## Model description
A text reranker trained for BM25 retriever on MS MARCO document dataset.
## Intended uses & limitations
It is possible to work with other retrievers like but using aligned BM25 works the best.
We used anserini toolkit's BM25 implementation and indexed with tuned parameters (k1=3.8, b=0.87) following [this instruction](https://github.com/castorini/anserini/blob/master/docs/experiments-msmarco-doc.md).
#### How to use
See our [project repo page](https://github.com/luyug/Reranker).
## Eval results
MRR @10: 0.423 on Dev.
### BibTeX entry and citation info
```bibtex
@inproceedings{gao2021lce,
title={Rethink Training of BERT Rerankers in Multi-Stage Retrieval Pipeline},
author={Luyu Gao and Zhuyun Dai and Jamie Callan},
year={2021},
booktitle={The 43rd European Conference On Information Retrieval (ECIR)},
}
``` | [
-0.002671337453648448,
-0.005939943715929985,
-0.00576321454718709,
0.04877059534192085,
0.028039950877428055,
0.024765387177467346,
-0.01865055039525032,
-0.02368653565645218,
-0.033924881368875504,
0.03338945284485817,
0.04181888327002525,
-0.009810078889131546,
0.01525107491761446,
0.031438522040843964,
-0.04920656979084015,
-0.022690633311867714,
0.016100237146019936,
-0.022594351321458817,
-0.054272234439849854,
0.02923644706606865,
0.012382132932543755,
-0.001952465041540563,
-0.039292916655540466,
0.021988550201058388,
0.01819501630961895,
-0.016017131507396698,
-0.0031271835323423147,
0.03336910530924797,
0.043735068291425705,
-0.058355022221803665,
-0.010086522437632084,
-0.034943629056215286,
-0.05440147593617439,
-0.021249910816550255,
-0.01687075011432171,
0.014292561449110508,
0.016593413427472115,
-0.00898224301636219,
0.047073844820261,
0.05508840084075928,
-0.039503052830696106,
0.04841350391507149,
-0.004512442275881767,
-0.0356135331094265,
0.029208019375801086,
-0.027023151516914368,
-0.054232869297266006,
-0.032444871962070465,
0.04037190601229668,
-0.05026630312204361,
-0.06550632417201996,
-0.08100414276123047,
-0.024809112772345543,
0.018850214779376984,
-0.015295801684260368,
-0.04403407871723175,
-0.04316844791173935,
0.0004711612418759614,
0.06178145110607147,
-0.05015621706843376,
-0.018561404198408127,
0.0037550521083176136,
-0.06522411853075027,
0.035471562296152115,
0.02833462320268154,
-0.02375682443380356,
0.01273317076265812,
-0.039339009672403336,
0.03809702768921852,
-0.017711205407977104,
0.04845279082655907,
-0.044423166662454605,
0.006957265082746744,
-0.0842006728053093,
-0.0001653749932302162,
-0.030165234580636024,
0.03146505355834961,
0.03811988607048988,
-0.03162182494997978,
0.04812302440404892,
0.01898580603301525,
-0.008351760916411877,
0.031192895025014877,
-0.023953385651111603,
-0.002125316997990012,
0.04733583703637123,
-0.027048153802752495,
-0.016155045479536057,
-0.01386283803731203,
0.00537068722769618,
-0.02092634327709675,
0.010932426899671555,
-0.032033540308475494,
-0.0061845937743783,
-0.01741841994225979,
0.034216247498989105,
0.0011253106640651822,
-0.0072932797484099865,
0.032087285071611404,
0.006952730938792229,
0.005543508101254702,
0.051604263484478,
0.015876663848757744,
0.05990475416183472,
-0.00046505065984092653,
-0.020978571847081184,
-0.03593498095870018,
0.005224878899753094,
-0.06764751672744751,
0.05021236091852188,
0.0390377901494503,
-0.05756241828203201,
-0.045069411396980286,
0.05562526360154152,
0.02219630777835846,
-0.04532052204012871,
0.04438458010554314,
-0.0362871028482914,
-0.04752859100699425,
-0.0712844505906105,
0.052001308649778366,
-0.0007215407676994801,
0.030611583963036537,
-0.03216724097728729,
-0.039037805050611496,
0.03825538605451584,
-0.05578998476266861,
-0.004116513766348362,
0.0013666636077687144,
0.023092271760106087,
-0.0004049261915497482,
0.03434215486049652,
0.019237997010350227,
-0.08791658282279968,
0.019949471578001976,
-0.002043347805738449,
-0.0651603490114212,
0.03661171719431877,
0.06221383810043335,
0.09611381590366364,
-0.02347005158662796,
-0.04424212872982025,
0.006787353195250034,
0.009934808127582073,
-0.027753589674830437,
0.015934092923998833,
0.011416813358664513,
-0.03711935877799988,
-0.022131241858005524,
-0.009563228115439415,
0.04074050113558769,
-0.053310640156269073,
0.026753269135951996,
0.0429430790245533,
-0.019468050450086594,
0.05015335977077484,
-0.021055176854133606,
-0.003377094166353345,
-0.012437118217349052,
0.007732172962278128,
-0.03827619552612305,
0.03644466772675514,
-0.009906102903187275,
0.010636397637426853,
-0.01999782957136631,
-0.03544267266988754,
0.030901337042450905,
0.08340372890233994,
-0.00007725338218733668,
-0.04060417413711548,
-0.0349566787481308,
-0.01216471940279007,
0.049246590584516525,
0.03741832822561264,
-0.001973866717889905,
0.03871926665306091,
0.03514853119850159,
0.04317058250308037,
-0.02915729396045208,
0.034842826426029205,
0.0068464395590126514,
-0.017039965838193893,
-0.02648164890706539,
0.01061925943940878,
0.008925735019147396,
-0.014699812978506088,
0.010285386815667152,
0.042483262717723846,
0.008680665865540504,
0.004705400671809912,
-0.020111331716179848,
0.0674799457192421,
-0.03378123417496681,
0.004272232297807932,
0.013144188560545444,
0.023174965754151344,
-0.032747261226177216,
0.05389883741736412,
-0.03127313405275345,
-0.014114048331975937,
0.024445997551083565,
-0.036177925765514374,
0.035988181829452515,
0.03247551620006561,
0.020433921366930008,
0.026787254959344864,
0.007139041554182768,
0.07117173075675964,
-0.03160746395587921,
0.02784537710249424,
-0.03789617493748665,
-0.03635618835687637,
-0.01494030561298132,
0.04211492836475372,
0.001431707409210503,
0.04715447872877121,
-0.018680591136217117,
-0.04060414806008339,
0.042558226734399796,
0.03696737065911293,
0.06146886572241783,
0.05201921984553337,
-0.04305313900113106,
-0.009385320357978344,
0.03971302509307861,
0.032340072095394135,
-0.04336099699139595,
-0.030025197193026543,
0.012515870854258537,
0.05607779696583748,
-0.026282111182808876,
0.009880876168608665,
-0.03634428232908249,
0.01848851889371872,
-0.050265803933143616,
-0.06439003348350525,
0.049609217792749405,
0.032795801758766174,
-0.011319867335259914,
0.004528251476585865,
-0.0485827662050724,
0.010209585539996624,
0.019697340205311775,
0.04232580587267876,
-0.014355650171637535,
-0.04177389666438103,
0.04118018597364426,
0.020891515538096428,
0.04396067559719086,
-0.051114246249198914,
0.033290766179561615,
-0.009657906368374825,
-0.02581961080431938,
0.01209527999162674,
-0.03189006447792053,
0.011782717891037464,
0.01744147576391697,
0.022398320958018303,
-0.03137260675430298,
-0.00723262270912528,
0.02461930364370346,
0.00009744145791046321,
0.07518239319324493,
-0.0064511545933783054,
0.052040956914424896,
-0.0016690782504156232,
0.056487616151571274,
0.08588738739490509,
0.011935264803469181,
0.026315828785300255,
0.048518355935811996,
0.07361579686403275,
0.010463550686836243,
-0.027835551649332047,
0.07913795113563538,
-0.06020408868789673,
-0.009921332821249962,
-0.05221016705036163,
0.012759827077388763,
-0.017588285729289055,
-0.021121004596352577,
0.05922827124595642,
0.0366000272333622,
-0.029161201789975166,
0.013073922134935856,
0.010524675250053406,
-0.0021923368331044912,
0.029601581394672394,
0.00531295919790864,
0.011049525812268257,
0.0016978690400719643,
0.00702804746106267,
-0.004327980801463127,
-0.0420832559466362,
-0.07052354514598846,
-0.014032255858182907,
-0.0353892557322979,
0.0043515488505363464,
-0.0755993127822876,
-0.02657332271337509,
-0.10126695781946182,
-0.0415610671043396,
0.0473712794482708,
0.014281564392149448,
-0.010772581212222576,
0.0067735412158071995,
-0.03036860004067421,
-0.024388562887907028,
-0.030021892860531807,
-0.05269230157136917,
-0.021594572812318802,
-0.029582617804408073,
-0.0961509719491005,
0.027874348685145378,
0.014614802785217762,
0.02454996667802334,
0.005640281364321709,
-0.013472121208906174,
-0.022976776584982872,
-0.026732083410024643,
0.06929679960012436,
0.016934722661972046,
-0.028933433815836906,
-0.04656060039997101,
0.015978913754224777,
-0.013229448348283768,
-0.0034871462266892195,
-0.00768202543258667,
-0.058218806982040405,
0.08455745875835419,
0.0788465142250061,
0.03351898491382599,
0.01631496287882328,
0.022839797660708427,
-0.02453751303255558,
-0.05443337932229042,
-0.038399938493967056,
-0.0339299812912941,
-0.023655008524656296,
-0.044640153646469116,
-0.017169948667287827,
-0.008456106297671795,
-0.014094943180680275,
-0.01279736403375864,
-0.006400885991752148,
0.002985036466270685,
0.05547791346907616,
0.03684904798865318,
0.03478674218058586,
0.050890639424324036,
-0.03409457951784134,
-0.024070734158158302,
0.06980375200510025,
0.027897413820028305,
-0.022706951946020126,
-0.06031522527337074,
-0.0364476703107357,
0.03511570394039154,
0.0050780633464455605,
0.01898455247282982,
-0.029547294601798058,
0.04143889993429184,
0.013621697202324867,
0.013001112267374992,
0.004069406073540449,
-0.015268971212208271,
-0.02078816294670105,
0.0029976109508424997,
-0.03208838030695915,
-0.04799938201904297,
-0.0578315407037735,
-0.04202963411808014,
0.00398916145786643,
0.04953065887093544,
-0.08334299921989441,
-0.0638972669839859,
-0.013642041943967342,
0.021712912246584892,
0.009006163105368614,
0.0023423638194799423,
-0.035003114491701126,
0.014982604421675205,
-0.048156820237636566,
-0.0388818122446537,
0.026571428403258324,
-0.0037769749760627747,
0.012476425617933273,
0.049791764467954636,
0.004530978389084339,
-0.006692296825349331,
0.03925197198987007,
0.01870610937476158,
0.05610281229019165,
0.0077532315626740456,
-0.06525451689958572,
0.008935795165598392,
-0.002216183813288808,
0.0023361891508102417,
-0.005958070047199726,
-0.03456788510084152,
-0.04334057867527008,
-0.0731683000922203,
-0.005643890239298344,
0.009187734685838223,
-0.001730943564325571,
-0.020415449514985085,
0.03481621295213699,
-0.023511307314038277,
-0.01663394458591938,
-0.021538594737648964,
0.03406742215156555,
0.03970063850283623,
-0.04798152297735214,
0.04795243591070175,
-0.007485884707421064,
0.04506358131766319,
-0.05597227066755295,
0.017390282824635506,
-0.03986895829439163,
0.009581102058291435,
0.014124984852969646,
0.04603784158825874,
0.01478481013327837,
0.034402817487716675,
0.05904366075992584,
0.032967470586299896,
-0.02778661996126175,
0.024519117549061775,
0.04073220491409302,
-0.01963913068175316,
-0.03483625128865242,
-0.036062270402908325,
-0.03455578163266182,
-0.02028609625995159,
-0.012914001010358334,
-0.04355153068900108,
0.02667061612010002,
0.011670161969959736,
0.0021552720572799444,
-0.025301294401288033,
-0.015023725107312202,
-0.02609495259821415,
-0.02737429179251194,
-0.048691634088754654,
-0.026376331225037575,
-0.03389466181397438,
-0.01651165820658207,
0.01297870185226202,
0.039070598781108856,
0.009819410741329193,
0.09470946341753006,
0.06369617581367493,
-0.03176845237612724,
-0.054933372884988785,
0.017338266596198082,
0.020467989146709442,
-0.04369743913412094,
-0.06396482139825821,
-0.05322525277733803,
0.04408271610736847,
0.021786341443657875,
0.007181441877037287,
-0.08162946999073029,
0.05097204074263573,
0.03146592155098915,
-0.04257095232605934,
0.07278459519147873,
0.001990725751966238,
0.04473540559411049,
0.04284115508198738,
-0.01307685673236847,
0.02923205867409706,
-0.021679271012544632,
-0.016984228044748306,
-0.016682090237736702,
0.05893780291080475,
-0.022193627431988716,
-0.012501146644353867,
-0.041476842015981674,
0.07069428265094757,
0.025569560006260872,
0.06261910498142242,
0.04464967921376228,
-0.015797216445207596,
-0.037524234503507614,
-0.014428696595132351,
0.036938637495040894,
-0.04899898171424866,
0.03179318457841873,
0.03841693699359894,
0.052628710865974426,
-0.05634234845638275,
-0.06483152508735657,
0.004688001237809658,
0.010967942886054516,
0.03162321448326111,
0.0019030434777960181,
-0.06297717243432999,
-0.06802253425121307,
-0.001243254286237061,
-0.0073674824088811874,
-0.015852779150009155,
-0.08993907272815704,
0.03552401065826416,
-0.01466871052980423,
-0.03099948912858963,
0.04610484838485718,
0.048466406762599945,
0.03153027966618538,
0.058371178805828094,
0.01660480722784996,
0.016423160210251808,
-0.041555605828762054,
0.040449053049087524,
-0.0024028706829994917,
-0.005269517190754414,
0.00804360955953598,
-0.04118023440241814,
0.01035383716225624,
-0.04214738681912422,
-0.033688925206661224,
-0.05238690227270126,
0.0008672132389619946,
0.018835898488759995,
-0.005898414179682732,
0.013618606142699718,
-0.017503630369901657,
0.031245343387126923,
-0.021905994042754173,
-0.04216483607888222,
-0.04513780027627945,
0.0010422110790386796,
-0.08728046715259552,
-0.05215860903263092,
-0.006847083568572998,
-0.0023841550573706627,
0.030966900289058685,
0.015616214834153652,
0.031161943450570107,
-0.009081423282623291,
0.008119129575788975,
-0.02994164265692234,
0.03604331612586975,
-0.01577793061733246,
-0.044540420174598694,
-0.04995152726769447,
0.014041236601769924,
-0.005794825963675976,
0.020755065605044365,
-0.03712921217083931,
0.018524926155805588,
0.023403894156217575,
-0.007672807667404413,
-0.014494680799543858,
0.0142747787758708,
0.010336687788367271,
-0.06597788631916046,
-0.039116933941841125,
-0.038079146295785904,
-0.02392057329416275,
0.06089155748486519,
-0.027145888656377792,
-0.037554606795310974,
-0.02083820290863514,
0.015706127509474754,
0.03292207419872284,
-0.005601123441010714,
-0.045014142990112305,
-0.028128983452916145,
-0.02508426085114479,
0.019439879804849625,
-0.056170426309108734,
0.03967364877462387,
-0.042257893830537796,
0.032948385924100876,
-0.00551703292876482,
-0.018027618527412415,
-0.06707541644573212,
0.057662710547447205,
-0.024204356595873833,
-0.02013877034187317,
-0.03670003265142441,
0.023206083104014397,
-0.026907674968242645,
0.031655602157115936,
-0.01869431883096695,
-0.0018244098173454404,
-0.007897821255028248,
0.06923878192901611,
-0.06406354159116745,
-0.009501631371676922,
-0.02161911316215992,
0.019022060558199883,
-0.044893719255924225,
-0.006464007310569286,
-0.02114960551261902,
-0.037777889519929886,
0.029874349012970924,
0.03058987855911255,
0.014368213713169098,
0.03265703096985817,
-0.027590155601501465,
0.011853720061480999,
0.03410488739609718,
-0.07558196038007736,
-0.013102793134748936,
-0.00042587736970745027,
0.02005762793123722,
0.012519284151494503,
0.04855136573314667,
0.03155970200896263,
-0.04312365874648094,
-0.019753102213144302,
0.034589942544698715,
0.02267780527472496,
0.009069802239537239,
-0.008352953009307384,
0.036011289805173874,
0.024911435320973396,
0.03315696865320206,
-0.05705127865076065,
-0.006751218345016241,
-0.009364585392177105,
-0.016636816784739494,
0.016377951949834824,
0.02053913287818432,
0.02989659085869789,
0.00569675350561738,
-0.028707921504974365,
-0.033020976930856705,
0.06662581861019135,
0.027586117386817932,
0.006466155871748924,
-0.03367908298969269,
-0.02830560691654682,
0.024783361703157425,
0.033909812569618225,
-0.0378456637263298,
0.006149046588689089,
0.023751286789774895,
-0.035269372165203094,
0.07718722522258759,
-0.04097961261868477,
-0.01262304000556469,
0.042007654905319214,
0.03771813586354256,
-0.0026044887490570545,
0.03500179573893547,
-0.038592949509620667,
0.0218825601041317,
0.05559048056602478,
-0.0460909865796566,
-0.02347029373049736,
-0.023323338478803635,
0.0667954832315445,
-0.06644221395254135,
0.04912291839718819,
0.050680313259363174,
-0.0066904667764902115,
0.02815510891377926,
-0.02540857158601284,
-0.027750076726078987,
0.007674957159906626,
-0.024111727252602577,
0.08148889988660812,
0.01552831195294857,
-0.06272168457508087,
0.05885503068566322,
0.03280122950673103,
-0.08972865343093872,
0.057258520275354385,
0.01843029260635376,
0.05504227802157402,
0.014665704220533371,
0.046734292060136795,
-0.03532709553837776,
0.031670186668634415,
-0.05008501186966896,
0.009111848659813404,
-0.03211481496691704,
-0.013665652833878994,
0.013051343150436878,
-0.006899253465235233,
0.00047777671716175973,
0.03569576516747475,
-0.03371493145823479,
-0.016465531662106514,
0.04674069955945015,
-0.02117525041103363,
-0.032741617411375046,
-0.00994343962520361,
0.015496719628572464,
-0.007344725076109171,
-0.03545788303017616,
-0.031231403350830078,
0.04182559624314308,
0.0048209852539002895,
0.005575604736804962,
-0.024876916781067848,
0.005858522839844227,
0.01643364503979683,
-0.09964682161808014,
-0.05064014345407486,
0.050847604870796204,
-0.0022643632255494595,
-0.03669637069106102,
0.021481778472661972,
-0.012778989039361477,
0.02914184145629406,
0.026746654883027077,
-0.0031441147439181805,
0.0026780071202665567,
-0.04262979328632355,
0.016472164541482925,
0.024659372866153717,
-0.011016945354640484,
0.03285492584109306,
-0.01188458688557148,
0.026142941787838936,
0.016797665506601334,
0.030926348641514778,
-0.02685433439910412,
-0.03539930656552315,
-0.029624449089169502,
0.04789578542113304,
-0.03978295251727104,
0.009119904600083828,
-0.026128899306058884,
-0.04053112119436264,
-0.01747020147740841,
-0.021647149696946144,
-0.051237013190984726,
0.04397186264395714,
-0.04577922448515892,
0.010665114037692547,
0.03176267072558403,
-0.016677526757121086,
-0.04153575748205185,
-0.09411908686161041,
-0.012415819801390171,
-0.0011477535590529442,
0.0005638710572384298,
-0.01848902367055416,
-0.009016882628202438,
0.01349647343158722,
-0.009633686393499374,
-0.058769337832927704,
0.045159321278333664,
-0.00041828484972938895,
-0.043061647564172745,
0.04313578084111214,
0.03897569328546524,
-0.023978177458047867,
0.02101222239434719,
0.04870843514800072,
-0.04515783488750458,
0.013959315605461597,
-0.009730858728289604,
0.013238520361483097,
0.012852933257818222,
0.042311809957027435,
-0.053800757974386215,
-0.03765784576535225,
-0.033928945660591125,
-0.03811759874224663,
-0.021806567907333374,
-0.009156842716038227,
0.03592304512858391
] |
dccuchile/albert-large-spanish-finetuned-mldoc | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 27 | 2021-04-22T08:21:57Z | <br />
<p align="center">
<h1 align="center">M-BERT Base ViT-B</h1>
<p align="center">
<a href="https://github.com/FreddeFrallan/Multilingual-CLIP/tree/main/Model%20Cards/M-BERT%20Base%20ViT-B">Github Model Card</a>
</p>
</p>
## Usage
To use this model along with the original CLIP vision encoder you need to download the code and additional linear weights from the [Multilingual-CLIP Github](https://github.com/FreddeFrallan/Multilingual-CLIP).
Once this is done, you can load and use the model with the following code
```python
from src import multilingual_clip
model = multilingual_clip.load_model('M-BERT-Base-ViT')
embeddings = model(['Älgen är skogens konung!', 'Wie leben Eisbären in der Antarktis?', 'Вы знали, что все белые медведи левши?'])
print(embeddings.shape)
# Yields: torch.Size([3, 640])
```
<!-- ABOUT THE PROJECT -->
## About
A [BERT-base-multilingual](https://huggingface.co/bert-base-multilingual-cased) tuned to match the embedding space for [69 languages](https://github.com/FreddeFrallan/Multilingual-CLIP/blob/main/Model%20Cards/M-BERT%20Base%2069/Fine-Tune-Languages.md), to the embedding space of the CLIP text encoder which accompanies the ViT-B/32 vision encoder. <br>
A full list of the 100 languages used during pre-training can be found [here](https://github.com/google-research/bert/blob/master/multilingual.md#list-of-languages), and a list of the 4069languages used during fine-tuning can be found in [SupportedLanguages.md](https://github.com/FreddeFrallan/Multilingual-CLIP/blob/main/Model%20Cards/M-BERT%20Base%2069/Fine-Tune-Languages.md).
Training data pairs was generated by sampling 40k sentences for each language from the combined descriptions of [GCC](https://ai.google.com/research/ConceptualCaptions/) + [MSCOCO](https://cocodataset.org/#home) + [VizWiz](https://vizwiz.org/tasks-and-datasets/image-captioning/), and translating them into the corresponding language.
All translation was done using the [AWS translate service](https://aws.amazon.com/translate/), the quality of these translations have currently not been analyzed, but one can assume the quality varies between the 69 languages.
| [
-0.0298648402094841,
-0.025399459525942802,
-0.011386464349925518,
0.0390188954770565,
0.02771797776222229,
0.018632760271430016,
-0.004247545264661312,
-0.029146580025553703,
-0.036414433270692825,
0.06877922266721725,
0.03393598645925522,
-0.022414540871977806,
-0.0033631357364356518,
0.0659136027097702,
-0.01748693734407425,
-0.019498946145176888,
-0.011498291045427322,
0.008992885239422321,
-0.061706122010946274,
-0.014291645027697086,
-0.012236512266099453,
0.014462786726653576,
0.004431756213307381,
0.023573171347379684,
0.0006352952332235873,
0.007726649288088083,
-0.0114059466868639,
0.017363131046295166,
0.02173018828034401,
-0.054634205996990204,
-0.01286688819527626,
-0.04706532135605812,
-0.04625004157423973,
-0.03474877402186394,
-0.01918064057826996,
0.004825645592063665,
0.008238117210566998,
-0.0016578453360125422,
0.039074115455150604,
0.0437198206782341,
-0.025906283408403397,
0.020740097388625145,
-0.02721577137708664,
-0.01926768571138382,
0.03665699064731598,
0.014578081667423248,
-0.03982707858085632,
-0.022097796201705933,
0.03842189535498619,
-0.04178757593035698,
-0.03359184041619301,
-0.056775134056806564,
-0.02482413686811924,
0.03758960962295532,
-0.015772653743624687,
-0.008747126907110214,
-0.06857714056968689,
-0.03682488948106766,
0.08196495473384857,
-0.03817996382713318,
-0.05071919038891792,
0.011116729117929935,
-0.05211033299565315,
0.006842074915766716,
0.03151065111160278,
-0.03006068244576454,
-0.003275617491453886,
-0.0474039725959301,
0.021633105352520943,
-0.018885644152760506,
0.03546188399195671,
-0.014617707580327988,
0.016432609409093857,
-0.08609461784362793,
-0.01661865785717964,
-0.007376988418400288,
0.03756428509950638,
0.022598549723625183,
-0.03761027008295059,
0.03462783992290497,
-0.009025463834404945,
-0.007174621801823378,
0.005400281399488449,
-0.04568822309374809,
-0.014155158773064613,
0.06957555562257767,
-0.010794795118272305,
-0.0025718247052282095,
0.021327653899788857,
0.032128795981407166,
-0.03588656708598137,
-0.03867853432893753,
-0.012666173279285431,
-0.03403247520327568,
-0.006520531140267849,
-0.0010675158118829131,
0.030472634360194206,
-0.0025659045204520226,
0.03063381277024746,
0.018136141821742058,
0.013641339726746082,
0.044766440987586975,
-0.01188290398567915,
0.07644233107566833,
-0.03873937577009201,
-0.019878430292010307,
-0.009514639154076576,
-0.025351544842123985,
-0.011402898468077183,
0.016251958906650543,
0.061317943036556244,
-0.004320889245718718,
-0.02799275517463684,
0.06549758464097977,
-0.011196224018931389,
-0.021997062489390373,
0.04491281881928444,
-0.01526495348662138,
-0.02933664433658123,
-0.08361312747001648,
0.041923731565475464,
-0.01594669744372368,
0.02485356107354164,
0.018467435613274574,
-0.06047636643052101,
0.0292756836861372,
-0.03775870054960251,
-0.03003849647939205,
0.0023484521079808474,
0.00811601523309946,
-0.009616565890610218,
0.04715108498930931,
0.021672111004590988,
-0.057069625705480576,
0.0030669018160551786,
0.002571640769019723,
-0.04219420999288559,
0.052144404500722885,
-0.0008434256887994707,
0.09565989673137665,
-0.03874724730849266,
-0.05866330862045288,
0.026853716000914574,
0.024653946980834007,
-0.0347304530441761,
-0.001653095125220716,
0.03255385905504227,
-0.03543398529291153,
-0.013057305477559566,
0.00046309546451084316,
0.06266538053750992,
-0.03402295708656311,
-0.01614169031381607,
0.03453996405005455,
-0.018399426713585854,
0.026160504668951035,
-0.07478497177362442,
-0.03242978826165199,
-0.01352474745362997,
-0.007862654514610767,
-0.019662702456116676,
0.03550366312265396,
-0.019073642790317535,
-0.026895172894001007,
-0.032039299607276917,
-0.03819796442985535,
-0.009286041371524334,
0.061826325953006744,
-0.030124058946967125,
-0.002874616766348481,
-0.02432611770927906,
0.021267088130116463,
0.03171873837709427,
0.035625435411930084,
-0.032620035111904144,
0.04985884949564934,
0.06421276181936264,
0.03916570171713829,
-0.030850134789943695,
0.0935424342751503,
-0.0011882866965606809,
-0.048792120069265366,
-0.047936152666807175,
0.03274662792682648,
0.0016912746941670775,
-0.022541796788573265,
0.006292015314102173,
0.03247591853141785,
-0.012698080390691757,
-0.023252790793776512,
0.011089342646300793,
0.05759463086724281,
0.000300793704809621,
0.014680999331176281,
0.022675810381770134,
-0.004667417146265507,
-0.02486112341284752,
0.03974112495779991,
-0.009031245484948158,
-0.014425944536924362,
-0.013673964887857437,
-0.0418660007417202,
-0.012877081520855427,
0.01786128059029579,
0.03755218908190727,
0.06438860297203064,
0.011164230294525623,
0.070320725440979,
-0.020253624767065048,
0.011363880708813667,
-0.06190463528037071,
-0.04831206426024437,
-0.012443025596439838,
0.060591574758291245,
0.051937539130449295,
0.04037654772400856,
-0.007595635950565338,
-0.07386463135480881,
0.013824817724525928,
0.08202753216028214,
0.04805672913789749,
-0.006939500104635954,
-0.03158530965447426,
-0.0037646747659891844,
0.02543860487639904,
0.04033668339252472,
-0.07298871129751205,
-0.03595375269651413,
0.037789009511470795,
0.03768893703818321,
-0.025447173044085503,
0.012219996191561222,
-0.024232150986790657,
0.044096119701862335,
-0.02914479374885559,
-0.06105005368590355,
0.02989179454743862,
0.047076210379600525,
0.004426763392984867,
0.03183232992887497,
0.0033681620843708515,
0.02936522476375103,
-0.009944300167262554,
0.01570422388613224,
-0.021397897973656654,
-0.034770332276821136,
-0.0027819499373435974,
0.015193380415439606,
0.044347673654556274,
-0.045040782541036606,
0.06273279339075089,
-0.01642710529267788,
0.02757665328681469,
0.03308641538023949,
-0.03704696148633957,
0.03308450058102608,
0.046572815626859665,
0.011873946525156498,
-0.056230559945106506,
0.012825055979192257,
0.029137663543224335,
0.021112781018018723,
0.06480458378791809,
-0.0257791206240654,
0.0432533323764801,
-0.004678303841501474,
0.0428508035838604,
0.07540528476238251,
0.02661707065999508,
0.032989319413900375,
0.017880579456686974,
0.058499280363321304,
-0.008922804147005081,
-0.024075383320450783,
0.07292693108320236,
-0.03138864412903786,
0.01578008383512497,
-0.05681028217077255,
-0.010394268669188023,
0.0046431394293904305,
-0.011357584036886692,
0.02967878244817257,
-0.023949723690748215,
-0.00759957917034626,
0.003696667030453682,
-0.008677377365529537,
0.0018541995668783784,
0.03901252895593643,
0.01521103736013174,
0.0023966103326529264,
-0.008578169159591198,
-0.030612876638770103,
0.008864179253578186,
-0.07771337032318115,
-0.05848057195544243,
-0.013537021353840828,
-0.0536428727209568,
0.026958948001265526,
-0.06566762924194336,
-0.009952963329851627,
-0.07540253549814224,
-0.021075494587421417,
0.044526372104883194,
0.013936917297542095,
-0.00044937091297470033,
-0.041117988526821136,
0.014614815823733807,
-0.04694238305091858,
-0.029329443350434303,
-0.02185836434364319,
-0.0423375703394413,
-0.03880035877227783,
-0.043444354087114334,
0.05339575931429863,
0.00530049204826355,
0.005654752720147371,
0.012972955591976643,
0.02858196757733822,
0.009392967447638512,
-0.0131289754062891,
0.05191425234079361,
0.047901373356580734,
-0.011807561852037907,
-0.02982221730053425,
0.015516647137701511,
-0.012837796472012997,
0.02190699428319931,
-0.0030092401430010796,
-0.022064317017793655,
0.09705666452646255,
0.05558522790670395,
0.0015878124395385385,
-0.002728543011471629,
0.03939424827694893,
-0.040763456374406815,
-0.021329283714294434,
-0.02986304648220539,
-0.04118892550468445,
-0.015910251066088676,
-0.03662056475877762,
-0.027640193700790405,
-0.028851233422756195,
-0.03647039830684662,
0.028138762339949608,
0.001091190380975604,
0.02930249087512493,
0.026062151417136192,
0.01921853981912136,
0.014740469865500927,
0.010576627217233181,
-0.02730819582939148,
-0.03146648406982422,
0.07143711298704147,
0.008694463409483433,
0.009114458225667477,
-0.07158349454402924,
-0.0325792096555233,
0.025892887264490128,
0.017493562772870064,
-0.035242609679698944,
-0.0024859728291630745,
0.09249306470155716,
0.0033863363787531853,
-0.021159643307328224,
0.01792987994849682,
-0.015815123915672302,
-0.04409532994031906,
-0.00017052215116564184,
-0.0027651696000248194,
-0.012273825705051422,
-0.037604376673698425,
-0.015407690778374672,
0.016836799681186676,
0.0541771836578846,
-0.07729228585958481,
-0.08731716126203537,
-0.027629820629954338,
0.038934316486120224,
-0.00925595685839653,
-0.016761887818574905,
-0.06415755301713943,
0.008305942639708519,
-0.04997551441192627,
-0.02981491945683956,
0.007797934580594301,
-0.009130670689046383,
0.03188497945666313,
0.05860668048262596,
0.012995452620089054,
-0.0384615957736969,
0.03732553869485855,
0.04327124357223511,
0.029471460729837418,
0.006498354487121105,
-0.0343758799135685,
0.03104255348443985,
-0.0412396602332592,
0.03952435776591301,
-0.008135268464684486,
-0.04457715526223183,
-0.03180216625332832,
-0.0874917283654213,
-0.0004309184441808611,
0.004767868667840958,
-0.0275204386562109,
-0.0008855676278471947,
0.018681520596146584,
-0.033972252160310745,
-0.018112000077962875,
-0.0068247364833951,
0.015645304694771767,
0.014352286234498024,
-0.06770773231983185,
0.08157482743263245,
-0.011224256828427315,
0.04082904011011124,
-0.04155474528670311,
0.028760820627212524,
-0.037015851587057114,
-0.04652271792292595,
-0.009663823060691357,
0.06325417757034302,
0.004647406749427319,
0.06848570704460144,
0.08486011624336243,
0.044331375509500504,
-0.05365116894245148,
0.0704125165939331,
0.022126277908682823,
-0.036784566938877106,
-0.045760609209537506,
0.005094034131616354,
-0.002364187967032194,
-0.022498104721307755,
0.002574851270765066,
0.00482650101184845,
0.02335246466100216,
0.03139428794384003,
0.01750827021896839,
0.0012086040806025267,
0.0031783280428498983,
-0.014076153747737408,
-0.047929488122463226,
-0.061593424528837204,
-0.044608961790800095,
-0.02794969081878662,
-0.04070987552404404,
0.04663129523396492,
0.013128121383488178,
0.0031738660763949156,
0.055873554199934006,
0.027157964184880257,
-0.007475399412214756,
-0.03018338233232498,
0.01921248435974121,
-0.0024986001662909985,
-0.03586650639772415,
-0.06299528479576111,
-0.03447369113564491,
0.035743098706007004,
0.04384351894259453,
0.027806254103779793,
-0.07658591866493225,
0.003655166132375598,
0.04334034025669098,
-0.02087755687534809,
0.057461123913526535,
-0.006496797315776348,
0.07316426932811737,
0.0474909283220768,
-0.02014746144413948,
0.012691083364188671,
-0.00832249503582716,
0.012723173014819622,
-0.015814464539289474,
0.007533426862210035,
-0.02475166693329811,
-0.05090213567018509,
-0.05159975588321686,
0.02830655127763748,
0.033038463443517685,
0.03857657313346863,
0.048958953469991684,
-0.023955265060067177,
-0.04962911456823349,
0.004512665327638388,
0.022200431674718857,
-0.04549597576260567,
0.013204495422542095,
0.02984328381717205,
0.0285367239266634,
-0.0557381734251976,
-0.02922188863158226,
-0.04919802397489548,
-0.02210957556962967,
0.009131364524364471,
0.006151591427624226,
-0.06046188250184059,
-0.05333780497312546,
0.039958126842975616,
-0.014132162556052208,
-0.029934583231806755,
-0.10562902688980103,
0.008437655866146088,
-0.05964799225330353,
-0.03271472081542015,
0.06045476719737053,
0.022930579259991646,
0.03890356421470642,
0.04150153696537018,
0.03063616342842579,
-0.003636362263932824,
-0.04366418346762657,
0.031231680884957314,
-0.027038954198360443,
-0.011043599806725979,
-0.03313910961151123,
-0.04539851099252701,
-0.011558441445231438,
-0.0011646123602986336,
-0.05979537218809128,
-0.02118665724992752,
-0.010451637208461761,
0.028529107570648193,
-0.0006365757435560226,
-0.004251024220138788,
-0.009530783630907536,
0.026371100917458534,
-0.044820744544267654,
-0.04478257894515991,
-0.054054051637649536,
-0.028497889637947083,
-0.06634821742773056,
-0.04759262129664421,
0.028579408302903175,
0.008392193354666233,
0.05566362291574478,
0.007454652804881334,
0.006585969123989344,
0.04263824597001076,
-0.008560750633478165,
0.00544276088476181,
0.03618902713060379,
-0.007690569385886192,
-0.03634355589747429,
-0.03408002480864525,
0.002958088181912899,
0.01123418752104044,
0.02846517413854599,
-0.06232412904500961,
0.020795218646526337,
0.026092298328876495,
-0.006954648997634649,
-0.019644182175397873,
0.036748096346855164,
0.02441716007888317,
-0.07766679674386978,
-0.0506124272942543,
-0.04269615560770035,
-0.06989868730306625,
0.03954003378748894,
-0.01963210478425026,
-0.04620189219713211,
0.036171041429042816,
0.047031451016664505,
0.04439786076545715,
-0.004999049473553896,
-0.02198149263858795,
0.02967284992337227,
-0.033762890845537186,
0.014094417914748192,
-0.0577976293861866,
0.019685082137584686,
-0.04350314289331436,
0.0280558280646801,
-0.006974764168262482,
0.016772150993347168,
-0.03903607651591301,
0.04032016545534134,
-0.022705035284161568,
-0.03854269161820412,
-0.007832605391740799,
0.013362683355808258,
-0.013550843112170696,
0.046524032950401306,
-0.023837639018893242,
0.032841939479112625,
-0.026208944618701935,
0.042038217186927795,
-0.0222714152187109,
-0.007376000285148621,
-0.037458907812833786,
0.011267929337918758,
-0.03438204154372215,
-0.032354000955820084,
-0.0009538565063849092,
-0.03359617665410042,
0.05041925236582756,
0.017423024401068687,
0.03375853970646858,
0.001881135394796729,
-0.020758209750056267,
-0.0015716683119535446,
0.040461890399456024,
-0.06295575946569443,
-0.02994001843035221,
-0.005683534312993288,
0.012375575490295887,
0.022663259878754616,
0.04236428812146187,
0.040203627198934555,
-0.06506792455911636,
-0.03980650007724762,
0.0596078522503376,
0.01642938330769539,
0.007012648042291403,
0.012075452134013176,
0.04912954941391945,
0.038018904626369476,
0.02608540467917919,
-0.024507995694875717,
0.0009319025557488203,
0.003364414209499955,
-0.02998623065650463,
0.019085414707660675,
0.011089600622653961,
0.02918146178126335,
0.028640970587730408,
-0.03066696971654892,
-0.015939999371767044,
0.06255531311035156,
0.011386330239474773,
0.03964266553521156,
0.015162878669798374,
-0.04910823702812195,
0.0332060307264328,
0.004771733656525612,
-0.058195002377033234,
0.02294011227786541,
0.004934424068778753,
-0.023500721901655197,
0.06361767649650574,
0.0044836923480033875,
0.012870133854448795,
0.034715261310338974,
0.016710704192519188,
-0.002924108412116766,
0.03704580292105675,
-0.06244261935353279,
-0.003313374938443303,
0.0522804893553257,
-0.06000865623354912,
-0.02315225452184677,
-0.04675279185175896,
0.07833485305309296,
-0.057267721742391586,
0.04909941181540489,
0.0452457033097744,
-0.015225984156131744,
0.011261924169957638,
-0.046130478382110596,
-0.08233997225761414,
0.032630447298288345,
-0.04238400608301163,
0.08846937119960785,
0.02263888344168663,
-0.04178158938884735,
0.05352509394288063,
0.008932076394557953,
-0.06738187372684479,
0.041511110961437225,
0.06516607850790024,
0.02388470433652401,
0.020576151087880135,
0.03721500188112259,
-0.04987168684601784,
0.04482429474592209,
-0.027531670406460762,
0.032928336411714554,
-0.052434589713811874,
-0.02839631959795952,
0.027852950617671013,
-0.0050867581740021706,
0.011229324154555798,
0.02565828338265419,
-0.040559060871601105,
-0.018468668684363365,
0.043921224772930145,
-0.04994862899184227,
-0.039773911237716675,
-0.007278140168637037,
0.011309877038002014,
-0.015867754817008972,
0.007203236687928438,
-0.03937886282801628,
0.027566542848944664,
0.00019415385031607002,
-0.024490611627697945,
-0.03977806121110916,
0.011052082292735577,
0.025078022852540016,
-0.07401012629270554,
-0.04338885471224785,
0.04642544686794281,
0.004111176356673241,
-0.04212632402777672,
0.04342744126915932,
0.00817922968417406,
-0.018565548583865166,
0.02755003608763218,
0.007573115639388561,
0.011976459994912148,
-0.005757385864853859,
-0.011519549414515495,
0.029317552223801613,
-0.004543137736618519,
0.006232197862118483,
0.001159674022346735,
0.03445705398917198,
0.04289460927248001,
0.042812664061784744,
-0.011949585750699043,
-0.027792349457740784,
-0.012133774347603321,
0.021060127764940262,
-0.03459736704826355,
-0.025250239297747612,
0.016024654731154442,
-0.03450382500886917,
-0.04392825439572334,
0.004136163741350174,
0.013167197816073895,
0.05847330763936043,
-0.05061575025320053,
0.020524660125374794,
0.009331530891358852,
-0.030799945816397667,
-0.04876497760415077,
-0.07303223758935928,
-0.01059588324278593,
-0.02878650091588497,
0.04036925360560417,
0.006152883637696505,
-0.02090749889612198,
0.038614433258771896,
-0.02657209523022175,
-0.07999718189239502,
0.04508250579237938,
0.004889427684247494,
-0.04703519493341446,
0.05597223713994026,
0.05132286995649338,
-0.024137131869792938,
0.0006492966786026955,
0.011097867973148823,
-0.045859310775995255,
0.01711638830602169,
0.027181729674339294,
0.006924860179424286,
0.00031968773691914976,
0.007259763311594725,
-0.0219968780875206,
-0.01214441005140543,
-0.03563566505908966,
-0.032908085733652115,
-0.026528330519795418,
-0.01959836483001709,
0.05008753016591072
] |
dccuchile/albert-large-spanish-finetuned-ner | [
"pytorch",
"albert",
"token-classification",
"transformers",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"AlbertForTokenClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
language:
- sq
- am
- ar
- az
- bn
- bg
- ca
- zh
- nl
- en
- et
- fa
- fr
- ka
- de
- el
- hi
- hu
- is
- id
- it
- ja
- kk
- ko
- lv
- mk
- ms
- ps
- pl
- ro
- ru
- sl
- es
- sv
- tl
- th
- tr
- ur
---
<br />
<p align="center">
<h1 align="center">M-BERT Distil 40</h1>
<p align="center">
<a href="https://github.com/FreddeFrallan/Multilingual-CLIP/tree/main/Model%20Cards/M-BERT%20Distil%2040">Github Model Card</a>
</p>
</p>
## Usage
To use this model along with the original CLIP vision encoder you need to download the code and additional linear weights from the [Multilingual-CLIP Github](https://github.com/FreddeFrallan/Multilingual-CLIP).
Once this is done, you can load and use the model with the following code
```python
from src import multilingual_clip
model = multilingual_clip.load_model('M-BERT-Distil-40')
embeddings = model(['Älgen är skogens konung!', 'Wie leben Eisbären in der Antarktis?', 'Вы знали, что все белые медведи левши?'])
print(embeddings.shape)
# Yields: torch.Size([3, 640])
```
<!-- ABOUT THE PROJECT -->
## About
A [distilbert-base-multilingual](https://huggingface.co/distilbert-base-multilingual-cased) tuned to match the embedding space for [40 languages](https://github.com/FreddeFrallan/Multilingual-CLIP/blob/main/Model%20Cards/M-BERT%20Distil%2040/Fine-Tune-Languages.md), to the embedding space of the CLIP text encoder which accompanies the Res50x4 vision encoder. <br>
A full list of the 100 languages used during pre-training can be found [here](https://github.com/google-research/bert/blob/master/multilingual.md#list-of-languages), and a list of the 40 languages used during fine-tuning can be found in [SupportedLanguages.md](Fine-Tune-Languages.md).
Training data pairs was generated by sampling 40k sentences for each language from the combined descriptions of [GCC](https://ai.google.com/research/ConceptualCaptions/) + [MSCOCO](https://cocodataset.org/#home) + [VizWiz](https://vizwiz.org/tasks-and-datasets/image-captioning/), and translating them into the corresponding language.
All translation was done using the [AWS translate service](https://aws.amazon.com/translate/), the quality of these translations have currently not been analyzed, but one can assume the quality varies between the 40 languages.
## Evaluation
[These results can be viewed at Github](https://github.com/FreddeFrallan/Multilingual-CLIP/tree/main/Model%20Cards/M-BERT%20Distil%2040). <br>
A non-rigorous qualitative evaluation shows that for the languages French, German, Spanish, Russian, Swedish and Greek it seemingly yields respectable results for most instances. The exception being that Greeks are apparently unable to recognize happy persons. <br>
When testing on Kannada, a language which was included during pre-training but not fine-tuning, it performed close to random
| [
-0.030204633250832558,
-0.025406941771507263,
-0.016385221853852272,
0.05086401477456093,
0.04008381813764572,
0.017347071319818497,
-0.008652699179947376,
-0.0185173898935318,
-0.04901041463017464,
0.0788518488407135,
0.02704031765460968,
-0.023716391995549202,
-0.010564420372247696,
0.0653441771864891,
-0.020854225382208824,
-0.012413226999342442,
-0.017872074618935585,
0.00405525229871273,
-0.05703373998403549,
-0.03235922381281853,
-0.008019186556339264,
0.00981090683490038,
0.002190182451158762,
0.024732187390327454,
-0.00261307368054986,
0.0098915109410882,
-0.003574713133275509,
0.021854734048247337,
0.027769209817051888,
-0.051099855452775955,
-0.016122186556458473,
-0.04616982862353325,
-0.046951308846473694,
-0.029292114078998566,
-0.02700928971171379,
-0.0059883249923586845,
0.010277039371430874,
-0.006431056186556816,
0.040879182517528534,
0.043141089379787445,
-0.02580287680029869,
0.02080710418522358,
-0.03958536311984062,
-0.010749254375696182,
0.03780984878540039,
0.022456245496869087,
-0.033991340547800064,
-0.03380146995186806,
0.03341102972626686,
-0.03611902520060539,
-0.03648390620946884,
-0.05284309387207031,
-0.019539743661880493,
0.0388476625084877,
-0.01915646344423294,
-0.017642252147197723,
-0.07323675602674484,
-0.02418454736471176,
0.0668477937579155,
-0.04989708214998245,
-0.049870848655700684,
0.00361314183101058,
-0.06779731810092926,
0.004847153555601835,
0.03965037316083908,
-0.03098260425031185,
-0.007882430218160152,
-0.04423002898693085,
0.018298489972949028,
-0.012523146346211433,
0.030149217694997787,
-0.02069336175918579,
0.01115428563207388,
-0.08302237093448639,
-0.009629501961171627,
-0.008985353633761406,
0.043298136442899704,
0.023006778210401535,
-0.03633876144886017,
0.025765400379896164,
-0.00225354777649045,
-0.016770804300904274,
0.005093921907246113,
-0.05672068148851395,
-0.016310354694724083,
0.06041160970926285,
-0.011541691608726978,
-0.008449336513876915,
0.02669580653309822,
0.04275255277752876,
-0.043797776103019714,
-0.05085787549614906,
0.0007298745913431048,
-0.03147032484412193,
-0.008123456500470638,
0.00011254555283812806,
0.03491133451461792,
-0.016915136948227882,
0.036490246653556824,
0.023229286074638367,
0.018971314653754234,
0.04024514928460121,
-0.018454009667038918,
0.06845793128013611,
-0.03048693761229515,
-0.01502365991473198,
-0.009434589184820652,
-0.02732129953801632,
-0.012128648348152637,
0.014085773378610611,
0.05985313281416893,
-0.015513031743466854,
-0.02504367008805275,
0.0731358528137207,
-0.010412702336907387,
-0.019472796469926834,
0.058942243456840515,
-0.015371039509773254,
-0.020426923409104347,
-0.07626312971115112,
0.02917482517659664,
-0.009117301553487778,
0.023087451234459877,
0.018326736986637115,
-0.05781170353293419,
0.03012288734316826,
-0.040228456258773804,
-0.030434606596827507,
0.004457461182028055,
0.001105522271245718,
-0.014855057001113892,
0.04173590987920761,
0.02422250807285309,
-0.05606997758150101,
-0.0030930929351598024,
0.005292428657412529,
-0.04406564682722092,
0.035904280841350555,
0.005482564680278301,
0.08531860262155533,
-0.04285307228565216,
-0.06965562701225281,
0.033986639231443405,
0.01923310197889805,
-0.030814241617918015,
-0.005291060544550419,
0.022128425538539886,
-0.04211023449897766,
-0.013279115781188011,
0.006171892862766981,
0.06445302814245224,
-0.04233359917998314,
-0.011857456527650356,
0.04372479021549225,
-0.015196258202195168,
0.025204790756106377,
-0.06047284975647926,
-0.03894149139523506,
-0.00819484144449234,
-0.0016948292031884193,
-0.015904540196061134,
0.03508429229259491,
-0.012879514135420322,
-0.015100271441042423,
-0.03232412412762642,
-0.044755663722753525,
-0.0008992707589641213,
0.05982217192649841,
-0.024974150583148003,
-0.00734195439144969,
-0.0319226048886776,
0.0258321575820446,
0.026338502764701843,
0.036884330213069916,
-0.033564645797014236,
0.04110066220164299,
0.047908760607242584,
0.03319806605577469,
-0.020244956016540527,
0.09868870675563812,
0.0026543671265244484,
-0.04020587354898453,
-0.04550560563802719,
0.026481155306100845,
0.012200476601719856,
-0.023075204342603683,
-0.01345307007431984,
0.024311445653438568,
-0.0041885687969625,
-0.034554459154605865,
0.003042270429432392,
0.059771064668893814,
0.005210471339523792,
0.011090563610196114,
0.01295295637100935,
-0.00242710136808455,
-0.033780429512262344,
0.037604451179504395,
-0.018385525792837143,
-0.008335014805197716,
-0.005951558705419302,
-0.03832767531275749,
-0.0029881002847105265,
0.03783845156431198,
0.03835058957338333,
0.07385852187871933,
-0.0026557317469269037,
0.07354266196489334,
-0.025501273572444916,
0.005370157305151224,
-0.05899953842163086,
-0.05147461220622063,
-0.016749173402786255,
0.0512348972260952,
0.04624427855014801,
0.04662051424384117,
-0.009991543367505074,
-0.07784407585859299,
0.02477330155670643,
0.08945883065462112,
0.0622343011200428,
-0.0019900992047041655,
-0.02809128537774086,
-0.013522914610803127,
0.021443014964461327,
0.042655304074287415,
-0.07518734037876129,
-0.03923536837100983,
0.04757354035973549,
0.03732016682624817,
-0.03160688281059265,
0.015294644050300121,
-0.019957026466727257,
0.046059880405664444,
-0.029204580932855606,
-0.058678388595581055,
0.02208438143134117,
0.04264359176158905,
0.008778495714068413,
0.030720483511686325,
0.0003995860752183944,
0.03149784728884697,
-0.008055061101913452,
0.0176753681153059,
-0.01136015448719263,
-0.030568892136216164,
0.007168796379119158,
0.012821785174310207,
0.03902406617999077,
-0.05028487369418144,
0.055257398635149,
-0.0173281729221344,
0.02295849844813347,
0.03478593751788139,
-0.04479748010635376,
0.04170519486069679,
0.04747598618268967,
0.007078184280544519,
-0.05674365535378456,
0.009613964706659317,
0.018112285062670708,
0.013484778814017773,
0.05938631296157837,
-0.02844555675983429,
0.0405169315636158,
-0.004800714552402496,
0.04549848660826683,
0.07938941568136215,
0.03342854231595993,
0.022851159796118736,
0.02161826193332672,
0.07708220183849335,
-0.0010499159106984735,
-0.021517720073461533,
0.06231832131743431,
-0.042961787432432175,
0.008139126934111118,
-0.05267070606350899,
-0.013606240041553974,
0.015122298151254654,
-0.002159120747819543,
0.026337072253227234,
-0.021043986082077026,
-0.011159610003232956,
0.007459118030965328,
-0.010222850367426872,
0.011452832259237766,
0.04237617552280426,
0.01062517985701561,
-0.012535243295133114,
-0.012530284933745861,
-0.03378940373659134,
0.004512999206781387,
-0.07517299801111221,
-0.059768155217170715,
-0.021898683160543442,
-0.04356835037469864,
0.019007928669452667,
-0.06382045149803162,
-0.01031823456287384,
-0.07184142619371414,
-0.01773073337972164,
0.054741039872169495,
0.014547154307365417,
0.012495619244873524,
-0.03428751975297928,
0.022584008052945137,
-0.04535027965903282,
-0.019585218280553818,
-0.01811935566365719,
-0.046396855264902115,
-0.031937338411808014,
-0.0438055582344532,
0.051159799098968506,
0.014437002129852772,
0.004668582696467638,
0.024846339598298073,
0.02103876695036888,
0.0017493297345936298,
-0.018334688618779182,
0.04518083482980728,
0.052093636244535446,
-0.012684344314038754,
-0.0342768169939518,
0.026645898818969727,
-0.014923205599188805,
0.02031681500375271,
-0.004424836952239275,
-0.018661674112081528,
0.09298361092805862,
0.06228233501315117,
0.0070874313823878765,
-0.01320558413863182,
0.04163822531700134,
-0.04239027202129364,
-0.01410511415451765,
-0.03663894906640053,
-0.03879997506737709,
-0.010524926707148552,
-0.03320709988474846,
-0.03082604706287384,
-0.030368167906999588,
-0.043179143220186234,
0.0255569014698267,
-0.004509279038757086,
0.027607085183262825,
0.03667740896344185,
0.019383646547794342,
0.014869912527501583,
0.00883694551885128,
-0.026549628004431725,
-0.026016242802143097,
0.08982547372579575,
0.0099355299025774,
0.020282970741391182,
-0.053353115916252136,
-0.028299696743488312,
0.028936920687556267,
0.01841161400079727,
-0.037936724722385406,
-0.007358144037425518,
0.08656814694404602,
0.006449440494179726,
-0.01484283059835434,
0.011716778390109539,
-0.01616385020315647,
-0.03636635094881058,
0.018901249393820763,
-0.012367675080895424,
-0.025874173268675804,
-0.03811809793114662,
-0.014587217010557652,
0.018981631845235825,
0.06192462891340256,
-0.06507186591625214,
-0.08718718588352203,
-0.026851581409573555,
0.034036602824926376,
-0.010287399403750896,
-0.016507379710674286,
-0.062289588153362274,
0.016564643010497093,
-0.052201688289642334,
-0.016587121412158012,
0.008174643851816654,
0.0072187939658761024,
0.03341361880302429,
0.061747077852487564,
0.0058964756317436695,
-0.028243664652109146,
0.03574007377028465,
0.02611691690981388,
0.03780760243535042,
0.016669636592268944,
-0.03215424716472626,
0.01894303411245346,
-0.0414591059088707,
0.03817230463027954,
-0.015442194417119026,
-0.04281318187713623,
-0.03742635250091553,
-0.09323087334632874,
-0.004091633949428797,
0.014117700047791004,
-0.03603293001651764,
0.0065015386790037155,
0.02324420027434826,
-0.030653145164251328,
-0.005983599927276373,
-0.006209018174558878,
0.024064555764198303,
0.018006227910518646,
-0.06855786591768265,
0.07663053274154663,
-0.005395594052970409,
0.04367408901453018,
-0.036309823393821716,
0.027445664629340172,
-0.042142681777477264,
-0.037063442170619965,
-0.008463157340884209,
0.05583393946290016,
0.00003980679321102798,
0.05993982404470444,
0.07555604726076126,
0.032193370163440704,
-0.04087850823998451,
0.0747731626033783,
0.02186765894293785,
-0.04089726135134697,
-0.040364861488342285,
0.010248854756355286,
0.00805955845862627,
-0.016694771125912666,
0.01406093966215849,
0.005085549782961607,
0.030089300125837326,
0.03751185163855553,
0.014040789566934109,
-0.00119519024156034,
0.008028395473957062,
-0.009924967773258686,
-0.04511648416519165,
-0.05627807229757309,
-0.04053962975740433,
-0.025307856500148773,
-0.031603604555130005,
0.030655711889266968,
0.01854993961751461,
0.003255488583818078,
0.05184142291545868,
0.02633657678961754,
-0.008504563011229038,
-0.03337094932794571,
0.021331321448087692,
0.0068913050927221775,
-0.040286410599946976,
-0.06040719524025917,
-0.03025348111987114,
0.04044240340590477,
0.04542587324976921,
0.039060913026332855,
-0.07786163687705994,
0.0044582923874258995,
0.04785915091633797,
-0.006567989941686392,
0.06129094585776329,
0.005526488646864891,
0.06715486198663712,
0.042842376977205276,
-0.02667022868990898,
0.011044393293559551,
-0.007971804589033127,
0.02954370155930519,
-0.022151712328195572,
0.005064315628260374,
-0.0209122896194458,
-0.047192420810461044,
-0.055496104061603546,
0.019931074231863022,
0.024713285267353058,
0.046954426914453506,
0.05235617980360985,
-0.025668201968073845,
-0.060344673693180084,
0.0010103735839948058,
0.042426466941833496,
-0.04062841460108757,
0.01806885004043579,
0.024771839380264282,
0.021876132115721703,
-0.05427643656730652,
-0.026344751939177513,
-0.040871236473321915,
-0.01666370779275894,
0.0047452147118747234,
0.011278880760073662,
-0.06260182708501816,
-0.06465570628643036,
0.04494307190179825,
-0.013578810729086399,
-0.02171414904296398,
-0.10779663175344467,
0.020136859267950058,
-0.05920667573809624,
-0.024082856252789497,
0.059595249593257904,
0.025416238233447075,
0.03504740819334984,
0.04172644764184952,
0.030935706570744514,
0.009280790574848652,
-0.038887135684490204,
0.038538411259651184,
-0.0242479145526886,
-0.004815847147256136,
-0.029100604355335236,
-0.04063638299703598,
-0.009852063842117786,
-0.007257875986397266,
-0.05412047356367111,
-0.029467616230249405,
-0.005645664408802986,
0.03526804968714714,
0.004541860427707434,
-0.009712113998830318,
-0.017449242994189262,
0.03473252058029175,
-0.039577189832925797,
-0.0479520745575428,
-0.0525272898375988,
-0.03221490979194641,
-0.06715903431177139,
-0.04425201937556267,
0.03411053493618965,
0.011904241517186165,
0.050392888486385345,
-0.006394077558070421,
0.009653525426983833,
0.044045910239219666,
-0.01016363874077797,
0.004725942388176918,
0.03694776073098183,
-0.0028213816694915295,
-0.026615824550390244,
-0.039360079914331436,
0.003211802337318659,
0.006687619257718325,
0.03605261817574501,
-0.06674238294363022,
0.028910672292113304,
0.022473685443401337,
-0.005597185809165239,
-0.018846595659852028,
0.0384097658097744,
0.031408071517944336,
-0.0718156173825264,
-0.060178183019161224,
-0.03807966038584709,
-0.07240742444992065,
0.045970845967531204,
-0.017960648983716965,
-0.04455951601266861,
0.03944229334592819,
0.048006437718868256,
0.04167787358164787,
-0.00881727784872055,
-0.03194446861743927,
0.02759532630443573,
-0.032416991889476776,
0.005013596266508102,
-0.058137886226177216,
0.03406577557325363,
-0.030889425426721573,
0.02301214076578617,
-0.008421961218118668,
0.021345702931284904,
-0.042558494955301285,
0.03642445057630539,
-0.03129539638757706,
-0.04214807599782944,
-0.0005863269907422364,
0.014476914890110493,
-0.008604582399129868,
0.054978787899017334,
-0.01817883737385273,
0.04964020103216171,
-0.03439965099096298,
0.04822808876633644,
-0.03177390992641449,
0.007203211076557636,
-0.03730035573244095,
0.013240075670182705,
-0.021614862605929375,
-0.029133152216672897,
-0.003975932486355305,
-0.04479607939720154,
0.03878817707300186,
0.03623121976852417,
0.028850946575403214,
0.0018395868828520179,
-0.01843254640698433,
-0.011167861521244049,
0.028505906462669373,
-0.05960110202431679,
-0.025127893313765526,
-0.015710709616541862,
0.019156701862812042,
0.010870978236198425,
0.035264477133750916,
0.03095785342156887,
-0.06965328007936478,
-0.04430417716503143,
0.05861995369195938,
0.01662558875977993,
-0.0012548585655167699,
0.0016088467091321945,
0.04652399942278862,
0.03146789222955704,
0.028028370812535286,
-0.024227026849985123,
0.010388772003352642,
-0.007519169710576534,
-0.026740889996290207,
0.01012828852981329,
0.018715117126703262,
0.026570281013846397,
0.025209365412592888,
-0.024250339716672897,
-0.025121578946709633,
0.06411038339138031,
0.02135949768126011,
0.03034067712724209,
0.005854499060660601,
-0.047681987285614014,
0.03174986317753792,
0.006569910794496536,
-0.05210179463028908,
0.022053712978959084,
-0.0074935355223715305,
-0.02120167948305607,
0.06839659065008163,
-0.0017618821002542973,
0.01747702993452549,
0.028427544981241226,
0.02321092039346695,
-0.00488294055685401,
0.030498523265123367,
-0.06220594421029091,
-0.004142340738326311,
0.047550685703754425,
-0.06415325403213501,
-0.024245979264378548,
-0.039470065385103226,
0.07832320779561996,
-0.0508517250418663,
0.05139053612947464,
0.0416424497961998,
-0.011383534409105778,
0.01892196200788021,
-0.04613115265965462,
-0.07755903899669647,
0.033674318343400955,
-0.03763657063245773,
0.07567895948886871,
0.023351384326815605,
-0.03801826015114784,
0.05538225546479225,
0.014750507660210133,
-0.07625651359558105,
0.04474359005689621,
0.06901457160711288,
0.02395549789071083,
0.026328761130571365,
0.019383303821086884,
-0.0495401956140995,
0.04214689880609512,
-0.026628589257597923,
0.02348373644053936,
-0.05156543105840683,
-0.027604516595602036,
0.022244051098823547,
-0.003906481433659792,
0.007014875300228596,
0.023420976474881172,
-0.03056994080543518,
-0.028878943994641304,
0.0343400239944458,
-0.04885225370526314,
-0.036330558359622955,
-0.0077786617912352085,
0.023236023262143135,
-0.031180236488580704,
0.0091524887830019,
-0.03621416911482811,
0.03328380733728409,
0.004232319071888924,
-0.02291484735906124,
-0.036870695650577545,
0.004522072151303291,
0.03073749504983425,
-0.07113859802484512,
-0.04032311961054802,
0.04819810390472412,
0.016695482656359673,
-0.04241003096103668,
0.04954260215163231,
0.0038625597953796387,
-0.014972206205129623,
0.021740887314081192,
-0.0021605342626571655,
0.008631710894405842,
-0.014252455905079842,
-0.007723293267190456,
0.020666727796196938,
0.007577708922326565,
0.007969992235302925,
0.0022566558327525854,
0.03820395842194557,
0.04013771936297417,
0.049669425934553146,
-0.009464440867304802,
-0.03035871312022209,
-0.012019091285765171,
0.025418072938919067,
-0.04140741750597954,
-0.017573049291968346,
0.026436088606715202,
-0.04137971252202988,
-0.03845757246017456,
-0.0018333842745050788,
0.01624256931245327,
0.05605489760637283,
-0.051139380782842636,
0.02246842533349991,
-0.014952448196709156,
-0.025286903604865074,
-0.044444579631090164,
-0.056710295379161835,
-0.01803630217909813,
-0.030916012823581696,
0.05542898178100586,
0.0144675113260746,
-0.03582430258393288,
0.04183294251561165,
-0.0399046391248703,
-0.07831958681344986,
0.04562843218445778,
-0.00023450546723324805,
-0.03557523712515831,
0.05770653113722801,
0.059293974190950394,
-0.027760015800595284,
0.012904392555356026,
0.019236445426940918,
-0.049832578748464584,
0.030313579365611076,
0.02690078318119049,
-0.002138696378096938,
0.010699613951146603,
0.0054248785600066185,
-0.006347066722810268,
-0.015632914379239082,
-0.04274846613407135,
-0.038470860570669174,
-0.027404071763157845,
-0.01820097304880619,
0.032383643090724945
] |
dccuchile/albert-large-spanish-finetuned-pos | [
"pytorch",
"albert",
"token-classification",
"transformers",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"AlbertForTokenClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 1 | 2021-03-18T15:41:20Z | ---
language: sv
---
<br />
<p align="center">
<h1 align="center">Swe-CLIP 500k</h1>
<p align="center">
<a href="https://github.com/FreddeFrallan/Multilingual-CLIP/tree/main/Model%20Cards/Swe-CLIP%20500k">Github Model Card</a>
</p>
</p>
## Usage
To use this model along with the original CLIP vision encoder you need to download the code and additional linear weights from the [Multilingual-CLIP Github](https://github.com/FreddeFrallan/Multilingual-CLIP).
Once this is done, you can load and use the model with the following code
```python
from src import multilingual_clip
model = multilingual_clip.load_model('Swe-CLIP-500k')
embeddings = model(['Älgen är skogens konung!', 'Alla isbjörnar är vänsterhänta'])
print(embeddings.shape)
# Yields: torch.Size([2, 640])
```
<!-- ABOUT THE PROJECT -->
## About
A [KB/Bert-Swedish-Cased](https://huggingface.co/KB/bert-base-swedish-cased) tuned to match the embedding space of the CLIP text encoder which accompanies the Res50x4 vision encoder. <br>
Training data pairs was generated by sampling 500k sentences from the combined descriptions of [GCC](https://ai.google.com/research/ConceptualCaptions/) + [MSCOCO](https://cocodataset.org/#home) + [VizWiz](https://vizwiz.org/tasks-and-datasets/image-captioning/), and translating them into Swedish.
All translation was done using the [Huggingface Opus Model](https://huggingface.co/Helsinki-NLP/opus-mt-en-sv), which seemingly procudes higher quality translations than relying on the [AWS translate service](https://aws.amazon.com/translate/).
| [
-0.02333734557032585,
-0.016870955005288124,
-0.00275665451772511,
0.054372549057006836,
0.04485481232404709,
0.002700523007661104,
-0.015307827852666378,
-0.024124357849359512,
-0.035983700305223465,
0.07650742679834366,
0.00776718882843852,
-0.016796071082353592,
-0.008814329281449318,
0.05828065052628517,
-0.016769150272011757,
-0.026370249688625336,
-0.02106347307562828,
0.011365308426320553,
-0.032278455793857574,
-0.01365420687943697,
-0.007414495572447777,
0.006907065398991108,
-0.0020540792029350996,
0.01160518079996109,
0.0024793732445687056,
0.02185511402785778,
0.006621999200433493,
0.02623765729367733,
0.03139638900756836,
-0.05258893221616745,
-0.0015504781622439623,
-0.03531917557120323,
-0.04707614332437515,
-0.030802791938185692,
-0.015817470848560333,
-0.004137327894568443,
0.012034882791340351,
0.020201044157147408,
0.05318835377693176,
0.05206894502043724,
-0.03648370876908302,
0.017240654677152634,
-0.023399217054247856,
-0.031209290027618408,
0.0355333536863327,
0.018427830189466476,
-0.041255511343479156,
-0.01366999838501215,
0.02488907426595688,
-0.02206500992178917,
-0.045420486479997635,
-0.05097527429461479,
-0.012436327524483204,
0.04718926548957825,
-0.02217702940106392,
-0.02725185640156269,
-0.06305262446403503,
-0.018632672727108,
0.06601136177778244,
-0.046839065849781036,
-0.05843782052397728,
-0.0010903378715738654,
-0.05575762316584587,
0.01280671264976263,
0.02824207954108715,
-0.033954255282878876,
0.0023528554011136293,
-0.0490255169570446,
0.017076401039958,
-0.009277194738388062,
0.045020148158073425,
-0.023226307705044746,
0.01919422671198845,
-0.10691637545824051,
-0.019787831231951714,
-0.010123948566615582,
0.027082175016403198,
0.035702869296073914,
-0.04200717806816101,
0.04735833778977394,
-0.0037410706281661987,
-0.0046957507729530334,
0.01636764034628868,
-0.040741655975580215,
-0.011709715239703655,
0.0693756565451622,
-0.014915733598172665,
0.006513701751828194,
0.02412348799407482,
0.04694150760769844,
-0.03632389381527901,
-0.037119876593351364,
-0.011642375029623508,
-0.03356875479221344,
-0.01727256365120411,
-0.008891922421753407,
0.02793843112885952,
-0.008693275973200798,
0.04396641626954079,
0.02690587192773819,
0.029089096933603287,
0.04264114424586296,
-0.016597425565123558,
0.06407873332500458,
-0.028595419600605965,
-0.01763676293194294,
-0.003367380239069462,
-0.0388038344681263,
-0.034537553787231445,
0.02510983683168888,
0.04738085716962814,
-0.013454451225697994,
-0.024891545996069908,
0.05839287117123604,
-0.026668010279536247,
-0.03760319948196411,
0.06078466773033142,
-0.020049626007676125,
-0.030338231474161148,
-0.07585106045007706,
0.02074902132153511,
-0.022902585566043854,
0.018925368785858154,
0.012588421814143658,
-0.05652039498090744,
0.03253243863582611,
-0.024128302931785583,
-0.030315060168504715,
0.01319122314453125,
0.005855526775121689,
-0.006961114704608917,
0.04083921015262604,
0.0006049937219358981,
-0.054895952343940735,
-0.005560019053518772,
0.022199243307113647,
-0.04960242286324501,
0.043148551136255264,
0.015734976157546043,
0.10151220113039017,
-0.04893947392702103,
-0.0700482428073883,
0.023596366867423058,
0.0316539965569973,
-0.021764520555734634,
0.0009714102488942444,
0.032174933701753616,
-0.05529781058430672,
-0.015377269126474857,
0.007832842878997326,
0.06694412976503372,
-0.04872569441795349,
0.007482731249183416,
0.038696497678756714,
-0.0043400852009654045,
0.022360384464263916,
-0.07227174937725067,
-0.03279639407992363,
-0.004955404903739691,
-0.01358052995055914,
-0.01406924519687891,
0.03735533729195595,
-0.020423395559191704,
-0.008063622750341892,
-0.0361950658261776,
-0.04890221729874611,
-0.0024997626896947622,
0.07148910313844681,
-0.01821560598909855,
-0.0012819389812648296,
-0.02316504344344139,
0.018439024686813354,
0.03441841900348663,
0.025164062157273293,
-0.03189132735133171,
0.03325817734003067,
0.06232862547039986,
0.04028295353055,
-0.03139959275722504,
0.09106507897377014,
0.0014695985009893775,
-0.050327759236097336,
-0.03801409900188446,
0.04015950858592987,
0.010788765735924244,
-0.013956787995994091,
0.002873803488910198,
0.029746226966381073,
-0.010676818899810314,
-0.02670569345355034,
0.0017852295422926545,
0.08255176246166229,
-0.010962420143187046,
0.001836630399338901,
-0.00017976468370761722,
-0.007813191041350365,
-0.033450499176979065,
0.036092113703489304,
-0.01619718410074711,
-0.014417743310332298,
-0.010015364736318588,
-0.03842149302363396,
0.004977749194949865,
0.02798624522984028,
0.03207588940858841,
0.04182107746601105,
0.0017628981731832027,
0.07566513866186142,
-0.026887189596891403,
0.0035429829731583595,
-0.07317754626274109,
-0.05515995994210243,
-0.009698997251689434,
0.04737866297364235,
0.057986337691545486,
0.035656120628118515,
0.007927927188575268,
-0.08281648904085159,
0.007125459611415863,
0.07581139355897903,
0.043530166149139404,
0.008842301554977894,
-0.013922460377216339,
-0.002784802345559001,
0.02028953842818737,
0.05068323761224747,
-0.06227152794599533,
-0.03705524280667305,
0.04377175495028496,
0.04324430972337723,
-0.011628064326941967,
0.005379773210734129,
-0.01193588599562645,
0.04053501412272453,
-0.014436336234211922,
-0.0671558827161789,
0.013930859975516796,
0.05146326869726181,
0.011881178244948387,
0.04303639382123947,
0.0023183398880064487,
0.031551558524370193,
0.005832688882946968,
0.0012480274308472872,
0.0035794524010270834,
-0.04503689706325531,
0.016140257939696312,
0.024082912132143974,
0.03508733585476875,
-0.03799369931221008,
0.04868919029831886,
0.0007309179636649787,
0.011131761595606804,
0.034729454666376114,
-0.018387923017144203,
0.051561273634433746,
0.06429609656333923,
0.004068518057465553,
-0.05522353947162628,
0.01599607989192009,
0.02880462072789669,
0.027910230681300163,
0.05474258214235306,
-0.007986707612872124,
0.04179300367832184,
-0.01797742024064064,
0.05338822677731514,
0.08340149372816086,
0.027426430955529213,
0.029807645827531815,
0.02465987578034401,
0.0897875651717186,
-0.003284614533185959,
-0.040514715015888214,
0.07347822189331055,
-0.03991062194108963,
0.020875468850135803,
-0.05240654945373535,
0.0006910284282639623,
-0.0010668026516214013,
0.0054348185658454895,
0.03246314451098442,
-0.013477985747158527,
-0.019680822268128395,
0.017258722335100174,
-0.011843129992485046,
0.0025409720838069916,
0.056151773780584335,
0.005099644418805838,
0.0009252799791283906,
-0.023304356262087822,
-0.034404877573251724,
0.011387755163013935,
-0.06408334523439407,
-0.06167314946651459,
-0.02269206941127777,
-0.04606509953737259,
0.02190481312572956,
-0.07981958985328674,
-0.011201996356248856,
-0.07401005923748016,
-0.019651547074317932,
0.03825850412249565,
0.008268730714917183,
0.006154380738735199,
-0.03981323912739754,
0.01118347980082035,
-0.03166895732283592,
-0.020103203132748604,
-0.019733697175979614,
-0.06023091450333595,
-0.040293894708156586,
-0.04378511384129524,
0.05444704368710518,
0.011210021562874317,
0.007288381457328796,
0.014741141349077225,
0.008807148784399033,
0.0040449961088597775,
-0.01697324775159359,
0.034908831119537354,
0.0564429834485054,
-0.01693038083612919,
-0.044100575149059296,
0.01585230603814125,
-0.021968649700284004,
0.013830645941197872,
-0.022415800020098686,
-0.0023762963246554136,
0.08775635063648224,
0.05579783022403717,
0.008954345248639584,
-0.005949761718511581,
0.022843556478619576,
-0.05426828935742378,
-0.031275421380996704,
-0.03307069465517998,
-0.03827394172549248,
-0.011793674901127815,
-0.023700524121522903,
-0.037795353680849075,
-0.025212369859218597,
-0.036405518651008606,
0.014084513299167156,
-0.018869154155254364,
0.0184016190469265,
0.016553284600377083,
0.024556148797273636,
0.010026899166405201,
0.006485361140221357,
-0.031211698427796364,
-0.02723468840122223,
0.07756433635950089,
-0.00905825849622488,
0.02968350052833557,
-0.07522685825824738,
-0.027305999770760536,
0.026147302240133286,
0.018795419484376907,
-0.018939677625894547,
0.007339954376220703,
0.09548207372426987,
-0.002828013151884079,
-0.010505236685276031,
0.011091141030192375,
-0.016071559861302376,
-0.02733209915459156,
0.008110719732940197,
0.0034509138204157352,
-0.04185670614242554,
-0.044935982674360275,
-0.018752584233880043,
-0.004723843652755022,
0.06714750826358795,
-0.07388359308242798,
-0.07439561933279037,
-0.020380686968564987,
0.030821751803159714,
-0.0059776329435408115,
-0.010427108034491539,
-0.06203595548868179,
0.00854149553924799,
-0.052360836416482925,
-0.010247624479234219,
0.013897833414375782,
0.0026912048924714327,
0.037592265754938126,
0.057327523827552795,
0.005690409801900387,
-0.028073599562048912,
0.03881578892469406,
0.039273951202631,
0.028017887845635414,
0.007425136864185333,
-0.04191913083195686,
0.05041402950882912,
-0.032952506095170975,
0.054029639810323715,
-0.011787144467234612,
-0.031212786212563515,
-0.04135744273662567,
-0.08140205591917038,
0.008865246549248695,
0.011728660203516483,
-0.028512833639979362,
0.002494892803952098,
0.034651633352041245,
-0.04156476631760597,
-0.01718328706920147,
-0.012736175209283829,
0.009420118294656277,
0.03150048106908798,
-0.0801849216222763,
0.06660136580467224,
-0.0037900288589298725,
0.03792284056544304,
-0.0395495779812336,
0.02248920500278473,
-0.042003851383924484,
-0.046152763068675995,
0.007979391142725945,
0.07697086036205292,
-0.0004944475367665291,
0.05802085995674133,
0.07772616297006607,
0.03798343241214752,
-0.04138108715415001,
0.06617295742034912,
0.024347804486751556,
-0.027064982801675797,
-0.04723363742232323,
0.016295576468110085,
0.0015925845364108682,
-0.024629903957247734,
0.006062101572751999,
0.0005705493385903537,
0.03833034634590149,
0.038159094750881195,
-0.00009428615885553882,
-0.0035775743890553713,
0.01439683884382248,
-0.018177468329668045,
-0.044856131076812744,
-0.0737738311290741,
-0.03602403774857521,
-0.026264632120728493,
-0.046472836285829544,
0.02691241167485714,
0.00904559064656496,
0.008719596080482006,
0.033767033368349075,
0.02328268438577652,
-0.02246776409447193,
-0.04101141169667244,
0.022675223648548126,
0.026938101276755333,
-0.053159199655056,
-0.05402977764606476,
-0.03052985854446888,
0.043254412710666656,
0.034969158470630646,
0.019861645996570587,
-0.08337415754795074,
-0.00035945267882198095,
0.04812636598944664,
-0.030274149030447006,
0.06371375918388367,
-0.0020236021373420954,
0.06674866378307343,
0.04754376411437988,
-0.009518262930214405,
0.019755307585000992,
-0.010877605527639389,
0.020007528364658356,
-0.021860284730792046,
0.004528043791651726,
-0.025569899007678032,
-0.06238501891493797,
-0.06313331425189972,
0.03151291236281395,
0.012592882849276066,
0.0336296483874321,
0.04559081420302391,
-0.011127904057502747,
-0.06428152322769165,
0.011321328580379486,
0.020633099600672722,
-0.04546791687607765,
0.004353977739810944,
0.03261823207139969,
0.028484875336289406,
-0.057979464530944824,
-0.037538010627031326,
-0.04372721537947655,
-0.018147267401218414,
0.010231295600533485,
0.002279250882565975,
-0.06234500929713249,
-0.061959512531757355,
0.02779703214764595,
-0.025994742289185524,
-0.0330122746527195,
-0.10180485993623734,
0.0013873876305297017,
-0.043606266379356384,
-0.03899281844496727,
0.03971083089709282,
0.0135700898244977,
0.03337707370519638,
0.03482974320650101,
0.02658274956047535,
0.004762319847941399,
-0.04101598635315895,
0.030966348946094513,
-0.013631682842969894,
-0.024313056841492653,
-0.0451405867934227,
-0.04202589392662048,
-0.012391620315611362,
-0.0001784893829608336,
-0.046851981431245804,
-0.021002063527703285,
-0.019955454394221306,
0.02621714398264885,
0.0027552752289921045,
-0.014643382281064987,
-0.024292875081300735,
0.030227767303586006,
-0.046135544776916504,
-0.02946830727159977,
-0.049918998032808304,
-0.03609129786491394,
-0.050724584609270096,
-0.039291948080062866,
0.014598565176129341,
0.018559854477643967,
0.05045923963189125,
0.011549334041774273,
0.0014760819030925632,
0.020295867696404457,
-0.006137189920991659,
0.0010147781576961279,
0.03705607354640961,
0.002734614070504904,
-0.039541248232126236,
-0.04046241194009781,
-0.0029927417635917664,
0.015571189112961292,
0.02752600982785225,
-0.04427525773644447,
0.017044683918356895,
0.03368905931711197,
-0.011924362741410732,
-0.010368498042225838,
0.036428358405828476,
0.01938282512128353,
-0.06953208893537521,
-0.04117634892463684,
-0.027467891573905945,
-0.06953505426645279,
0.04120622202754021,
-0.02049335651099682,
-0.043335072696208954,
0.03815024346113205,
0.03758397325873375,
0.03799893334507942,
-0.007460973225533962,
-0.016443578526377678,
0.020928019657731056,
-0.046048637479543686,
0.025847863405942917,
-0.06312524527311325,
0.018552780151367188,
-0.04470227286219597,
0.011730693280696869,
0.0017933391500264406,
0.02682102657854557,
-0.05298536643385887,
0.042551036924123764,
-0.027224067598581314,
-0.027653593569993973,
0.000029342936613829806,
0.0180972907692194,
-0.008239874616265297,
0.052970655262470245,
-0.013879766687750816,
0.031612578779459,
-0.04441669210791588,
0.04906623810529709,
-0.0247497521340847,
-0.0010496488539502025,
-0.0447738952934742,
-0.014958929270505905,
-0.03177265450358391,
-0.0426037572324276,
-0.0031870724633336067,
-0.04178672283887863,
0.04904913157224655,
0.027550019323825836,
0.05680590495467186,
0.010968063957989216,
-0.015176290646195412,
0.009761868044734001,
0.03825290873646736,
-0.06377018243074417,
-0.04643455892801285,
-0.0046214759349823,
0.023751551285386086,
0.0008584978058934212,
0.047223836183547974,
0.026709992438554764,
-0.07019996643066406,
-0.04791666567325592,
0.0456857867538929,
0.02305370569229126,
0.01243461575359106,
0.002015921287238598,
0.03993234783411026,
0.038664236664772034,
0.03119398094713688,
-0.021489160135388374,
-0.006892859004437923,
-0.002562563866376877,
-0.025490818545222282,
0.022540323436260223,
0.010489278472959995,
0.018171004951000214,
0.0346551239490509,
-0.03366640582680702,
-0.01902930997312069,
0.060271091759204865,
0.022029291838407516,
0.03324608504772186,
0.005060338415205479,
-0.05227566882967949,
0.023747151717543602,
0.006542593706399202,
-0.05828618258237839,
0.004664490930736065,
-0.003971082624047995,
-0.016674235463142395,
0.048192162066698074,
-0.006595080718398094,
0.017780417576432228,
0.0436517670750618,
0.01999722048640251,
-0.019887296482920647,
0.022055335342884064,
-0.053688377141952515,
-0.005359174683690071,
0.04920452460646629,
-0.07472661882638931,
-0.032099053263664246,
-0.036724213510751724,
0.08230501413345337,
-0.05651995167136192,
0.04210507497191429,
0.03931374102830887,
-0.005387813784182072,
0.012040175497531891,
-0.03430640324950218,
-0.06556213647127151,
0.03912996128201485,
-0.04068593680858612,
0.0882958397269249,
0.026566550135612488,
-0.046538177877664566,
0.05484510213136673,
0.02049604058265686,
-0.0741509199142456,
0.015521777793765068,
0.0655435249209404,
0.016669541597366333,
0.022526908665895462,
0.02673918753862381,
-0.03616234287619591,
0.041562169790267944,
-0.029357178136706352,
0.024367347359657288,
-0.05276324972510338,
-0.04130534082651138,
0.032005976885557175,
-0.028536928817629814,
0.010742862708866596,
0.04090483486652374,
-0.032358210533857346,
-0.021668149158358574,
0.030563822016119957,
-0.05143557861447334,
-0.047810353338718414,
-0.009359984658658504,
0.004676607437431812,
-0.028930239379405975,
0.008302001282572746,
-0.02515317127108574,
0.02150898054242134,
0.011687236838042736,
-0.01547352597117424,
-0.044100601226091385,
0.005796992685645819,
0.027124181389808655,
-0.053135450929403305,
-0.034660205245018005,
0.044257670640945435,
0.009013374336063862,
-0.03653576225042343,
0.04169861972332001,
-0.006594009697437286,
-0.005974463652819395,
0.02758474089205265,
-0.0011313538998365402,
0.009212920442223549,
-0.011010207235813141,
-0.007081165909767151,
0.02638474479317665,
0.0007860417244955897,
0.002268260344862938,
0.003306295722723007,
0.044590625911951065,
0.043495215475559235,
0.0425129160284996,
0.000032714509870857,
-0.019558249041438103,
-0.004896298982203007,
0.02189965732395649,
-0.031511303037405014,
0.0006190537824295461,
0.025493605062365532,
-0.04130912572145462,
-0.03413496911525726,
-0.01051236130297184,
0.01169886626303196,
0.06238117814064026,
-0.04593755677342415,
0.01113438792526722,
0.0020827380940318108,
-0.035481613129377365,
-0.04352601245045662,
-0.07429533451795578,
-0.01842532679438591,
-0.04026029631495476,
0.038727715611457825,
0.026802722364664078,
-0.0179245974868536,
0.031318388879299164,
-0.030441531911492348,
-0.07373016327619553,
0.044671494513750076,
0.011109912768006325,
-0.036719754338264465,
0.05324231833219528,
0.05887344479560852,
-0.02502572163939476,
0.015070434659719467,
0.014194429852068424,
-0.037540555000305176,
0.03352205455303192,
0.028306972235441208,
0.01971505396068096,
0.006573360413312912,
0.013731014914810658,
-0.013465004973113537,
0.0010823806514963508,
-0.03474297374486923,
-0.03245735913515091,
-0.04213397577404976,
-0.0032754591666162014,
0.03744788467884064
] |
dccuchile/albert-large-spanish-finetuned-qa-mlqa | [
"pytorch",
"albert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | {
"architectures": [
"AlbertForQuestionAnswering"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | 2021-11-08T14:32:59Z | # BERT-mini model finetuned with M-FAC
This model is finetuned on MNLI dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on MNLI validation set:
```bash
matched_accuracy = 75.13
mismatched_accuracy = 75.93
```
Mean and standard deviation for 5 runs on MNLI validation set:
| | Matched Accuracy | Mismatched Accuracy |
|:-----:|:----------------:|:-------------------:|
| Adam | 73.30 ± 0.20 | 74.85 ± 0.09 |
| M-FAC | 74.59 ± 0.41 | 75.95 ± 0.14 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 8276 \
--model_name_or_path prajjwal1/bert-mini \
--task_name mnli \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.019304392859339714,
-0.007862823083996773,
-0.003240986494347453,
0.04536311328411102,
0.017244121059775352,
0.020550062879920006,
-0.023306628689169884,
-0.03745340555906296,
-0.015581328421831131,
0.041066430509090424,
0.03574424982070923,
0.010671918280422688,
0.02392563782632351,
0.035638730973005295,
-0.02226671762764454,
-0.026039844378829002,
-0.007456005550920963,
-0.028730906546115875,
-0.006798254791647196,
0.015043923631310463,
-0.010314974933862686,
-0.006342965643852949,
0.000022746415197616443,
0.001344095217064023,
0.01362097542732954,
0.013758571818470955,
-0.005313620436936617,
0.032058775424957275,
0.03861366584897041,
-0.061344340443611145,
0.02178552746772766,
-0.04089091345667839,
-0.04312031716108322,
-0.012223801575601101,
-0.02068917639553547,
0.0027584193740040064,
0.012182490900158882,
-0.0099108275026083,
0.01845347322523594,
0.06379134953022003,
0.026825476437807083,
0.013226548209786415,
-0.017601050436496735,
-0.018494553864002228,
0.043530985713005066,
0.002721210476011038,
-0.042613010853528976,
-0.004752269946038723,
0.04549890384078026,
-0.04277019575238228,
-0.035465311259031296,
-0.061996277421712875,
-0.061141371726989746,
0.040227580815553665,
-0.0036580555606633425,
-0.012123484164476395,
-0.05119805783033371,
-0.02278519794344902,
0.08370646834373474,
-0.024140989407896996,
-0.03713530674576759,
-0.00163710315246135,
-0.04462632164359093,
0.02379479445517063,
0.059166599065065384,
-0.016285240650177002,
0.0037682661786675453,
-0.029696455225348473,
0.03182162716984749,
-0.034465063363313675,
0.06200551241636276,
-0.026364929974079132,
0.023369967937469482,
-0.08661440759897232,
0.007093616761267185,
-0.0333143025636673,
0.04595073312520981,
0.04824574664235115,
-0.03990720212459564,
0.040224917232990265,
0.034725598990917206,
-0.004745739512145519,
0.035505473613739014,
-0.0040510487742722034,
-0.005976813845336437,
0.02477213367819786,
-0.026799989864230156,
0.025932082906365395,
-0.009232887998223305,
0.04399523138999939,
-0.05105946213006973,
-0.03237420320510864,
-0.03937141224741936,
-0.04875524342060089,
-0.029366185888648033,
0.02027331106364727,
0.017339404672384262,
-0.02985408343374729,
0.018552353605628014,
0.0415230318903923,
0.027483850717544556,
0.07665909826755524,
-0.023249605670571327,
0.04364963620901108,
-0.013465297408401966,
-0.010412774048745632,
-0.03578633442521095,
-0.031476639211177826,
-0.054435353726148605,
0.03887113556265831,
0.03340424224734306,
-0.02720838040113449,
-0.03374425694346428,
0.06534983217716217,
0.006376568228006363,
-0.02519724704325199,
0.06019511818885803,
-0.029993116855621338,
-0.05152328312397003,
-0.06128552928566933,
0.03955715149641037,
0.00011495906073832884,
0.024017278105020523,
-0.02570919319987297,
-0.04295123368501663,
0.004035935737192631,
-0.017279906198382378,
-0.016034090891480446,
-0.02363264374434948,
0.032401736825704575,
0.0018195374868810177,
0.05700026825070381,
0.02470412664115429,
-0.0563419833779335,
0.009978325106203556,
-0.003686816431581974,
-0.06917612999677658,
0.05448375642299652,
0.03949351608753204,
0.11136733740568161,
-0.04201531410217285,
-0.035441137850284576,
0.018788017332553864,
0.007816143333911896,
-0.02617977373301983,
0.007751105818897486,
0.014132268726825714,
-0.029463110491633415,
-0.017210116609930992,
0.0011179303983226418,
0.02800002507865429,
-0.04882226139307022,
0.007704547606408596,
0.0436546690762043,
-0.002689413260668516,
0.03300292044878006,
-0.05792207643389702,
0.008337637409567833,
0.0234783086925745,
0.005577428732067347,
-0.0374610535800457,
0.04713395982980728,
-0.01811445876955986,
-0.024765238165855408,
-0.03912459313869476,
-0.05125994607806206,
-0.0016264374135062099,
0.07821550965309143,
0.00826447643339634,
-0.019198216497898102,
-0.011327885091304779,
0.014092689380049706,
0.03229253739118576,
0.05338583514094353,
-0.009266737848520279,
0.029847435653209686,
0.06341040134429932,
0.03132705017924309,
-0.031081506982445717,
0.036342449486255646,
0.01730327494442463,
-0.025858992710709572,
-0.02797669731080532,
0.02211523987352848,
-0.017642488703131676,
-0.023790398612618446,
0.047870129346847534,
0.03972739353775978,
0.0006273810868151486,
-0.04051949456334114,
-0.05005663260817528,
0.03266197070479393,
-0.03886495530605316,
0.005474594421684742,
-0.005197073332965374,
-0.010656570084393024,
-0.00008789545972831547,
0.04258183017373085,
-0.00997764989733696,
0.0025947142858058214,
-0.008415259420871735,
-0.05382385104894638,
0.017832089215517044,
-0.018562331795692444,
0.0369105227291584,
0.06078270822763443,
0.004842047113925219,
0.055713266134262085,
-0.044791340827941895,
0.03239326551556587,
-0.05333978682756424,
-0.04026595875620842,
0.04712827131152153,
0.05690208822488785,
0.029787203297019005,
0.04940224438905716,
-0.012534436769783497,
-0.04222237318754196,
0.020981905981898308,
0.027563465759158134,
0.03559485450387001,
0.0070224422961473465,
-0.04308576136827469,
-0.009458491578698158,
0.018887953832745552,
0.06166777387261391,
-0.06557559967041016,
-0.041775137186050415,
0.002552703255787492,
0.0522334948182106,
-0.03011923097074032,
0.011746791191399097,
-0.0044473204761743546,
0.032564397901296616,
-0.04483974352478981,
-0.06663867086172104,
0.056649185717105865,
0.02540712058544159,
-0.003065522061660886,
0.019299941137433052,
-0.012908014468848705,
0.017887549474835396,
0.037716612219810486,
0.021604808047413826,
-0.013524141162633896,
-0.03566856309771538,
0.010083355009555817,
0.04425176978111267,
0.044412896037101746,
-0.05911480635404587,
0.03477785736322403,
-0.006114237476140261,
-0.002827752847224474,
0.009566359221935272,
-0.038970835506916046,
0.040411774069070816,
0.030523214489221573,
0.00036864884896203876,
-0.020183274522423744,
0.0197987612336874,
0.0010510863503441215,
0.055298659950494766,
0.04526963457465172,
-0.0262069720774889,
0.07494060695171356,
-0.012287503108382225,
0.03168885409832001,
0.0909464955329895,
0.003557889722287655,
0.020518550649285316,
0.03844044730067253,
0.06994323432445526,
0.0018074042163789272,
-0.024244315922260284,
0.05951550230383873,
-0.08023613691329956,
-0.0002759168273769319,
-0.03309999033808708,
0.032182592898607254,
-0.00962589681148529,
-0.017234086990356445,
0.03889472037553787,
0.032672006636857986,
-0.005171368829905987,
0.0013086862163618207,
-0.004257794003933668,
0.005896325688809156,
0.02698867954313755,
-0.001976614585146308,
0.007249000482261181,
-0.010181494988501072,
-0.03627025708556175,
-0.01951400376856327,
-0.07835430651903152,
-0.04140205308794975,
-0.010949945077300072,
-0.03763346001505852,
0.002758091315627098,
-0.08741438388824463,
-0.02577062137424946,
-0.06388700008392334,
-0.023773984983563423,
0.029219746589660645,
0.010268217884004116,
-0.0005412682075984776,
-0.029652109369635582,
-0.007568415254354477,
-0.03375798463821411,
-0.038953106850385666,
-0.04163423553109169,
-0.033530343323946,
-0.03309348598122597,
-0.06391386687755585,
0.039557188749313354,
0.026979459449648857,
0.018424561247229576,
-0.0037895161658525467,
0.007619589101523161,
-0.006445835344493389,
-0.034417349845170975,
0.027247022837400436,
0.04121395945549011,
-0.037118785083293915,
-0.0715027004480362,
0.004425314720720053,
-0.028384676203131676,
0.035876743495464325,
-0.003145095892250538,
-0.023207100108265877,
0.07234305143356323,
0.07421301305294037,
0.010467150248587132,
0.029542775824666023,
-0.01608511619269848,
-0.06279723346233368,
-0.06821456551551819,
-0.02686293050646782,
-0.015227237716317177,
-0.04790820553898811,
-0.03360651060938835,
-0.04915536195039749,
-0.03663459047675133,
-0.01816304214298725,
0.0015453699743375182,
-0.016799023374915123,
0.031306035816669464,
0.01737859472632408,
0.03764856234192848,
0.037019070237874985,
0.05577210336923599,
-0.0229569710791111,
-0.0506928488612175,
0.03839102387428284,
0.0032337515149265528,
-0.009373617358505726,
-0.06476631760597229,
-0.030916715040802956,
0.026140160858631134,
0.0382087342441082,
0.0022495873272418976,
-0.01891598291695118,
0.07230725139379501,
0.022084876894950867,
0.008393104188144207,
-0.013935262337327003,
-0.0031029293313622475,
-0.00527457008138299,
-0.00931320060044527,
-0.0034508362878113985,
-0.012974733486771584,
-0.0586099848151207,
-0.050820242613554,
-0.0018362830160185695,
0.058948814868927,
-0.06628609448671341,
-0.055229879915714264,
0.007117078639566898,
0.04491451382637024,
0.05603664368391037,
-0.01912510208785534,
-0.04003645107150078,
-0.006492907181382179,
-0.0646110326051712,
-0.02064657025039196,
0.020976828411221504,
0.004031466785818338,
-0.0051410868763923645,
0.04764620214700699,
0.008681165985763073,
-0.029529649764299393,
0.026919260621070862,
0.032268911600112915,
0.07691526412963867,
-0.027274351567029953,
-0.07406501471996307,
0.039892442524433136,
-0.04133019596338272,
0.008551015518605709,
0.008132643066346645,
-0.039030082523822784,
-0.014710025861859322,
-0.1071000024676323,
0.0016511533176526427,
-0.010862010531127453,
0.008935017511248589,
-0.013687854632735252,
0.044863324612379074,
-0.031674083322286606,
-0.03932232782244682,
-0.0015032737283036113,
0.013500184752047062,
0.02761264517903328,
-0.015789905562996864,
0.06776837259531021,
-0.007390310522168875,
0.03456305339932442,
-0.05995538458228111,
0.0008374017779715359,
-0.044687025249004364,
-0.01691991649568081,
0.0266110897064209,
0.059807464480400085,
0.011358421295881271,
0.059868693351745605,
0.06946858763694763,
0.0394156277179718,
-0.04970166087150574,
0.022857679054141045,
0.053662266582250595,
-0.003335696877911687,
-0.040984854102134705,
0.014736045151948929,
-0.021571708843111992,
-0.032956939190626144,
-0.00960211269557476,
-0.026316644623875618,
0.03257458657026291,
0.03016599826514721,
0.0006058546714484692,
-0.019219541922211647,
-0.013094671070575714,
-0.012711054645478725,
-0.02716401219367981,
-0.05866207927465439,
-0.01508357748389244,
-0.005237699951976538,
-0.019321978092193604,
0.044790755957365036,
0.02416749857366085,
0.00483388127759099,
0.08519711345434189,
0.06089248135685921,
-0.01636124588549137,
-0.047463931143283844,
0.023572158068418503,
0.03603768348693848,
-0.043651022017002106,
-0.07423444837331772,
-0.04122261330485344,
0.041972190141677856,
0.054559022188186646,
-0.01824943907558918,
-0.09250430017709732,
0.008396190591156483,
0.07310305535793304,
-0.04050355777144432,
0.06823574751615524,
-0.006025739014148712,
0.04197472333908081,
0.06935372948646545,
-0.011964282020926476,
0.032601382583379745,
-0.007220148108899593,
-0.01430099830031395,
0.007591397035866976,
0.04553622379899025,
-0.027226900681853294,
-0.039931800216436386,
-0.03723008185625076,
0.041009560227394104,
0.035548318177461624,
0.046255674213171005,
0.04773079603910446,
-0.016018392518162727,
-0.04167564585804939,
0.03125973790884018,
0.0369856022298336,
-0.023356540128588676,
0.026872185990214348,
0.04023376479744911,
0.042222727090120316,
-0.0438593253493309,
-0.05069464445114136,
-0.013765962794423103,
-0.02652009017765522,
0.03211504593491554,
-0.007271000649780035,
-0.053259290754795074,
-0.03657396510243416,
0.008718394674360752,
0.0031721284613013268,
-0.003639205126091838,
-0.06503415107727051,
0.026975523680448532,
-0.016762446612119675,
-0.0056962245143949986,
0.042825017124414444,
0.032457657158374786,
0.02929842285811901,
0.04121816158294678,
-0.0005149409989826381,
0.017665179446339607,
-0.030006201937794685,
0.058521758764982224,
-0.02486671693623066,
-0.025049321353435516,
0.014810820110142231,
-0.05336397513747215,
-0.01865062117576599,
-0.027494072914123535,
-0.04070919007062912,
-0.0461270809173584,
-0.019956637173891068,
0.02177697978913784,
-0.008209274150431156,
-0.003762987209483981,
-0.03976801410317421,
0.026755008846521378,
-0.02876485139131546,
-0.010100267827510834,
-0.04922203719615936,
-0.006641220301389694,
-0.07652679830789566,
-0.048726823180913925,
0.015101807191967964,
0.009538037702441216,
0.019683560356497765,
0.011489581316709518,
0.005866196472197771,
0.0035417373292148113,
0.01175283920019865,
-0.02895958721637726,
0.020145883783698082,
-0.00766336265951395,
-0.01582573726773262,
-0.021676672622561455,
0.02438136748969555,
0.013591048307716846,
0.026402663439512253,
-0.005236790049821138,
0.05181579291820526,
0.022974515333771706,
-0.025429951027035713,
-0.025894131511449814,
0.0426175482571125,
0.012691828422248363,
-0.07783720642328262,
-0.026882443577051163,
-0.02144358865916729,
-0.024111192673444748,
0.055737949907779694,
-0.013046151027083397,
-0.006317082792520523,
0.04380787909030914,
0.03425956144928932,
0.03144717216491699,
-0.020360972732305527,
-0.02745034359395504,
-0.008278662338852882,
-0.014794223010540009,
0.02801000140607357,
-0.044413819909095764,
0.036252811551094055,
-0.05140111967921257,
0.0311666801571846,
-0.017524560913443565,
-0.00444503128528595,
-0.03305073827505112,
0.057026006281375885,
-0.03528624773025513,
-0.021646913141012192,
-0.01662188582122326,
0.01693689078092575,
-0.05002833157777786,
0.037958353757858276,
-0.008394496515393257,
0.013697070069611073,
-0.030937764793634415,
0.048886895179748535,
-0.02814335562288761,
-0.015259694308042526,
-0.026923805475234985,
-0.007252076640725136,
-0.029431508854031563,
-0.03353892266750336,
-0.025180859491229057,
-0.03005518577992916,
0.030587870627641678,
0.03642767667770386,
0.023943206295371056,
0.0359402634203434,
0.0031734276562929153,
0.009423796087503433,
0.011656684800982475,
-0.07453031837940216,
-0.01141305547207594,
0.0036484720185399055,
0.03242964670062065,
-0.02001478336751461,
0.049385182559490204,
0.033449627459049225,
-0.05368592217564583,
-0.05013120546936989,
0.06941442936658859,
0.03178466111421585,
0.008724818006157875,
0.009785264730453491,
0.03673171252012253,
0.03140716254711151,
0.03708400949835777,
-0.028019066900014877,
-0.025257300585508347,
-0.025124941021203995,
-0.0556463785469532,
0.03661054000258446,
0.014398685656487942,
0.05075514689087868,
0.04770074784755707,
-0.026704972609877586,
-0.03751109540462494,
0.06291937828063965,
0.005445859860628843,
0.007957526482641697,
0.009684251621365547,
-0.02878240868449211,
0.04765942692756653,
-0.004538733512163162,
-0.06609613448381424,
0.010100992396473885,
0.018267018720507622,
-0.022811895236372948,
0.07021686434745789,
0.007282722741365433,
0.03275849670171738,
0.04194574058055878,
0.01777816005051136,
-0.003982721362262964,
0.062410980463027954,
-0.03443635255098343,
0.02943555638194084,
0.049716684967279434,
-0.047211114317178726,
-0.018429558724164963,
-0.014795221388339996,
0.06991735100746155,
-0.05231226235628128,
0.04629789665341377,
0.03611282259225845,
0.02970467135310173,
0.02390727400779724,
-0.04342280700802803,
-0.03052048198878765,
0.019795700907707214,
-0.05542796850204468,
0.0648963525891304,
0.006305072922259569,
-0.060434192419052124,
0.0608489103615284,
0.011831860989332199,
-0.06566976010799408,
0.06106654927134514,
0.04598863795399666,
0.028278812766075134,
0.04718034714460373,
0.03575426712632179,
-0.04913612827658653,
0.0046797324903309345,
-0.036385003477334976,
0.02571563795208931,
-0.03631417080760002,
-0.012461896054446697,
0.024255212396383286,
-0.02790057845413685,
-0.011852539144456387,
0.05544992536306381,
-0.01682376116514206,
-0.00872782338410616,
0.03327610716223717,
-0.032915376126766205,
-0.026895737275481224,
0.004843671340495348,
0.0141650615260005,
-0.024961043149232864,
0.00006916897837072611,
-0.044023457914590836,
0.022629670798778534,
-0.005711272358894348,
-0.002840838162228465,
-0.030477944761514664,
-0.005621060263365507,
0.01786951906979084,
-0.07703687250614166,
-0.030981943011283875,
0.06498285382986069,
-0.0037936344742774963,
-0.01795165240764618,
0.026023034006357193,
0.011273902840912342,
0.0316835418343544,
0.017568767070770264,
-0.008652986958622932,
0.031403083354234695,
-0.028484057635068893,
-0.004316038452088833,
0.00742206210270524,
-0.018556024879217148,
0.022684305906295776,
-0.022419989109039307,
0.024189192801713943,
0.017270153388381004,
0.01611417904496193,
0.010721074417233467,
-0.03925411030650139,
-0.04054697975516319,
0.02501131407916546,
-0.009609307162463665,
0.011905545368790627,
-0.015063505619764328,
-0.04079160466790199,
-0.043943602591753006,
-0.010211986489593983,
-0.027819892391562462,
0.04327051341533661,
-0.05001568794250488,
-0.003478631377220154,
0.05957803875207901,
-0.011209947057068348,
-0.05195312574505806,
-0.08394939452409744,
-0.014022829942405224,
-0.021696124225854874,
0.014461376704275608,
0.03794416785240173,
-0.030964577570557594,
0.04483078047633171,
-0.04006287083029747,
-0.05392633378505707,
0.03580160066485405,
0.035339005291461945,
-0.04599510505795479,
0.04651149734854698,
0.04602202773094177,
-0.04847164824604988,
0.012229150161147118,
0.025703703984618187,
-0.04805884510278702,
0.038648251444101334,
0.012263130396604538,
0.03832779452204704,
-0.0024638096801936626,
0.025199122726917267,
-0.047920092940330505,
-0.02653684839606285,
-0.06885452568531036,
-0.04386650025844574,
-0.05165455490350723,
0.012120570056140423,
0.07135812193155289
] |
dccuchile/albert-large-spanish-finetuned-xnli | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 29 | null | # BERT-mini model finetuned with M-FAC
This model is finetuned on MRPC dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 512
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on MRPC validation set:
```bash
f1 = 86.51
accuracy = 81.12
```
Mean and standard deviation for 5 runs on MRPC validation set:
| | F1 | Accuracy |
|:----:|:-----------:|:----------:|
| Adam | 84.57 ± 0.36| 76.57 ± 0.80|
| M-FAC | 85.06 ± 1.63 | 78.87 ± 2.33 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 1234 \
--model_name_or_path prajjwal1/bert-mini \
--task_name mrpc \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 512, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.024175764992833138,
-0.007672680541872978,
-0.011178666725754738,
0.04624124616384506,
0.019022785127162933,
0.020619699731469154,
-0.02485281601548195,
-0.030892251059412956,
-0.014841186814010143,
0.03986421972513199,
0.04449925571680069,
0.01375655084848404,
0.020932098850607872,
0.03605380654335022,
-0.021880416199564934,
-0.027951397001743317,
-0.002905264962464571,
-0.025519050657749176,
-0.007629674859344959,
0.021326115354895592,
-0.00833145622164011,
-0.004223603289574385,
-0.008425225503742695,
0.0024375447537750006,
0.011779364198446274,
0.015061438083648682,
-0.0036889303009957075,
0.027717381715774536,
0.031070111319422722,
-0.06278937309980392,
0.020752202719449997,
-0.04720042273402214,
-0.04518750682473183,
-0.016043804585933685,
-0.017697937786579132,
0.005861531011760235,
0.010577048175036907,
-0.005755956284701824,
0.016290225088596344,
0.06524251401424408,
0.02282940223813057,
0.006562445312738419,
-0.02164755016565323,
-0.023439498618245125,
0.04184325039386749,
0.006195343565195799,
-0.042361076921224594,
-0.009188859723508358,
0.04605717957019806,
-0.04525532200932503,
-0.03423517197370529,
-0.06785177439451218,
-0.05333010107278824,
0.045935966074466705,
-0.0025403453037142754,
-0.01662958599627018,
-0.05085112154483795,
-0.019270116463303566,
0.08550911396741867,
-0.018946796655654907,
-0.027217889204621315,
0.0077675278298556805,
-0.04424265772104263,
0.027591196820139885,
0.06144765764474869,
-0.021928632631897926,
0.002399595221504569,
-0.026794753968715668,
0.034489210695028305,
-0.0407276451587677,
0.06230853497982025,
-0.022317128255963326,
0.01831146329641342,
-0.0961163192987442,
0.003063174895942211,
-0.03269791975617409,
0.04534533619880676,
0.05193813890218735,
-0.03912114351987839,
0.04131391644477844,
0.038515008985996246,
0.005091416649520397,
0.04117752984166145,
-0.004717662464827299,
-0.011781604960560799,
0.022756293416023254,
-0.025836870074272156,
0.030096454545855522,
-0.003130374476313591,
0.042613353580236435,
-0.04853581264615059,
-0.031150370836257935,
-0.04835379496216774,
-0.047827281057834625,
-0.02709486335515976,
0.021642323583364487,
0.012649992480874062,
-0.03328074887394905,
0.02623152546584606,
0.04543434828519821,
0.02493172325193882,
0.07032980769872665,
-0.02201077900826931,
0.04226284101605415,
-0.012884043157100677,
-0.010401963256299496,
-0.03561019152402878,
-0.03135977312922478,
-0.05961901694536209,
0.04745704308152199,
0.032332852482795715,
-0.026157919317483902,
-0.03940296173095703,
0.06108809635043144,
0.013042512349784374,
-0.023222414776682854,
0.05692080408334732,
-0.02664863131940365,
-0.04943762347102165,
-0.06002737954258919,
0.037874557077884674,
0.0015679020434617996,
0.030712004750967026,
-0.033607564866542816,
-0.0506836362183094,
0.005067760124802589,
-0.01927054114639759,
-0.013580593280494213,
-0.02019648067653179,
0.03264137730002403,
0.008326904848217964,
0.060071952641010284,
0.023200958967208862,
-0.054828837513923645,
0.01069927029311657,
-0.0017112637870013714,
-0.06865835189819336,
0.047337424010038376,
0.041251350194215775,
0.10285545885562897,
-0.04446492716670036,
-0.032757505774497986,
0.022036606445908546,
0.012173245660960674,
-0.02775368094444275,
0.006674490869045258,
0.015737751498818398,
-0.032356590032577515,
-0.024702567607164383,
0.0016047548269852996,
0.029305655509233475,
-0.04679955914616585,
0.004788642283529043,
0.04286150261759758,
-0.0005601845914497972,
0.03681725636124611,
-0.05412719398736954,
-0.00025428328081034124,
0.031214840710163116,
0.0066742245107889175,
-0.042932137846946716,
0.04623659700155258,
-0.0149528868496418,
-0.023414887487888336,
-0.043812453746795654,
-0.04651298746466637,
-0.004303995054215193,
0.08389337360858917,
0.007424176670610905,
-0.02153630182147026,
-0.01605776697397232,
0.011779442429542542,
0.033387236297130585,
0.04848084598779678,
-0.01390895526856184,
0.0287268478423357,
0.061327189207077026,
0.03008650615811348,
-0.028595061972737312,
0.040455665439367294,
0.018334828317165375,
-0.023473821580410004,
-0.028716305270791054,
0.019493408501148224,
-0.020595325157046318,
-0.025840183719992638,
0.050784870982170105,
0.03292737528681755,
-0.0007444087532348931,
-0.03552888706326485,
-0.05222828686237335,
0.033700499683618546,
-0.04166464880108833,
0.007770032621920109,
-0.0033566742204129696,
-0.004972254391759634,
-0.0037812551017850637,
0.03510360047221184,
-0.01545683853328228,
-0.002573430771008134,
-0.008359073661267757,
-0.05910782516002655,
0.015281952917575836,
-0.018543900921940804,
0.02849763073027134,
0.05642545968294144,
0.004824560601264238,
0.048261456191539764,
-0.03854145109653473,
0.0296426210552454,
-0.04973845183849335,
-0.03768477588891983,
0.03813425451517105,
0.05264441296458244,
0.025073403492569923,
0.04905066639184952,
-0.008409729227423668,
-0.04526577517390251,
0.018852487206459045,
0.029492337256669998,
0.030532462522387505,
0.009919310919940472,
-0.04488583281636238,
-0.011519274674355984,
0.017759589478373528,
0.06340096145868301,
-0.06052509322762489,
-0.041331835091114044,
0.0031027761287987232,
0.05499090999364853,
-0.024520544335246086,
0.02097565308213234,
0.0007601325050927699,
0.03576061129570007,
-0.03932584077119827,
-0.06417649984359741,
0.06120810657739639,
0.028076820075511932,
-0.0018930331571027637,
0.019509226083755493,
-0.016936754807829857,
0.020230349153280258,
0.033697329461574554,
0.016774902120232582,
-0.01035182923078537,
-0.035692211240530014,
0.006650280673056841,
0.04271283373236656,
0.04413679614663124,
-0.05491940677165985,
0.035494036972522736,
-0.0007069341954775155,
-0.010678385384380817,
0.010617302730679512,
-0.040496956557035446,
0.03877316787838936,
0.0294180940836668,
0.004124564118683338,
-0.015027700923383236,
0.0221859160810709,
0.00244877184741199,
0.058086611330509186,
0.04128846526145935,
-0.021522145718336105,
0.07287826389074326,
-0.00804153922945261,
0.030391784384846687,
0.09710995852947235,
0.000983628211542964,
0.024806788191199303,
0.03853669390082359,
0.07319492846727371,
0.010375609621405602,
-0.02252473495900631,
0.06301425397396088,
-0.07730492949485779,
0.0004081405058968812,
-0.03283420577645302,
0.02716507762670517,
-0.006994420662522316,
-0.019913673400878906,
0.038831956684589386,
0.03742780163884163,
-0.0007712565129622817,
0.00286102551035583,
-0.00432816706597805,
0.001072292448952794,
0.03267425671219826,
-0.00048246499500237405,
0.009949883446097374,
-0.011948750354349613,
-0.03221113607287407,
-0.01867937110364437,
-0.06814411282539368,
-0.03628084436058998,
-0.008140229620039463,
-0.03431805223226547,
0.005690179765224457,
-0.0900219976902008,
-0.03276442363858223,
-0.06921122968196869,
-0.020946921780705452,
0.03191038966178894,
0.014856644906103611,
0.005288206040859222,
-0.02961389534175396,
-0.006467826198786497,
-0.03218347206711769,
-0.04061432182788849,
-0.041893891990184784,
-0.02619156241416931,
-0.033850956708192825,
-0.07088451832532883,
0.0419217012822628,
0.02074405550956726,
0.018016301095485687,
-0.0017563068540766835,
0.009570479393005371,
-0.00402051629498601,
-0.03028734214603901,
0.026424746960401535,
0.04413977637887001,
-0.03941640630364418,
-0.07684434950351715,
0.001117990119382739,
-0.02275509387254715,
0.039362333714962006,
-0.004807827528566122,
-0.025892948731780052,
0.07098913937807083,
0.0749117061495781,
0.013319204561412334,
0.02921473979949951,
-0.01419144868850708,
-0.0625816360116005,
-0.07170683145523071,
-0.024199265986680984,
-0.02696925774216652,
-0.040651168674230576,
-0.03421804681420326,
-0.05179985985159874,
-0.03243988752365112,
-0.02193339541554451,
-0.0024490386713296175,
-0.017794540151953697,
0.025495262816548347,
0.008351856842637062,
0.03674883022904396,
0.033346254378557205,
0.058679062873125076,
-0.019719848409295082,
-0.04980418458580971,
0.041211940348148346,
0.004758439492434263,
-0.01718384027481079,
-0.05506519228219986,
-0.03043338842689991,
0.03169489651918411,
0.03418770432472229,
0.0034209236036986113,
-0.020352818071842194,
0.07059234380722046,
0.023218346759676933,
0.011274740099906921,
-0.009984130971133709,
-0.00640993332490325,
-0.004163946490734816,
-0.012641425244510174,
-0.0032926821149885654,
-0.014619260095059872,
-0.054348424077034,
-0.05279190465807915,
0.00030835578218102455,
0.054889798164367676,
-0.07031020522117615,
-0.0555960088968277,
0.012906959280371666,
0.04627704992890358,
0.05669068917632103,
-0.018617236986756325,
-0.03897751122713089,
-0.011170857585966587,
-0.06745317578315735,
-0.02561226487159729,
0.01833110861480236,
-0.0020073659252375364,
-0.005500965751707554,
0.04106133431196213,
0.004120498429983854,
-0.027432771399617195,
0.02839079312980175,
0.03247344493865967,
0.08310986310243607,
-0.031020838767290115,
-0.07555605471134186,
0.04526378586888313,
-0.04431341588497162,
0.014874672517180443,
0.009445439092814922,
-0.04134317487478256,
-0.012879175134003162,
-0.10990627110004425,
0.0013404000783339143,
-0.01437339000403881,
0.009893976151943207,
-0.018614476546645164,
0.042490776628255844,
-0.035678304731845856,
-0.047855645418167114,
0.003310504136607051,
0.019264288246631622,
0.03207795321941376,
-0.020574389025568962,
0.06990139186382294,
-0.005494004115462303,
0.035553593188524246,
-0.06033981591463089,
-0.005915600340813398,
-0.04527747258543968,
-0.017804361879825592,
0.02464374154806137,
0.06021462380886078,
0.01108565740287304,
0.06324316561222076,
0.0795266255736351,
0.03889564797282219,
-0.05140145495533943,
0.010392175056040287,
0.053882353007793427,
-0.00215736823156476,
-0.042535826563835144,
0.008678995072841644,
-0.029550809413194656,
-0.03205269202589989,
-0.00924350880086422,
-0.024007277563214302,
0.03714025393128395,
0.028207585215568542,
-0.005115976091474295,
-0.02280278690159321,
-0.011324468068778515,
-0.01602991297841072,
-0.028480224311351776,
-0.06277874857187271,
-0.0178135447204113,
-0.011522166430950165,
-0.024151399731636047,
0.040370434522628784,
0.0247727669775486,
0.002940906910225749,
0.08628661185503006,
0.06269767880439758,
-0.018321223556995392,
-0.046507544815540314,
0.02112920954823494,
0.030971316620707512,
-0.042192284017801285,
-0.07266072928905487,
-0.04099174588918686,
0.03842954337596893,
0.058047909289598465,
-0.020669378340244293,
-0.08137381821870804,
0.0076665072701871395,
0.07362557202577591,
-0.0382637120783329,
0.0728321224451065,
-0.0027558046858757734,
0.04460417479276657,
0.06855279207229614,
-0.004988531582057476,
0.03379848599433899,
-0.01321902684867382,
-0.011747976765036583,
0.008894354104995728,
0.049703460186719894,
-0.025417665019631386,
-0.03430931270122528,
-0.0312727615237236,
0.03373439982533455,
0.03490997105836868,
0.04212889075279236,
0.045973461121320724,
-0.012987111695110798,
-0.04013282433152199,
0.03188381716609001,
0.03701116144657135,
-0.021762767806649208,
0.028576232492923737,
0.03834203630685806,
0.04380381852388382,
-0.05198291316628456,
-0.04753933474421501,
-0.01279390137642622,
-0.02066602185368538,
0.029288409277796745,
-0.011183802038431168,
-0.053618334233760834,
-0.029882371425628662,
0.0027246952522546053,
0.005524711683392525,
-0.005349655635654926,
-0.06542017310857773,
0.03403050824999809,
-0.019775452092289925,
-0.005097013898193836,
0.04192882403731346,
0.030821194872260094,
0.03339854255318642,
0.04165489226579666,
0.0007971658487804234,
0.020374534651637077,
-0.029577743262052536,
0.052550822496414185,
-0.024340355768799782,
-0.03161878511309624,
0.009964569471776485,
-0.05115960165858269,
-0.02151649072766304,
-0.03701401129364967,
-0.03870639204978943,
-0.044632118195295334,
-0.021300334483385086,
0.016568031162023544,
-0.010630693286657333,
-0.006968200672417879,
-0.0406096987426281,
0.022044654935598373,
-0.030042868107557297,
-0.010234296321868896,
-0.04854828119277954,
-0.01625499688088894,
-0.0714828372001648,
-0.051044970750808716,
0.008168742060661316,
0.006132590118795633,
0.0139445960521698,
0.014797274954617023,
0.008953268639743328,
0.00014610013749916106,
0.004987514112144709,
-0.02385525405406952,
0.0242936834692955,
-0.00644367840141058,
-0.012983039952814579,
-0.028701679781079292,
0.023192545399069786,
0.016286199912428856,
0.023486964404582977,
0.002795230131596327,
0.051434971392154694,
0.024493133649230003,
-0.022689471021294594,
-0.02152848243713379,
0.0428992323577404,
0.011982479132711887,
-0.07070906460285187,
-0.028276171535253525,
-0.01936909556388855,
-0.021068787202239037,
0.05072719603776932,
-0.010902582667768002,
-0.0032579959370195866,
0.04032205417752266,
0.02962741255760193,
0.034964680671691895,
-0.012172318063676357,
-0.030215468257665634,
-0.011768050491809845,
-0.01978422701358795,
0.03317994251847267,
-0.040158942341804504,
0.03482311591506004,
-0.05349195376038551,
0.027556313201785088,
-0.01814512349665165,
-0.0028001463506370783,
-0.02734518051147461,
0.0501716174185276,
-0.03430146351456642,
-0.01726028509438038,
-0.014515903778374195,
0.01564822345972061,
-0.05442867428064346,
0.037743959575891495,
-0.01109274197369814,
0.007278697565197945,
-0.027523119002580643,
0.04761045426130295,
-0.03347469121217728,
-0.012456185184419155,
-0.029610520228743553,
-0.006443878170102835,
-0.03233346343040466,
-0.03944063186645508,
-0.017956212162971497,
-0.027393797412514687,
0.031981490552425385,
0.032555971294641495,
0.025535820052027702,
0.0407811664044857,
-0.0013006151420995593,
0.0046510957181453705,
0.013619594275951385,
-0.07807324081659317,
-0.0110938036814332,
0.003477806691080332,
0.028620852157473564,
-0.010526803322136402,
0.049959465861320496,
0.03291819617152214,
-0.053544625639915466,
-0.05102822184562683,
0.07268384099006653,
0.026105687022209167,
0.004353410564363003,
0.005757654085755348,
0.03640766069293022,
0.031106512993574142,
0.038814444094896317,
-0.034018829464912415,
-0.018156222999095917,
-0.026982441544532776,
-0.05392267927527428,
0.03384779021143913,
0.011725018732249737,
0.05975918471813202,
0.049178801476955414,
-0.03350522369146347,
-0.03691014647483826,
0.061409030109643936,
0.008763875812292099,
0.006894863676279783,
0.011768881231546402,
-0.02914406545460224,
0.04218566417694092,
-0.004103298299014568,
-0.06244185194373131,
0.007862024940550327,
0.01852729730308056,
-0.02205750346183777,
0.07236798107624054,
0.0007717354455962777,
0.03821687400341034,
0.03981129452586174,
0.01619631052017212,
-0.002199821639806032,
0.06607178598642349,
-0.03956109285354614,
0.029270492494106293,
0.04671693220734596,
-0.04410150647163391,
-0.026600291952490807,
-0.012906055897474289,
0.06347466260194778,
-0.04686538502573967,
0.035341598093509674,
0.03908807784318924,
0.030549559742212296,
0.02123759128153324,
-0.047539014369249344,
-0.025397103279829025,
0.01878979057073593,
-0.056115295737981796,
0.06300786882638931,
0.007362483534961939,
-0.05501184239983559,
0.05901512876152992,
0.01651391200721264,
-0.06820923089981079,
0.05742782726883888,
0.04104944318532944,
0.03203781694173813,
0.04599761962890625,
0.04069110378623009,
-0.0474066436290741,
-0.002355469623580575,
-0.039426159113645554,
0.024053988978266716,
-0.032474130392074585,
-0.01054816972464323,
0.02667572721838951,
-0.02443944476544857,
-0.009208165109157562,
0.05804892256855965,
-0.023702992126345634,
-0.018064463511109352,
0.03753046691417694,
-0.0328291580080986,
-0.029563583433628082,
0.007107855286449194,
0.011187299154698849,
-0.024794798344373703,
-0.004494018852710724,
-0.04769854247570038,
0.024019647389650345,
-0.00007745272159809247,
0.0017247371142730117,
-0.027689902111887932,
-0.0019475582521408796,
0.01446808222681284,
-0.07322520017623901,
-0.03537352755665779,
0.06299920380115509,
0.00007737946725683287,
-0.01763926073908806,
0.02395487204194069,
0.007930372841656208,
0.03420382738113403,
0.020185967907309532,
-0.009565652348101139,
0.026278866454958916,
-0.034676458686590195,
-0.005231326911598444,
0.008472905494272709,
-0.010983310639858246,
0.02101360820233822,
-0.02699759602546692,
0.023296387866139412,
0.026517629623413086,
0.01725347898900509,
0.007542824372649193,
-0.03175775706768036,
-0.04293958097696304,
0.023468630388379097,
-0.01636611670255661,
0.0179812703281641,
-0.017766136676073074,
-0.04464768245816231,
-0.04844687879085541,
-0.009812702424824238,
-0.026876218616962433,
0.03590821847319603,
-0.05178217962384224,
0.0037619539070874453,
0.06137789785861969,
-0.017839888110756874,
-0.0475488007068634,
-0.08261410892009735,
-0.01252939086407423,
-0.022843170911073685,
0.014813795685768127,
0.042148157954216,
-0.028175385668873787,
0.03720453754067421,
-0.04267655685544014,
-0.05126619711518288,
0.03649010509252548,
0.027819622308015823,
-0.0459851436316967,
0.04774002358317375,
0.048107556998729706,
-0.051115550100803375,
0.00933156255632639,
0.022700345143675804,
-0.04504512995481491,
0.03797135129570961,
0.01299126073718071,
0.039303939789533615,
0.0015980510506778955,
0.022622227668762207,
-0.04941659793257713,
-0.029104512184858322,
-0.0644342228770256,
-0.042533859610557556,
-0.05429337918758392,
0.02075420878827572,
0.07451983541250229
] |
dccuchile/albert-tiny-spanish-finetuned-mldoc | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 32 | 2021-11-08T14:35:42Z | # BERT-mini model finetuned with M-FAC
This model is finetuned on QNLI dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on QNLI validation set:
```bash
accuracy = 83.90
```
Mean and standard deviation for 5 runs on QNLI validation set:
| | Accuracy |
|:----:|:-----------:|
| Adam | 83.85 ± 0.10 |
| M-FAC | 83.70 ± 0.13 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 8276 \
--model_name_or_path prajjwal1/bert-mini \
--task_name qnli \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.01938719116151333,
-0.007875513285398483,
-0.006099729333072901,
0.04161641746759415,
0.019868528470396996,
0.008821973577141762,
-0.019787298515439034,
-0.034987110644578934,
-0.015183115378022194,
0.02923452854156494,
0.023155679926276207,
0.008935672231018543,
0.030064914375543594,
0.03734790161252022,
-0.02311290241777897,
-0.01945851370692253,
-0.001754691475071013,
-0.029399072751402855,
-0.004486022051423788,
0.014343883842229843,
-0.017172954976558685,
-0.011409574188292027,
-0.0022934519220143557,
-0.003320318181067705,
0.011760608293116093,
0.01757139526307583,
-0.0024264357052743435,
0.03881482407450676,
0.03355021774768829,
-0.05827690288424492,
0.023991351947188377,
-0.049289681017398834,
-0.04429301247000694,
-0.01971275545656681,
-0.020859627053141594,
0.010049027390778065,
0.011217836290597916,
-0.010333937592804432,
0.012245750986039639,
0.05073093622922897,
0.026429057121276855,
0.006118413060903549,
-0.027184199541807175,
-0.020683908835053444,
0.04008267819881439,
-0.00012053335376549512,
-0.0462915375828743,
-0.005537140183150768,
0.03901875391602516,
-0.04690868407487869,
-0.036088813096284866,
-0.0776977464556694,
-0.05986166000366211,
0.029372476041316986,
-0.004870730452239513,
-0.01702594943344593,
-0.06215696781873703,
-0.02127271331846714,
0.08596112579107285,
-0.016590559855103493,
-0.02248947136104107,
0.011505053378641605,
-0.05376782268285751,
0.02094559744000435,
0.052672307938337326,
-0.01757984794676304,
-0.004822756163775921,
-0.02487116865813732,
0.026421252638101578,
-0.035590093582868576,
0.06071346253156662,
-0.019997350871562958,
0.01678616553544998,
-0.08040813356637955,
0.0013907569227740169,
-0.03220323100686073,
0.04011179506778717,
0.051725614815950394,
-0.03980891406536102,
0.03700120747089386,
0.038512762635946274,
0.008561001159250736,
0.03161117807030678,
0.006601769011467695,
-0.012484990991652012,
0.026968708261847496,
-0.029512515291571617,
0.026102794334292412,
0.0000621482904534787,
0.03760478273034096,
-0.038145195692777634,
-0.039116475731134415,
-0.047868333756923676,
-0.048611320555210114,
-0.02137690782546997,
0.023006286472082138,
0.0068976362235844135,
-0.03505748510360718,
0.028146464377641678,
0.04932675510644913,
0.0296188835054636,
0.07329031825065613,
-0.024266470223665237,
0.04169223830103874,
-0.020566165447235107,
-0.007257297169417143,
-0.03121788054704666,
-0.028162997215986252,
-0.05258283391594887,
0.038024138659238815,
0.03648190572857857,
-0.036515362560749054,
-0.036640360951423645,
0.06454738229513168,
0.008673649281263351,
-0.023417765274643898,
0.0653037428855896,
-0.029118290171027184,
-0.04529857635498047,
-0.06622334569692612,
0.04568842053413391,
0.008043747395277023,
0.035336993634700775,
-0.031912703067064285,
-0.049183640629053116,
0.013556558638811111,
-0.01750868931412697,
-0.018778281286358833,
-0.026679623872041702,
0.03362759202718735,
0.0037767004687339067,
0.05887686833739281,
0.02170121856033802,
-0.06019259989261627,
0.01240530889481306,
0.003078920766711235,
-0.07011690735816956,
0.04998568817973137,
0.0333094522356987,
0.11320225894451141,
-0.04844551905989647,
-0.03838076442480087,
0.020025571808218956,
0.005143204238265753,
-0.02868819050490856,
0.00877385213971138,
0.015029605478048325,
-0.03253762796521187,
-0.01526554860174656,
-0.005833833012729883,
0.027839647606015205,
-0.05155288055539131,
0.006944298278540373,
0.046750862151384354,
-0.0069153583608567715,
0.029391739517450333,
-0.060909539461135864,
0.010755076073110104,
0.027757076546549797,
0.00010620454122545198,
-0.036351729184389114,
0.048247791826725006,
-0.010793750174343586,
-0.033357515931129456,
-0.04866686090826988,
-0.05286845192313194,
-0.0023768593091517687,
0.08063658326864243,
0.008804886601865292,
-0.018354635685682297,
-0.02184957079589367,
0.02001919038593769,
0.022782711312174797,
0.05019114911556244,
-0.006475082598626614,
0.03499831259250641,
0.05479021742939949,
0.029471615329384804,
-0.015034633688628674,
0.04218250513076782,
0.021627277135849,
-0.030151164159178734,
-0.028913361951708794,
0.016146183013916016,
-0.010825573466718197,
-0.027474623173475266,
0.051346976310014725,
0.03223099559545517,
-0.000338874408043921,
-0.048296526074409485,
-0.05233307182788849,
0.034920815378427505,
-0.035862747579813004,
0.007245094981044531,
-0.0012949628289788961,
-0.006732643116265535,
0.0013053116854280233,
0.03654353693127632,
-0.019272206351161003,
0.005991250742226839,
-0.02231215313076973,
-0.06385598331689835,
0.02164105512201786,
-0.021834777668118477,
0.034032054245471954,
0.05657372623682022,
0.005149616859853268,
0.049002550542354584,
-0.03459026291966438,
0.028828945010900497,
-0.054044585675001144,
-0.030851436778903008,
0.04762188717722893,
0.04970411956310272,
0.02588590234518051,
0.050452716648578644,
-0.010371292941272259,
-0.05102381482720375,
0.02662019245326519,
0.04109080508351326,
0.031030738726258278,
0.0037100675981491804,
-0.03718690574169159,
-0.00951656885445118,
0.023388516157865524,
0.050900209695100784,
-0.0674591064453125,
-0.04170547425746918,
0.002639845944941044,
0.041320204734802246,
-0.029867541044950485,
0.01251675933599472,
-0.00030317087657749653,
0.031887080520391464,
-0.04516853392124176,
-0.07532909512519836,
0.059483062475919724,
0.025035042315721512,
0.004171025473624468,
0.016700658947229385,
-0.008634956553578377,
0.023357199504971504,
0.036661241203546524,
0.01901831664144993,
-0.019707616418600082,
-0.03319692239165306,
0.009115719236433506,
0.04572572559118271,
0.038426656275987625,
-0.06642038375139236,
0.03555003181099892,
-0.0012184533989056945,
0.0027456763200461864,
0.013006600551307201,
-0.030043283477425575,
0.0437890850007534,
0.034979578107595444,
-0.002582656918093562,
-0.014592068269848824,
0.01480463333427906,
0.00679126288741827,
0.053301867097616196,
0.04896173253655434,
-0.026011087000370026,
0.0816599577665329,
-0.018279116600751877,
0.020823035389184952,
0.0932897999882698,
0.0035495548509061337,
0.020922241732478142,
0.03803850710391998,
0.07214310020208359,
0.010590808466076851,
-0.016989778727293015,
0.0513935387134552,
-0.08077196031808853,
0.000054448017181130126,
-0.04217773675918579,
0.02068650722503662,
-0.0062224604189395905,
-0.018668046221137047,
0.03677220642566681,
0.0418221689760685,
-0.0009088478982448578,
0.004317583981901407,
-0.008722040802240372,
0.00424965051934123,
0.027924632653594017,
-0.009165734052658081,
0.008509421721100807,
-0.010660276748239994,
-0.03492164611816406,
-0.013883184641599655,
-0.06851255148649216,
-0.05138052999973297,
-0.018255334347486496,
-0.037176936864852905,
0.002711110282689333,
-0.08406121283769608,
-0.02774539217352867,
-0.06874614208936691,
-0.024384599179029465,
0.039848390966653824,
0.019419850781559944,
-0.00007989868754521012,
-0.039500825107097626,
-0.00991244986653328,
-0.0269476231187582,
-0.032405104488134384,
-0.037614502012729645,
-0.025810832157731056,
-0.03405866399407387,
-0.06668785959482193,
0.04393942281603813,
0.025139646604657173,
0.01800021529197693,
0.002457405673339963,
0.014508497901260853,
0.0014874318148940802,
-0.018579835072159767,
0.02561073936522007,
0.0393509641289711,
-0.031132766976952553,
-0.0688907727599144,
0.003695898922160268,
-0.021793747320771217,
0.03996799513697624,
-0.01911262795329094,
-0.025943949818611145,
0.07468094676733017,
0.07363588362932205,
0.013863167725503445,
0.021232623606920242,
-0.014959201216697693,
-0.06109382584691048,
-0.0630783960223198,
-0.02626974694430828,
-0.011601933278143406,
-0.04846911132335663,
-0.03146166726946831,
-0.0479138158261776,
-0.034159641712903976,
-0.020852824673056602,
0.0029232900124043226,
-0.012536619789898396,
0.023476488888263702,
0.01169916708022356,
0.03747311234474182,
0.026811009272933006,
0.06088043004274368,
-0.02966131642460823,
-0.042764294892549515,
0.038166407495737076,
0.002665630541741848,
0.0023412625305354595,
-0.05721862241625786,
-0.0426032654941082,
0.03512270376086235,
0.023022040724754333,
0.0020075314678251743,
-0.020275065675377846,
0.08425971120595932,
0.013908222317695618,
0.004313042853027582,
-0.012199456803500652,
-0.008405537344515324,
-0.0076914275996387005,
-0.018922114744782448,
-0.0039439438842237,
-0.025432854890823364,
-0.05909503996372223,
-0.0410502664744854,
-0.005369237624108791,
0.06017107889056206,
-0.0753057673573494,
-0.05691184848546982,
0.007035295478999615,
0.052323609590530396,
0.04769738018512726,
-0.024277446791529655,
-0.04225294291973114,
-0.0034111521672457457,
-0.06246505677700043,
-0.021888647228479385,
0.015580177307128906,
0.0021866990718990564,
-0.0015966036589816213,
0.03925440087914467,
0.013848076574504375,
-0.03665677830576897,
0.03505391255021095,
0.03653135523200035,
0.07949506491422653,
-0.029754282906651497,
-0.06828830391168594,
0.03482017293572426,
-0.04725222289562225,
0.015697667375206947,
0.005496364552527666,
-0.032652679830789566,
-0.00808271486312151,
-0.10482524335384369,
-0.00838755164295435,
-0.012169272638857365,
0.007689528167247772,
-0.017759431153535843,
0.03814989700913429,
-0.03822361305356026,
-0.04162144660949707,
-0.006135383155196905,
0.0033679890912026167,
0.027783062309026718,
-0.023130621761083603,
0.0682385042309761,
-0.0043953098356723785,
0.040028929710388184,
-0.052876513451337814,
0.01055149082094431,
-0.046530719846487045,
-0.002747496822848916,
0.0068279169499874115,
0.05813739821314812,
0.014617055654525757,
0.06304292380809784,
0.06755766272544861,
0.03128259629011154,
-0.046387530863285065,
0.022663768380880356,
0.05433954671025276,
-0.007788186427205801,
-0.029222052544355392,
0.005690664052963257,
-0.018797988072037697,
-0.024707263335585594,
-0.018542936071753502,
-0.020650949329137802,
0.029772505164146423,
0.02559378743171692,
-0.0017386013641953468,
-0.01683470793068409,
-0.013943362049758434,
-0.005987365264445543,
-0.0296169500797987,
-0.049066901206970215,
-0.010675178840756416,
0.005195080768316984,
-0.01760205067694187,
0.042978767305612564,
0.025259433314204216,
0.005166225600987673,
0.07253477722406387,
0.06212548166513443,
-0.011051155626773834,
-0.04893060028553009,
0.0153824333101511,
0.039094939827919006,
-0.043669674545526505,
-0.08026663213968277,
-0.05323071777820587,
0.04073530435562134,
0.05184164643287659,
-0.013773804530501366,
-0.08749353140592575,
0.005104197189211845,
0.074130579829216,
-0.03789233788847923,
0.06958761066198349,
-0.012416471727192402,
0.023543711751699448,
0.06715929508209229,
-0.009290671907365322,
0.03103000856935978,
-0.004444383550435305,
-0.010861655697226524,
0.006363576743751764,
0.041059110313653946,
-0.028894323855638504,
-0.03216468170285225,
-0.03511378914117813,
0.037473198026418686,
0.04012211039662361,
0.039420850574970245,
0.046496789902448654,
-0.009291072376072407,
-0.049846112728118896,
0.037610962986946106,
0.034390781074762344,
-0.01571017876267433,
0.02527640014886856,
0.04345182701945305,
0.04222702607512474,
-0.05395730212330818,
-0.0464063435792923,
-0.006218698341399431,
-0.025365252047777176,
0.032193623483181,
0.0019797305576503277,
-0.05007253587245941,
-0.03206387534737587,
0.014399589039385319,
-0.0015208543045446277,
-0.010384658351540565,
-0.06365888565778732,
0.027377935126423836,
-0.016809673979878426,
-0.0027256030589342117,
0.03518277406692505,
0.033034924417734146,
0.028465082868933678,
0.03760788217186928,
-0.005014941096305847,
0.008495774120092392,
-0.03316693753004074,
0.06182132661342621,
-0.02677474543452263,
-0.038350727409124374,
0.017344670370221138,
-0.04978884011507034,
-0.02264031581580639,
-0.02771574817597866,
-0.03951335698366165,
-0.043049052357673645,
-0.017355993390083313,
0.027199378237128258,
-0.00641389237716794,
-0.010604724287986755,
-0.0389971062541008,
0.030833816155791283,
-0.022922247648239136,
-0.004106495995074511,
-0.05371429771184921,
-0.012067526578903198,
-0.07743076235055923,
-0.048581819981336594,
0.0009215763420797884,
0.017084939405322075,
0.013623111881315708,
0.022375237196683884,
0.011298547498881817,
-0.0007175536011345685,
0.004541559144854546,
-0.027588892728090286,
0.01667940802872181,
-0.002303667366504669,
-0.00888363178819418,
-0.029858050867915154,
0.02286102995276451,
0.024598069489002228,
0.04453761503100395,
-0.003647727658972144,
0.051545850932598114,
0.020762592554092407,
-0.021165315061807632,
-0.023464104160666466,
0.03943977877497673,
0.017576809972524643,
-0.07568557560443878,
-0.027106251567602158,
-0.01930217072367668,
-0.017179641872644424,
0.0522669292986393,
-0.011729446239769459,
-0.01457227487117052,
0.0441499687731266,
0.029219556599855423,
0.03391458839178085,
-0.010150193236768246,
-0.0363863930106163,
-0.0015932245878502727,
-0.016193553805351257,
0.03221583366394043,
-0.039639417082071304,
0.04245208203792572,
-0.049493566155433655,
0.023608237504959106,
-0.01601528748869896,
0.0016214294591918588,
-0.027052931487560272,
0.0537426620721817,
-0.032955944538116455,
-0.029697155579924583,
-0.018706558272242546,
0.01385818887501955,
-0.05482405796647072,
0.035489536821842194,
-0.01072746329009533,
0.0139212841168046,
-0.031708091497421265,
0.03511848300695419,
-0.026423661038279533,
-0.016920961439609528,
-0.028235916048288345,
-0.010929182171821594,
-0.03987826406955719,
-0.03781155124306679,
-0.01990957371890545,
-0.03668523579835892,
0.019859015941619873,
0.02902611717581749,
0.032065488398075104,
0.037904415279626846,
0.018292136490345,
0.009846730157732964,
0.014805782586336136,
-0.07424622029066086,
-0.010077114216983318,
-0.001139847212471068,
0.03957366570830345,
-0.01814701035618782,
0.047148942947387695,
0.031788118183612823,
-0.05977333337068558,
-0.05245603621006012,
0.07407578080892563,
0.03451220318675041,
0.015250524505972862,
0.007813004776835442,
0.04051266238093376,
0.028554219752550125,
0.03201548010110855,
-0.03415559604763985,
-0.023594580590724945,
-0.026800286024808884,
-0.053763821721076965,
0.03511423617601395,
0.01259106956422329,
0.05467035993933678,
0.04649212956428528,
-0.025088949128985405,
-0.03159948065876961,
0.06167345866560936,
0.011386283673346043,
0.012623843736946583,
0.009520291350781918,
-0.02786816842854023,
0.04454355686903,
-0.004712236579507589,
-0.06347473710775375,
0.01685917191207409,
0.007201851811259985,
-0.03566465526819229,
0.06523027271032333,
0.004593682941049337,
0.02193915843963623,
0.04210543632507324,
0.01712430641055107,
0.003191766794770956,
0.07289490848779678,
-0.035136107355356216,
0.022569837048649788,
0.04931800067424774,
-0.04538372531533241,
-0.024540048092603683,
-0.01882871799170971,
0.07499415427446365,
-0.04424605146050453,
0.044486045837402344,
0.041844625025987625,
0.023069314658641815,
0.027559630572795868,
-0.03683505952358246,
-0.02916567027568817,
0.018321823328733444,
-0.057111356407403946,
0.06466887891292572,
-0.0021358984522521496,
-0.052476584911346436,
0.05810907483100891,
0.023262104019522667,
-0.05692621320486069,
0.05869631469249725,
0.04734417051076889,
0.034111425280570984,
0.04364180192351341,
0.037685275077819824,
-0.04452405869960785,
-0.007060197181999683,
-0.024552850052714348,
0.023572208359837532,
-0.032652340829372406,
-0.010675623081624508,
0.02582583762705326,
-0.03251044079661369,
-0.018748536705970764,
0.05875992774963379,
-0.014317764900624752,
-0.011603837832808495,
0.03301357105374336,
-0.04030551388859749,
-0.026965778321027756,
0.008102081716060638,
0.016328049823641777,
-0.021133411675691605,
-0.004694574512541294,
-0.049263715744018555,
0.016942350193858147,
0.0003698634391184896,
0.0035995556972920895,
-0.029453035444021225,
-0.0008521705749444664,
0.00996512733399868,
-0.08550703525543213,
-0.035779327154159546,
0.05891535431146622,
-0.006829536519944668,
-0.02627694047987461,
0.018552029505372047,
0.0032464684918522835,
0.032579097896814346,
0.019506925716996193,
-0.012134733609855175,
0.022302070632576942,
-0.03860894963145256,
-0.005253843031823635,
0.0015815083170309663,
-0.01285840105265379,
0.011704410426318645,
-0.02137395553290844,
0.02326774410903454,
0.027395114302635193,
0.012099036946892738,
0.013924661092460155,
-0.03556743636727333,
-0.035513896495103836,
0.03349445387721062,
-0.00671617966145277,
0.008925320580601692,
-0.018061086535453796,
-0.043616022914648056,
-0.05087723955512047,
-0.010293453000485897,
-0.02167968451976776,
0.04094285890460014,
-0.042408525943756104,
-0.0012842976721003652,
0.06140220910310745,
-0.01058957725763321,
-0.05169748514890671,
-0.09084242582321167,
-0.014897522516548634,
-0.03603462502360344,
0.019729243591427803,
0.04702713340520859,
-0.03729037940502167,
0.04513091966509819,
-0.058542486280202866,
-0.056146495044231415,
0.038677066564559937,
0.02903510071337223,
-0.05389872193336487,
0.05069584771990776,
0.048930443823337555,
-0.044953249394893646,
0.014472347684204578,
0.020250508561730385,
-0.040411144495010376,
0.030603745952248573,
0.014192963019013405,
0.050406020134687424,
0.00853729248046875,
0.01937086693942547,
-0.03335830196738243,
-0.02890780009329319,
-0.0570562444627285,
-0.04730185121297836,
-0.061748236417770386,
0.013088217005133629,
0.07512503862380981
] |
dccuchile/albert-tiny-spanish-finetuned-pawsx | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 29 | 2021-11-08T14:35:52Z | # BERT-mini model finetuned with M-FAC
This model is finetuned on SQuAD version 2 dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/question-answering](https://github.com/huggingface/transformers/tree/master/examples/pytorch/question-answering) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on SQuAD version 2 validation set:
```bash
exact_match = 58.38
f1 = 61.65
```
Mean and standard deviation for 5 runs on SQuAD version 2 validation set:
| | Exact Match | F1 |
|:----:|:-----------:|:----:|
| Adam | 54.80 ± 0.47 | 58.13 ± 0.31 |
| M-FAC | 58.02 ± 0.39 | 61.35 ± 0.24 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/question-answering/run_qa.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/question-answering/run_qa.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_qa.py \
--seed 8276 \
--model_name_or_path prajjwal1/bert-mini \
--dataset_name squad_v2 \
--version_2_with_negative \
--do_train \
--do_eval \
--per_device_train_batch_size 12 \
--learning_rate 1e-4 \
--num_train_epochs 2 \
--max_seq_length 384 \
--doc_stride 128 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.009279482997953892,
-0.00046664674300700426,
-0.01562306098639965,
0.04390876740217209,
0.002560984343290329,
-0.003770318813621998,
-0.006784092169255018,
-0.011376836337149143,
-0.03092147409915924,
0.01892063394188881,
0.045970480889081955,
0.02182777039706707,
0.012221368961036205,
0.04357733577489853,
-0.04057847335934639,
-0.05389079824090004,
-0.013967897742986679,
-0.013113201595842838,
-0.026538711041212082,
0.002689708024263382,
-0.015250732190907001,
0.004104850813746452,
0.02477600984275341,
0.010669956915080547,
0.008463548496365547,
0.011107433587312698,
-0.021085629239678383,
0.01778346300125122,
0.017748339101672173,
-0.06832242757081985,
0.021093379706144333,
-0.058162376284599304,
-0.03038032166659832,
-0.04516168311238289,
0.00008147372136591002,
-0.010946700349450111,
0.027333270758390427,
-0.0020598594564944506,
0.03047795034945011,
0.057010676711797714,
-0.007241204846650362,
0.0055359043180942535,
-0.006127530708909035,
-0.0036259701009839773,
0.051486413925886154,
-0.011520415544509888,
-0.03570045530796051,
-0.011548363603651524,
0.0365104079246521,
-0.03267672285437584,
-0.04948937147855759,
-0.07518595457077026,
-0.04676317796111107,
0.02028447948396206,
0.008470752276480198,
-0.004289759323000908,
-0.05116928741335869,
-0.018189411610364914,
0.08297570794820786,
-0.04126482456922531,
-0.03856631740927696,
-0.00302197877317667,
-0.0557568334043026,
0.00008116636308841407,
0.0804840475320816,
-0.01703944057226181,
0.02678862027823925,
-0.026715613901615143,
0.02793884463608265,
-0.0281753558665514,
0.08963607996702194,
-0.03484663367271423,
0.028803372755646706,
-0.08360394835472107,
0.019602933898568153,
-0.005975117441266775,
0.04260360077023506,
0.03526689484715462,
-0.024682994931936264,
0.03228279575705528,
0.03341353312134743,
-0.0004024677036795765,
0.03544997423887253,
-0.039631158113479614,
0.020596327260136604,
0.011018202640116215,
-0.023936167359352112,
0.014627266675233841,
-0.02406386286020279,
0.04133518785238266,
-0.024405384436249733,
-0.05258038267493248,
-0.027337849140167236,
-0.019438311457633972,
-0.014882120303809643,
0.021105889230966568,
0.024100465700030327,
-0.023108312860131264,
0.007281932048499584,
0.015538735315203667,
0.035835299640893936,
0.0634860247373581,
-0.006119675002992153,
0.05126882344484329,
-0.007305139675736427,
-0.008547750301659107,
-0.0043218075297772884,
-0.02647499553859234,
-0.04373680427670479,
0.03761059790849686,
0.04064951837062836,
-0.03392719104886055,
-0.010837511159479618,
0.028150608763098717,
0.023940833285450935,
-0.01072628889232874,
0.06762068718671799,
-0.032883964478969574,
-0.03914153203368187,
-0.037742916494607925,
0.030525902286171913,
0.007524642162024975,
0.0015340190147981048,
-0.014258777722716331,
-0.03732486069202423,
-0.009504899382591248,
-0.0161880012601614,
-0.03215513378381729,
0.005735987331718206,
0.0016221505356952548,
0.007220403291285038,
0.05464359000325203,
0.028030937537550926,
-0.06933676451444626,
0.005969241261482239,
-0.0007139209774322808,
-0.07266949862241745,
0.015988007187843323,
-0.0008841876406222582,
0.10224469006061554,
-0.047670356929302216,
-0.059479039162397385,
0.02000115066766739,
-0.0027413200587034225,
-0.01801549270749092,
0.007660185918211937,
0.019294871017336845,
-0.006226446013897657,
-0.022070910781621933,
0.014588634483516216,
0.06347831338644028,
-0.035109736025333405,
0.029842408373951912,
0.025314388796687126,
-0.004341243766248226,
0.019397573545575142,
-0.05725107714533806,
0.009409132413566113,
-0.00029242035816423595,
0.02148122899234295,
-0.03399644047021866,
0.045273177325725555,
-0.03835327923297882,
-0.006832868326455355,
-0.04448860511183739,
-0.03223413974046707,
-0.0077082510106265545,
0.0911085307598114,
0.022773444652557373,
-0.02506510354578495,
-0.025328969582915306,
0.006683605723083019,
0.02848082408308983,
0.06598582118749619,
-0.017124967649579048,
0.05665505304932594,
0.04502621665596962,
0.005660416092723608,
-0.031466398388147354,
0.016690850257873535,
0.008048120886087418,
-0.02988131158053875,
-0.02218429557979107,
0.02136809378862381,
0.0008257587905973196,
-0.044366057962179184,
0.04878751188516617,
0.043424930423498154,
-0.014968622475862503,
-0.04710325971245766,
-0.06451617926359177,
0.04129061847925186,
-0.041705116629600525,
-0.0036716475151479244,
-0.011052129790186882,
0.005481232888996601,
-0.01027879398316145,
0.031538523733615875,
-0.00396736478433013,
0.007990578189492226,
-0.02483660914003849,
-0.03910836577415466,
0.033812087029218674,
-0.011687393300235271,
0.023760007694363594,
0.07738891988992691,
-0.0013905108207836747,
0.06727726757526398,
-0.053551387041807175,
0.026457086205482483,
-0.050414085388183594,
-0.02134484425187111,
0.03085932694375515,
0.07402168959379196,
0.04307437315583229,
0.05665057525038719,
-0.012088666670024395,
-0.028923865407705307,
0.04840358346700668,
0.07405872642993927,
0.05656076967716217,
-0.008804531767964363,
-0.03350502997636795,
-0.005188694689422846,
0.019778138026595116,
0.0661090686917305,
-0.056239042431116104,
0.0015391370980069041,
-0.0011076942319050431,
0.042458049952983856,
-0.023215167224407196,
0.006520441733300686,
0.0047038947232067585,
0.03012053482234478,
-0.021199272945523262,
-0.07233177870512009,
0.06280150264501572,
0.025391710922122,
0.00990220159292221,
0.03691752627491951,
-0.01244122814387083,
0.0224947240203619,
0.0205839816480875,
0.021028604358434677,
-0.011891968548297882,
-0.027779532596468925,
0.02240273915231228,
0.025831332430243492,
0.06448698788881302,
-0.06193611025810242,
0.029630092903971672,
-0.005246272310614586,
0.009263471700251102,
0.029070917516946793,
-0.056088704615831375,
0.04028897359967232,
0.04616336151957512,
0.009519761428236961,
-0.008514313027262688,
0.027910372242331505,
0.023501362651586533,
0.04238570109009743,
0.0505642369389534,
-0.017316559329628944,
0.0551123172044754,
0.009320925921201706,
0.011054923757910728,
0.07135128229856491,
0.014258086681365967,
0.017284970730543137,
0.01029107067734003,
0.062138739973306656,
0.013740217313170433,
0.0005045980215072632,
0.0298414658755064,
-0.07875978201627731,
0.016071220859885216,
-0.008090050891041756,
0.02650400996208191,
-0.005006579216569662,
-0.017133360728621483,
0.04738786444067955,
0.04588755965232849,
0.0019867881201207638,
-0.0006270550074987113,
0.003302349243313074,
-0.018383583053946495,
0.019766073673963547,
-0.03628557547926903,
0.004671467002481222,
-0.01719110645353794,
-0.01856282353401184,
-0.017413154244422913,
-0.07945874333381653,
-0.03416991978883743,
0.000052627256081905216,
-0.01563556306064129,
0.016429506242275238,
-0.06699055433273315,
-0.0033848602324724197,
-0.07785830646753311,
-0.02528083696961403,
0.03748035803437233,
0.015506669878959656,
-0.002290276577696204,
-0.01887536235153675,
0.008589193224906921,
-0.03386874124407768,
-0.049033135175704956,
-0.03414015471935272,
-0.04646093398332596,
-0.03650865703821182,
-0.06136864423751831,
0.04482991248369217,
0.042212262749671936,
0.03636719286441803,
-0.019075024873018265,
0.001013479195535183,
-0.01061821449548006,
-0.022993607446551323,
0.021932709962129593,
0.03926340118050575,
-0.04818300902843475,
-0.07146821916103363,
0.028812771663069725,
-0.0036635000724345446,
0.04413092881441116,
-0.013188434764742851,
-0.026097163558006287,
0.10092619806528091,
0.06470455974340439,
0.007405836600810289,
0.015907663851976395,
-0.02604834921658039,
-0.05775025486946106,
-0.027531273663043976,
-0.048876021057367325,
-0.021063636988401413,
-0.03904386982321739,
-0.03713146224617958,
-0.02530532330274582,
-0.005500422324985266,
-0.027346646413207054,
-0.005726659670472145,
-0.0038944596890360117,
0.006468263454735279,
0.02715318650007248,
0.06413644552230835,
0.01824418269097805,
0.035695936530828476,
-0.025117946788668633,
-0.044327642768621445,
0.04858827963471413,
-0.007218360435217619,
0.00028690972249023616,
-0.045758891850709915,
-0.04346385598182678,
0.04596269503235817,
0.022205905988812447,
0.014705263078212738,
-0.02613210305571556,
0.0577741302549839,
0.004341301042586565,
-0.015703044831752777,
-0.0015220162458717823,
-0.01220620609819889,
-0.006602305453270674,
0.013660057447850704,
0.016217490658164024,
-0.018735533580183983,
-0.07776471972465515,
-0.03896749019622803,
-0.006063392385840416,
0.03702599182724953,
-0.05338180437684059,
-0.0475599430501461,
-0.021445533260703087,
0.019852682948112488,
0.036938682198524475,
-0.016237031668424606,
-0.04395702853798866,
-0.004323196597397327,
-0.0656295046210289,
-0.007475009188055992,
0.01898469403386116,
0.007169872522354126,
-0.024619173258543015,
0.03809567540884018,
-0.008603778667747974,
-0.00833926908671856,
0.05079783499240875,
0.027720307931303978,
0.06377087533473969,
-0.006579837296158075,
-0.07998227328062057,
0.02394789271056652,
-0.03197164461016655,
0.0071051111444830894,
0.02201949805021286,
-0.02860964648425579,
-0.01895771734416485,
-0.09185230731964111,
-0.006469269748777151,
0.004531476181000471,
0.0016315734246745706,
-0.010282734408974648,
0.02377636730670929,
-0.0152518842369318,
-0.017957523465156555,
-0.005074753891676664,
0.0061148181557655334,
0.05533568188548088,
-0.017955366522073746,
0.07466518878936768,
-0.007409859914332628,
0.045338258147239685,
-0.03450820595026016,
0.023036623373627663,
-0.044507429003715515,
-0.01571527309715748,
0.03615758195519447,
0.03960201516747475,
0.026799656450748444,
0.07772543281316757,
0.06588686257600784,
0.04230470582842827,
-0.061035118997097015,
0.024816444143652916,
0.06748538464307785,
-0.03325267508625984,
-0.033856600522994995,
0.01361161470413208,
-0.007956313900649548,
-0.013693992048501968,
0.0006999989273026586,
-0.021806461736559868,
0.059897638857364655,
0.04856213182210922,
-0.014681300148367882,
-0.001795224379748106,
-0.0035777855664491653,
-0.004041580017656088,
-0.0493919737637043,
-0.022395560517907143,
0.017054444178938866,
-0.014621478505432606,
-0.0031888606026768684,
0.04854566231369972,
0.03605895861983299,
0.005694208201020956,
0.06349409371614456,
0.04278196021914482,
0.021594198420643806,
-0.05358550697565079,
0.04293137416243553,
0.020879527553915977,
-0.05359647795557976,
-0.09008744359016418,
-0.03187229484319687,
0.04288528859615326,
0.05239465832710266,
-0.005700862035155296,
-0.0794103816151619,
0.029873546212911606,
0.04702658951282501,
-0.050672005861997604,
0.05074813961982727,
-0.004260537214577198,
0.024087127298116684,
0.06723013520240784,
-0.0221718717366457,
0.03707939386367798,
-0.038902513682842255,
0.01152774877846241,
0.005285047460347414,
0.056594304740428925,
-0.026537064462900162,
-0.031698327511548996,
-0.06778846681118011,
0.018521107733249664,
0.060234036296606064,
0.04004523530602455,
0.04305485263466835,
-0.013913382776081562,
-0.03508809953927994,
0.006208386737853289,
0.03278987854719162,
-0.03970208764076233,
0.03266932815313339,
0.05743154510855675,
0.010738334618508816,
-0.054178424179553986,
-0.040242552757263184,
-0.01437573041766882,
-0.02151506207883358,
0.0246568713337183,
-0.01589973457157612,
-0.046003006398677826,
-0.04093724861741066,
0.030459478497505188,
-0.004855059552937746,
-0.013750366866588593,
-0.06599536538124084,
0.04805345460772514,
-0.009282087907195091,
-0.01125219464302063,
0.05418005958199501,
0.05363588035106659,
0.006078702863305807,
0.06678320467472076,
-0.014858699403703213,
-0.0153874596580863,
-0.042653169482946396,
0.05250612646341324,
-0.052834879606962204,
-0.03164692968130112,
0.0110113974660635,
-0.053060006350278854,
-0.0035458772908896208,
-0.02582324855029583,
-0.032614920288324356,
-0.03674894571304321,
-0.025325803086161613,
0.028948454186320305,
0.0057179187424480915,
0.001995864324271679,
-0.029470451176166534,
0.028942326083779335,
-0.03495217114686966,
-0.008024809882044792,
-0.025271425023674965,
0.006772241089493036,
-0.04780736565589905,
-0.0478435754776001,
0.034574780613183975,
-0.01429005991667509,
0.037183668464422226,
0.027285387739539146,
0.006870357785373926,
0.0028088465332984924,
0.008486177772283554,
-0.045134175568819046,
0.0069972011260688305,
-0.01599326729774475,
-0.034868814051151276,
-0.021888673305511475,
0.028593553230166435,
-0.0033399409148842096,
0.03481639549136162,
-0.007491527125239372,
0.041521403938531876,
0.0171270240098238,
-0.0026045027188956738,
-0.03900987654924393,
0.026681022718548775,
0.025039641186594963,
-0.06528493762016296,
-0.02487110160291195,
-0.026132768020033836,
-0.03293304517865181,
0.05043620616197586,
-0.0279336366802454,
-0.03345626965165138,
0.02762397937476635,
0.0031933754216879606,
0.044269662350416183,
0.004048016853630543,
-0.029754525050520897,
0.02479984611272812,
-0.002452288521453738,
0.024308431893587112,
-0.051892951130867004,
0.03188299387693405,
-0.031048139557242393,
0.014958299696445465,
-0.0188264399766922,
0.0037469875533133745,
-0.04446450620889664,
0.06897931545972824,
-0.04482926055788994,
-0.030784660950303078,
-0.02323855832219124,
0.014459410682320595,
-0.058445341885089874,
0.031879033893346786,
-0.019986608996987343,
0.010424171574413776,
-0.04209333658218384,
0.04293491691350937,
-0.050624649971723557,
-0.0059559158980846405,
-0.026291046291589737,
0.001575712813064456,
-0.051498547196388245,
0.012199776247143745,
-0.03884361684322357,
-0.006314489990472794,
-0.0005130544886924326,
0.009443429298698902,
0.01988174393773079,
0.019987577572464943,
-0.00035437135375104845,
-0.006588792894035578,
0.001997194951400161,
-0.06247875839471817,
-0.0025577377527952194,
-0.021450772881507874,
0.01599685475230217,
-0.008463206700980663,
0.040767278522253036,
0.04123605042695999,
-0.04339965805411339,
-0.04956267029047012,
0.06951823085546494,
0.02296304889023304,
0.025477267801761627,
0.028468379750847816,
0.003461160697042942,
0.026305390521883965,
0.03319862112402916,
-0.021127069368958473,
-0.0010488118277862668,
-0.024540485814213753,
-0.04973744973540306,
0.03170222043991089,
-0.0173466969281435,
0.03576263412833214,
0.03261833265423775,
-0.008940747939050198,
-0.0429045706987381,
0.06833149492740631,
0.023268772289156914,
0.026725906878709793,
0.015770738944411278,
-0.03689032793045044,
0.03564057871699333,
0.007707860320806503,
-0.047921452671289444,
0.02766420692205429,
-0.017812764272093773,
-0.02486659586429596,
0.053126152604818344,
0.0006433328380808234,
0.0036253463476896286,
0.03295403718948364,
0.028382420539855957,
-0.027430247515439987,
0.08216148614883423,
-0.024119332432746887,
0.04560855031013489,
0.07372575253248215,
-0.05394304543733597,
-0.008573673665523529,
-0.02660440467298031,
0.06603311747312546,
-0.06120654195547104,
0.04007899388670921,
0.02569662779569626,
0.01207242626696825,
0.013701703399419785,
-0.03706258535385132,
-0.05545554682612419,
0.022025451064109802,
-0.03386281803250313,
0.05131342262029648,
-0.012200163677334785,
-0.0402662567794323,
0.05786195769906044,
0.017783433198928833,
-0.057726044207811356,
0.026457665488123894,
0.0303434357047081,
0.038125403225421906,
0.06922496855258942,
0.02482941374182701,
-0.0746380090713501,
-0.001347969751805067,
-0.0031584221869707108,
0.07925345003604889,
-0.016887003555893898,
-0.05305241048336029,
0.02550746314227581,
-0.024033773690462112,
-0.020719686523079872,
0.03751622512936592,
0.0011465747375041246,
-0.0014311772538349032,
0.026639249175786972,
-0.06843008100986481,
-0.04511888325214386,
0.010258546099066734,
0.003578810254111886,
-0.026690931990742683,
-0.0024876310490071774,
-0.04982205107808113,
0.03600876033306122,
0.006161656696349382,
0.011713951826095581,
-0.009530579671263695,
-0.01493838056921959,
-0.0022362463641911745,
-0.08276647329330444,
-0.04555794969201088,
0.05156896635890007,
-0.016144074499607086,
-0.032069288194179535,
0.032780081033706665,
-0.0006802792195230722,
0.03609277307987213,
0.0038347304798662663,
-0.015281466767191887,
0.003622465766966343,
-0.025241751223802567,
0.0046667372807860374,
0.0295261237770319,
-0.003995983395725489,
0.04000230133533478,
-0.046968165785074234,
0.03527500852942467,
0.015079015865921974,
0.03271782025694847,
-0.00371208181604743,
-0.05463206022977829,
-0.01756318286061287,
0.02113949880003929,
-0.004029317293316126,
0.014608350582420826,
-0.03373507037758827,
-0.0626651719212532,
-0.03154340386390686,
-0.012424781918525696,
-0.024780789390206337,
0.02022959478199482,
-0.05644885450601578,
-0.006536522880196571,
0.053736332803964615,
-0.008422580547630787,
-0.03882722184062004,
-0.0918387621641159,
-0.023303380236029625,
-0.04338785260915756,
0.020668722689151764,
0.028531337156891823,
-0.04983885586261749,
0.02141665853559971,
-0.0688018724322319,
-0.04967650771141052,
0.05502472445368767,
0.033562030643224716,
-0.06018440052866936,
0.03742465004324913,
0.03622111305594444,
-0.04327146336436272,
0.020175263285636902,
0.02863718569278717,
-0.03324970230460167,
0.03259677067399025,
-0.014366400428116322,
0.03933951258659363,
0.0221560075879097,
0.012233871035277843,
-0.04130830243229866,
-0.02319619245827198,
-0.062035854905843735,
-0.026105251163244247,
-0.05875006318092346,
0.007378898095339537,
0.0981384739279747
] |
dccuchile/albert-tiny-spanish-finetuned-pos | [
"pytorch",
"albert",
"token-classification",
"transformers",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"AlbertForTokenClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | # BERT-mini model finetuned with M-FAC
This model is finetuned on SST-2 dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on SST-2 validation set:
```bash
accuracy = 84.74
```
Mean and standard deviation for 5 runs on SST-2 validation set:
| | Accuracy |
|:----:|:-----------:|
| Adam | 85.46 ± 0.58 |
| M-FAC | 84.20 ± 0.58 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 1234 \
--model_name_or_path prajjwal1/bert-mini \
--task_name sst2 \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 3 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.018732145428657532,
-0.010232692584395409,
-0.01156936027109623,
0.04157793149352074,
0.02386682853102684,
0.023077772930264473,
-0.0269016083329916,
-0.029612962156534195,
-0.02407548390328884,
0.04086320102214813,
0.03570711985230446,
0.017838582396507263,
0.02621830254793167,
0.03597957268357277,
-0.018777625635266304,
-0.029167762026190758,
-0.0031112085562199354,
-0.027757620438933372,
-0.002644588937982917,
0.012429327704012394,
-0.006119999103248119,
-0.005524994805455208,
0.0021525314077734947,
0.001627702615223825,
0.010722091421484947,
0.01603107526898384,
-0.006775913760066032,
0.029241669923067093,
0.03685857355594635,
-0.06102747097611427,
0.02090127021074295,
-0.04662572592496872,
-0.04759339243173599,
-0.024906855076551437,
-0.014951183460652828,
0.0070294225588440895,
0.006892648059874773,
-0.007568460423499346,
0.01658058539032936,
0.06190619617700577,
0.019412266090512276,
0.008555439300835133,
-0.023513026535511017,
-0.01943555288016796,
0.04606497287750244,
0.0033113996032625437,
-0.038724325597286224,
-0.005503606516867876,
0.04123615100979805,
-0.04491939768195152,
-0.03459365665912628,
-0.07563271373510361,
-0.05364083871245384,
0.03984758257865906,
-0.0007061159121803939,
-0.018437584862113,
-0.05118389055132866,
-0.023677920922636986,
0.0837261751294136,
-0.019893690943717957,
-0.032082438468933105,
0.005259537138044834,
-0.04804516211152077,
0.020552048459649086,
0.05763566866517067,
-0.01748891919851303,
-0.0036309456918388605,
-0.0236415546387434,
0.029898755252361298,
-0.035355426371097565,
0.06653330475091934,
-0.02011195756494999,
0.01724524237215519,
-0.091572605073452,
0.000980275683104992,
-0.033322643488645554,
0.042117081582546234,
0.04919788986444473,
-0.0383143275976181,
0.041694801300764084,
0.03849181905388832,
-0.00003782179192057811,
0.034994278103113174,
0.0018678999040275812,
-0.012390540912747383,
0.02584737353026867,
-0.03218907490372658,
0.02836635522544384,
-0.0031985044479370117,
0.044125746935606,
-0.0463300421833992,
-0.03919149562716484,
-0.04602261632680893,
-0.052220575511455536,
-0.02786991000175476,
0.025688642635941505,
0.008580978959798813,
-0.03251388669013977,
0.026271604001522064,
0.04419774189591408,
0.023477626964449883,
0.06589566916227341,
-0.023993924260139465,
0.04466370493173599,
-0.009832282550632954,
-0.006929578259587288,
-0.032981619238853455,
-0.028879906982183456,
-0.05529920384287834,
0.0433247946202755,
0.03015270084142685,
-0.02797931618988514,
-0.03911379724740982,
0.0590607225894928,
0.011502303183078766,
-0.023637980222702026,
0.063375324010849,
-0.02544647455215454,
-0.051449958235025406,
-0.06547612696886063,
0.04705965146422386,
0.004681479651480913,
0.026877889409661293,
-0.023180991411209106,
-0.04752465337514877,
0.012880934402346611,
-0.011279425583779812,
-0.017991025000810623,
-0.022556690499186516,
0.038661982864141464,
0.008349944837391376,
0.061813727021217346,
0.020704645663499832,
-0.06262055039405823,
0.01254262775182724,
0.003945743665099144,
-0.07855917513370514,
0.05602559819817543,
0.043487824499607086,
0.11413407325744629,
-0.04597826674580574,
-0.036005787551403046,
0.02211681380867958,
0.011610626243054867,
-0.031458113342523575,
0.004898873157799244,
0.02076125144958496,
-0.0346953421831131,
-0.01697562262415886,
-0.0020916517823934555,
0.031134510412812233,
-0.04937445744872093,
-0.0011308928951621056,
0.04568997025489807,
-0.005770847667008638,
0.027487635612487793,
-0.06046072766184807,
0.005252620205283165,
0.028189219534397125,
0.010163616389036179,
-0.03840658813714981,
0.04603574052453041,
-0.016023533418774605,
-0.03149070963263512,
-0.04639510065317154,
-0.04835265874862671,
-0.005385943688452244,
0.08141795545816422,
0.013623449020087719,
-0.02164701744914055,
-0.011456356383860111,
0.014116773381829262,
0.03934161737561226,
0.05508614331483841,
-0.008421337231993675,
0.029186906293034554,
0.06158696115016937,
0.03399236872792244,
-0.022604307159781456,
0.0460035614669323,
0.02143014967441559,
-0.02279767580330372,
-0.027987951412796974,
0.019733872264623642,
-0.011916699819266796,
-0.029284441843628883,
0.0475027970969677,
0.03359028324484825,
-0.004368182271718979,
-0.03698873519897461,
-0.05742039903998375,
0.03677710145711899,
-0.03543328121304512,
0.0024276659823954105,
-0.0047316644340753555,
-0.007928192615509033,
-0.002572394208982587,
0.0350942388176918,
-0.009549308568239212,
-0.0030962531454861164,
-0.01815621927380562,
-0.06251765042543411,
0.015898223966360092,
-0.01683371141552925,
0.03354649990797043,
0.059998441487550735,
0.0051681529730558395,
0.05016079917550087,
-0.040330950170755386,
0.03518138825893402,
-0.0494670569896698,
-0.04343103989958763,
0.03477158769965172,
0.05259813740849495,
0.028962424024939537,
0.05525730177760124,
-0.006389684975147247,
-0.03960078954696655,
0.0210237018764019,
0.04053768515586853,
0.029867056757211685,
0.004285535775125027,
-0.03871764987707138,
-0.015082522295415401,
0.024146893993020058,
0.05806479975581169,
-0.06252608448266983,
-0.04697800055146217,
0.006817030254751444,
0.0512918159365654,
-0.025187844410538673,
0.015717709437012672,
-0.001022114185616374,
0.03495142608880997,
-0.031010767444968224,
-0.0594189316034317,
0.05512915924191475,
0.022107718512415886,
0.00006147548265289515,
0.019778575748205185,
-0.009550902992486954,
0.019607756286859512,
0.0312652513384819,
0.01879783906042576,
-0.012616168707609177,
-0.03512834012508392,
0.011025963351130486,
0.0408380888402462,
0.04190109297633171,
-0.06005161255598068,
0.035749390721321106,
-0.0037771190982311964,
-0.005396625027060509,
0.013632521033287048,
-0.03126097097992897,
0.04016935080289841,
0.03530148044228554,
0.0036986193154007196,
-0.017094900831580162,
0.02127445675432682,
0.005241262260824442,
0.061089273542165756,
0.03990774229168892,
-0.022546572610735893,
0.07747384160757065,
-0.008545137010514736,
0.03640398383140564,
0.09581227600574493,
0.008277341723442078,
0.024843091145157814,
0.03822055831551552,
0.07301030308008194,
0.00655024778097868,
-0.016658546403050423,
0.06219852715730667,
-0.07880529761314392,
-0.002228265628218651,
-0.034765519201755524,
0.024767912924289703,
-0.012211381457746029,
-0.019250191748142242,
0.035552605986595154,
0.03746527433395386,
-0.0025929207913577557,
0.0018977674189954996,
-0.005497049540281296,
0.006489024963229895,
0.030730437487363815,
-0.0006038976716808975,
0.01439046673476696,
-0.007481839973479509,
-0.040558312088251114,
-0.022353550419211388,
-0.06967448443174362,
-0.046108074486255646,
-0.011436558328568935,
-0.03680187091231346,
0.008130316622555256,
-0.08687465637922287,
-0.03043978661298752,
-0.07315219193696976,
-0.02486463449895382,
0.03352421149611473,
0.014177795499563217,
0.00840847846120596,
-0.03139540180563927,
-0.0018666450632736087,
-0.028805263340473175,
-0.03738073259592056,
-0.03517738729715347,
-0.03169025108218193,
-0.026195110753178596,
-0.06487049162387848,
0.03934936225414276,
0.024900415912270546,
0.025697391480207443,
0.0006579119944944978,
0.012162559665739536,
0.0006915037520229816,
-0.02850365824997425,
0.03223816305398941,
0.04001772776246071,
-0.03626953437924385,
-0.07168401777744293,
0.0032659752760082483,
-0.02762816660106182,
0.040369097143411636,
-0.005015755537897348,
-0.022810107097029686,
0.07282648235559464,
0.07702174782752991,
0.010220147669315338,
0.023868944495916367,
-0.011716367676854134,
-0.06497490406036377,
-0.07399620115756989,
-0.021077748388051987,
-0.019438978284597397,
-0.04083305969834328,
-0.034109584987163544,
-0.04650309309363365,
-0.03484778851270676,
-0.02345605194568634,
-0.008460269309580326,
-0.022070126608014107,
0.02885686233639717,
0.01239670068025589,
0.03591153770685196,
0.02498541958630085,
0.05633671209216118,
-0.029005810618400574,
-0.042250677943229675,
0.04284101724624634,
0.0062842704355716705,
-0.011497654020786285,
-0.055102791637182236,
-0.028806403279304504,
0.026508145034313202,
0.028010303154587746,
-0.006118731573224068,
-0.012884090654551983,
0.07303791493177414,
0.01708829589188099,
0.006619834806770086,
-0.011022571474313736,
-0.00626298226416111,
-0.003589615924283862,
-0.011142294853925705,
0.001872344291768968,
-0.017031045630574226,
-0.052218735218048096,
-0.05092861130833626,
-0.007731098216027021,
0.052953530102968216,
-0.07066574692726135,
-0.05516995117068291,
0.012687538750469685,
0.051499344408512115,
0.05479447916150093,
-0.01591597869992256,
-0.04263059422373772,
-0.006674028933048248,
-0.06317447870969772,
-0.02328193001449108,
0.01757916435599327,
0.0023017844650894403,
-0.008306282572448254,
0.045531902462244034,
0.009398267604410648,
-0.03217880055308342,
0.0307902991771698,
0.03571701422333717,
0.07886949926614761,
-0.030331553891301155,
-0.07059009373188019,
0.03852400556206703,
-0.05147852748632431,
0.01814696192741394,
0.013449329882860184,
-0.04148821532726288,
-0.011705410666763783,
-0.1056932881474495,
0.00018809466564562172,
-0.014043822884559631,
0.012197675183415413,
-0.013449613004922867,
0.042404159903526306,
-0.03354812413454056,
-0.0472831167280674,
-0.0006711874157190323,
0.013893328607082367,
0.03539305180311203,
-0.013221881352365017,
0.07256053388118744,
-0.007818342186510563,
0.0302126407623291,
-0.057395610958337784,
-0.005076685454696417,
-0.048808906227350235,
-0.01174232643097639,
0.012139825150370598,
0.05884844809770584,
0.007548087742179632,
0.06164233759045601,
0.07056984305381775,
0.034463196992874146,
-0.04852723330259323,
0.019478097558021545,
0.05359644815325737,
-0.003984690178185701,
-0.039823371917009354,
0.010443123988807201,
-0.024732252582907677,
-0.030232297256588936,
-0.01614823006093502,
-0.023452341556549072,
0.0334477424621582,
0.025400327518582344,
-0.0029559796676039696,
-0.02707415446639061,
-0.012392235919833183,
-0.01170455664396286,
-0.03358731046319008,
-0.057487618178129196,
-0.02072001062333584,
-0.004215775057673454,
-0.01961754634976387,
0.04091830924153328,
0.029202444478869438,
0.002087304601445794,
0.08389528095722198,
0.058201391249895096,
-0.010625990107655525,
-0.041457176208496094,
0.027072520926594734,
0.03815547004342079,
-0.03526228666305542,
-0.07498198747634888,
-0.045954812318086624,
0.03970210999250412,
0.0541449710726738,
-0.01577545888721943,
-0.08329709619283676,
0.009796935133635998,
0.07063663750886917,
-0.04211077094078064,
0.07149611413478851,
-0.009029476903378963,
0.04095388576388359,
0.0698976069688797,
-0.005519678350538015,
0.041185855865478516,
-0.012819594703614712,
-0.00884109828621149,
0.013081847690045834,
0.04109293222427368,
-0.017996300011873245,
-0.0393817275762558,
-0.0363837368786335,
0.04016238451004028,
0.03468722105026245,
0.04013574868440628,
0.047203175723552704,
-0.011942703276872635,
-0.04602361097931862,
0.029277317225933075,
0.040814053267240524,
-0.025603558868169785,
0.02025654911994934,
0.039147112518548965,
0.04155910015106201,
-0.04706108570098877,
-0.04516425356268883,
-0.01756090298295021,
-0.025644928216934204,
0.035909440368413925,
-0.0067975823767483234,
-0.04717422276735306,
-0.03745710849761963,
0.007931881584227085,
0.0045178113505244255,
-0.011704250238835812,
-0.0656922459602356,
0.030080104246735573,
-0.016073936596512794,
-0.007884383201599121,
0.03827977180480957,
0.031252339482307434,
0.033450573682785034,
0.045255161821842194,
0.0047474028542637825,
0.013958711177110672,
-0.03447062522172928,
0.05102219432592392,
-0.027811821550130844,
-0.03332190960645676,
0.01141380239278078,
-0.05498650670051575,
-0.02410886064171791,
-0.028074199333786964,
-0.03512898087501526,
-0.0461818166077137,
-0.02134888991713524,
0.01842660643160343,
-0.00880662351846695,
-0.011799258179962635,
-0.03885812312364578,
0.022142678499221802,
-0.02192896045744419,
-0.012547683902084827,
-0.04989970102906227,
-0.012386977672576904,
-0.07285120338201523,
-0.04860749840736389,
0.0070320796221494675,
0.005555170122534037,
0.01235945150256157,
0.015818970277905464,
0.00796701479703188,
-0.00037062304909341037,
0.007816650904715061,
-0.02328198030591011,
0.020938241854310036,
-0.00392937334254384,
-0.01827814243733883,
-0.020633570849895477,
0.026902586221694946,
0.017113398760557175,
0.031326744705438614,
-0.006936646066606045,
0.04970710352063179,
0.024703336879611015,
-0.026610609143972397,
-0.027979394420981407,
0.04670451954007149,
0.022224534302949905,
-0.07050444930791855,
-0.02840019017457962,
-0.02069147489964962,
-0.017609650269150734,
0.051544323563575745,
-0.01039310172200203,
-0.003964546136558056,
0.04777543991804123,
0.033420491963624954,
0.03700968995690346,
-0.0061739482916891575,
-0.03257934749126434,
-0.003405412193387747,
-0.01977931149303913,
0.03628005459904671,
-0.04235650971531868,
0.038660481572151184,
-0.05195731669664383,
0.029782118275761604,
-0.010752193629741669,
0.005242879502475262,
-0.021670959889888763,
0.051888566464185715,
-0.032737430185079575,
-0.013256605714559555,
-0.017622359097003937,
0.008913246914744377,
-0.05459168925881386,
0.03682270646095276,
-0.0035211944486945868,
0.005634997505694628,
-0.03458895906805992,
0.04162173718214035,
-0.022556457668542862,
-0.011026152409613132,
-0.028757214546203613,
-0.0029568341560661793,
-0.03189067542552948,
-0.041040848940610886,
-0.023049024865031242,
-0.0305763129144907,
0.038912080228328705,
0.026364704594016075,
0.025347517803311348,
0.036435168236494064,
-0.0018680751090869308,
0.005182518158107996,
0.01457673218101263,
-0.07085321843624115,
-0.010883498005568981,
0.003254589159041643,
0.034919481724500656,
-0.022566797211766243,
0.05419545993208885,
0.02837807685136795,
-0.06162135303020477,
-0.047872044146060944,
0.07197742909193039,
0.0306064635515213,
0.008605577051639557,
0.007314066868275404,
0.03774222731590271,
0.02891543135046959,
0.04162975773215294,
-0.03176084905862808,
-0.017720550298690796,
-0.02457672730088234,
-0.05259321257472038,
0.0365312397480011,
0.010148407891392708,
0.04705633595585823,
0.04198647290468216,
-0.03117728978395462,
-0.037083741277456284,
0.05651232227683067,
0.010624977760016918,
0.00894649513065815,
0.012545403093099594,
-0.03386770561337471,
0.04098089039325714,
-0.008331132121384144,
-0.06230371445417404,
0.011571167968213558,
0.02406759187579155,
-0.023441731929779053,
0.06922394782304764,
0.0020506437867879868,
0.022197017446160316,
0.03204943984746933,
0.015287774614989758,
-0.004740367643535137,
0.06867311149835587,
-0.037298113107681274,
0.028503580018877983,
0.04853859543800354,
-0.042771365493535995,
-0.01777498982846737,
-0.012923762202262878,
0.06945285201072693,
-0.05006670951843262,
0.04036412015557289,
0.04490867257118225,
0.025786200538277626,
0.02555185556411743,
-0.044779855757951736,
-0.028005369007587433,
0.021658847108483315,
-0.05717470124363899,
0.0646352544426918,
0.001027503632940352,
-0.05235788971185684,
0.06405651569366455,
0.012565180659294128,
-0.0653780847787857,
0.05708363279700279,
0.03842145577073097,
0.03194370120763779,
0.04855359345674515,
0.04027482867240906,
-0.04448718950152397,
0.0025001205503940582,
-0.03863108530640602,
0.02813955955207348,
-0.029927829280495644,
-0.012079669162631035,
0.029819397255778313,
-0.0275376345962286,
-0.013812283053994179,
0.059594426304101944,
-0.02445206046104431,
-0.017563635483384132,
0.03413739427924156,
-0.03698877990245819,
-0.0286481361836195,
0.008945110253989697,
0.01431293785572052,
-0.01614542491734028,
-0.001945458585396409,
-0.04377368092536926,
0.021264323964715004,
-0.00452824542298913,
0.0037479286547750235,
-0.029221095144748688,
0.0047309319488704205,
0.015501517802476883,
-0.069572813808918,
-0.03137249872088432,
0.06381907314062119,
0.0005726636154577136,
-0.024205414578318596,
0.027669770643115044,
0.010980752296745777,
0.033102333545684814,
0.01862654648721218,
-0.012019476853311062,
0.025270171463489532,
-0.024025700986385345,
-0.010154022835195065,
0.003320825519040227,
-0.013507754541933537,
0.018498796969652176,
-0.02073201723396778,
0.017572123557329178,
0.019259106367826462,
0.018621360883116722,
0.004824208095669746,
-0.035152971744537354,
-0.0379963219165802,
0.023907853290438652,
-0.012499276548624039,
0.011458959430456161,
-0.023632971569895744,
-0.04956051707267761,
-0.04491693153977394,
-0.0037092806305736303,
-0.02804389037191868,
0.0356154665350914,
-0.04863065481185913,
-0.004556959494948387,
0.06692594289779663,
-0.014278003014624119,
-0.05070303753018379,
-0.08510544151067734,
-0.01518758200109005,
-0.029936371371150017,
0.017220759764313698,
0.042811471968889236,
-0.03229035437107086,
0.04029262065887451,
-0.04476438835263252,
-0.05414988845586777,
0.03794211521744728,
0.03260137140750885,
-0.04284625127911568,
0.049023985862731934,
0.04485774785280228,
-0.050522733479738235,
0.006507912650704384,
0.02218317985534668,
-0.04542642459273338,
0.030220141634345055,
0.01933196187019348,
0.04624474048614502,
-0.0003572884888853878,
0.024634789675474167,
-0.045460376888513565,
-0.024995440617203712,
-0.06432089954614639,
-0.04701707512140274,
-0.057095445692539215,
0.010795777663588524,
0.07384292781352997
] |
dccuchile/albert-tiny-spanish-finetuned-qa-mlqa | [
"pytorch",
"albert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | {
"architectures": [
"AlbertForQuestionAnswering"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | 2021-11-08T14:36:02Z | # BERT-mini model finetuned with M-FAC
This model is finetuned on STS-B dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 512
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on STS-B validation set:
```bash
pearson = 85.03
spearman = 85.06
```
Mean and standard deviation for 5 runs on STS-B validation set:
| | Pearson | Spearman |
|:----:|:-----------:|:----------:|
| Adam | 82.09 ± 0.54 | 82.64 ± 0.71 |
| M-FAC | 84.66 ± 0.30 | 84.65 ± 0.30 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 7 \
--model_name_or_path prajjwal1/bert-mini \
--task_name stsb \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 512, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.02003845013678074,
-0.009280937723815441,
-0.014752858318388462,
0.057191576808691025,
0.015024901367723942,
0.010525546036660671,
-0.03210287168622017,
-0.030656730756163597,
-0.025962507352232933,
0.04118341580033302,
0.03044719062745571,
0.008690490387380123,
0.021057942882180214,
0.030388886108994484,
-0.018019769340753555,
-0.039939034730196,
-0.0050255716778337955,
-0.02625039964914322,
-0.02298916131258011,
0.011751354672014713,
-0.0009106220677495003,
-0.0016128452261909842,
-0.012736598961055279,
0.00228294194675982,
0.015261405147612095,
0.008973312564194202,
-0.01860079914331436,
0.03551357612013817,
0.035031870007514954,
-0.06408192217350006,
0.009228999726474285,
-0.04394765943288803,
-0.041958365589380264,
-0.013696459122002125,
-0.020330727100372314,
0.00600445969030261,
-0.003304911544546485,
-0.006462865974754095,
0.016530681401491165,
0.06471128761768341,
0.010239777155220509,
0.01760973408818245,
-0.017734630033373833,
-0.016584154218435287,
0.040558405220508575,
-0.006236827000975609,
-0.036730896681547165,
-0.011945239268243313,
0.04761644825339317,
-0.04813040792942047,
-0.039538975805044174,
-0.07502613961696625,
-0.040790025144815445,
0.040537670254707336,
-0.00014903972623869777,
-0.01524703111499548,
-0.056165844202041626,
-0.024259818717837334,
0.08630465716123581,
-0.010255246423184872,
-0.040865954011678696,
0.005703097674995661,
-0.038416169583797455,
0.027919210493564606,
0.05768720060586929,
-0.023637792095541954,
0.0011008717119693756,
-0.027262236922979355,
0.019479501992464066,
-0.028781196102499962,
0.059753354638814926,
-0.02217656373977661,
0.02080339379608631,
-0.09592269361019135,
0.014102394692599773,
-0.0272970050573349,
0.04581446200609207,
0.047807727009058,
-0.04134058952331543,
0.04929770529270172,
0.03002188913524151,
0.002114431234076619,
0.0396650955080986,
0.0003607167163863778,
-0.007265986874699593,
0.037304360419511795,
-0.027486000210046768,
0.025315849110484123,
-0.008928135968744755,
0.040963031351566315,
-0.04109936207532883,
-0.039870735257864,
-0.037373125553131104,
-0.04420480132102966,
-0.02020687609910965,
0.019389552995562553,
0.007084953133016825,
-0.025953132659196854,
0.0252537839114666,
0.02516365423798561,
0.022928090766072273,
0.05611225590109825,
-0.017291538417339325,
0.040949758142232895,
-0.012314625084400177,
-0.009724604897201061,
-0.03898192197084427,
-0.028940893709659576,
-0.06042367219924927,
0.045547518879175186,
0.02582581155002117,
-0.030294343829154968,
-0.0401485413312912,
0.05235861614346504,
0.016250163316726685,
-0.02533128671348095,
0.05479676276445389,
-0.02894926257431507,
-0.043610792607069016,
-0.05675339326262474,
0.046139687299728394,
0.007184708025306463,
0.03135582432150841,
-0.026633460074663162,
-0.04039322957396507,
0.015019210055470467,
-0.01134199183434248,
-0.017212461680173874,
-0.020271968096494675,
0.03357014060020447,
0.013116075657308102,
0.04791474714875221,
0.025568649172782898,
-0.06416129320859909,
0.01112209353595972,
0.0004725537437479943,
-0.075057752430439,
0.04889944568276405,
0.0401185043156147,
0.10120265185832977,
-0.050650257617235184,
-0.028117459267377853,
0.029391009360551834,
0.0066406140103936195,
-0.029881959781050682,
-0.0037373541854321957,
0.008267174474895,
-0.04512031748890877,
-0.0241385567933321,
-0.0037967299576848745,
0.032995760440826416,
-0.04459066316485405,
-0.0015899207210168242,
0.04096992686390877,
-0.013460845686495304,
0.02732131816446781,
-0.057790257036685944,
0.01295831985771656,
0.025444339960813522,
0.006671212613582611,
-0.04117044433951378,
0.06068167835474014,
-0.015298486687242985,
-0.016820229589939117,
-0.043684352189302444,
-0.041795507073402405,
-0.01541212946176529,
0.08623208850622177,
0.015940841287374496,
-0.010581813752651215,
-0.018689952790737152,
0.005132607650011778,
0.051520880311727524,
0.0469781830906868,
-0.015240391716361046,
0.0295344777405262,
0.06398773193359375,
0.025794055312871933,
-0.028152870014309883,
0.042929016053676605,
0.021108239889144897,
-0.03225984051823616,
-0.03319772705435753,
0.027791423723101616,
-0.015046926215291023,
-0.01789388246834278,
0.047783296555280685,
0.047735169529914856,
0.007238298654556274,
-0.03266710415482521,
-0.052961964160203934,
0.040390416979789734,
-0.033474523574113846,
-0.002170276828110218,
0.001246239640749991,
-0.0013495591701939702,
-0.003539124969393015,
0.03877267986536026,
-0.01727534458041191,
-0.003649284364655614,
0.0010052145225927234,
-0.0598691962659359,
0.022174645215272903,
-0.008303461596369743,
0.020773006603121758,
0.05767472833395004,
0.005153793375939131,
0.03972496837377548,
-0.04423242062330246,
0.031681377440690994,
-0.04063984006643295,
-0.03430455923080444,
0.02432403340935707,
0.06146702915430069,
0.019852137193083763,
0.0522410087287426,
-0.004091172479093075,
-0.0455426424741745,
0.027449648827314377,
0.03339393809437752,
0.025927284732460976,
0.015234149992465973,
-0.022627661004662514,
-0.005238418933004141,
0.016626128926873207,
0.05150192230939865,
-0.05685866251587868,
-0.05116063356399536,
0.003689871169626713,
0.05411840230226517,
-0.023930128663778305,
0.01563997194170952,
-0.009929649531841278,
0.03430796414613724,
-0.03568128123879433,
-0.06660907715559006,
0.05308967083692551,
0.02404727227985859,
0.000012638258340302855,
0.019415805116295815,
-0.02172733284533024,
0.025727853178977966,
0.032922301441431046,
0.028293762356042862,
-0.013965725898742676,
-0.03646257147192955,
0.005086113698780537,
0.03294643014669418,
0.031155461445450783,
-0.06850945204496384,
0.03653063625097275,
-0.007502107881009579,
-0.004837703425437212,
0.01333400048315525,
-0.038233302533626556,
0.032608259469270706,
0.025535594671964645,
0.014666546136140823,
-0.02644016593694687,
0.02466956153512001,
0.0033288411796092987,
0.056108880788087845,
0.0401824451982975,
-0.019793638959527016,
0.06488873064517975,
-0.009050929918885231,
0.03173365443944931,
0.0883856937289238,
0.0005502720014192164,
0.029475998133420944,
0.035562071949243546,
0.07245218008756638,
0.008708716370165348,
-0.014301649294793606,
0.053262870758771896,
-0.07483509182929993,
-0.005319630727171898,
-0.025716150179505348,
0.019601190462708473,
-0.02050815336406231,
-0.02117001637816429,
0.033766958862543106,
0.0346667505800724,
-0.0072760568000376225,
0.007934941910207272,
-0.019339796155691147,
0.0027824731077998877,
0.020698493346571922,
-0.0017273561097681522,
0.01898767054080963,
-0.001589136547408998,
-0.031572066247463226,
-0.023946236819028854,
-0.07010027766227722,
-0.03782356157898903,
-0.008608593605458736,
-0.0353010818362236,
0.00016652779595460743,
-0.09345937520265579,
-0.03785649687051773,
-0.07338543981313705,
-0.02979092299938202,
0.023100076243281364,
0.010783574543893337,
0.006538888439536095,
-0.030615340918302536,
-0.0046458072029054165,
-0.02458919957280159,
-0.04038836061954498,
-0.04528075084090233,
-0.030333811417222023,
-0.033534057438373566,
-0.07163777947425842,
0.03853137791156769,
0.03189606964588165,
0.01952045038342476,
-0.004094961564987898,
0.0014082989655435085,
-0.00011611617810558528,
-0.03103059157729149,
0.019759025424718857,
0.05100718513131142,
-0.03774208575487137,
-0.07351473718881607,
0.01853785663843155,
-0.029671907424926758,
0.044427528977394104,
0.0013991905143484473,
-0.030372988432645798,
0.06646940112113953,
0.07333119213581085,
0.004399740137159824,
0.026478037238121033,
-0.01650385372340679,
-0.05981677770614624,
-0.07253792136907578,
-0.010075235739350319,
-0.02751271240413189,
-0.04576645791530609,
-0.04442007094621658,
-0.04166454076766968,
-0.02831733226776123,
-0.028958093374967575,
0.004264202434569597,
-0.024626392871141434,
0.03125457093119621,
0.029538515955209732,
0.036966003477573395,
0.0359463095664978,
0.05610444024205208,
-0.029313409700989723,
-0.04988391697406769,
0.04363460838794708,
-0.003057129681110382,
-0.013031459413468838,
-0.07212182134389877,
-0.0304487906396389,
0.03175080567598343,
0.03689662739634514,
-0.0008179944707080722,
-0.016494564712047577,
0.07627800107002258,
0.016242315992712975,
0.003558575874194503,
-0.0066535864025354385,
-0.0013030408881604671,
-0.021826833486557007,
-0.011159167625010014,
0.0021534792613238096,
-0.017290743067860603,
-0.06111198291182518,
-0.0594959482550621,
-0.008846037089824677,
0.04967192932963371,
-0.057295411825180054,
-0.04968990758061409,
0.005464435555040836,
0.03542644903063774,
0.05892146751284599,
-0.018931806087493896,
-0.03692459315061569,
-0.0015627924585714936,
-0.06953113526105881,
-0.031075187027454376,
0.013221822679042816,
-0.002936164615675807,
-0.0016832848777994514,
0.04124658927321434,
-0.0018049580976366997,
-0.02565651386976242,
0.025068143382668495,
0.026064855977892876,
0.08281032741069794,
-0.025211861357092857,
-0.08192965388298035,
0.03479542210698128,
-0.05392271652817726,
0.017778638750314713,
0.0032244445756077766,
-0.04601575806736946,
-0.012243091128766537,
-0.09737119823694229,
-0.009442749433219433,
-0.009759362787008286,
0.016835294663906097,
-0.015619874931871891,
0.037575166672468185,
-0.03374433144927025,
-0.03810244798660278,
0.0062744226306676865,
0.010656130500137806,
0.019629692658782005,
-0.025195470079779625,
0.0668717548251152,
-0.01378796435892582,
0.033758245408535004,
-0.05485447496175766,
-0.0067565240897238255,
-0.05105459317564964,
-0.013567935675382614,
0.02679252251982689,
0.050314776599407196,
0.003916175104677677,
0.06032193452119827,
0.07308440655469894,
0.048588573932647705,
-0.04705416038632393,
0.016885820776224136,
0.0533430352807045,
-0.001293622306548059,
-0.05063680559396744,
0.010603003203868866,
-0.02703332155942917,
-0.02316773496568203,
-0.00322438171133399,
-0.030450157821178436,
0.04279915615916252,
0.03246213495731354,
-0.008376426994800568,
-0.02034371718764305,
-0.013808338902890682,
-0.002497499343007803,
-0.02246587537229061,
-0.06157306209206581,
-0.016296813264489174,
-0.010425351560115814,
-0.012424945831298828,
0.04288121685385704,
0.02782871387898922,
-0.0019547250121831894,
0.09032118320465088,
0.0645255371928215,
-0.013613755814731121,
-0.03550613299012184,
0.030878262594342232,
0.034182388335466385,
-0.04110674560070038,
-0.06490926444530487,
-0.0426454059779644,
0.043729789555072784,
0.060295380651950836,
-0.011923511512577534,
-0.08331754058599472,
0.017127571627497673,
0.060301635414361954,
-0.0454854890704155,
0.0819190964102745,
-0.005369960330426693,
0.0497424341738224,
0.0667881965637207,
-0.012340117245912552,
0.038406435400247574,
-0.01921604759991169,
-0.018048511818051338,
0.017927197739481926,
0.04741195961833,
-0.02057843655347824,
-0.04412200674414635,
-0.029886474832892418,
0.040187764912843704,
0.03936837241053581,
0.04794646054506302,
0.05030588433146477,
-0.016687022522091866,
-0.04764871299266815,
0.025902055203914642,
0.03404471278190613,
-0.028125204145908356,
0.01338314451277256,
0.044006943702697754,
0.03445732966065407,
-0.048258133232593536,
-0.060109857469797134,
-0.008813267573714256,
-0.01933152787387371,
0.030716290697455406,
-0.012647908180952072,
-0.04626823589205742,
-0.04139610007405281,
0.003173125209286809,
0.004585117567330599,
-0.003645201213657856,
-0.059283919632434845,
0.028105415403842926,
-0.012736606411635876,
-0.006915227044373751,
0.03702348470687866,
0.03701420873403549,
0.02471882291138172,
0.04229865223169327,
-0.0036653645802289248,
0.01844620890915394,
-0.039061062037944794,
0.04804086685180664,
-0.02548263594508171,
-0.028881898149847984,
-0.009559093043208122,
-0.05395098030567169,
-0.01591845043003559,
-0.028510209172964096,
-0.03141598030924797,
-0.04700285196304321,
-0.03429581597447395,
0.01844247244298458,
-0.015271680429577827,
-0.0005202341126278043,
-0.04496428370475769,
0.037068285048007965,
-0.020380232483148575,
-0.010016564279794693,
-0.055126335471868515,
-0.02169983834028244,
-0.08266853541135788,
-0.05013903230428696,
0.009189866483211517,
0.0031634692568331957,
0.011289888992905617,
0.02107694186270237,
0.00762946205213666,
0.009541507810354233,
0.014167457818984985,
-0.01834092102944851,
0.020949475467205048,
-0.006545551121234894,
-0.013415577821433544,
-0.018286490812897682,
0.027855271473526955,
0.012766349129378796,
0.024966441094875336,
-0.0045896898955106735,
0.047265443950891495,
0.010223486460745335,
-0.01971028745174408,
-0.027263227850198746,
0.030605994164943695,
0.025401821359992027,
-0.07049741595983505,
-0.032315511256456375,
-0.029205994680523872,
-0.019196100533008575,
0.048547256737947464,
-0.016988053917884827,
-0.007160366512835026,
0.042827848345041275,
0.020349102094769478,
0.036713410168886185,
-0.00014251288666855544,
-0.03312855586409569,
-0.010881428606808186,
-0.010349659249186516,
0.03989637643098831,
-0.04255497455596924,
0.03269749879837036,
-0.05306458845734596,
0.0284605510532856,
-0.014282569289207458,
0.0028950741980224848,
-0.030265508219599724,
0.0497322715818882,
-0.031643811613321304,
-0.021455412730574608,
-0.021702835336327553,
0.021695155650377274,
-0.04986055567860603,
0.0292656272649765,
-0.005054593551903963,
0.01587747409939766,
-0.023313619196414948,
0.04374190792441368,
-0.03704915568232536,
-0.012361501343548298,
-0.031004108488559723,
-0.006341287400573492,
-0.028929896652698517,
-0.03859843313694,
-0.025595737621188164,
-0.019436823204159737,
0.03580430522561073,
0.032444875687360764,
0.021245727315545082,
0.04917619749903679,
-0.002040220657363534,
0.0037712783087044954,
0.020502911880612373,
-0.06917530298233032,
-0.010889885947108269,
0.002952291164547205,
0.036064792424440384,
-0.03200162202119827,
0.05624638870358467,
0.019980335608124733,
-0.050874777138233185,
-0.04198421910405159,
0.0645865872502327,
0.03503333404660225,
0.00486926082521677,
-0.0022371241357177496,
0.043877992779016495,
0.03166832774877548,
0.04932664707303047,
-0.03193538635969162,
-0.014582371339201927,
-0.023601215332746506,
-0.059622831642627716,
0.03505060076713562,
0.012496203184127808,
0.05568462237715721,
0.04030478745698929,
-0.03238655626773834,
-0.03312528505921364,
0.06082512438297272,
0.015099345706403255,
0.004583648405969143,
0.01479056291282177,
-0.032820284366607666,
0.04748387634754181,
-0.0008968197507783771,
-0.0731995478272438,
0.004233119543641806,
0.030224990099668503,
-0.016881758347153664,
0.06969728320837021,
0.0042246622033417225,
0.02844896912574768,
0.03132453188300133,
0.018288280814886093,
-0.009062354452908039,
0.05989250913262367,
-0.03105815500020981,
0.031521059572696686,
0.0434064082801342,
-0.04352974891662598,
-0.01702222041785717,
-0.025260573253035545,
0.06663665175437927,
-0.04504241421818733,
0.04971565678715706,
0.044501226395368576,
0.03215048462152481,
0.02983207069337368,
-0.033341266214847565,
-0.022387024015188217,
0.02844923734664917,
-0.05932936817407608,
0.06965328752994537,
0.009054741822183132,
-0.051702242344617844,
0.06408989429473877,
0.010010321624577045,
-0.057577475905418396,
0.05193569138646126,
0.04813087359070778,
0.037729449570178986,
0.04666547104716301,
0.035192545503377914,
-0.06199376657605171,
-0.00039924276643432677,
-0.03531932085752487,
0.02145092934370041,
-0.026400035247206688,
-0.01885846257209778,
0.026545513421297073,
-0.030245840549468994,
-0.012916810810565948,
0.061803076416254044,
-0.008380916900932789,
-0.01553750317543745,
0.025472864508628845,
-0.03668297827243805,
-0.035586465150117874,
0.012706317938864231,
0.023685557767748833,
-0.021846244111657143,
-0.00005109344783704728,
-0.048624321818351746,
0.03284516930580139,
-0.0002683846978470683,
-0.0012418614933267236,
-0.0237318966537714,
0.0005831893067806959,
0.02003636583685875,
-0.06723695993423462,
-0.02792266570031643,
0.06971091032028198,
0.005778465420007706,
-0.022311320528388023,
0.04604185000061989,
0.009718099609017372,
0.023667553439736366,
0.025104166939854622,
-0.023356953635811806,
0.030342331156134605,
-0.03324110060930252,
-0.009371659718453884,
0.002936805598437786,
-0.01637640967965126,
0.046454254537820816,
-0.02546982280910015,
0.023154564201831818,
0.01469687931239605,
0.016589248552918434,
-0.0016900325426831841,
-0.035172462463378906,
-0.05031225457787514,
0.022846834734082222,
-0.0070719728246331215,
0.01267373375594616,
-0.019385863095521927,
-0.05363934859633446,
-0.043309543281793594,
0.005956447217613459,
-0.03953564539551735,
0.030767772346735,
-0.05760332569479942,
-0.003161342116072774,
0.060179226100444794,
-0.019928937777876854,
-0.04578861594200134,
-0.08711668103933334,
-0.02207328751683235,
-0.01783355325460434,
0.010042581707239151,
0.04791221767663956,
-0.028470130637288094,
0.034912627190351486,
-0.038164589554071426,
-0.0491899810731411,
0.03549730032682419,
0.04116523638367653,
-0.034801043570041656,
0.052087314426898956,
0.045733626931905746,
-0.05617828294634819,
0.009020047262310982,
0.02788000926375389,
-0.04746534302830696,
0.03549991175532341,
0.011735309846699238,
0.04019864276051521,
0.0036163211334496737,
0.019168425351381302,
-0.04972685128450394,
-0.03280133008956909,
-0.0592985600233078,
-0.04257674142718315,
-0.0491354875266552,
0.012439358048141003,
0.07575614005327225
] |
dccuchile/albert-tiny-spanish-finetuned-xnli | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 31 | 2021-11-08T14:37:04Z | # BERT-tiny model finetuned with M-FAC
This model is finetuned on MNLI dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on MNLI validation set:
```bash
matched_accuracy = 69.55
mismatched_accuracy = 70.58
```
Mean and standard deviation for 5 runs on MNLI validation set:
| | Matched Accuracy | Mismatched Accuracy |
|:----:|:-----------:|:----------:|
| Adam | 65.36 ± 0.13 | 66.78 ± 0.15 |
| M-FAC | 68.28 ± 3.29 | 68.98 ± 3.05 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 42 \
--model_name_or_path prajjwal1/bert-tiny \
--task_name mnli \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.0208001546561718,
-0.006736828479915857,
-0.0017566710012033582,
0.04401504620909691,
0.01741718500852585,
0.01742422580718994,
-0.020533259958028793,
-0.04115379601716995,
-0.017879847437143326,
0.0402313731610775,
0.03493363410234451,
0.012676865793764591,
0.026192691177129745,
0.03818454220890999,
-0.023941798135638237,
-0.02165733091533184,
-0.006252454128116369,
-0.028976332396268845,
-0.010261382907629013,
0.015809016302227974,
-0.011734789237380028,
-0.003860913449898362,
-0.004569076467305422,
-0.0012830747291445732,
0.015909705311059952,
0.013947353698313236,
-0.0027074532117694616,
0.031976792961359024,
0.04210083931684494,
-0.06212335824966431,
0.021388133987784386,
-0.04113180190324783,
-0.04416755586862564,
-0.010093336924910545,
-0.02266800031065941,
0.0006219783681444824,
0.011006773449480534,
-0.00976277980953455,
0.018937237560749054,
0.06065927445888519,
0.026458419859409332,
0.01071841362863779,
-0.014311742968857288,
-0.020035918802022934,
0.043957676738500595,
0.002954530529677868,
-0.04630781337618828,
-0.0034169857390224934,
0.043710995465517044,
-0.04269401729106903,
-0.03246394544839859,
-0.06031360477209091,
-0.0643116906285286,
0.03615894168615341,
-0.003672996535897255,
-0.010633033700287342,
-0.04830308258533478,
-0.021425358951091766,
0.08065657317638397,
-0.02382820099592209,
-0.03554532676935196,
-0.0021316774655133486,
-0.04147079959511757,
0.027365203946828842,
0.05983000248670578,
-0.019164079800248146,
0.0060755363665521145,
-0.02742840349674225,
0.03453223034739494,
-0.03273933380842209,
0.06354252249002457,
-0.026426084339618683,
0.021187307313084602,
-0.08865746855735779,
0.008725464344024658,
-0.0332208015024662,
0.04995245113968849,
0.05073706805706024,
-0.04033632576465607,
0.04135411977767944,
0.03688536584377289,
-0.0016123078530654311,
0.035797107964754105,
-0.002825059462338686,
-0.006826992612332106,
0.023977087810635567,
-0.029057499021291733,
0.024571824818849564,
-0.00718254130333662,
0.04284539446234703,
-0.05100585147738457,
-0.029170455411076546,
-0.043640077114105225,
-0.04615916311740875,
-0.03174104914069176,
0.023813726380467415,
0.013415972702205181,
-0.03309059888124466,
0.017314357683062553,
0.04261423647403717,
0.022319601848721504,
0.07789558917284012,
-0.023273294791579247,
0.04391999542713165,
-0.009589179418981075,
-0.0076317135244607925,
-0.033000946044921875,
-0.029618039727211,
-0.05465371161699295,
0.03621240332722664,
0.03487135097384453,
-0.025538181886076927,
-0.03445953130722046,
0.06639274954795837,
0.004184882156550884,
-0.02368425764143467,
0.060681384056806564,
-0.032715797424316406,
-0.05046315863728523,
-0.06044374033808708,
0.0316707044839859,
-0.000926103675737977,
0.02703852951526642,
-0.028464654460549355,
-0.04632249474525452,
0.0021192121785134077,
-0.016173500567674637,
-0.017405394464731216,
-0.028150953352451324,
0.034075777977705,
0.0015867013717070222,
0.05828554555773735,
0.025714220479130745,
-0.05825444683432579,
0.009442291222512722,
-0.0020949665922671556,
-0.068260557949543,
0.05674996227025986,
0.03510095179080963,
0.10787807404994965,
-0.04365662485361099,
-0.03965572640299797,
0.017362000420689583,
0.00897198636084795,
-0.023804228752851486,
0.00650819344446063,
0.014429396949708462,
-0.0324275903403759,
-0.02094496227800846,
0.0016364972107112408,
0.029910286888480186,
-0.05011146888136864,
0.009478247724473476,
0.044277776032686234,
-0.003277231939136982,
0.030634893104434013,
-0.06019670143723488,
0.005702529568225145,
0.02493014745414257,
0.005473547615110874,
-0.035960227251052856,
0.047374095767736435,
-0.0179737601429224,
-0.023724563419818878,
-0.039789583534002304,
-0.0552220419049263,
-0.0031285532750189304,
0.07745667546987534,
0.00780551228672266,
-0.019179116934537888,
-0.012267273850739002,
0.013678044080734253,
0.03490275889635086,
0.05497784912586212,
-0.013507688418030739,
0.029198823496699333,
0.06443256139755249,
0.031016740947961807,
-0.03175720199942589,
0.0376642569899559,
0.01642872579395771,
-0.02444082871079445,
-0.031239530071616173,
0.02443115785717964,
-0.017469150945544243,
-0.024707896634936333,
0.04682551696896553,
0.039163053035736084,
-0.0016511600697413087,
-0.038511451333761215,
-0.052814435213804245,
0.03915254399180412,
-0.035471051931381226,
0.004827224183827639,
-0.0033348994329571724,
-0.010009001940488815,
-0.006115582771599293,
0.03927343338727951,
-0.008465861901640892,
0.005871537607163191,
-0.006863533053547144,
-0.05731761083006859,
0.016147956252098083,
-0.023066837340593338,
0.034208331257104874,
0.0613722987473011,
0.003017513081431389,
0.05956343933939934,
-0.04617045074701309,
0.029688848182559013,
-0.05320997163653374,
-0.03682867810130119,
0.04333603382110596,
0.05839485675096512,
0.02787228301167488,
0.05120334029197693,
-0.01299783494323492,
-0.04245002567768097,
0.024984801188111305,
0.022890226915478706,
0.03771215304732323,
0.007922287099063396,
-0.04126859828829765,
-0.008170860819518566,
0.021054217591881752,
0.061323098838329315,
-0.06362257152795792,
-0.043549202382564545,
0.007883717305958271,
0.05300423875451088,
-0.02793513797223568,
0.011101680807769299,
-0.0049598608165979385,
0.03486202284693718,
-0.042602404952049255,
-0.0612548403441906,
0.0578065887093544,
0.026501774787902832,
-0.004533060826361179,
0.020142262801527977,
-0.01805759035050869,
0.01511610858142376,
0.04009649530053139,
0.018758248537778854,
-0.012574633583426476,
-0.030827023088932037,
0.012246224097907543,
0.044830985367298126,
0.04370507225394249,
-0.0579715222120285,
0.03504352644085884,
-0.005916781723499298,
-0.007763953413814306,
0.007745733950287104,
-0.037093449383974075,
0.04127227142453194,
0.03209489956498146,
-0.000566348317079246,
-0.014697250910103321,
0.021666722372174263,
-0.00015378289390355349,
0.05268353968858719,
0.04454798623919487,
-0.02292635291814804,
0.07561171799898148,
-0.01231696642935276,
0.029555896297097206,
0.0924263745546341,
0.005748358089476824,
0.020298730581998825,
0.04060056433081627,
0.07010911405086517,
0.003192698350176215,
-0.027077745646238327,
0.061628635972738266,
-0.07939019799232483,
-0.0008989724447019398,
-0.03070329874753952,
0.02769876830279827,
-0.009496709331870079,
-0.014393228106200695,
0.0413820818066597,
0.03347298502922058,
-0.006694795098155737,
0.0018914955435320735,
-0.0027360646054148674,
0.00347528257407248,
0.028815973550081253,
-0.0053041535429656506,
0.006442503537982702,
-0.010926545597612858,
-0.03724070265889168,
-0.02104201912879944,
-0.07817002385854721,
-0.04420125111937523,
-0.009982400573790073,
-0.03846578672528267,
0.0014885932905599475,
-0.08738101273775101,
-0.025797272101044655,
-0.06523136794567108,
-0.024115273728966713,
0.032081011682748795,
0.009456568397581577,
-0.002780694281682372,
-0.030459687113761902,
-0.008427857421338558,
-0.0315110869705677,
-0.04141812026500702,
-0.042897507548332214,
-0.033184800297021866,
-0.03531411290168762,
-0.06405743956565857,
0.036698661744594574,
0.027825890108942986,
0.020837590098381042,
-0.0061073522083461285,
0.008616249077022076,
-0.008380480110645294,
-0.03415670990943909,
0.028692258521914482,
0.04032979533076286,
-0.03828946128487587,
-0.06771780550479889,
0.0027995528653264046,
-0.026253003627061844,
0.038369931280612946,
-0.001595209469087422,
-0.025993870571255684,
0.07220088690519333,
0.07353128492832184,
0.009754041209816933,
0.02466682717204094,
-0.016520589590072632,
-0.062314778566360474,
-0.06545104831457138,
-0.027732664719223976,
-0.013280411250889301,
-0.04824928194284439,
-0.030214261263608932,
-0.047947220504283905,
-0.03926072269678116,
-0.019519774243235588,
0.0005767972324974835,
-0.014225644059479237,
0.030289633199572563,
0.017230933532118797,
0.04014187306165695,
0.031781021505594254,
0.05244016647338867,
-0.022761700674891472,
-0.0503399595618248,
0.037927862256765366,
0.004324855282902718,
-0.006218357942998409,
-0.06517293304204941,
-0.0280435923486948,
0.02157745510339737,
0.03719954937696457,
0.0017002990934997797,
-0.016252225264906883,
0.0717257559299469,
0.023182673379778862,
0.005264714825898409,
-0.013475455343723297,
-0.003633409272879362,
-0.00993890967220068,
-0.009923492558300495,
-0.0029399192426353693,
-0.008305146358907223,
-0.061033785343170166,
-0.049530286341905594,
-0.0009351815679110587,
0.058903999626636505,
-0.06608156114816666,
-0.05378931388258934,
0.0069977170787751675,
0.04254976660013199,
0.05760776624083519,
-0.022341808304190636,
-0.04062580689787865,
-0.009764671325683594,
-0.06905723363161087,
-0.02181737683713436,
0.021627796813845634,
0.0023956866934895515,
-0.004157047253102064,
0.04703100770711899,
0.008171596564352512,
-0.03098507970571518,
0.0323830246925354,
0.03178844228386879,
0.07617320865392685,
-0.03015541099011898,
-0.07711850851774216,
0.03754897788167,
-0.039367202669382095,
0.01241985335946083,
0.006924808956682682,
-0.040875405073165894,
-0.015313971787691116,
-0.10712514817714691,
0.0024236375465989113,
-0.012736711651086807,
0.005713268648833036,
-0.014939391054213047,
0.044185180217027664,
-0.026932302862405777,
-0.03995296731591225,
-0.0029091513715684414,
0.014001086354255676,
0.029436668381094933,
-0.0166934821754694,
0.06454213708639145,
-0.007092211861163378,
0.031717125326395035,
-0.059542976319789886,
0.001119449152611196,
-0.0465669184923172,
-0.018156815320253372,
0.025524072349071503,
0.05594063550233841,
0.013195459730923176,
0.056521497666835785,
0.0674951896071434,
0.043298885226249695,
-0.048017170280218124,
0.02790556661784649,
0.05309851095080376,
-0.00302931503392756,
-0.04193302243947983,
0.01623079739511013,
-0.020183704793453217,
-0.028938626870512962,
-0.010331537574529648,
-0.02585204876959324,
0.0331510454416275,
0.03173716738820076,
0.001197296311147511,
-0.01879749447107315,
-0.012022723443806171,
-0.011977449990808964,
-0.022273536771535873,
-0.06369902938604355,
-0.014278963208198547,
-0.0055014933459460735,
-0.020062778145074844,
0.04157893359661102,
0.022070923820137978,
0.004404022824019194,
0.0888483077287674,
0.060634080320596695,
-0.017936162650585175,
-0.04565701261162758,
0.02198771759867668,
0.03548109531402588,
-0.04471614956855774,
-0.07643597573041916,
-0.04325832799077034,
0.0444987453520298,
0.05304263159632683,
-0.01534974668174982,
-0.09095869958400726,
0.006927806884050369,
0.0730707198381424,
-0.047043170779943466,
0.06776230037212372,
-0.004502343945205212,
0.04342105984687805,
0.07161933928728104,
-0.009596509858965874,
0.02978154644370079,
-0.007240742910653353,
-0.015943389385938644,
0.0048703341744840145,
0.048812463879585266,
-0.030494682490825653,
-0.039128366857767105,
-0.03633687645196915,
0.04682714492082596,
0.03651880472898483,
0.04616084322333336,
0.04762975126504898,
-0.01672639138996601,
-0.04452599957585335,
0.03203856572508812,
0.036272648721933365,
-0.02927948720753193,
0.029649874195456505,
0.03782189264893532,
0.044730789959430695,
-0.04561747610569,
-0.05077187716960907,
-0.01712319254875183,
-0.03009023144841194,
0.02781786397099495,
-0.006882308982312679,
-0.04665747284889221,
-0.040479451417922974,
0.0069222766906023026,
-0.0006586785893887281,
-0.002113163936883211,
-0.06470989435911179,
0.027875253930687904,
-0.018829990178346634,
-0.004146538209170103,
0.03679245337843895,
0.031049000099301338,
0.03179720416665077,
0.04195180535316467,
0.0000494657906529028,
0.015053803101181984,
-0.0324777252972126,
0.05804424732923508,
-0.026451485231518745,
-0.02841968834400177,
0.011314253322780132,
-0.05543670803308487,
-0.021139733493328094,
-0.02504730597138405,
-0.041067808866500854,
-0.04428107291460037,
-0.017779801040887833,
0.02181103825569153,
-0.00831827986985445,
-0.003475245088338852,
-0.04104157164692879,
0.02622278407216072,
-0.02815624698996544,
-0.013502734713256359,
-0.0521530956029892,
-0.011403518728911877,
-0.0720229297876358,
-0.04580456390976906,
0.013483112677931786,
0.011208931915462017,
0.019527548924088478,
0.006089497357606888,
0.005891628563404083,
0.00184338865801692,
0.009717478416860104,
-0.031270261853933334,
0.015109686180949211,
-0.008084740489721298,
-0.014055226929485798,
-0.02012990228831768,
0.02487225830554962,
0.013132293708622456,
0.025566348806023598,
-0.0036011559423059225,
0.051107730716466904,
0.021902034059166908,
-0.02230086736381054,
-0.028445975854992867,
0.04145141690969467,
0.013512425124645233,
-0.07633312791585922,
-0.030211037024855614,
-0.019875317811965942,
-0.02549104578793049,
0.05555306747555733,
-0.01101377047598362,
-0.006291601806879044,
0.04458984360098839,
0.03137015178799629,
0.03370946645736694,
-0.019900193437933922,
-0.02415669895708561,
-0.010279781185090542,
-0.015009324997663498,
0.030123300850391388,
-0.04382017254829407,
0.03555554151535034,
-0.051956743001937866,
0.029193369671702385,
-0.01683027856051922,
-0.0023624137975275517,
-0.02901279740035534,
0.05494460463523865,
-0.03519827499985695,
-0.02098671905696392,
-0.016448376700282097,
0.020297158509492874,
-0.04672011733055115,
0.03463951498270035,
-0.01099047064781189,
0.016968294978141785,
-0.03278607502579689,
0.04830673709511757,
-0.026904143393039703,
-0.015549391508102417,
-0.030820490792393684,
-0.01122154388576746,
-0.028377849608659744,
-0.035005055367946625,
-0.024559618905186653,
-0.023239105939865112,
0.031224099919199944,
0.037184201180934906,
0.022939864546060562,
0.040272340178489685,
0.0063941399566829205,
0.007722494192421436,
0.012842820957303047,
-0.07556124776601791,
-0.012251393869519234,
0.005894197151064873,
0.02971942164003849,
-0.017799941822886467,
0.05108632519841194,
0.029610583558678627,
-0.053969334810972214,
-0.04914936050772667,
0.07058486342430115,
0.02969234250485897,
0.008580783382058144,
0.010564513504505157,
0.033079590648412704,
0.03194647654891014,
0.03680439665913582,
-0.022265709936618805,
-0.025674454867839813,
-0.02273724228143692,
-0.05494341626763344,
0.04049467667937279,
0.015511532314121723,
0.05332578346133232,
0.046815309673547745,
-0.02631397545337677,
-0.039321448653936386,
0.06434979289770126,
0.0058981627225875854,
0.005843483377248049,
0.009842565283179283,
-0.03028990887105465,
0.04640466347336769,
-0.00415759114548564,
-0.06706444919109344,
0.009833923541009426,
0.01938081905245781,
-0.018969716504216194,
0.07410814613103867,
0.010270930826663971,
0.03144843131303787,
0.04074946790933609,
0.015602856874465942,
-0.004429870750755072,
0.06304974108934402,
-0.03566901385784149,
0.029130343347787857,
0.04730364307761192,
-0.04824543371796608,
-0.01986338198184967,
-0.015513305552303791,
0.07208152115345001,
-0.05341614782810211,
0.049008678644895554,
0.03559909015893936,
0.028353596106171608,
0.021078692749142647,
-0.04101566970348358,
-0.026450257748365402,
0.02075386419892311,
-0.05801940709352493,
0.06651615351438522,
0.002994149224832654,
-0.05991392582654953,
0.06052935868501663,
0.011511514894664288,
-0.06506635248661041,
0.06156056001782417,
0.04782063141465187,
0.027010034769773483,
0.04981359839439392,
0.033717598766088486,
-0.05123429000377655,
-0.0013678967952728271,
-0.03777233138680458,
0.024882236495614052,
-0.03761039674282074,
-0.013201544061303139,
0.026719851419329643,
-0.024369917809963226,
-0.010569054633378983,
0.05460299924015999,
-0.01945982500910759,
-0.007994218729436398,
0.030431481078267097,
-0.02946329303085804,
-0.025990089401602745,
0.0044821868650615215,
0.014644484966993332,
-0.0302707701921463,
0.0014766226522624493,
-0.0468006432056427,
0.024209437891840935,
-0.005935025401413441,
-0.007555051706731319,
-0.02777245081961155,
-0.005040817894041538,
0.017007268965244293,
-0.07324305176734924,
-0.03280477598309517,
0.06269098073244095,
-0.0018183833453804255,
-0.019916757941246033,
0.026889503002166748,
0.01128983311355114,
0.027216969057917595,
0.015825146809220314,
-0.009494288824498653,
0.03504345193505287,
-0.02764873020350933,
-0.0020661631133407354,
0.008589564822614193,
-0.018083736300468445,
0.018020328134298325,
-0.020413432270288467,
0.023009536787867546,
0.018434463068842888,
0.018226904794573784,
0.009793846867978573,
-0.03944891318678856,
-0.04056152328848839,
0.02449696697294712,
-0.010166923515498638,
0.012346737086772919,
-0.01427717600017786,
-0.04108898341655731,
-0.04234584420919418,
-0.009598059579730034,
-0.030551491305232048,
0.0456652007997036,
-0.04859582334756851,
-0.002975230338051915,
0.05794566124677658,
-0.014048771001398563,
-0.05002938210964203,
-0.08393139392137527,
-0.013620114885270596,
-0.020411066710948944,
0.015162327326834202,
0.036094605922698975,
-0.029680076986551285,
0.04365282505750656,
-0.04003932699561119,
-0.053399503231048584,
0.03470233082771301,
0.03353700786828995,
-0.04677669703960419,
0.043339021503925323,
0.041694168001413345,
-0.04881773144006729,
0.014413435943424702,
0.023596247658133507,
-0.04888242855668068,
0.035814933478832245,
0.010968808084726334,
0.03996174782514572,
-0.006338224280625582,
0.02996104210615158,
-0.04675490781664848,
-0.024997875094413757,
-0.06956082582473755,
-0.04208151623606682,
-0.051481522619724274,
0.011927975341677666,
0.07011186331510544
] |
dccuchile/albert-xlarge-spanish-finetuned-mldoc | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 26 | 2021-11-08T14:36:11Z | # BERT-tiny model finetuned with M-FAC
This model is finetuned on MRPC dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 512
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on MRPC validation set:
```bash
f1 = 83.12
accuracy = 73.52
```
Mean and standard deviation for 5 runs on MRPC validation set:
| | F1 | Accuracy |
|:----:|:-----------:|:----------:|
| Adam | 81.68 ± 0.33 | 69.90 ± 0.32 |
| M-FAC | 82.77 ± 0.22 | 72.94 ± 0.37 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 42 \
--model_name_or_path prajjwal1/bert-tiny \
--task_name mrpc \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 512, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.025434494018554688,
-0.006435042712837458,
-0.009751099161803722,
0.043896473944187164,
0.017736835405230522,
0.016833117231726646,
-0.02104026824235916,
-0.0333268940448761,
-0.018529225140810013,
0.03910236805677414,
0.044067736715078354,
0.013876760378479958,
0.022086644545197487,
0.039675768464803696,
-0.022455153986811638,
-0.025293629616498947,
-0.003735917853191495,
-0.024764686822891235,
-0.011461641639471054,
0.020199380815029144,
-0.007972204126417637,
-0.001267125946469605,
-0.011983183212578297,
0.0011192571837455034,
0.013774692080914974,
0.015167057514190674,
-0.0016984137473627925,
0.026781495660543442,
0.03313678875565529,
-0.06580110639333725,
0.020919878035783768,
-0.04754907265305519,
-0.04506411403417587,
-0.015442581847310066,
-0.02014518342912197,
0.002711950335651636,
0.00920743215829134,
-0.005603307858109474,
0.017032502219080925,
0.06231965124607086,
0.023269252851605415,
0.002969009568914771,
-0.018324008211493492,
-0.024549469351768494,
0.04227853938937187,
0.007548498921096325,
-0.046472132205963135,
-0.006396559067070484,
0.044550906866788864,
-0.044723547995090485,
-0.030893053859472275,
-0.06671087443828583,
-0.05526798591017723,
0.04231457784771919,
-0.0017457304056733847,
-0.01532647293061018,
-0.04936802014708519,
-0.01875573955476284,
0.08254613727331161,
-0.019779466092586517,
-0.027580296620726585,
0.007093655411154032,
-0.04221166670322418,
0.030024532228708267,
0.06347520649433136,
-0.022817419841885567,
0.0058916304260492325,
-0.024016063660383224,
0.03822541609406471,
-0.038747575134038925,
0.06261580437421799,
-0.021407460793852806,
0.016111105680465698,
-0.0972086563706398,
0.005608020815998316,
-0.033736180514097214,
0.047555383294820786,
0.05369891971349716,
-0.04042092338204384,
0.0409245565533638,
0.040278561413288116,
0.007006866857409477,
0.04100750386714935,
-0.004956711083650589,
-0.011836388148367405,
0.021258583292365074,
-0.02683357521891594,
0.02985003963112831,
-0.0002623781911097467,
0.04298120364546776,
-0.04820987209677696,
-0.027395248413085938,
-0.05306233838200569,
-0.046924956142902374,
-0.02963036485016346,
0.024639064446091652,
0.009536253288388252,
-0.03612878918647766,
0.024629347026348114,
0.04638800397515297,
0.019533326849341393,
0.07111741602420807,
-0.02007213607430458,
0.04323800653219223,
-0.007863329723477364,
-0.008847279474139214,
-0.03234001621603966,
-0.030615558847784996,
-0.057964157313108444,
0.04611837863922119,
0.03520658239722252,
-0.024129901081323624,
-0.04002586379647255,
0.06191762909293175,
0.011197642423212528,
-0.020908866077661514,
0.05782930925488472,
-0.02956751175224781,
-0.04931049793958664,
-0.0576024055480957,
0.03127297759056091,
0.0004590525641106069,
0.033322617411613464,
-0.0355699323117733,
-0.053680069744586945,
0.004066254012286663,
-0.017330972477793694,
-0.013229156844317913,
-0.026401378214359283,
0.03445043787360191,
0.00878504104912281,
0.05947723984718323,
0.02668752707540989,
-0.0572158619761467,
0.009366863407194614,
-0.0009373284410685301,
-0.06820239126682281,
0.04910774901509285,
0.03724444657564163,
0.09914585947990417,
-0.046371012926101685,
-0.036476582288742065,
0.022499695420265198,
0.012721753679215908,
-0.02467747963964939,
0.00546867772936821,
0.017801692709326744,
-0.03449276462197304,
-0.027696866542100906,
0.0033603438641875982,
0.03224698081612587,
-0.04785740375518799,
0.006545295938849449,
0.043960992246866226,
-0.001289533101953566,
0.033448703587055206,
-0.055511683225631714,
-0.0031600333750247955,
0.03150395676493645,
0.005601670127362013,
-0.041340649127960205,
0.04586401954293251,
-0.014493050053715706,
-0.022607361897826195,
-0.04472477361559868,
-0.0503612719476223,
-0.004556621424853802,
0.08165664225816727,
0.008116097189486027,
-0.021920954808592796,
-0.015867261216044426,
0.013204379007220268,
0.03616637364029884,
0.05212821438908577,
-0.018208209425210953,
0.027628222480416298,
0.06150031462311745,
0.028899554163217545,
-0.029292281717061996,
0.04189139977097511,
0.018297875300049782,
-0.023459311574697495,
-0.03273620083928108,
0.022133158519864082,
-0.020972134545445442,
-0.028846820816397667,
0.048758987337350845,
0.03261309862136841,
-0.0030221305787563324,
-0.03491222858428955,
-0.05336376279592514,
0.038070403039455414,
-0.03741295635700226,
0.0076158312149345875,
-0.0020533492788672447,
-0.0051140617579221725,
-0.007196739315986633,
0.03146564960479736,
-0.011684533208608627,
0.0010880387853831053,
-0.007322631776332855,
-0.062112148851156235,
0.012337942607700825,
-0.021708857268095016,
0.025273241102695465,
0.05803532898426056,
0.0031585029792040586,
0.05230026692152023,
-0.038223136216402054,
0.02629777416586876,
-0.05070427805185318,
-0.03532250598073006,
0.03444962576031685,
0.05374102294445038,
0.02350643277168274,
0.050033628940582275,
-0.00928356684744358,
-0.04525366052985191,
0.021205205470323563,
0.02656315639615059,
0.03242531791329384,
0.011077758856117725,
-0.043733157217502594,
-0.010807005688548088,
0.019659632816910744,
0.0622788742184639,
-0.058482080698013306,
-0.04136449843645096,
0.007434316445142031,
0.05382654815912247,
-0.02248099073767662,
0.019751934334635735,
0.00019088451517745852,
0.03787069767713547,
-0.03593764826655388,
-0.05985457822680473,
0.06278813630342484,
0.02933523617684841,
-0.0032449488062411547,
0.022456927224993706,
-0.021625321358442307,
0.017707007005810738,
0.03565260395407677,
0.014337027445435524,
-0.008247618563473225,
-0.0315994992852211,
0.009467653930187225,
0.04289545118808746,
0.04298153892159462,
-0.054154448211193085,
0.03479480370879173,
-0.0010048538679257035,
-0.014752369374036789,
0.008965480141341686,
-0.03843072056770325,
0.039415158331394196,
0.030096368864178658,
0.006585689261555672,
-0.008912528865039349,
0.02514093741774559,
0.00253946497105062,
0.05678721144795418,
0.040686871856451035,
-0.0199123527854681,
0.0732264295220375,
-0.008382598869502544,
0.02699141390621662,
0.09842538833618164,
0.0018874184461310506,
0.02550778165459633,
0.03943090885877609,
0.07479774951934814,
0.01198602095246315,
-0.023948095738887787,
0.0637287124991417,
-0.07634951919317245,
0.0016154410550370812,
-0.030187038704752922,
0.022952888160943985,
-0.006051160395145416,
-0.017490237951278687,
0.04123988002538681,
0.03638261556625366,
-0.001599724404513836,
0.002343186642974615,
-0.003556051990017295,
-0.0027375374920666218,
0.034445833414793015,
-0.003179284045472741,
0.008456877432763577,
-0.011651207692921162,
-0.03308018669486046,
-0.021302703768014908,
-0.06936517357826233,
-0.03971780091524124,
-0.006087892688810825,
-0.03401825949549675,
0.005174192134290934,
-0.08911638706922531,
-0.03364041447639465,
-0.0701116994023323,
-0.02000836655497551,
0.034608058631420135,
0.014534392394125462,
0.004351165145635605,
-0.02957216463983059,
-0.006108557805418968,
-0.03108973242342472,
-0.04283691570162773,
-0.043496761471033096,
-0.024581866338849068,
-0.03563306853175163,
-0.0702471137046814,
0.04045885428786278,
0.023089898750185966,
0.02156616933643818,
-0.003974164370447397,
0.010862190276384354,
-0.006730387918651104,
-0.02971625328063965,
0.026968685910105705,
0.041906870901584625,
-0.04205740615725517,
-0.07331494987010956,
-0.00027505710022524,
-0.019114479422569275,
0.04065914824604988,
-0.0040132589638233185,
-0.029752230271697044,
0.07121291011571884,
0.07506965100765228,
0.014054871164262295,
0.026384949684143066,
-0.013957061804831028,
-0.06300290673971176,
-0.06922789663076401,
-0.026510808616876602,
-0.026535553857684135,
-0.039814162999391556,
-0.03199319541454315,
-0.05067034438252449,
-0.035074055194854736,
-0.023475168272852898,
-0.004251895472407341,
-0.01513366587460041,
0.023368313908576965,
0.008641664870083332,
0.03949969261884689,
0.028449496254324913,
0.05627048388123512,
-0.01830822229385376,
-0.04910685494542122,
0.041648078709840775,
0.005560933146625757,
-0.013533767312765121,
-0.056001801043748856,
-0.02819289080798626,
0.028182733803987503,
0.03364577516913414,
0.004303190857172012,
-0.0181820597499609,
0.06992198526859283,
0.02503255009651184,
0.007567683234810829,
-0.010285626165568829,
-0.007704523392021656,
-0.007420672103762627,
-0.011870574206113815,
-0.002454346278682351,
-0.010517645627260208,
-0.056705668568611145,
-0.050321437418460846,
0.0013629724271595478,
0.053627144545316696,
-0.06991440802812576,
-0.055116813629865646,
0.013413661159574986,
0.04340646415948868,
0.05745777115225792,
-0.02234450913965702,
-0.03939404711127281,
-0.015238652005791664,
-0.07058800756931305,
-0.026941945776343346,
0.019226832315325737,
-0.004500650335103273,
-0.004608537070453167,
0.04035761579871178,
0.0038326834328472614,
-0.02697279490530491,
0.03352286294102669,
0.032469362020492554,
0.0828496664762497,
-0.03379093483090401,
-0.07609817385673523,
0.042771827429533005,
-0.04249878227710724,
0.01738964393734932,
0.00993807427585125,
-0.04204435646533966,
-0.014879426918923855,
-0.10955655574798584,
0.000531188677996397,
-0.016066722571849823,
0.006629963405430317,
-0.01922106370329857,
0.041829779744148254,
-0.030757354572415352,
-0.04884757474064827,
0.002975153736770153,
0.020174752920866013,
0.033469751477241516,
-0.021925579756498337,
0.067596435546875,
-0.005475527606904507,
0.033133938908576965,
-0.059324461966753006,
-0.004283004906028509,
-0.04891523718833923,
-0.01827646791934967,
0.023164499551057816,
0.0568234883248806,
0.0135010601952672,
0.06030323728919029,
0.07678504288196564,
0.04247404634952545,
-0.049963608384132385,
0.014270313084125519,
0.05420367792248726,
-0.002292892662808299,
-0.04369388520717621,
0.009896361269056797,
-0.027492349967360497,
-0.029580621048808098,
-0.010567904449999332,
-0.022619569674134254,
0.03732643276453018,
0.02949472703039646,
-0.0036714943125844,
-0.019678257405757904,
-0.01040878240019083,
-0.014856316149234772,
-0.02690787799656391,
-0.06744025647640228,
-0.016570787876844406,
-0.011697491630911827,
-0.02536327764391899,
0.0385645255446434,
0.023615438491106033,
0.0024453033693134785,
0.09010706096887589,
0.06273350864648819,
-0.01965038664638996,
-0.044355981051921844,
0.02131420001387596,
0.030817406252026558,
-0.04343842715024948,
-0.07490237057209015,
-0.041458290070295334,
0.04022660851478577,
0.05816281959414482,
-0.017117369920015335,
-0.08200880885124207,
0.006203494966030121,
0.07314759492874146,
-0.043204497545957565,
0.07146512717008591,
-0.0017493339255452156,
0.048095181584358215,
0.07070863246917725,
-0.0030836022924631834,
0.030998602509498596,
-0.015165510587394238,
-0.01057977881282568,
0.00631623575463891,
0.05202614888548851,
-0.028216136619448662,
-0.03272721543908119,
-0.0315755158662796,
0.03614753112196922,
0.03454440459609032,
0.04198331758379936,
0.044913601130247116,
-0.013673932291567326,
-0.042451161891222,
0.033871524035930634,
0.036377228796482086,
-0.02864142507314682,
0.030174681916832924,
0.03659193217754364,
0.04442988708615303,
-0.054040856659412384,
-0.047399912029504776,
-0.015301715582609177,
-0.023393701761960983,
0.02628370374441147,
-0.01167113147675991,
-0.04669656604528427,
-0.0344390906393528,
0.0028458384331315756,
0.0021039254497736692,
-0.004826758056879044,
-0.0645643100142479,
0.035259295254945755,
-0.021275898441672325,
-0.003477809252217412,
0.036357782781124115,
0.028758764266967773,
0.03497123718261719,
0.04212711378931999,
0.0004889395786449313,
0.018122635781764984,
-0.03248146176338196,
0.050695452839136124,
-0.02628328837454319,
-0.034921787679195404,
0.005953547079116106,
-0.05201088264584541,
-0.0253386739641428,
-0.03454063460230827,
-0.04031785950064659,
-0.044081322848796844,
-0.018571214750409126,
0.014893167652189732,
-0.010432736948132515,
-0.007494387682527304,
-0.040864817798137665,
0.02251926064491272,
-0.028777580708265305,
-0.013470394536852837,
-0.05219941958785057,
-0.021210357546806335,
-0.06622564792633057,
-0.04662632569670677,
0.007760826963931322,
0.008120656944811344,
0.014051687903702259,
0.009753802791237831,
0.008087724447250366,
-0.0005587124032899737,
0.004360417369753122,
-0.025889292359352112,
0.02010163851082325,
-0.005797038786113262,
-0.012563035823404789,
-0.02755548059940338,
0.024731455370783806,
0.01603461615741253,
0.02369665913283825,
0.0025160207878798246,
0.05382522568106651,
0.02248460240662098,
-0.019566567614674568,
-0.023203374817967415,
0.04162023216485977,
0.011996489018201828,
-0.06945609301328659,
-0.03127795085310936,
-0.01738114468753338,
-0.02349235862493515,
0.04953214153647423,
-0.011570900678634644,
-0.003230486297979951,
0.04080317169427872,
0.02748206816613674,
0.03718412667512894,
-0.01178361289203167,
-0.026570523157715797,
-0.012176726944744587,
-0.020190833136439323,
0.034398093819618225,
-0.04049724340438843,
0.033951081335544586,
-0.05295680835843086,
0.027125665917992592,
-0.017867611721158028,
0.0007339462172240019,
-0.024382472038269043,
0.04849367216229439,
-0.03525727614760399,
-0.016861027106642723,
-0.013606609776616096,
0.01958666555583477,
-0.051615141332149506,
0.036184992641210556,
-0.015005158260464668,
0.010943124070763588,
-0.030561259016394615,
0.0478392094373703,
-0.030604327097535133,
-0.012615219689905643,
-0.03303484246134758,
-0.010645158588886261,
-0.03272811695933342,
-0.04081990197300911,
-0.01555733010172844,
-0.02195252664387226,
0.033634744584560394,
0.033617500215768814,
0.023716159164905548,
0.04355169087648392,
0.001465733628720045,
0.0015009428607299924,
0.014682603999972343,
-0.07784128189086914,
-0.013050258159637451,
0.004252183251082897,
0.026326904073357582,
-0.007842717692255974,
0.051767926663160324,
0.03045118972659111,
-0.054153990000486374,
-0.050733719021081924,
0.07271551340818405,
0.023967042565345764,
0.0052439263090491295,
0.0062495931051671505,
0.035120561718940735,
0.032653339207172394,
0.03915078192949295,
-0.029019124805927277,
-0.0169211532920599,
-0.02422388643026352,
-0.05311813950538635,
0.036662034690380096,
0.014027674682438374,
0.061002280563116074,
0.049800459295511246,
-0.034083690494298935,
-0.03766337409615517,
0.06333426386117935,
0.008614425547420979,
0.005332168657332659,
0.01252390630543232,
-0.031003262847661972,
0.04220206290483475,
-0.0044535682536661625,
-0.06273558735847473,
0.008693967945873737,
0.020258627831935883,
-0.018588868901133537,
0.076757051050663,
0.003675572108477354,
0.03700309991836548,
0.03749585151672363,
0.014287582598626614,
-0.0014905690914019942,
0.068335622549057,
-0.03919393941760063,
0.030368728563189507,
0.045246925204992294,
-0.04534310847520828,
-0.02713130973279476,
-0.014431420713663101,
0.0670321062207222,
-0.047868192195892334,
0.03844176232814789,
0.038755640387535095,
0.029526079073548317,
0.018254514783620834,
-0.0444972962141037,
-0.022012680768966675,
0.018398893997073174,
-0.05820687860250473,
0.06337955594062805,
0.0038460290525108576,
-0.055444296449422836,
0.05853893235325813,
0.01563439704477787,
-0.06680194288492203,
0.057919807732105255,
0.04250697046518326,
0.029520327225327492,
0.050013404339551926,
0.03947605937719345,
-0.049813468009233475,
-0.00743815628811717,
-0.039267390966415405,
0.02437911368906498,
-0.034465838223695755,
-0.010691015981137753,
0.02926192246377468,
-0.021610021591186523,
-0.008875994943082333,
0.05770175904035568,
-0.025174835696816444,
-0.016695057973265648,
0.035709019750356674,
-0.03139689192175865,
-0.027942484244704247,
0.0077179959043860435,
0.012546158395707607,
-0.029139049351215363,
-0.003562387079000473,
-0.04898389056324959,
0.02588939107954502,
0.0007755924598313868,
-0.002661607228219509,
-0.025367312133312225,
-0.001752280630171299,
0.013466030359268188,
-0.07139691710472107,
-0.036056820303201675,
0.05953964218497276,
0.0010047848336398602,
-0.02115374431014061,
0.026294954121112823,
0.00679848063737154,
0.031751520931720734,
0.01861392892897129,
-0.010443954728543758,
0.028353461995720863,
-0.03329349309206009,
-0.005294268950819969,
0.009079895913600922,
-0.010017511434853077,
0.017825176939368248,
-0.024873368442058563,
0.022089585661888123,
0.02845967933535576,
0.01956452988088131,
0.0067991712130606174,
-0.03296445682644844,
-0.041949644684791565,
0.023459434509277344,
-0.016166046261787415,
0.01924867369234562,
-0.017019571736454964,
-0.045705776661634445,
-0.048144590109586716,
-0.009469563141465187,
-0.028923803940415382,
0.03851849585771561,
-0.05085389316082001,
0.004773116670548916,
0.05802762135863304,
-0.019633695483207703,
-0.04551035910844803,
-0.0814000740647316,
-0.013728772290050983,
-0.021965419873595238,
0.015193668194115162,
0.040814828127622604,
-0.02849968895316124,
0.036330290138721466,
-0.04220800846815109,
-0.051074545830488205,
0.03582466393709183,
0.025789886713027954,
-0.04747721552848816,
0.04405428096652031,
0.04386362433433533,
-0.052358683198690414,
0.00943661853671074,
0.020583108067512512,
-0.04533674195408821,
0.0376163050532341,
0.012138797901570797,
0.04027694836258888,
0.0002398342330707237,
0.02672983892261982,
-0.049144938588142395,
-0.0292519498616457,
-0.06570347398519516,
-0.04035037383437157,
-0.05231088399887085,
0.021791569888591766,
0.07258927077054977
] |
dccuchile/albert-xlarge-spanish-finetuned-ner | [
"pytorch",
"albert",
"token-classification",
"transformers",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"AlbertForTokenClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | # BERT-tiny model finetuned with M-FAC
This model is finetuned on QNLI dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on QNLI validation set:
```bash
accuracy = 81.54
```
Mean and standard deviation for 5 runs on QNLI validation set:
| | Accuracy |
|:----:|:-----------:|
| Adam | 77.85 ± 0.15 |
| M-FAC | 81.17 ± 0.43 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 8276 \
--model_name_or_path prajjwal1/bert-tiny \
--task_name qnli \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.021959874778985977,
-0.006011946126818657,
-0.003575807437300682,
0.04000996798276901,
0.01871047541499138,
0.006347557995468378,
-0.015491635538637638,
-0.03711627796292305,
-0.01793983019888401,
0.028065627440810204,
0.022797098383307457,
0.009389916434884071,
0.03162165358662605,
0.04057084769010544,
-0.023256564512848854,
-0.01701839454472065,
-0.0014183010207489133,
-0.028245985507965088,
-0.008296310901641846,
0.01479313988238573,
-0.016621675342321396,
-0.008146473206579685,
-0.006070530042052269,
-0.004910243675112724,
0.013932295143604279,
0.017677731812000275,
0.0005020191892981529,
0.03703039512038231,
0.03616204857826233,
-0.06059568375349045,
0.023711465299129486,
-0.049377184361219406,
-0.044059015810489655,
-0.018571721389889717,
-0.02364569902420044,
0.00726423691958189,
0.010280938819050789,
-0.01039058156311512,
0.014454593881964684,
0.04855730012059212,
0.026606693863868713,
0.0028162002563476562,
-0.02347072772681713,
-0.02227439545094967,
0.04115816205739975,
0.0013477918691933155,
-0.05015206336975098,
-0.002287615556269884,
0.03855918347835541,
-0.04742185398936272,
-0.03261055424809456,
-0.07637599855661392,
-0.06140150502324104,
0.026200059801340103,
-0.004737893585115671,
-0.015767322853207588,
-0.06094345077872276,
-0.021674470975995064,
0.08269010484218597,
-0.01775573566555977,
-0.022344976663589478,
0.011906078085303307,
-0.05065375939011574,
0.02304590493440628,
0.0532585084438324,
-0.019780708476901054,
-0.00231684697791934,
-0.023122020065784454,
0.030686795711517334,
-0.03483409062027931,
0.06218745931982994,
-0.018821515142917633,
0.015031561255455017,
-0.08217402547597885,
0.004345293622463942,
-0.03349527344107628,
0.0425172783434391,
0.05350666493177414,
-0.04048139601945877,
0.03691481798887253,
0.03962501510977745,
0.010646474547684193,
0.03164973109960556,
0.006255203392356634,
-0.013031493872404099,
0.024362783879041672,
-0.03065345250070095,
0.02478361502289772,
0.002404028084129095,
0.03806079179048538,
-0.037672098726034164,
-0.035643577575683594,
-0.05227888748049736,
-0.047319892793893814,
-0.0248844213783741,
0.02466023713350296,
0.002993132919073105,
-0.038797419518232346,
0.026891278102993965,
0.050969574600458145,
0.02547997049987316,
0.07435882091522217,
-0.023022010922431946,
0.04312298074364662,
-0.01580239273607731,
-0.004779372364282608,
-0.028125284239649773,
-0.027144500985741615,
-0.05132715031504631,
0.03654676303267479,
0.039171796292066574,
-0.033521831035614014,
-0.03735243156552315,
0.0650290995836258,
0.007282644975930452,
-0.020459843799471855,
0.06526739150285721,
-0.03140268102288246,
-0.044084254652261734,
-0.06452760845422745,
0.03922034427523613,
0.0065999217331409454,
0.037845365703105927,
-0.03400368615984917,
-0.051621872931718826,
0.012096303515136242,
-0.015767082571983337,
-0.01925022527575493,
-0.03234124556183815,
0.03551296517252922,
0.003510622773319483,
0.058706916868686676,
0.025446103885769844,
-0.06145692989230156,
0.010377380065619946,
0.005105211865156889,
-0.0694570317864418,
0.0518101267516613,
0.02892976626753807,
0.11002089083194733,
-0.050589803606271744,
-0.04127902910113335,
0.019556552171707153,
0.006703573744744062,
-0.025611987337470055,
0.007286580745130777,
0.016943933442234993,
-0.034045856446027756,
-0.019300350919365883,
-0.004080441780388355,
0.030710093677043915,
-0.05274534597992897,
0.008574985899031162,
0.047551482915878296,
-0.007758719380944967,
0.026076577603816986,
-0.06279604136943817,
0.007644725032150745,
0.028857527300715446,
-0.00023290995159186423,
-0.034678664058446884,
0.047913894057273865,
-0.010865399613976479,
-0.03181256353855133,
-0.04979080706834793,
-0.05675111711025238,
-0.0026672857347875834,
0.07972881942987442,
0.009544946253299713,
-0.018509678542613983,
-0.021845705807209015,
0.021174950525164604,
0.02679595723748207,
0.05346690118312836,
-0.010348539799451828,
0.03484673053026199,
0.055285949259996414,
0.028704987838864326,
-0.016331017017364502,
0.04335293173789978,
0.021046482026576996,
-0.028628839179873466,
-0.03219190239906311,
0.01901886984705925,
-0.011963512748479843,
-0.030071910470724106,
0.04927564039826393,
0.03154762089252472,
-0.002884830813854933,
-0.04796535521745682,
-0.05444440618157387,
0.04021737352013588,
-0.032066285610198975,
0.007620096672326326,
-0.00016076784231700003,
-0.006109461188316345,
-0.003225490916520357,
0.03286585956811905,
-0.0162869393825531,
0.009347043000161648,
-0.021132642403244972,
-0.0669020339846611,
0.01813235692679882,
-0.024812091141939163,
0.0310929324477911,
0.05720775946974754,
0.003777801524847746,
0.05335472896695137,
-0.03414690122008324,
0.025166701525449753,
-0.0551149882376194,
-0.028014205396175385,
0.043214235454797745,
0.05108039826154709,
0.02482091821730137,
0.05141209438443184,
-0.011392820626497269,
-0.05065908282995224,
0.029450034722685814,
0.03848903998732567,
0.03263406455516815,
0.004413451533764601,
-0.03630128875374794,
-0.008367129601538181,
0.024615280330181122,
0.05015159025788307,
-0.06483752280473709,
-0.04291839525103569,
0.007675367873162031,
0.04086216166615486,
-0.02813161164522171,
0.012148644775152206,
-0.0005178769933991134,
0.034536972641944885,
-0.042674023658037186,
-0.07089421153068542,
0.06087597459554672,
0.025514863431453705,
0.0031633246690034866,
0.01955254189670086,
-0.014618883840739727,
0.01973588764667511,
0.038316428661346436,
0.016395000740885735,
-0.017523733898997307,
-0.028236806392669678,
0.010967564769089222,
0.046445153653621674,
0.0375070795416832,
-0.06492145359516144,
0.03479304909706116,
-0.0009786218870431185,
-0.0031093491706997156,
0.010780897922813892,
-0.02692079357802868,
0.044953491538763046,
0.035140156745910645,
-0.0010152460308745503,
-0.007649876177310944,
0.017221907153725624,
0.006518200971186161,
0.050769440829753876,
0.049065906554460526,
-0.02333146147429943,
0.08301658928394318,
-0.01878163032233715,
0.018045548349618912,
0.09458919614553452,
0.004625772591680288,
0.0211308766156435,
0.03962023928761482,
0.07337243854999542,
0.012507826089859009,
-0.019342241808772087,
0.05416708067059517,
-0.08002346754074097,
0.0005367914563976228,
-0.03906051814556122,
0.01686190813779831,
-0.005524669773876667,
-0.015404246747493744,
0.03898979723453522,
0.04149531200528145,
-0.0015043137827888131,
0.0040625520050525665,
-0.00749091524630785,
0.0017280164174735546,
0.029937244951725006,
-0.011687328107655048,
0.006240940187126398,
-0.010237820446491241,
-0.036286741495132446,
-0.01550171710550785,
-0.06838684529066086,
-0.0548139326274395,
-0.016564730554819107,
-0.03649330884218216,
0.001864199060946703,
-0.08358185738325119,
-0.02779415436089039,
-0.07089796662330627,
-0.024136828258633614,
0.04333570599555969,
0.01948036253452301,
-0.0020774092990905046,
-0.03978247195482254,
-0.010547070764005184,
-0.025330912321805954,
-0.03433423116803169,
-0.04062725231051445,
-0.024695372208952904,
-0.036953963339328766,
-0.0656229555606842,
0.04197288677096367,
0.026188867166638374,
0.01968580111861229,
0.000356322037987411,
0.015243110246956348,
-0.0010922153014689684,
-0.018082648515701294,
0.02734895423054695,
0.03711531311273575,
-0.033208537846803665,
-0.06659136712551117,
0.0025045976508408785,
-0.01959257945418358,
0.042228762060403824,
-0.018029607832431793,
-0.029217172414064407,
0.07406309992074966,
0.0734010711312294,
0.014249252155423164,
0.01829829439520836,
-0.014739053323864937,
-0.06125389039516449,
-0.05966293066740036,
-0.02843126282095909,
-0.011156966909766197,
-0.04755345731973648,
-0.02966737374663353,
-0.04643899202346802,
-0.036760248243808746,
-0.021313540637493134,
0.0011840095976367593,
-0.01034284383058548,
0.02149164490401745,
0.011358076706528664,
0.04090054705739021,
0.021102124825119972,
0.058362506330013275,
-0.028211241587996483,
-0.04205167666077614,
0.038969337940216064,
0.0041219573467969894,
0.0062572648748755455,
-0.05820871889591217,
-0.039512310177087784,
0.030684819445014,
0.022844063118100166,
0.0019033584976568818,
-0.017656391486525536,
0.08337514847517014,
0.015377387404441833,
0.00024097479763440788,
-0.013071137480437756,
-0.009108220227062702,
-0.011177489534020424,
-0.01812012493610382,
-0.0028324457816779613,
-0.020179247483611107,
-0.06043139100074768,
-0.0384628102183342,
-0.002773819025605917,
0.058085888624191284,
-0.07550539821386337,
-0.05643688142299652,
0.0072341798804700375,
0.050022635608911514,
0.04779619351029396,
-0.028015688061714172,
-0.04249539598822594,
-0.007138268556445837,
-0.06689046323299408,
-0.022925224155187607,
0.01684926263988018,
0.0001711076038191095,
0.00018349716265220195,
0.03874180465936661,
0.01359885185956955,
-0.037826910614967346,
0.040226466953754425,
0.03572002053260803,
0.07880444824695587,
-0.032217804342508316,
-0.06948494166135788,
0.0321015864610672,
-0.044983457773923874,
0.01873781718313694,
0.005826570093631744,
-0.034199681133031845,
-0.01026986539363861,
-0.10421358048915863,
-0.007875355891883373,
-0.013391551561653614,
0.0034763235598802567,
-0.01873570866882801,
0.03828157112002373,
-0.03344980999827385,
-0.04299895092844963,
-0.006904274690896273,
0.00454278290271759,
0.0298661757260561,
-0.024685200303792953,
0.06664111465215683,
-0.004627031274139881,
0.03854186460375786,
-0.05253902077674866,
0.012272132560610771,
-0.04983953759074211,
-0.0037580938078463078,
0.006592707708477974,
0.054460667073726654,
0.01629258319735527,
0.05958554148674011,
0.06439246237277985,
0.034488484263420105,
-0.045112330466508865,
0.02659805305302143,
0.053583066910505295,
-0.00751758785918355,
-0.029930545017123222,
0.007854541763663292,
-0.01801910251379013,
-0.022691398859024048,
-0.02042762190103531,
-0.01983574405312538,
0.030384553596377373,
0.0269267950206995,
-0.0016971706645563245,
-0.014914136379957199,
-0.012560803443193436,
-0.0048674121499061584,
-0.02735268510878086,
-0.053673308342695236,
-0.009322008118033409,
0.0048406110145151615,
-0.01712181232869625,
0.04090379551053047,
0.02366817183792591,
0.00423254631459713,
0.07701054215431213,
0.06146015226840973,
-0.01264151930809021,
-0.04669566452503204,
0.016040673479437828,
0.0394800528883934,
-0.04510517045855522,
-0.08217901736497879,
-0.05320373550057411,
0.04282502830028534,
0.05207458510994911,
-0.010555217042565346,
-0.08807659149169922,
0.0034465494100004435,
0.07312823832035065,
-0.04161344841122627,
0.06851021200418472,
-0.010808183811604977,
0.02638682909309864,
0.07141601294279099,
-0.00786646455526352,
0.027900999411940575,
-0.006403827574104071,
-0.010438007302582264,
0.003412797814235091,
0.044133927673101425,
-0.03210627660155296,
-0.03094264306128025,
-0.03482386842370033,
0.04118386283516884,
0.040499307215213776,
0.0393289178609848,
0.04553833231329918,
-0.009391248226165771,
-0.05196389928460121,
0.039757344871759415,
0.03345078229904175,
-0.022418895736336708,
0.026422590017318726,
0.04196635261178017,
0.04446927085518837,
-0.05665445700287819,
-0.046434782445430756,
-0.009740592911839485,
-0.029387811198830605,
0.028458520770072937,
0.001644881209358573,
-0.043373528867959976,
-0.03718861564993858,
0.013984709978103638,
-0.00455458415672183,
-0.008787664584815502,
-0.06271760165691376,
0.028252337127923965,
-0.01895521767437458,
-0.0010026678210124373,
0.02986949123442173,
0.030529752373695374,
0.02989445999264717,
0.03859516233205795,
-0.005476443562656641,
0.0069625042378902435,
-0.035550955682992935,
0.06032184511423111,
-0.028947072103619576,
-0.040421780198812485,
0.013775955885648727,
-0.051911577582359314,
-0.025563502684235573,
-0.026105795055627823,
-0.04006904736161232,
-0.042104560881853104,
-0.015748588368296623,
0.026873109862208366,
-0.006692625116556883,
-0.011480392888188362,
-0.04054864123463631,
0.030509961768984795,
-0.023139674216508865,
-0.007073111366480589,
-0.05743880569934845,
-0.01624499261379242,
-0.07200037688016891,
-0.04517660290002823,
0.00013484989176504314,
0.018321989104151726,
0.014387298375368118,
0.018211862072348595,
0.011616324074566364,
-0.001469238311983645,
0.002535997424274683,
-0.029434826225042343,
0.013465811498463154,
-0.0019105481915175915,
-0.008276843465864658,
-0.027600351721048355,
0.023796366527676582,
0.024046756327152252,
0.04412895068526268,
-0.0030481694266200066,
0.05175091326236725,
0.017760295420885086,
-0.01784992590546608,
-0.025241976603865623,
0.038421399891376495,
0.017061160877346992,
-0.07495175302028656,
-0.03028895892202854,
-0.0171514842659235,
-0.019503453746438026,
0.05159856751561165,
-0.01132428552955389,
-0.01433666329830885,
0.04536841809749603,
0.02608203887939453,
0.036506786942481995,
-0.009605970233678818,
-0.03319357708096504,
-0.0020380327478051186,
-0.015361555851995945,
0.03382997587323189,
-0.03925798833370209,
0.04131375998258591,
-0.04947322607040405,
0.02293367311358452,
-0.014908075332641602,
0.004634037613868713,
-0.023435112088918686,
0.051907364279031754,
-0.0328918918967247,
-0.02922779880464077,
-0.017493942752480507,
0.018390581011772156,
-0.05144408345222473,
0.03358542174100876,
-0.014178390614688396,
0.016912035644054413,
-0.03493185341358185,
0.034905873239040375,
-0.024557635188102722,
-0.017596198245882988,
-0.03222770243883133,
-0.014742658473551273,
-0.04035841301083565,
-0.040013387799263,
-0.01744024083018303,
-0.031062237918376923,
0.02065212093293667,
0.029752550646662712,
0.029367145150899887,
0.04086895287036896,
0.02107073739171028,
0.007786958944052458,
0.015516787767410278,
-0.07393212616443634,
-0.011707243509590626,
-0.0004393872804939747,
0.03580788895487785,
-0.014620531350374222,
0.04802950844168663,
0.029127534478902817,
-0.06036466360092163,
-0.05208342894911766,
0.07473235577344894,
0.03233156353235245,
0.01500678900629282,
0.009079704992473125,
0.03904443234205246,
0.029242144897580147,
0.0319853313267231,
-0.02869521453976631,
-0.022255396470427513,
-0.024150986224412918,
-0.05257532000541687,
0.03819135203957558,
0.014789929613471031,
0.0566784031689167,
0.046620965003967285,
-0.025018302723765373,
-0.03167068213224411,
0.063507080078125,
0.011584227904677391,
0.00992598570883274,
0.009485418908298016,
-0.031096763908863068,
0.04477725178003311,
-0.005956536158919334,
-0.06426908075809479,
0.01821192167699337,
0.008757419884204865,
-0.032078973948955536,
0.07019756734371185,
0.00810718908905983,
0.0210960004478693,
0.040661633014678955,
0.01554982177913189,
0.003047353122383356,
0.07323241978883743,
-0.03513964265584946,
0.023180246353149414,
0.04839311167597771,
-0.04590931534767151,
-0.025198975577950478,
-0.02064761333167553,
0.07943543791770935,
-0.044823434203863144,
0.047314807772636414,
0.04118192568421364,
0.023242712020874023,
0.0235848780721426,
-0.03473938629031181,
-0.02624218910932541,
0.018824202939867973,
-0.059288978576660156,
0.06553955376148224,
-0.0055305263958871365,
-0.05204646289348602,
0.05783744156360626,
0.022673338651657104,
-0.05658864974975586,
0.058440834283828735,
0.04903363063931465,
0.03219690918922424,
0.04731342941522598,
0.035835474729537964,
-0.04704761505126953,
-0.012542921118438244,
-0.025300903245806694,
0.022485051304101944,
-0.03355860337615013,
-0.011226596310734749,
0.028209812939167023,
-0.029851872473955154,
-0.017567725852131844,
0.05763963982462883,
-0.016042664647102356,
-0.009754969738423824,
0.030486105009913445,
-0.038371261209249496,
-0.02628137171268463,
0.007754186168313026,
0.017956232652068138,
-0.0261762086302042,
-0.003254632232710719,
-0.05068588629364967,
0.018574334681034088,
0.0012583694187924266,
-0.0015093734255060554,
-0.026841135695576668,
-0.001165830297395587,
0.00956980511546135,
-0.08396357297897339,
-0.03730497136712074,
0.05460028350353241,
-0.005715539213269949,
-0.028339508920907974,
0.020177975296974182,
0.003284832928329706,
0.029911279678344727,
0.01732904650270939,
-0.01276757474988699,
0.02489553391933441,
-0.03785283491015434,
-0.004630645737051964,
0.0021344879642128944,
-0.011611378751695156,
0.008985604159533978,
-0.019361155107617378,
0.022078895941376686,
0.029383713379502296,
0.014514419250190258,
0.013677149079740047,
-0.035830408334732056,
-0.03519657254219055,
0.03449003025889397,
-0.006935035344213247,
0.01047336682677269,
-0.016712656244635582,
-0.04542822390794754,
-0.05015559494495392,
-0.010264738462865353,
-0.02316731959581375,
0.043674714863300323,
-0.041282325983047485,
0.0005944352014921606,
0.057744335383176804,
-0.011972356587648392,
-0.04963860288262367,
-0.09091484546661377,
-0.015615132637321949,
-0.03491220623254776,
0.020104994997382164,
0.045431848615407944,
-0.035990264266729355,
0.04486899822950363,
-0.05784682556986809,
-0.05665850266814232,
0.037713371217250824,
0.026502473279833794,
-0.055230967700481415,
0.047021444886922836,
0.04521218687295914,
-0.04539835453033447,
0.01530096773058176,
0.018361028283834457,
-0.040711674839258194,
0.029678259044885635,
0.013344776816666126,
0.05105967819690704,
0.006279796827584505,
0.02513648197054863,
-0.03280934318900108,
-0.02730269357562065,
-0.05816129595041275,
-0.045169536024332047,
-0.06015024334192276,
0.013023961335420609,
0.07290239632129669
] |
dccuchile/albert-xlarge-spanish-finetuned-pawsx | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 24 | 2021-11-08T14:36:30Z | # BERT-tiny model finetuned with M-FAC
This model is finetuned on QQP dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on QQP validation set:
```bash
f1 = 79.84
accuracy = 84.40
```
Mean and standard deviation for 5 runs on QQP validation set:
| | F1 | Accuracy |
|:----:|:-----------:|:----------:|
| Adam | 77.58 ± 0.08 | 81.09 ± 0.15 |
| M-FAC | 79.71 ± 0.13 | 84.29 ± 0.08 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 1234 \
--model_name_or_path prajjwal1/bert-tiny \
--task_name qqp \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 5 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.02162688411772251,
-0.006119526457041502,
-0.00011696709407260641,
0.04280399903655052,
0.01878521963953972,
0.0014994243392720819,
-0.009516902267932892,
-0.0312351044267416,
-0.020033162087202072,
0.024321820586919785,
0.0218568816781044,
0.007387978956103325,
0.024846699088811874,
0.045578766614198685,
-0.018163621425628662,
-0.024512892588973045,
-0.008620127104222775,
-0.028488341718912125,
-0.012125376611948013,
0.020294606685638428,
-0.012391477823257446,
-0.0058674681931734085,
-0.005152512341737747,
-0.008872444741427898,
0.015411279164254665,
0.018707338720560074,
-0.003240313846617937,
0.030474206432700157,
0.02973102033138275,
-0.06277251988649368,
0.020869065076112747,
-0.05621353164315224,
-0.04309118911623955,
-0.01707412116229534,
-0.015315433032810688,
-0.002136793453246355,
0.010135699063539505,
-0.01229935698211193,
0.01974249631166458,
0.05343686789274216,
0.022740047425031662,
0.001752704381942749,
-0.016832120716571808,
-0.022787483409047127,
0.033296938985586166,
0.003055321518331766,
-0.048530302941799164,
-0.005007768515497446,
0.04393479600548744,
-0.04409026354551315,
-0.029306476935744286,
-0.07377606630325317,
-0.05348559468984604,
0.03361891210079193,
-0.0025104579981416464,
-0.018417395651340485,
-0.06964893639087677,
-0.023922834545373917,
0.085269033908844,
-0.02024168334901333,
-0.022215817123651505,
0.011497813276946545,
-0.04772239550948143,
0.025291800498962402,
0.04288376867771149,
-0.02545042522251606,
-0.0017985256854444742,
-0.02012135647237301,
0.030304409563541412,
-0.033249106258153915,
0.06206769496202469,
-0.018012825399637222,
0.02264615334570408,
-0.08652301132678986,
0.01686149835586548,
-0.029176263138651848,
0.04161020368337631,
0.0533444918692112,
-0.034806083887815475,
0.03587346896529198,
0.032701797783374786,
0.012252564541995525,
0.03192272409796715,
0.0051732780411839485,
-0.011727564036846161,
0.024299604818224907,
-0.03350237384438515,
0.03423794358968735,
0.003718199674040079,
0.040425583720207214,
-0.03193129226565361,
-0.03827418386936188,
-0.052413854748010635,
-0.04105019569396973,
-0.03062419220805168,
0.024061566218733788,
0.009734675288200378,
-0.03628658130764961,
0.021698033437132835,
0.04542896896600723,
0.020821375772356987,
0.06454814970493317,
-0.01858157105743885,
0.04060414060950279,
-0.02640336938202381,
-0.01097127515822649,
-0.02633483149111271,
-0.027307206764817238,
-0.05072988197207451,
0.036005690693855286,
0.0331878587603569,
-0.030415285378694534,
-0.03792966529726982,
0.05800600349903107,
0.010985552333295345,
-0.006516082677990198,
0.06411457806825638,
-0.0335121788084507,
-0.049619633704423904,
-0.06011354178190231,
0.04759935662150383,
0.01087748259305954,
0.04088480770587921,
-0.03893718868494034,
-0.04726574569940567,
0.0068800728768110275,
-0.018252065405249596,
-0.02002839744091034,
-0.03086863085627556,
0.036506857722997665,
0.005097177345305681,
0.055964116007089615,
0.02799278497695923,
-0.05735515430569649,
0.009874108247458935,
-0.0029377995524555445,
-0.07243754714727402,
0.04922281950712204,
0.03331957757472992,
0.10834219306707382,
-0.05406028777360916,
-0.04208553954958916,
0.018106942996382713,
0.00499218562617898,
-0.023026296868920326,
0.00802583433687687,
0.00889561977237463,
-0.03269416093826294,
-0.024855172261595726,
-0.005116363521665335,
0.038022540509700775,
-0.0475701279938221,
0.01873508095741272,
0.046644896268844604,
-0.008882700465619564,
0.031142905354499817,
-0.06032770499587059,
0.01528371311724186,
0.025454428046941757,
-0.001204460160806775,
-0.038307927548885345,
0.05119875445961952,
-0.011967330239713192,
-0.02783307619392872,
-0.04831612855195999,
-0.0482071116566658,
-0.0014282542979344726,
0.08869553357362747,
0.011710763908922672,
-0.01741812936961651,
-0.026958763599395752,
0.019039619714021683,
0.027576716616749763,
0.055469099432229996,
-0.016058560460805893,
0.040693070739507675,
0.05141234025359154,
0.02428991161286831,
-0.026957398280501366,
0.04168623313307762,
0.022773170843720436,
-0.024285435676574707,
-0.02648402750492096,
0.01326514407992363,
-0.012735908851027489,
-0.031302206218242645,
0.0547417476773262,
0.030185744166374207,
-0.002950863214209676,
-0.047669436782598495,
-0.05116574093699455,
0.039185311645269394,
-0.04103338345885277,
0.009738240391016006,
-0.0028803846798837185,
-0.0018780187238007784,
0.00011899989476660267,
0.040187593549489975,
-0.02100226655602455,
0.011967804282903671,
-0.025533432140946388,
-0.06539313495159149,
0.018449412658810616,
-0.016342630609869957,
0.023638814687728882,
0.05953022837638855,
-0.002341894432902336,
0.05893111974000931,
-0.03222975134849548,
0.020834194496273994,
-0.051627278327941895,
-0.023537753149867058,
0.03968987613916397,
0.044174253940582275,
0.02721836231648922,
0.05082524195313454,
-0.007115903776139021,
-0.05787043273448944,
0.02572629228234291,
0.028569383546710014,
0.02740667387843132,
0.006160964258015156,
-0.03542821854352951,
-0.004351795185357332,
0.02438989281654358,
0.05422740802168846,
-0.06322868168354034,
-0.041158050298690796,
0.003975049126893282,
0.04428570717573166,
-0.028756041079759598,
0.010435769334435463,
-0.002931988565251231,
0.038746219128370285,
-0.04484475404024124,
-0.07821325212717056,
0.06386300176382065,
0.025784526020288467,
-0.004057314712554216,
0.026201002299785614,
-0.021934406831860542,
0.022854726761579514,
0.02871653065085411,
0.01926041580736637,
-0.010960417799651623,
-0.023343389853835106,
0.011725127696990967,
0.04002769663929939,
0.03705548122525215,
-0.0636909157037735,
0.030893754214048386,
0.004511709325015545,
-0.004305162932723761,
0.016342084854841232,
-0.03257259726524353,
0.04022740200161934,
0.034256793558597565,
0.0010129270376637578,
-0.0029104636050760746,
0.023013224825263023,
0.005783093627542257,
0.04911302402615547,
0.05299776792526245,
-0.030009137466549873,
0.07724704593420029,
-0.015176591463387012,
0.02086527831852436,
0.09463759511709213,
0.00128134002443403,
0.023309146985411644,
0.032741010189056396,
0.06482045352458954,
0.016977692022919655,
-0.01170460507273674,
0.044579267501831055,
-0.07976590842008591,
0.009368974715471268,
-0.038377776741981506,
0.021274948492646217,
-0.004683376755565405,
-0.01880418322980404,
0.04152463376522064,
0.037423599511384964,
-0.005129538476467133,
0.003830835223197937,
-0.011179259978234768,
-0.003015496302396059,
0.031074214726686478,
-0.013965640217065811,
0.006808894220739603,
-0.005260320845991373,
-0.03136596828699112,
-0.028115490451455116,
-0.06841325759887695,
-0.04394131153821945,
-0.020815534517169,
-0.03737686946988106,
0.0052964892238378525,
-0.08336275070905685,
-0.0259151142090559,
-0.07648031413555145,
-0.021519368514418602,
0.047294776886701584,
0.014179104939103127,
0.001932305283844471,
-0.040250420570373535,
-0.004311411175876856,
-0.022300049662590027,
-0.03733116015791893,
-0.03838184103369713,
-0.018628176301717758,
-0.039719920605421066,
-0.06866652518510818,
0.039091020822525024,
0.0233775544911623,
0.015691550448536873,
0.004742316901683807,
0.01666019856929779,
-0.005699377506971359,
-0.011249758303165436,
0.023734258487820625,
0.037152357399463654,
-0.030371932312846184,
-0.071348637342453,
0.007199336774647236,
-0.016346078366041183,
0.03719853609800339,
-0.012756720185279846,
-0.030449826270341873,
0.07402413338422775,
0.07301832735538483,
0.021616298705339432,
0.02464357018470764,
-0.01827031560242176,
-0.059121835976839066,
-0.05723721161484718,
-0.030425619333982468,
-0.013076702132821083,
-0.04533921182155609,
-0.03268454596400261,
-0.04794660583138466,
-0.03151343762874603,
-0.018292013555765152,
0.004856320563703775,
-0.01360668707638979,
0.02352442778646946,
0.010294060222804546,
0.04147673770785332,
0.025142045691609383,
0.06036892533302307,
-0.020956069231033325,
-0.041158970445394516,
0.04311094060540199,
0.006424364633858204,
0.004216426983475685,
-0.06267666071653366,
-0.04303808510303497,
0.03422265872359276,
0.025170201435685158,
0.01077856682240963,
-0.0220990888774395,
0.08639903366565704,
0.014496972784399986,
-0.0008455613860860467,
-0.006706035230308771,
-0.0022788557689636946,
-0.012455438263714314,
-0.023010002449154854,
0.00006397662218660116,
-0.024353381246328354,
-0.06599420309066772,
-0.04088009148836136,
0.004993855021893978,
0.05866619199514389,
-0.06819774210453033,
-0.05583265423774719,
0.003983187489211559,
0.053170766681432724,
0.057524632662534714,
-0.029503533616662025,
-0.03576406463980675,
-0.012453136034309864,
-0.0691525936126709,
-0.024426743388175964,
0.018126292154192924,
0.007244554348289967,
0.0005106123280711472,
0.03462376073002815,
0.020952623337507248,
-0.04013758897781372,
0.03453466296195984,
0.03364428132772446,
0.07930449396371841,
-0.022648483514785767,
-0.06275206059217453,
0.03133739158511162,
-0.046323180198669434,
0.017102282494306564,
0.007497030310332775,
-0.031046073883771896,
-0.015403956174850464,
-0.10700475424528122,
-0.008127324283123016,
-0.014624386094510555,
0.0016073297010734677,
-0.011270490474998951,
0.03371363878250122,
-0.03523871302604675,
-0.03831281512975693,
0.0064687239937484264,
0.007925361394882202,
0.03428596258163452,
-0.02603048086166382,
0.06740890443325043,
-0.010283325798809528,
0.038011275231838226,
-0.04715294390916824,
0.011301875114440918,
-0.0469496063888073,
-0.004748686216771603,
0.016932141035795212,
0.05397439002990723,
0.006681005470454693,
0.06276431679725647,
0.06731721758842468,
0.03697540611028671,
-0.045402105897665024,
0.020586419850587845,
0.062029823660850525,
-0.006607675924897194,
-0.02926354855298996,
0.01509502436965704,
-0.01347210444509983,
-0.026871049776673317,
-0.018743211403489113,
-0.022138992324471474,
0.032346636056900024,
0.03525986522436142,
0.0031475890427827835,
-0.010616890154778957,
-0.0029892215970903635,
-0.0044851829297840595,
-0.0320601724088192,
-0.05418765917420387,
-0.0150412293151021,
-0.0025093466974794865,
-0.018923865631222725,
0.04264428839087486,
0.028216490522027016,
0.0026334282010793686,
0.08101188391447067,
0.05723945423960686,
-0.013540869578719139,
-0.044258229434490204,
0.013312104158103466,
0.03883541747927666,
-0.043646637350320816,
-0.07902812212705612,
-0.05586359277367592,
0.04021315276622772,
0.05496964976191521,
-0.012181121855974197,
-0.0769132450222969,
0.008654707111418247,
0.07090262323617935,
-0.04210821911692619,
0.06827991455793381,
-0.006144699174910784,
0.032033346593379974,
0.07271602749824524,
-0.006247636862099171,
0.02559529058635235,
-0.009913314133882523,
-0.00715253222733736,
0.002211170271039009,
0.04598970338702202,
-0.03164220228791237,
-0.027702726423740387,
-0.03400321677327156,
0.03765466809272766,
0.043969325721263885,
0.034458182752132416,
0.04369815066456795,
-0.00883776880800724,
-0.03876929730176926,
0.04759638383984566,
0.024929197505116463,
-0.027607200667262077,
0.035958029329776764,
0.04219357296824455,
0.03751472011208534,
-0.059576597064733505,
-0.046162884682416916,
-0.006664423272013664,
-0.022665739059448242,
0.02517003007233143,
-0.0031791392248123884,
-0.05103817954659462,
-0.027428215369582176,
0.014088975265622139,
-0.00064870371716097,
-0.009377713315188885,
-0.06301563233137131,
0.04039349779486656,
-0.022682087495923042,
0.00506402924656868,
0.03662990406155586,
0.029710903763771057,
0.023966189473867416,
0.03626229241490364,
-0.013643556274473667,
0.014833834022283554,
-0.039537202566862106,
0.06074905022978783,
-0.028180908411741257,
-0.038115229457616806,
0.014640295878052711,
-0.05180202051997185,
-0.026350487023591995,
-0.03572782874107361,
-0.038994111120700836,
-0.03580192103981972,
-0.017534645274281502,
0.027550004422664642,
-0.01226037461310625,
-0.007171822711825371,
-0.043393079191446304,
0.03186502307653427,
-0.0199957937002182,
-0.008485032245516777,
-0.05560518801212311,
-0.024906201288104057,
-0.06936527043581009,
-0.044229645282030106,
0.0018966324860230088,
0.016238443553447723,
0.017475483939051628,
0.021316861733794212,
0.017119599506258965,
-0.0020718532614409924,
0.005346525926142931,
-0.021100837737321854,
0.021096082404255867,
0.0005494369543157518,
0.0013270279159769416,
-0.030507389456033707,
0.018971454352140427,
0.018290432170033455,
0.03785528242588043,
0.006462319754064083,
0.055268481373786926,
0.014185761101543903,
-0.018419766798615456,
-0.020787205547094345,
0.04149959236383438,
0.01374768279492855,
-0.07567696273326874,
-0.03425445035099983,
-0.013702565804123878,
-0.017258957028388977,
0.04296179115772247,
-0.022150201722979546,
-0.012323553673923016,
0.03826139122247696,
0.01795242726802826,
0.03758237883448601,
-0.015566558577120304,
-0.02928178384900093,
0.0011780568165704608,
-0.016303716227412224,
0.03429132699966431,
-0.035763904452323914,
0.04173741117119789,
-0.046443406492471695,
0.021964995190501213,
-0.020690282806754112,
0.0009576703887432814,
-0.02966804802417755,
0.047832801938056946,
-0.034012410789728165,
-0.027637705206871033,
-0.01750272326171398,
0.023197412490844727,
-0.04847189038991928,
0.03222052752971649,
-0.015013832598924637,
0.021827498450875282,
-0.0369650200009346,
0.03717056289315224,
-0.021488195285201073,
-0.017094599083065987,
-0.031526438891887665,
-0.007072847336530685,
-0.04297865182161331,
-0.03880781680345535,
-0.01586236245930195,
-0.032016120851039886,
0.01238968688994646,
0.02728484570980072,
0.029052797704935074,
0.036682769656181335,
0.011199967935681343,
0.006489424966275692,
0.021623332053422928,
-0.07538636773824692,
-0.004768215119838715,
-0.0006609725533053279,
0.022268863394856453,
-0.013557842001318932,
0.04762090742588043,
0.030365439131855965,
-0.05478094890713692,
-0.05061984062194824,
0.0779949277639389,
0.02549947053194046,
0.012484770268201828,
0.008445504121482372,
0.037584979087114334,
0.02655283361673355,
0.023782193660736084,
-0.03615037351846695,
-0.011450334452092648,
-0.023418063297867775,
-0.04316447675228119,
0.03853314742445946,
0.017313871532678604,
0.06250397115945816,
0.053203754127025604,
-0.03212101757526398,
-0.031125934794545174,
0.05902881547808647,
0.018832361325621605,
0.015495438128709793,
0.007554711773991585,
-0.028239071369171143,
0.05139164254069328,
-0.0028325251769274473,
-0.061510879546403885,
0.016954250633716583,
0.007818932645022869,
-0.029170021414756775,
0.06816037744283676,
0.004638924729079008,
0.024591485038399696,
0.036402296274900436,
0.014724918641149998,
0.01011422835290432,
0.07871030271053314,
-0.03488971292972565,
0.025177152827382088,
0.04644797742366791,
-0.04826848953962326,
-0.023480406031012535,
-0.03053084947168827,
0.07619553059339523,
-0.04582243785262108,
0.04147151857614517,
0.039772629737854004,
0.02527543157339096,
0.02485533617436886,
-0.03544934093952179,
-0.027305062860250473,
0.01576227881014347,
-0.055301032960414886,
0.06312837451696396,
-0.008898075670003891,
-0.05599086731672287,
0.05567069351673126,
0.02329346537590027,
-0.0548437274992466,
0.05126388370990753,
0.05028069391846657,
0.03793662041425705,
0.05594446882605553,
0.03918565809726715,
-0.05187429115176201,
-0.011758723296225071,
-0.02000412531197071,
0.02936328947544098,
-0.030137311667203903,
-0.013876342214643955,
0.027846699580550194,
-0.02863691933453083,
-0.021474545821547508,
0.06049683317542076,
-0.011005694046616554,
-0.00869128480553627,
0.03406447172164917,
-0.0396016500890255,
-0.024134991690516472,
0.003462049178779125,
0.024206727743148804,
-0.0322454534471035,
-0.004472741391509771,
-0.05832551792263985,
0.019694820046424866,
0.007891972549259663,
0.003049993421882391,
-0.02383219264447689,
0.0012641448993235826,
0.011896426789462566,
-0.08749020099639893,
-0.03712119162082672,
0.04878227785229683,
-0.005741404369473457,
-0.025701291859149933,
0.023382358253002167,
0.00037627879646606743,
0.03711557015776634,
0.02856598049402237,
-0.00699474336579442,
0.01906660571694374,
-0.038578908890485764,
-0.0024365505669265985,
0.004443459678441286,
-0.018186936154961586,
0.01958368718624115,
-0.02142903581261635,
0.02366364188492298,
0.03621695190668106,
0.017266253009438515,
0.014484511688351631,
-0.035925887525081635,
-0.042721111327409744,
0.03435617312788963,
-0.0097883939743042,
0.011403369717299938,
-0.018123378977179527,
-0.04644224792718887,
-0.052218277007341385,
-0.010113841854035854,
-0.028101425617933273,
0.03911712393164635,
-0.03586174547672272,
-0.002202535979449749,
0.05383629351854324,
-0.009016639553010464,
-0.05368129536509514,
-0.09725680202245712,
-0.018844887614250183,
-0.04517185315489769,
0.015588556416332722,
0.053747210651636124,
-0.03338908031582832,
0.04093245789408684,
-0.06640885770320892,
-0.04690508916974068,
0.0417853407561779,
0.0254280436784029,
-0.05111761763691902,
0.0443878248333931,
0.04422428458929062,
-0.04843069985508919,
0.01187631580978632,
0.02019432559609413,
-0.0400749035179615,
0.027297208085656166,
0.01276321616023779,
0.05052807927131653,
0.00914584007114172,
0.026857860386371613,
-0.03873126208782196,
-0.026049170643091202,
-0.05932341143488884,
-0.045404914766550064,
-0.066442109644413,
0.014287744648754597,
0.07406025379896164
] |
dccuchile/albert-xlarge-spanish-finetuned-qa-mlqa | [
"pytorch",
"albert",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | {
"architectures": [
"AlbertForQuestionAnswering"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | 2021-11-08T14:36:38Z | # BERT-tiny model finetuned with M-FAC
This model is finetuned on SST-2 dataset with state-of-the-art second-order optimizer M-FAC.
Check NeurIPS 2021 paper for more details on M-FAC: [https://arxiv.org/pdf/2107.03356.pdf](https://arxiv.org/pdf/2107.03356.pdf).
## Finetuning setup
For fair comparison against default Adam baseline, we finetune the model in the same framework as described here [https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification](https://github.com/huggingface/transformers/tree/master/examples/pytorch/text-classification) and just swap Adam optimizer with M-FAC.
Hyperparameters used by M-FAC optimizer:
```bash
learning rate = 1e-4
number of gradients = 1024
dampening = 1e-6
```
## Results
We share the best model out of 5 runs with the following score on SST-2 validation set:
```bash
accuracy = 83.02
```
Mean and standard deviation for 5 runs on SST-2 validation set:
| | Accuracy |
|:----:|:-----------:|
| Adam | 80.11 ± 0.65 |
| M-FAC | 81.86 ± 0.76 |
Results can be reproduced by adding M-FAC optimizer code in [https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py](https://github.com/huggingface/transformers/blob/master/examples/pytorch/text-classification/run_glue.py) and running the following bash script:
```bash
CUDA_VISIBLE_DEVICES=0 python run_glue.py \
--seed 42 \
--model_name_or_path prajjwal1/bert-tiny \
--task_name sst2 \
--do_train \
--do_eval \
--max_seq_length 128 \
--per_device_train_batch_size 32 \
--learning_rate 1e-4 \
--num_train_epochs 3 \
--output_dir out_dir/ \
--optim MFAC \
--optim_args '{"lr": 1e-4, "num_grads": 1024, "damp": 1e-6}'
```
We believe these results could be improved with modest tuning of hyperparameters: `per_device_train_batch_size`, `learning_rate`, `num_train_epochs`, `num_grads` and `damp`. For the sake of fair comparison and a robust default setup we use the same hyperparameters across all models (`bert-tiny`, `bert-mini`) and all datasets (SQuAD version 2 and GLUE).
Our code for M-FAC can be found here: [https://github.com/IST-DASLab/M-FAC](https://github.com/IST-DASLab/M-FAC).
A step-by-step tutorial on how to integrate and use M-FAC with any repository can be found here: [https://github.com/IST-DASLab/M-FAC/tree/master/tutorials](https://github.com/IST-DASLab/M-FAC/tree/master/tutorials).
## BibTeX entry and citation info
```bibtex
@article{frantar2021m,
title={M-FAC: Efficient Matrix-Free Approximations of Second-Order Information},
author={Frantar, Elias and Kurtic, Eldar and Alistarh, Dan},
journal={Advances in Neural Information Processing Systems},
volume={35},
year={2021}
}
```
| [
-0.01952865533530712,
-0.009077845141291618,
-0.009908375330269337,
0.040135327726602554,
0.020888477563858032,
0.02070319466292858,
-0.024430476129055023,
-0.03287341073155403,
-0.026662547141313553,
0.0390750877559185,
0.036131326109170914,
0.019386351108551025,
0.027903709560632706,
0.039933837950229645,
-0.021319475024938583,
-0.026876118034124374,
-0.002645095344632864,
-0.027600716799497604,
-0.008424434810876846,
0.012606165371835232,
-0.006253174040466547,
-0.002695368370041251,
-0.0022773195523768663,
0.0005065173027105629,
0.012980406172573566,
0.01681235432624817,
-0.004289118107408285,
0.02877553552389145,
0.038799386471509933,
-0.06338431686162949,
0.020607799291610718,
-0.04646451398730278,
-0.04910346120595932,
-0.022467294707894325,
-0.01759433187544346,
0.003882938763126731,
0.005701974965631962,
-0.007715273182839155,
0.018756816163659096,
0.05860619992017746,
0.019956808537244797,
0.007708115503191948,
-0.020290056243538857,
-0.02194020338356495,
0.04696103557944298,
0.005482872948050499,
-0.043001219630241394,
-0.003779193852096796,
0.039708461612463,
-0.046626050025224686,
-0.030984854325652122,
-0.0725640058517456,
-0.05727194622159004,
0.03631008416414261,
-0.001060322392731905,
-0.015967849642038345,
-0.048501260578632355,
-0.022786105051636696,
0.08070524781942368,
-0.019606996327638626,
-0.030666116625070572,
0.0030598652083426714,
-0.044905416667461395,
0.024290675297379494,
0.060337718576192856,
-0.02041032165288925,
-0.0001476712350267917,
-0.021980158984661102,
0.032675035297870636,
-0.0339365229010582,
0.06661885976791382,
-0.019817102700471878,
0.015922151505947113,
-0.09394694864749908,
0.004499591421335936,
-0.03474344313144684,
0.04634307697415352,
0.05172794684767723,
-0.03886556997895241,
0.0434466153383255,
0.03902965784072876,
0.0015141005860641599,
0.03511027246713638,
-0.00011493066267576069,
-0.01269328873604536,
0.02596564032137394,
-0.03238896653056145,
0.027659427374601364,
-0.0013506452087312937,
0.04440969601273537,
-0.04642746224999428,
-0.034462153911590576,
-0.049789056181907654,
-0.05073444917798042,
-0.03164622187614441,
0.02855316363275051,
0.006038429215550423,
-0.036265287548303604,
0.024074995890259743,
0.04640231281518936,
0.018511459231376648,
0.06697741895914078,
-0.023481136187911034,
0.045286424458026886,
-0.00537091912701726,
-0.005146428942680359,
-0.03126249462366104,
-0.02805771492421627,
-0.054501403123140335,
0.04264640063047409,
0.03220484405755997,
-0.026447953656315804,
-0.03985747694969177,
0.05979406088590622,
0.009793996810913086,
-0.02144128829240799,
0.062168244272470474,
-0.028460809960961342,
-0.050316281616687775,
-0.06318686157464981,
0.03904268145561218,
0.003972092177718878,
0.028552893549203873,
-0.025255702435970306,
-0.050766721367836,
0.011160929687321186,
-0.010389658622443676,
-0.017957719042897224,
-0.02744632214307785,
0.04071780666708946,
0.007861114107072353,
0.060946181416511536,
0.024382445961236954,
-0.06405048072338104,
0.01123564038425684,
0.005480376537889242,
-0.07824094593524933,
0.05793588235974312,
0.04028496518731117,
0.10904184728860855,
-0.047254279255867004,
-0.03850504755973816,
0.02051103487610817,
0.0118357352912426,
-0.02921312488615513,
0.0027718038763850927,
0.022226305678486824,
-0.036941979080438614,
-0.02085009589791298,
-0.0012755092466250062,
0.03381700441241264,
-0.05153234675526619,
0.00029505655402317643,
0.04569654539227486,
-0.006219037808477879,
0.025616707280278206,
-0.06265157461166382,
0.0016629985766485333,
0.02826678566634655,
0.009737369604408741,
-0.03721930459141731,
0.046313680708408356,
-0.014990584924817085,
-0.028756780549883842,
-0.04632147401571274,
-0.051716048270463943,
-0.007110083010047674,
0.0806775838136673,
0.012968001887202263,
-0.023403583094477654,
-0.01154361292719841,
0.014815626665949821,
0.043733999133110046,
0.05784424766898155,
-0.012504764832556248,
0.02610800974071026,
0.06194961443543434,
0.03369792550802231,
-0.02174997702240944,
0.047327667474746704,
0.019615178927779198,
-0.023435024544596672,
-0.03095775842666626,
0.02389373816549778,
-0.010901612229645252,
-0.031814463436603546,
0.046071477234363556,
0.03479975461959839,
-0.007476620841771364,
-0.035047970712184906,
-0.059163376688957214,
0.04303500056266785,
-0.03244011476635933,
0.0036887277383357286,
-0.0022819216828793287,
-0.0077180457301437855,
-0.007263320032507181,
0.032448939979076385,
-0.006710835266858339,
0.0002814113104250282,
-0.01546443160623312,
-0.06488291919231415,
0.012224020436406136,
-0.022107865661382675,
0.029772501438856125,
0.06067769601941109,
0.0025340791326016188,
0.05553401634097099,
-0.04034492373466492,
0.031028565019369125,
-0.049121275544166565,
-0.04080498218536377,
0.029701853170990944,
0.054689355194568634,
0.027797354385256767,
0.05499747022986412,
-0.00705849751830101,
-0.03918962553143501,
0.023170089349150658,
0.03569024056196213,
0.031136896461248398,
0.006216403096914291,
-0.03610645607113838,
-0.013408306986093521,
0.02546439878642559,
0.05880768224596977,
-0.05960256978869438,
-0.04846077784895897,
0.01154978945851326,
0.052413515746593475,
-0.024137450382113457,
0.015938878059387207,
-0.0013266734313219786,
0.03727137669920921,
-0.029156742617487907,
-0.054503679275512695,
0.056931737810373306,
0.02405811846256256,
-0.0012898604618385434,
0.021855905652046204,
-0.01584792323410511,
0.01553334016352892,
0.03397255018353462,
0.016582420095801353,
-0.011508796364068985,
-0.029417600482702255,
0.012484079226851463,
0.040545329451560974,
0.04116612672805786,
-0.05948932468891144,
0.034106869250535965,
-0.0019335837569087744,
-0.011343248188495636,
0.011148371733725071,
-0.030208706855773926,
0.04115615412592888,
0.03455914929509163,
0.005284359212964773,
-0.012273024767637253,
0.02347365953028202,
0.003325673518702388,
0.05780041590332985,
0.04216849058866501,
-0.020142413675785065,
0.07826132327318192,
-0.008257558569312096,
0.033028051257133484,
0.09685859084129333,
0.00920834019780159,
0.024867843836545944,
0.04020477458834648,
0.0743950754404068,
0.007744275964796543,
-0.01965504325926304,
0.06547736376523972,
-0.07739634811878204,
-0.0015257354825735092,
-0.03182223439216614,
0.01983295939862728,
-0.010243642143905163,
-0.016304543241858482,
0.03723301365971565,
0.03487377613782883,
-0.004526860546320677,
0.002249365672469139,
-0.00534566305577755,
0.0031369919888675213,
0.03299202397465706,
-0.0030939632561057806,
0.013663288205862045,
-0.006229911465197802,
-0.04320720210671425,
-0.022826749831438065,
-0.07043351978063583,
-0.04852268472313881,
-0.009480171836912632,
-0.03551197052001953,
0.0061359042301774025,
-0.08535629510879517,
-0.03199124336242676,
-0.07401969283819199,
-0.024193229153752327,
0.03622332587838173,
0.013446600176393986,
0.006299480330199003,
-0.03061879426240921,
-0.0005003732512705028,
-0.027385076507925987,
-0.041399937123060226,
-0.03661356121301651,
-0.0301422830671072,
-0.027992529794573784,
-0.06461431831121445,
0.037959057837724686,
0.026036204770207405,
0.02652653120458126,
-0.0017563627334311604,
0.012982097454369068,
-0.0017311039846390486,
-0.02854517288506031,
0.032930463552474976,
0.03875809162855148,
-0.03947930783033371,
-0.0691218376159668,
0.0014077657833695412,
-0.023227402940392494,
0.04176997020840645,
-0.004048552364110947,
-0.02624374069273472,
0.07160113751888275,
0.0754433199763298,
0.010367478244006634,
0.021927455440163612,
-0.012338615953922272,
-0.06421428918838501,
-0.0730721652507782,
-0.023752883076667786,
-0.016938913613557816,
-0.04197392612695694,
-0.03292373567819595,
-0.04556848481297493,
-0.037577562034130096,
-0.02470497041940689,
-0.010688033886253834,
-0.019926197826862335,
0.02640972100198269,
0.01365308091044426,
0.038289234042167664,
0.019206302240490913,
0.051805973052978516,
-0.0265581663697958,
-0.042131680995225906,
0.042840469628572464,
0.0064409957267344,
-0.006834948901087046,
-0.0552498884499073,
-0.026573698967695236,
0.022213533520698547,
0.028417175635695457,
-0.004982871934771538,
-0.010571509599685669,
0.07190593332052231,
0.018755769357085228,
0.004271810408681631,
-0.012353602796792984,
-0.005266539286822081,
-0.008346907794475555,
-0.009984128177165985,
0.0009942256147041917,
-0.012908059172332287,
-0.05361035093665123,
-0.04890848696231842,
-0.0061880615539848804,
0.05151084437966347,
-0.07021473348140717,
-0.05299082398414612,
0.012902350164949894,
0.04788166284561157,
0.05457717552781105,
-0.019600996747612953,
-0.04332964867353439,
-0.011611776426434517,
-0.06711051613092422,
-0.02498643286526203,
0.017862949520349503,
-0.0019068558467552066,
-0.0067665972746908665,
0.044406596571207047,
0.009537202306091785,
-0.03166773170232773,
0.03602602332830429,
0.03346213698387146,
0.07909585535526276,
-0.031791456043720245,
-0.07315649837255478,
0.03739511966705322,
-0.04961095005273819,
0.019905179738998413,
0.013686268590390682,
-0.04195225238800049,
-0.015194754116237164,
-0.10558673739433289,
0.0010745926992967725,
-0.01394595392048359,
0.009258804842829704,
-0.01452773716300726,
0.043593183159828186,
-0.027851786464452744,
-0.04811948537826538,
-0.0022902474738657475,
0.014510486274957657,
0.03636489808559418,
-0.014807937666773796,
0.07034755498170853,
-0.007947518490254879,
0.029316946864128113,
-0.05716165527701378,
-0.004078960511833429,
-0.05358507111668587,
-0.013773951679468155,
0.012367494404315948,
0.05548495426774025,
0.008601145818829536,
0.05817679315805435,
0.0695011168718338,
0.037841327488422394,
-0.04656944423913956,
0.022200176492333412,
0.052565593272447586,
-0.003051915904507041,
-0.040658947080373764,
0.012918151915073395,
-0.024523301050066948,
-0.02748715505003929,
-0.018468286842107773,
-0.023162903264164925,
0.03359171748161316,
0.027811484411358833,
-0.00040782627183943987,
-0.025463348254561424,
-0.00977917481213808,
-0.01048443466424942,
-0.0307295024394989,
-0.0605543814599514,
-0.020422540605068207,
-0.00524534098803997,
-0.018296165391802788,
0.03786901757121086,
0.026339536532759666,
0.0018964832415804267,
0.08821945637464523,
0.05831592530012131,
-0.012770656496286392,
-0.039995282888412476,
0.025490663945674896,
0.038406677544116974,
-0.03774264082312584,
-0.07592923194169998,
-0.048069436103105545,
0.042266521602869034,
0.05346053093671799,
-0.013629377819597721,
-0.08352868258953094,
0.009237218648195267,
0.07035524398088455,
-0.046382125467061996,
0.07208771258592606,
-0.007553837727755308,
0.04350997507572174,
0.07273305952548981,
-0.004518964793533087,
0.037808358669281006,
-0.01444373931735754,
-0.007996472530066967,
0.01047586090862751,
0.046025678515434265,
-0.022226771339774132,
-0.03818373754620552,
-0.03685929998755455,
0.04416713863611221,
0.033387795090675354,
0.03887823224067688,
0.04764893651008606,
-0.013427668251097202,
-0.046596329659223557,
0.03218422457575798,
0.03925558179616928,
-0.03166758269071579,
0.022602474316954613,
0.037953563034534454,
0.04453950375318527,
-0.05045298486948013,
-0.04486202076077461,
-0.019457971677184105,
-0.027590276673436165,
0.033315494656562805,
-0.006777812261134386,
-0.03979775682091713,
-0.04311918467283249,
0.007409571669995785,
0.0014766650274395943,
-0.00999649427831173,
-0.06465370208024979,
0.030955104157328606,
-0.019344689324498177,
-0.004793427884578705,
0.03306567668914795,
0.0297845546156168,
0.03451468050479889,
0.04639068990945816,
0.004497343208640814,
0.013649937696754932,
-0.037304364144802094,
0.05031025782227516,
-0.028515081852674484,
-0.036250315606594086,
0.006213291548192501,
-0.05494653061032295,
-0.027489325031638145,
-0.02620191127061844,
-0.03601580113172531,
-0.044821590185165405,
-0.019514596089720726,
0.01681704632937908,
-0.009678478352725506,
-0.010741496458649635,
-0.04029102250933647,
0.02156379260122776,
-0.020330015569925308,
-0.01497326698154211,
-0.05360185727477074,
-0.017148742452263832,
-0.0681602880358696,
-0.044023238122463226,
0.00642707385122776,
0.006656260695308447,
0.012856177985668182,
0.012150656431913376,
0.008026182651519775,
-0.0017203830648213625,
0.005264220759272575,
-0.02563290297985077,
0.018180686980485916,
-0.0035065817646682262,
-0.018574250862002373,
-0.018431242555379868,
0.028217576444149017,
0.016977451741695404,
0.030852658674120903,
-0.006110744085162878,
0.05066004395484924,
0.022997986525297165,
-0.023284027352929115,
-0.03056051954627037,
0.04246858134865761,
0.022552384063601494,
-0.07078948616981506,
-0.03206813335418701,
-0.01917552389204502,
-0.020986245945096016,
0.052217189222574234,
-0.00947372242808342,
-0.004836209584027529,
0.04841354861855507,
0.030968325212597847,
0.03833271935582161,
-0.006810665130615234,
-0.029396645724773407,
-0.0038696546107530594,
-0.019728362560272217,
0.03703026473522186,
-0.042393337935209274,
0.03590892255306244,
-0.05157715082168579,
0.02919776737689972,
-0.009162500500679016,
0.008812110871076584,
-0.019018350169062614,
0.04964522644877434,
-0.03427191823720932,
-0.011223339475691319,
-0.01673043705523014,
0.014180047437548637,
-0.05044293776154518,
0.03382417932152748,
-0.0075917490758001804,
0.008654337376356125,
-0.03641040623188019,
0.04104587808251381,
-0.02181410975754261,
-0.011167611926794052,
-0.032090652734041214,
-0.008197488263249397,
-0.03277049958705902,
-0.04324609413743019,
-0.021156346425414085,
-0.024323485791683197,
0.03899763152003288,
0.028105629608035088,
0.023433856666088104,
0.039913609623909,
0.0010640061227604747,
0.001961891306564212,
0.016175081953406334,
-0.07159465551376343,
-0.011243551969528198,
0.003930198028683662,
0.03220842778682709,
-0.019137036055326462,
0.05467420071363449,
0.02527862973511219,
-0.06138058379292488,
-0.04723278805613518,
0.07144128531217575,
0.02809510938823223,
0.0068817585706710815,
0.008918318897485733,
0.03511132299900055,
0.030795741826295853,
0.040800370275974274,
-0.025086471810936928,
-0.016681011766195297,
-0.02228178270161152,
-0.05073896422982216,
0.03927909955382347,
0.01166670024394989,
0.04845110699534416,
0.0420239120721817,
-0.03101833164691925,
-0.0366692990064621,
0.05747610703110695,
0.010971576906740665,
0.007745364680886269,
0.013957980088889599,
-0.03557258099317551,
0.04241780936717987,
-0.009931371547281742,
-0.06294424831867218,
0.01307463925331831,
0.024699945002794266,
-0.01921236701309681,
0.07435554265975952,
0.0044015273451805115,
0.023121032863855362,
0.02915426343679428,
0.012115051038563251,
-0.005286978092044592,
0.06857876479625702,
-0.038338784128427505,
0.02988157980144024,
0.04752332717180252,
-0.044544070959091187,
-0.017999736592173576,
-0.01457291655242443,
0.0719556137919426,
-0.05092070624232292,
0.04442571848630905,
0.04513392969965935,
0.027155444025993347,
0.02231425791978836,
-0.04150652140378952,
-0.023062780499458313,
0.021931830793619156,
-0.059574373066425323,
0.06673245131969452,
-0.0013938447227701545,
-0.052919261157512665,
0.06407720595598221,
0.010126536712050438,
-0.06659674644470215,
0.05703558772802353,
0.03986527398228645,
0.029748540371656418,
0.05285298451781273,
0.03920617699623108,
-0.046731095761060715,
-0.005172870587557554,
-0.03935717046260834,
0.025725167244672775,
-0.03053787723183632,
-0.01205812394618988,
0.03143816068768501,
-0.02481355518102646,
-0.011771110817790031,
0.058094579726457596,
-0.025892464444041252,
-0.01564067415893078,
0.03180873394012451,
-0.0353056900203228,
-0.02617928944528103,
0.00813301932066679,
0.01605973020195961,
-0.023607613518834114,
-0.001011507585644722,
-0.04521157965064049,
0.023337818682193756,
-0.0032470400910824537,
-0.0014681002357974648,
-0.025859031826257706,
0.004527352750301361,
0.014484375715255737,
-0.0674004778265953,
-0.032620955258607864,
0.06069652736186981,
0.0027246656827628613,
-0.024819299578666687,
0.0299359280616045,
0.008137262426316738,
0.030835464596748352,
0.017907485365867615,
-0.010818416252732277,
0.02985001541674137,
-0.024212749674916267,
-0.008917054161429405,
0.0035598818212747574,
-0.012375855818390846,
0.014902434311807156,
-0.019177662208676338,
0.017254840582609177,
0.021765192970633507,
0.021625610068440437,
0.003124761627987027,
-0.03581106662750244,
-0.038081612437963486,
0.025238338857889175,
-0.0132964001968503,
0.014803502708673477,
-0.02269580215215683,
-0.05016506463289261,
-0.04406532272696495,
-0.003597874194383621,
-0.03076014295220375,
0.03909517079591751,
-0.04859787970781326,
-0.003488088957965374,
0.06327123194932938,
-0.01734868623316288,
-0.04850194975733757,
-0.08403609693050385,
-0.01564614661037922,
-0.029074976220726967,
0.017669307067990303,
0.04260353744029999,
-0.030851267278194427,
0.03974249213933945,
-0.04426473006606102,
-0.05402315407991409,
0.037315744906663895,
0.03142961487174034,
-0.04545167088508606,
0.045756950974464417,
0.04109426587820053,
-0.05163981020450592,
0.0061953128315508366,
0.020760228857398033,
-0.046300552785396576,
0.02949795126914978,
0.01793239265680313,
0.046251945197582245,
-0.0030288402922451496,
0.030645372346043587,
-0.04370437189936638,
-0.024532368406653404,
-0.06561508029699326,
-0.04426382854580879,
-0.05399926379323006,
0.011369861662387848,
0.07061003148555756
] |
dccuchile/albert-xxlarge-spanish-finetuned-xnli | [
"pytorch",
"albert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"AlbertForSequenceClassification"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 68 | null | ---
widget:
- text: "El dólar se dispara tras la reunión de la Fed"
---
# Spanish News Classification Headlines
SNCH: this model was develop by [M47Labs](https://www.m47labs.com/es/) the goal is text classification, the base model use was [BETO](https://huggingface.co/dccuchile/bert-base-spanish-wwm-cased), it was fine-tuned on 1000 example dataset.
## Dataset Sample
Dataset size : 1000
Columns: idTask,task content 1,idTag,tag.
|idTask|task content 1|idTag|tag|
|------|------|------|------|
|3637d9ac-119c-4a8f-899c-339cf5b42ae0|Alcalá de Guadaíra celebra la IV Semana de la Diversidad Sexual con acciones de sensibilización|81b36360-6cbf-4ffa-b558-9ef95c136714|sociedad|
|d56bab52-0029-45dd-ad90-5c17d4ed4c88|El Archipiélago Chinijo Graciplus se impone en el Trofeo Centro Comercial Rubicón|ed198b6d-a5b9-4557-91ff-c0be51707dec|deportes|
|dec70bc5-4932-4fa2-aeac-31a52377be02|Un total de 39 personas padecen ELA actualmente en la provincia|81b36360-6cbf-4ffa-b558-9ef95c136714|sociedad|
|fb396ba9-fbf1-4495-84d9-5314eb731405|Eurocopa 2021 : Italia vence a Gales y pasa a octavos con su candidatura reforzada|ed198b6d-a5b9-4557-91ff-c0be51707dec|deportes|
|bc5a36ca-4e0a-422e-9167-766b41008c01|Resolución de 10 de junio de 2021, del Ayuntamiento de Tarazona de La Mancha (Albacete), referente a la convocatoria para proveer una plaza.|81b36360-6cbf-4ffa-b558-9ef95c136714|sociedad|
|a87f8703-ce34-47a5-9c1b-e992c7fe60f6|El primer ministro sueco pierde una moción de censura|209ae89e-55b4-41fd-aac0-5400feab479e|politica|
|d80bdaad-0ad5-43a0-850e-c473fd612526|El dólar se dispara tras la reunión de la Fed|11925830-148e-4890-a2bc-da9dc059dc17|economia|
## Labels:
* ciencia_tecnologia
* clickbait
* cultura
* deportes
* economia
* educacion
* medio_ambiente
* opinion
* politica
* sociedad
## Example of Use
### Pipeline
```{python}
import torch
from transformers import AutoTokenizer, BertForSequenceClassification,TextClassificationPipeline
review_text = 'los vehiculos que esten esperando pasajaeros deberan estar apagados para reducir emisiones'
path = "M47Labs/spanish_news_classification_headlines"
tokenizer = AutoTokenizer.from_pretrained(path)
model = BertForSequenceClassification.from_pretrained(path)
nlp = TextClassificationPipeline(task = "text-classification",
model = model,
tokenizer = tokenizer)
print(nlp(review_text))
```
```[{'label': 'medio_ambiente', 'score': 0.5648820996284485}]```
### Pytorch
```{python}
import torch
from transformers import AutoTokenizer, BertForSequenceClassification,TextClassificationPipeline
from numpy import np
model_name = 'M47Labs/spanish_news_classification_headlines'
MAX_LEN = 32
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForSequenceClassification.from_pretrained(model_name)
texto = "las emisiones estan bajando, debido a las medidas ambientales tomadas por el gobierno"
encoded_review = tokenizer.encode_plus(
texto,
max_length=MAX_LEN,
add_special_tokens=True,
#return_token_type_ids=False,
pad_to_max_length=True,
return_attention_mask=True,
return_tensors='pt',
)
input_ids = encoded_review['input_ids']
attention_mask = encoded_review['attention_mask']
output = model(input_ids, attention_mask)
_, prediction = torch.max(output['logits'], dim=1)
print(f'Review text: {texto}')
print(f'Sentiment : {model.config.id2label[prediction.detach().cpu().numpy()[0]]}')
```
```Review text: las emisiones estan bajando, debido a las medidas ambientales tomadas por el gobierno```
```Sentiment : medio_ambiente```
A more in depth example on how to use the model can be found in this colab notebook: https://colab.research.google.com/drive/1XsKea6oMyEckye2FePW_XN7Rf8v41Cw_?usp=sharing
## Finetune Hyperparameters
* MAX_LEN = 32
* TRAIN_BATCH_SIZE = 8
* VALID_BATCH_SIZE = 4
* EPOCHS = 5
* LEARNING_RATE = 1e-05
## Train Results
|n_example|epoch|loss|acc|
|------|------|------|------|
|100|0|2.286327266693115|12.5|
|100|1|2.018876111507416|40.0|
|100|2|1.8016730904579163|43.75|
|100|3|1.6121837735176086|46.25|
|100|4|1.41565443277359|68.75|
|n_example|epoch|loss|acc|
|------|------|------|------|
|500|0|2.0770938420295715|24.5|
|500|1|1.6953029704093934|50.25|
|500|2|1.258900796175003|64.25|
|500|3|0.8342628020048142|78.25|
|500|4|0.5135736921429634|90.25|
|n_example|epoch|loss|acc|
|------|------|------|------|
|1000|0|1.916002897115854|36.1997226074896|
|1000|1|1.2941598492664295|62.2746185852982|
|1000|2|0.8201534710415117|76.97642163661581|
|1000|3|0.524806430051615|86.9625520110957|
|1000|4|0.30662027455784463|92.64909847434119|
## Validation Results
|n_examples|100|
|------|------|
|Accuracy Score|0.35|
|Precision (Macro)|0.35|
|Recall (Macro)|0.16|
|n_examples|500|
|------|------|
|Accuracy Score|0.62|
|Precision (Macro)|0.60|
|Recall (Macro)|0.47|
|n_examples|1000|
|------|------|
|Accuracy Score|0.68|
|Precision(Macro)|0.68|
|Recall (Macro)|0.64|
| [
-0.004993329290300608,
-0.04211931675672531,
0.012635859660804272,
0.06311043351888657,
0.04498614743351936,
0.03263623267412186,
-0.016272563487291336,
-0.005135213956236839,
-0.044224318116903305,
0.05603748559951782,
-0.015123297460377216,
0.002206166973337531,
-0.005524909123778343,
0.02513357438147068,
-0.04038019850850105,
-0.04033805429935455,
0.012042664922773838,
-0.029918327927589417,
-0.04194039851427078,
-0.01537376455962658,
-0.0015832558274269104,
-0.006939386483281851,
-0.007586815394461155,
0.026121504604816437,
-0.00760672427713871,
0.012333983555436134,
0.022567428648471832,
0.03237135708332062,
0.020835425704717636,
-0.048759445548057556,
-0.021453404799103737,
-0.019019221886992455,
-0.045607857406139374,
-0.0471419133245945,
-0.03402125835418701,
0.004395034164190292,
0.004890320356935263,
-0.0029534988570958376,
0.011902480386197567,
0.0494142509996891,
-0.01761491596698761,
0.016639648005366325,
-0.0016023059142753482,
-0.0404009073972702,
0.030185827985405922,
0.015159234404563904,
-0.0519845224916935,
-0.005828093737363815,
0.04567120596766472,
-0.022428182885050774,
-0.061286333948373795,
-0.0761658251285553,
-0.042226679623126984,
0.01038773637264967,
-0.045896951109170914,
-0.045642975717782974,
-0.07305052876472473,
0.02926139533519745,
0.046653784811496735,
-0.02804948389530182,
-0.03513152897357941,
0.005344689358025789,
-0.09250273555517197,
0.009880218654870987,
0.022074291482567787,
-0.042539939284324646,
-0.004916010424494743,
-0.006858807522803545,
0.031413640826940536,
-0.040553826838731766,
0.05263230577111244,
-0.05883871391415596,
0.025398092344403267,
-0.058569490909576416,
-0.0002924279251601547,
-0.027173534035682678,
0.020799728110432625,
0.04721400514245033,
-0.02555670030415058,
0.04280029609799385,
0.054322902113199234,
0.012590170837938786,
0.04043392837047577,
-0.026507865637540817,
-0.03645415976643562,
0.046889230608940125,
-0.05773032084107399,
-0.013795644976198673,
0.02429760992527008,
0.06596703082323074,
-0.02483765222132206,
-0.0064610643312335014,
-0.02832142636179924,
-0.024802865460515022,
-0.014311549253761768,
0.048133544623851776,
0.028596561402082443,
-0.0019683504942804575,
0.030468270182609558,
0.05884712189435959,
0.007437185384333134,
0.04209441319108009,
-0.015826113522052765,
0.06364695727825165,
-0.019959894940257072,
-0.010744420811533928,
-0.018483689054846764,
-0.044012609869241714,
-0.06809943169355392,
0.02456008456647396,
0.017655111849308014,
-0.029965253546833992,
-0.042184241116046906,
0.05531351640820503,
0.01548819150775671,
-0.025450415909290314,
0.05262526497244835,
-0.023097503930330276,
-0.05761124566197395,
-0.036966267973184586,
0.03755224496126175,
0.015959037467837334,
0.018962962552905083,
0.020866306498646736,
-0.03572521358728409,
0.00007426008960464969,
-0.04193534329533577,
-0.030496912077069283,
-0.014506867155432701,
0.01371812168508768,
-0.014705575071275234,
0.026041442528367043,
0.040022872388362885,
-0.06638932973146439,
0.02666836604475975,
-0.005612704902887344,
-0.056904975324869156,
0.05492991954088211,
0.04998905211687088,
0.08271846920251846,
-0.059133198112249374,
-0.04399929195642471,
0.005583579186350107,
0.010646224021911621,
-0.011121993884444237,
0.006157336290925741,
-0.01296166516840458,
-0.045695822685956955,
-0.017761442810297012,
-0.0017869066214188933,
0.05375733971595764,
-0.04710204526782036,
0.0001877636241260916,
0.02914411574602127,
0.0020728784147650003,
0.03846527636051178,
-0.04585444927215576,
-0.0009008647175505757,
0.022806894034147263,
-0.014301164075732231,
-0.018052490428090096,
0.04211239889264107,
0.010797490365803242,
-0.047179222106933594,
-0.051503367722034454,
-0.038791757076978683,
-0.012521220371127129,
0.061749156564474106,
-0.001327508594840765,
-0.022377939894795418,
-0.054287247359752655,
0.008862880058586597,
0.049765896052122116,
-0.007015412673354149,
-0.010044386610388756,
0.02268056571483612,
0.06406664848327637,
0.06661689281463623,
-0.021620651707053185,
0.06432920694351196,
0.0277218259871006,
-0.02063009887933731,
-0.02918333187699318,
0.02021246775984764,
0.007619752548635006,
-0.02225390076637268,
0.014473450370132923,
0.040635764598846436,
0.007638178300112486,
-0.02310699224472046,
-0.01785774901509285,
0.06603632122278214,
-0.006857446860522032,
0.00475563108921051,
-0.01866965927183628,
-0.006599002983421087,
-0.04593558982014656,
0.0645245611667633,
-0.005916837602853775,
-0.011190448887646198,
0.00999942235648632,
-0.05714358389377594,
0.004018447361886501,
0.02561652474105358,
0.01641831174492836,
0.024253010749816895,
0.012641210108995438,
0.08344801515340805,
-0.03564978390932083,
0.023737790063023567,
-0.02627558261156082,
-0.05671941116452217,
0.0037456077989190817,
0.023889167234301567,
0.01822599023580551,
0.06263399124145508,
0.0009448822238482535,
-0.0318501740694046,
0.00936936866492033,
0.035221442580223083,
0.013892322778701782,
0.033879149705171585,
-0.0171826109290123,
0.007140615489333868,
0.04487716034054756,
0.04946976527571678,
-0.05136869102716446,
-0.04174639657139778,
0.02012670785188675,
0.03986499086022377,
-0.03763588145375252,
-0.015766417607665062,
-0.029128339141607285,
0.04414594545960426,
-0.06562279909849167,
-0.07956355065107346,
0.046710263937711716,
0.013169476762413979,
0.0025572190061211586,
0.007747848052531481,
-0.012311408296227455,
0.006977299693971872,
0.028233714401721954,
0.008310189470648766,
0.002382987644523382,
-0.04769710823893547,
-0.0006067403010092676,
0.024148399010300636,
0.03463692218065262,
-0.06157132238149643,
0.007003241218626499,
-0.00963455718010664,
0.007670202292501926,
0.05762204900383949,
-0.06870243698358536,
0.0032348260283470154,
0.043961841613054276,
0.00621821777895093,
-0.0350622795522213,
0.028868183493614197,
0.01172319334000349,
-0.0037820597644895315,
0.046559568494558334,
-0.0001654361840337515,
0.052553825080394745,
-0.024001464247703552,
0.03634006902575493,
0.11031816899776459,
0.030979109928011894,
0.019812483340501785,
0.03538160398602486,
0.05429914593696594,
-0.0017306581139564514,
-0.010613864287734032,
0.061294808983802795,
-0.03132281079888344,
0.0018345207208767533,
-0.026876380667090416,
0.011867956258356571,
0.0017981516430154443,
-0.008098572492599487,
0.012747777625918388,
-0.0029627159237861633,
-0.04347730800509453,
-0.0029131448827683926,
0.0013327915221452713,
0.002921408275142312,
0.04937555640935898,
-0.019420985132455826,
-0.01421352755278349,
-0.004154852591454983,
-0.027665933594107628,
0.0248654093593359,
-0.03770723566412926,
-0.04429076984524727,
-0.007300462573766708,
-0.023612918332219124,
-0.009244890883564949,
-0.06974100321531296,
-0.027251146733760834,
-0.057002704590559006,
-0.0064061488956213,
0.04713329300284386,
0.022121181711554527,
0.009070939384400845,
-0.029341744258999825,
0.011950193904340267,
-0.024116581305861473,
-0.06762051582336426,
-0.030949490144848824,
-0.04046402499079704,
-0.02676420658826828,
-0.08414705097675323,
0.036461085081100464,
0.03587457910180092,
0.03532790020108223,
-0.009054613299667835,
0.023412592709064484,
-0.012497629970312119,
-0.016882071271538734,
0.05925469473004341,
0.05722533538937569,
0.006235989276319742,
-0.04114536941051483,
0.033187124878168106,
-0.005778199061751366,
0.01573614962399006,
0.021729804575443268,
-0.03367161750793457,
0.058044467121362686,
0.08225596696138382,
0.0444503128528595,
0.026147989556193352,
-0.012272573076188564,
-0.03184438869357109,
-0.06639797985553741,
-0.03686007857322693,
-0.01093174796551466,
-0.007021802477538586,
-0.032104868441820145,
-0.07102742791175842,
-0.03933349996805191,
-0.013602391816675663,
0.00594934681430459,
-0.0070990887470543385,
0.03160955011844635,
0.04381542652845383,
0.017165787518024445,
0.045570258051157,
0.025365294888615608,
-0.027554092928767204,
-0.043192628771066666,
0.06232371926307678,
0.009069162420928478,
0.037464749068021774,
-0.08519206196069717,
-0.024058453738689423,
0.04927545040845871,
0.012668469920754433,
0.00046764264698140323,
-0.0013935784809291363,
0.09885606914758682,
0.014948394149541855,
-0.011855415999889374,
0.02054658532142639,
-0.012171490117907524,
-0.03920220211148262,
0.005866378080099821,
-0.010564363561570644,
-0.0177033469080925,
-0.04756847769021988,
-0.040740642696619034,
0.0021599181927740574,
0.06441036611795425,
-0.07137255370616913,
-0.04687333106994629,
-0.012977269478142262,
0.01864021271467209,
0.018688833341002464,
-0.011970500461757183,
-0.052151523530483246,
0.0014425101689994335,
-0.07911288738250732,
-0.027786439284682274,
0.04268961772322655,
-0.0006371664931066334,
-0.005978189874440432,
0.03974771127104759,
0.054569095373153687,
-0.04014940559864044,
0.03237965703010559,
0.027340233325958252,
0.06413077563047409,
0.007042824290692806,
-0.0644395500421524,
0.02574305422604084,
-0.011455541476607323,
0.00829883199185133,
0.004895766265690327,
-0.029056109488010406,
-0.037586577236652374,
-0.07591325789690018,
0.001968196127563715,
0.019384153187274933,
-0.005364038050174713,
-0.02648167312145233,
0.023319924250245094,
-0.0011593254748731852,
0.01035073958337307,
-0.020205290988087654,
0.022544119507074356,
0.024373235180974007,
-0.04055536538362503,
0.06209329888224602,
-0.01861429214477539,
0.011584706604480743,
-0.06992845982313156,
0.002369852736592293,
-0.02090265229344368,
-0.016520937904715538,
-0.014779086224734783,
0.05938495323061943,
0.02046358771622181,
0.03628616780042648,
0.07816671580076218,
0.017132489010691643,
-0.02439717948436737,
0.0582721009850502,
0.03099946305155754,
-0.03700210154056549,
-0.045580096542835236,
-0.0003686794370878488,
-0.0168899018317461,
-0.04577936604619026,
0.0018411503406241536,
-0.02913491614162922,
0.026167435571551323,
0.01801649108529091,
0.008440792560577393,
-0.015364271588623524,
0.013302687555551529,
-0.03871119022369385,
-0.024009034037590027,
-0.0468921922147274,
-0.036535777151584625,
0.0008894136408343911,
-0.03240387886762619,
0.0008274135761894286,
0.021600380539894104,
0.0045351795852184296,
0.06596462428569794,
0.03740687668323517,
-0.024555420503020287,
-0.026890743523836136,
0.02547198347747326,
0.010399533435702324,
-0.056651726365089417,
-0.046469833701848984,
-0.046099502593278885,
0.07024449110031128,
0.027833206579089165,
0.0044552115723490715,
-0.08115141093730927,
-0.007564324885606766,
0.06613624840974808,
-0.029527083039283752,
0.06763233989477158,
-0.015008579008281231,
0.05145927518606186,
0.03691200911998749,
-0.006435387302190065,
0.0632823035120964,
-0.010510510765016079,
0.020989494398236275,
-0.020000986754894257,
0.04871091619133949,
-0.011078493669629097,
-0.05255788937211037,
-0.040122173726558685,
0.045957427471876144,
0.010332677513360977,
0.04522836580872536,
0.05654022842645645,
-0.020121730864048004,
-0.05064968764781952,
0.009431250393390656,
0.052660610526800156,
-0.04576517641544342,
0.0051049236208200455,
0.021245094016194344,
0.054836101830005646,
-0.0425967201590538,
-0.031053543090820312,
0.012422244995832443,
-0.02354568988084793,
0.05604229494929314,
-0.006802824325859547,
-0.031102702021598816,
-0.04082445800304413,
0.012857627123594284,
-0.010195284150540829,
-0.021894782781600952,
-0.06926514208316803,
0.04057621210813522,
-0.028141850605607033,
0.006717289332300425,
0.04745819792151451,
0.045111995190382004,
0.051790062338113785,
0.050396375358104706,
0.011182690039277077,
0.006342979148030281,
-0.0420658215880394,
0.028034092858433723,
-0.043630972504615784,
-0.011501000262796879,
-0.016055477783083916,
-0.05057261884212494,
0.0034392988309264183,
-0.029547352343797684,
-0.047531235963106155,
-0.037508003413677216,
-0.021202145144343376,
0.04160870239138603,
0.02361653558909893,
0.016522487625479698,
-0.04992005228996277,
0.024606013670563698,
0.0027969535440206528,
-0.025101520121097565,
-0.030736150220036507,
-0.017013536766171455,
-0.04682713747024536,
-0.05296485871076584,
0.009183874353766441,
-0.012045870535075665,
0.024290231987833977,
0.0008012215257622302,
0.02700972370803356,
0.03359605371952057,
-0.00354747218079865,
-0.029539350420236588,
0.016188647598028183,
-0.0012849504128098488,
-0.03715656325221062,
-0.009821904823184013,
0.0005628341459669173,
0.03235112130641937,
0.054361823946237564,
-0.037253573536872864,
0.016834206879138947,
0.03660837933421135,
-0.046858370304107666,
-0.003576720366254449,
0.031039327383041382,
0.01977613754570484,
-0.07208626717329025,
-0.04853276535868645,
0.0032184794545173645,
-0.03280036523938179,
0.034495819360017776,
-0.013280509039759636,
-0.006249265279620886,
0.014870447106659412,
0.016454007476568222,
0.02699243277311325,
-0.00801668968051672,
-0.022243566811084747,
-0.005415345076471567,
-0.027953434735536575,
-0.0006180344498716295,
-0.07193755358457565,
0.043771833181381226,
-0.03299346938729286,
-0.008019545115530491,
-0.018790321424603462,
-0.03882768005132675,
-0.03056374005973339,
0.056439995765686035,
-0.015033463947474957,
-0.047182898968458176,
-0.009807621128857136,
0.027365075424313545,
-0.012245601043105125,
0.025082523003220558,
-0.016661766916513443,
0.019752731546759605,
-0.009293715469539165,
0.05049294978380203,
-0.029325583949685097,
-0.0029056156054139137,
-0.00581198837608099,
-0.0033382726833224297,
-0.04787787050008774,
-0.029751921072602272,
-0.02319282852113247,
-0.06815168261528015,
0.031143564730882645,
0.03135252743959427,
0.03952688351273537,
0.016489673405885696,
-0.048412591218948364,
0.014360275119543076,
0.015802936628460884,
-0.084587961435318,
-0.030549926683306694,
0.017278404906392097,
-0.004691265523433685,
0.0026582886930555105,
0.03203100338578224,
0.04675834998488426,
-0.05908622965216637,
-0.030558045953512192,
0.017063388600945473,
0.041501984000205994,
-0.010320351459085941,
-0.009979050606489182,
0.016324931755661964,
0.019663749262690544,
0.015421081334352493,
-0.04794865846633911,
-0.015018874779343605,
-0.0065024313516914845,
-0.024564197286963463,
0.04277418553829193,
0.00010534054308664054,
0.02655930258333683,
0.0266864150762558,
-0.03578810766339302,
-0.006202292162925005,
0.06955938786268234,
0.04387504979968071,
0.015211367048323154,
-0.03991951420903206,
-0.017298227176070213,
0.02358013391494751,
0.006392465438693762,
-0.06779281795024872,
0.008927769027650356,
0.026793526485562325,
-0.01293651107698679,
0.08070673793554306,
-0.006444685626775026,
-0.0008434532792307436,
0.05442289263010025,
0.010534007102251053,
-0.029211580753326416,
0.06294557452201843,
-0.02477039210498333,
-0.0043798149563372135,
0.02883867919445038,
-0.06955007463693619,
0.001049830811098218,
-0.03937528654932976,
0.0765458270907402,
-0.08363835513591766,
0.05062015354633331,
0.054087746888399124,
0.009604192338883877,
0.04218953475356102,
-0.015209472738206387,
-0.054065365344285965,
0.01937933824956417,
-0.0618097260594368,
0.07582193613052368,
-0.022255809977650642,
-0.0837574228644371,
0.09298146516084671,
0.03678824380040169,
-0.07058341056108475,
0.0026348147075623274,
0.06265254318714142,
0.018202943727374077,
0.01175492163747549,
0.04410712420940399,
-0.03585125878453255,
0.012312122620642185,
-0.04132061079144478,
0.035366643220186234,
-0.013844246976077557,
-0.020691031590104103,
0.010236880742013454,
-0.03054627776145935,
-0.01214673463255167,
0.030516186729073524,
-0.01294771023094654,
-0.018471239134669304,
0.02248430997133255,
-0.019718876108527184,
-0.04053405672311783,
0.011989026330411434,
0.03504399582743645,
-0.03568834438920021,
-0.016664765775203705,
-0.03284835070371628,
0.04109620675444603,
0.024389371275901794,
-0.005532669369131327,
-0.035722993314266205,
0.009989961981773376,
0.016411205753684044,
-0.08700008690357208,
-0.04031515121459961,
0.04640679806470871,
0.023222286254167557,
-0.02301454357802868,
0.015429357998073101,
0.009660079143941402,
0.02655765973031521,
0.038415126502513885,
0.0020392797887325287,
0.03192202374339104,
-0.07392565906047821,
-0.012041146866977215,
0.014342518523335457,
0.012496164999902248,
0.026581406593322754,
-0.00733184302225709,
0.033963337540626526,
0.01351493876427412,
0.029311874881386757,
-0.006125350948423147,
-0.025050265714526176,
-0.00952694471925497,
0.01485368050634861,
-0.06232485920190811,
0.0269793514162302,
0.02994959056377411,
-0.030719559639692307,
-0.02720789425075054,
-0.008894398808479309,
-0.001154434634372592,
0.020784195512533188,
-0.001007056562229991,
-0.0036100437864661217,
0.02564837411046028,
-0.0014961109263822436,
-0.043113600462675095,
-0.10837538540363312,
-0.0428275428712368,
-0.03243771195411682,
0.005646838806569576,
0.03562309220433235,
-0.03844062238931656,
0.03474719077348709,
-0.03211640194058418,
-0.06110641732811928,
0.0037704776041209698,
0.023603225126862526,
-0.03583185747265816,
0.031226780265569687,
0.04835503548383713,
-0.051698558032512665,
0.00639108894392848,
0.020565347746014595,
-0.02298552170395851,
0.023427681997418404,
0.01396266557276249,
0.02863214537501335,
0.044321708381175995,
0.02930494025349617,
-0.022219542413949966,
-0.032422907650470734,
-0.03396954759955406,
-0.06466369330883026,
-0.019955597817897797,
-0.009553322568535805,
0.05564326047897339
] |
dccuchile/albert-base-spanish | [
"pytorch",
"tf",
"albert",
"pretraining",
"es",
"dataset:large_spanish_corpus",
"transformers",
"spanish",
"OpenCENIA"
] | null | {
"architectures": [
"AlbertForPreTraining"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 586 | 2021-09-27T16:21:22Z | ---
tags:
- conversational
---
# Rick Morty DialoGPT Model | [
-0.02934013307094574,
0.022623388096690178,
-0.008188416250050068,
0.03101034089922905,
0.01205116044729948,
0.01308625191450119,
0.006436972878873348,
0.014781245030462742,
-0.0050433422438800335,
0.01594841666519642,
0.05825390666723251,
-0.025836281478405,
0.01611887477338314,
0.04815754294395447,
-0.04261868819594383,
-0.027129750698804855,
-0.027644630521535873,
0.00041282165329903364,
-0.025953324511647224,
-0.013181171379983425,
0.009213756769895554,
0.0029786895029246807,
-0.009325681254267693,
0.0373900905251503,
-0.001855396432802081,
0.0020148081239312887,
-0.005728202871978283,
0.01195262186229229,
0.01665930636227131,
-0.048566967248916626,
0.027412818744778633,
-0.0500638484954834,
0.0022595487534999847,
-0.02056361548602581,
-0.034038279205560684,
-0.03999488055706024,
0.03137906268239021,
-0.002417466137558222,
0.008652347140014172,
0.03147834911942482,
-0.021945670247077942,
-0.010935449041426182,
0.012846450321376324,
-0.025102879852056503,
0.06818276643753052,
-0.005980995483696461,
-0.051497165113687515,
-0.0333767905831337,
0.024078644812107086,
-0.03929512947797775,
-0.02290225587785244,
-0.041698578745126724,
-0.05721340700984001,
0.003225157270208001,
0.022255664691329002,
-0.0478459969162941,
-0.06814336031675339,
-0.010396933183073997,
0.08925328403711319,
-0.013147172518074512,
-0.01677030511200428,
-0.006235706619918346,
-0.06036017835140228,
0.018104810267686844,
0.04095282405614853,
-0.07107753306627274,
0.011488678865134716,
-0.04058540239930153,
0.017897410318255424,
-0.02600318007171154,
0.054190486669540405,
-0.03454435244202614,
0.017618071287870407,
-0.08810322731733322,
-0.028416072949767113,
-0.003883178811520338,
0.05453741177916527,
0.05211687460541725,
-0.053942471742630005,
0.03215356171131134,
0.053630899637937546,
-0.002672995673492551,
0.06366325914859772,
-0.02739236131310463,
-0.03884980082511902,
0.03862595930695534,
-0.05141427740454674,
0.003906929865479469,
-0.013717611320316792,
0.028781792148947716,
-0.030693892389535904,
-0.044725000858306885,
-0.03103914111852646,
-0.013599989004433155,
0.002453193301334977,
0.045428235083818436,
0.02747327834367752,
-0.019298622384667397,
0.036727212369441986,
0.046151451766490936,
0.03107421286404133,
0.06073276698589325,
-0.014724813401699066,
0.030780695378780365,
-0.011140537448227406,
0.02549552172422409,
0.026305824518203735,
-0.0153675377368927,
-0.040937166661024094,
0.02502334490418434,
0.01415062602609396,
-0.05166855826973915,
-0.02349836193025112,
0.02094484306871891,
0.0069909486919641495,
0.018220318481326103,
0.047918327152729034,
-0.04015284776687622,
-0.04843323677778244,
-0.05866777524352074,
0.06055095046758652,
-0.004180819261819124,
-0.0032187418546527624,
-0.0077919745817780495,
-0.05601288005709648,
0.006485989782959223,
-0.03616492077708244,
-0.005872601177543402,
-0.017739586532115936,
0.004119494929909706,
0.015050065703690052,
0.03738557547330856,
-0.026096029207110405,
-0.03486659750342369,
0.010490567423403263,
0.05350292846560478,
-0.06553386151790619,
0.006314666010439396,
0.04844740033149719,
0.09871109575033188,
-0.09006405621767044,
-0.0437803640961647,
0.007153832819312811,
0.013207505457103252,
-0.03484128415584564,
-0.005736126098781824,
0.0031190754380077124,
-0.01622617058455944,
-0.034772537648677826,
0.003270817920565605,
0.037477750331163406,
-0.045482054352760315,
-0.00079772510798648,
0.05015741288661957,
-0.0003913398541044444,
0.011250386014580727,
-0.024125702679157257,
0.00037423186586238444,
-0.026551950722932816,
-0.016567299142479897,
-0.06378129124641418,
0.044579438865184784,
-0.03762947767972946,
-0.0502856969833374,
-0.0330282524228096,
-0.029001444578170776,
0.027036691084504128,
0.06572920829057693,
0.00114201451651752,
-0.0020257877185940742,
-0.023805484175682068,
0.03570287674665451,
0.043052833527326584,
0.0363016277551651,
-0.01858772709965706,
0.04065645858645439,
0.05149006471037865,
0.025913018733263016,
-0.050029534846544266,
0.06517354398965836,
0.007396191358566284,
-0.04202033579349518,
-0.05182172730565071,
-0.015019374899566174,
0.02928968146443367,
-0.023725949227809906,
0.014760949648916721,
0.036953479051589966,
-0.0185672789812088,
-0.02899482473731041,
-0.005078863352537155,
0.041313476860523224,
-0.014320719055831432,
0.0012752499897032976,
-0.008382917381823063,
-0.018067987635731697,
-0.03239625319838524,
0.01635037548840046,
-0.0341203436255455,
-0.02284669317305088,
-0.03174286335706711,
-0.00811476819217205,
0.040007445961236954,
-0.014287211932241917,
0.01091572642326355,
0.04410427063703537,
-0.018279874697327614,
0.06139765679836273,
-0.0289754718542099,
0.01814213953912258,
-0.04096785560250282,
-0.016656361520290375,
-0.04357127845287323,
0.044647347182035446,
0.02933163195848465,
0.05231379717588425,
-0.046432193368673325,
-0.05420824512839317,
0.021097080782055855,
0.05248234421014786,
0.035879455506801605,
0.01475090254098177,
-0.012163192965090275,
0.012974298559129238,
0.04092243313789368,
0.02527543157339096,
-0.04157488793134689,
0.016838589683175087,
0.007902330718934536,
0.022780433297157288,
-0.005576421972364187,
-0.014339849352836609,
-0.03887974098324776,
0.009316638112068176,
-0.04969003424048424,
-0.07409342378377914,
0.05826214700937271,
0.029468096792697906,
-0.0017431158339604735,
0.047713905572891235,
0.007067881990224123,
-0.0047991639003157616,
0.036045629531145096,
0.012503770180046558,
0.03148914873600006,
-0.08916179835796356,
0.006791005376726389,
0.03053843230009079,
0.080513134598732,
-0.04884466901421547,
0.017699267715215683,
0.03338474780321121,
0.021630289033055305,
0.027180230244994164,
-0.022747596725821495,
0.041972216218709946,
0.054902877658605576,
0.04918135330080986,
-0.00787954032421112,
0.03062637709081173,
-0.002802757080644369,
0.0261494480073452,
0.058471519500017166,
-0.01855686865746975,
0.06696028262376785,
-0.006209017243236303,
0.013987711630761623,
0.05466238036751747,
0.02244534157216549,
-0.027413655072450638,
0.012651563622057438,
0.07805034518241882,
-0.010400058701634407,
0.027274418622255325,
0.032776109874248505,
-0.005861862096935511,
-0.010274750180542469,
-0.042221568524837494,
-0.001215493306517601,
0.008578908629715443,
-0.03632768243551254,
0.06435570120811462,
0.01411594171077013,
-0.006122194230556488,
0.011284234002232552,
0.0037630856968462467,
-0.020244024693965912,
0.046330876648426056,
-0.0031543613877147436,
-0.033514752984046936,
-0.008045506663620472,
-0.02884942665696144,
0.02929089218378067,
-0.05371452867984772,
-0.054380208253860474,
-0.023301998153328896,
-0.04121613875031471,
0.0007814175914973021,
-0.10670363903045654,
-0.03847257047891617,
-0.09050271660089493,
-0.009181994944810867,
0.027138417586684227,
0.012688489630818367,
-0.00002883588786062319,
0.008803998120129108,
0.005675570573657751,
-0.02220572903752327,
-0.06405573338270187,
-0.04848307743668556,
-0.027104638516902924,
-0.01898963190615177,
-0.04207584634423256,
0.029314439743757248,
0.03489154204726219,
0.03604700416326523,
-0.0037113346625119448,
-0.01391115877777338,
-0.06005188077688217,
-0.02409149333834648,
0.023602252826094627,
0.019159585237503052,
-0.04510936141014099,
-0.03678785264492035,
0.016197768971323967,
-0.006717014592140913,
-0.008265494368970394,
-0.014932791702449322,
-0.054843220859766006,
0.062221460044384,
0.04791226238012314,
0.000788350822404027,
0.012514438480138779,
-0.0025616989005357027,
-0.03515445813536644,
-0.042065270245075226,
-0.06739220023155212,
-0.03319063037633896,
-0.0132638830691576,
-0.03715516999363899,
-0.04787972569465637,
-0.0343005433678627,
-0.04833431541919708,
-0.009067350998520851,
-0.0061693936586380005,
0.009374452754855156,
0.027036959305405617,
0.023381980136036873,
0.03857027366757393,
0.01932850107550621,
-0.014910819940268993,
-0.009580523706972599,
0.04095130041241646,
-0.029828060418367386,
-0.01378665305674076,
-0.06999392807483673,
-0.045546840876340866,
0.026642877608537674,
0.024747082963585854,
0.008906436152756214,
-0.011786642484366894,
0.0208920668810606,
0.03482664003968239,
0.00022769517090637237,
0.025445610284805298,
-0.04745929688215256,
0.005772808566689491,
-0.032235946506261826,
-0.02468140237033367,
-0.04959039017558098,
-0.036958493292331696,
0.0002859856467694044,
-0.02358391135931015,
0.03843006491661072,
-0.09286672621965408,
-0.029023630544543266,
-0.026791127398610115,
0.016911767423152924,
0.0478108748793602,
0.01057430636137724,
-0.06098633259534836,
-0.005977911408990622,
-0.04462983086705208,
-0.010454989038407803,
0.008732829242944717,
-0.03027203492820263,
-0.007940728217363358,
0.02548634447157383,
-0.0035927523858845234,
-0.018667463213205338,
0.058626461774110794,
0.015109715051949024,
0.04926228150725365,
0.051611725240945816,
-0.04025217890739441,
0.03419875726103783,
-0.022745782509446144,
0.030593501403927803,
-0.0176220815628767,
-0.026551732793450356,
-0.024624183773994446,
-0.09560777246952057,
-0.059403449296951294,
0.029958562925457954,
-0.008395622484385967,
0.03419540449976921,
0.029843728989362717,
-0.05937773734331131,
-0.010922344401478767,
0.0056050620041787624,
0.048007842153310776,
0.04583533853292465,
-0.04154787212610245,
0.06198550760746002,
-0.012709743343293667,
0.029387526214122772,
-0.048022087663412094,
-0.004924666602164507,
-0.051934659481048584,
-0.028182093054056168,
-0.010308276861906052,
0.05082985758781433,
-0.009841873310506344,
0.06716758012771606,
0.08061664551496506,
0.033014919608831406,
-0.05366959422826767,
0.037547092884778976,
0.06940320134162903,
-0.04213664308190346,
-0.03040924109518528,
0.004764849320054054,
0.02055400051176548,
-0.010308424942195415,
-0.015460875816643238,
-0.03116738051176071,
0.037756070494651794,
0.03553164377808571,
-0.0003673892642837018,
0.007514024619013071,
0.007123964373022318,
-0.011902053840458393,
-0.027400409802794456,
-0.07459572702646255,
-0.014462601393461227,
-0.005935514811426401,
-0.023274973034858704,
0.04108356311917305,
0.038317181169986725,
0.00817176979035139,
0.07088147848844528,
0.012660563923418522,
-0.033102456480264664,
-0.04401056468486786,
0.03028598614037037,
0.02198263444006443,
-0.04968348145484924,
-0.04550488293170929,
-0.050772298127412796,
0.01250095572322607,
0.0548865832388401,
-0.025302747264504433,
-0.07792013883590698,
0.021901600062847137,
0.038061026483774185,
-0.02348366007208824,
0.05206605792045593,
-0.004292074125260115,
0.04455051198601723,
0.027434954419732094,
0.0020713794510811567,
0.04997998848557472,
-0.05475437641143799,
0.023125797510147095,
-0.020925674587488174,
0.017844444140791893,
-0.0463731586933136,
-0.03656196594238281,
-0.03806693106889725,
0.04433007538318634,
0.04113587737083435,
0.012506012804806232,
0.015509474091231823,
-0.0513128899037838,
-0.05137656629085541,
-0.007665636949241161,
0.03920546919107437,
-0.011499615386128426,
0.019129453226923943,
0.04834554344415665,
0.06401507556438446,
-0.061881717294454575,
0.010952568612992764,
-0.0025215863715857267,
0.011962074786424637,
0.018577344715595245,
-0.009830259718000889,
-0.042368046939373016,
-0.01795579306781292,
0.01921464130282402,
-0.023147279396653175,
-0.01653149165213108,
-0.08226310461759567,
0.02741347625851631,
-0.03824859857559204,
-0.02753525786101818,
0.07183560729026794,
0.045179884880781174,
0.06535365432500839,
0.06027159094810486,
-0.016448305919766426,
0.037325598299503326,
-0.031406983733177185,
0.029850492253899574,
-0.019270149990916252,
-0.03234256058931351,
0.0142319081351161,
-0.06941749155521393,
-0.02581009455025196,
-0.037204477936029434,
-0.043847184628248215,
-0.03780195116996765,
0.003194293240085244,
0.00594697892665863,
-0.009609278291463852,
-0.004907720256596804,
0.02579633891582489,
0.02527402900159359,
-0.008789151906967163,
-0.03460504114627838,
-0.004250280559062958,
-0.016491075977683067,
-0.06395544856786728,
-0.06697695702314377,
0.019916731864213943,
-0.0327029749751091,
0.007404017262160778,
-0.0033979995641857386,
0.03457597643136978,
0.051352109760046005,
-0.017138317227363586,
-0.03579866141080856,
0.042617153376340866,
0.030750049278140068,
-0.036113105714321136,
-0.026259472593665123,
0.013484013266861439,
0.017085719853639603,
0.04631945490837097,
-0.03790680691599846,
0.04465482756495476,
0.0039029456675052643,
-0.05329739674925804,
-0.025823617354035378,
0.029360689222812653,
0.0024409235920757055,
-0.061080146580934525,
-0.004937587305903435,
-0.03765612095594406,
-0.03020654246211052,
-0.0033726771362125874,
-0.06022126227617264,
-0.014699675142765045,
-0.0035520424135029316,
0.04772142320871353,
0.03965332359075546,
-0.0057656727731227875,
-0.0049152132123708725,
0.002948107197880745,
-0.015356910414993763,
0.02123924344778061,
-0.08568190783262253,
0.018023962154984474,
-0.030733205378055573,
0.028748631477355957,
-0.024521861225366592,
0.021529143676161766,
-0.036375127732753754,
0.0487196147441864,
-0.023795470595359802,
-0.02744784951210022,
-0.015016162768006325,
-0.007094156928360462,
-0.0030274733435362577,
0.030548786744475365,
0.015864353626966476,
0.017196930944919586,
-0.040179505944252014,
0.06696494668722153,
-0.02996622398495674,
0.017041746526956558,
-0.021669486537575722,
-0.02560381218791008,
-0.019962655380368233,
-0.0234364066272974,
0.009236469864845276,
-0.06744041293859482,
0.02752792276442051,
0.03273569047451019,
0.04564528167247772,
0.05709398165345192,
0.012206271290779114,
0.006892022211104631,
0.030041910707950592,
-0.058957505971193314,
-0.045545194298028946,
-0.0048116170801222324,
0.00022486381931230426,
0.028710799291729927,
0.05158207565546036,
0.04102037101984024,
-0.04796097055077553,
-0.03364132344722748,
0.02257773093879223,
0.014830421656370163,
0.004099393263459206,
0.0006936606951057911,
0.033057261258363724,
0.04983248934149742,
0.055972468107938766,
-0.001616217428818345,
-0.0007485796231776476,
0.03742753714323044,
-0.022316372022032738,
-0.011375232599675655,
-0.0074293967336416245,
0.01141310017555952,
-0.0019683539867401123,
-0.028231831267476082,
-0.031050002202391624,
0.07241376489400864,
-0.011290010996162891,
0.012945499271154404,
-0.011859198100864887,
-0.05493582785129547,
0.07263262569904327,
-0.016344862058758736,
-0.026622608304023743,
-0.006166747305542231,
0.023318391293287277,
-0.013867330737411976,
0.04971747100353241,
-0.019111869856715202,
0.003033541841432452,
0.058119188994169235,
0.027517925947904587,
-0.00029840305796824396,
0.004947606008499861,
-0.010762427002191544,
-0.002530498895794153,
0.02658197656273842,
-0.04647495597600937,
-0.02591719478368759,
-0.041897665709257126,
0.07176928967237473,
-0.03103679046034813,
0.05137166380882263,
0.028264746069908142,
0.03792954236268997,
0.003019630443304777,
-0.056310929358005524,
-0.05255008116364479,
-0.023664480075240135,
-0.031197259202599525,
0.05141006037592888,
-0.0077274092473089695,
-0.046697136014699936,
0.059157900512218475,
0.00326409749686718,
-0.10568390786647797,
0.04311312735080719,
0.030426928773522377,
0.040553219616413116,
0.03398715704679489,
0.05394916981458664,
-0.046010199934244156,
0.020542386919260025,
-0.034134455025196075,
0.004970346577465534,
-0.02321271412074566,
-0.010042479261755943,
-0.01862085983157158,
-0.042890116572380066,
0.017130780965089798,
0.033159252256155014,
-0.02250400185585022,
0.010759635828435421,
-0.004486260004341602,
-0.026410728693008423,
-0.06328645348548889,
-0.0029505316633731127,
0.01948229782283306,
-0.004584206268191338,
-0.007588267792016268,
-0.03219695761799812,
0.005632699001580477,
0.05381157249212265,
-0.004044440574944019,
-0.037879832088947296,
0.015982290729880333,
-0.019993608817458153,
-0.09465207904577255,
-0.05880347639322281,
0.0656759962439537,
-0.014730950817465782,
-0.0011167108314111829,
0.00032531676697544754,
0.014874652028083801,
0.006087400019168854,
0.01769804023206234,
-0.015961872413754463,
-0.008023705333471298,
-0.08766914904117584,
-0.00011419877409934998,
0.036579716950654984,
0.01905030757188797,
0.005226999055594206,
-0.0004365445638541132,
0.02365608885884285,
0.08096404373645782,
0.03603173792362213,
-0.010160461999475956,
-0.04651137813925743,
-0.020857831463217735,
-0.010486507788300514,
-0.03325306251645088,
0.03292703628540039,
0.0022711479105055332,
-0.05367446318268776,
-0.013293097727000713,
0.0010118460049852729,
-0.013223185203969479,
0.04711117222905159,
-0.030814150348305702,
0.03631697967648506,
0.0180656835436821,
0.0012759608216583729,
-0.05369564890861511,
-0.10017062723636627,
-0.05699402466416359,
-0.009422245435416698,
0.022342251613736153,
0.040081270039081573,
-0.02859264239668846,
0.000517885317094624,
-0.04211517050862312,
-0.013717959634959698,
0.049234360456466675,
-0.005300331860780716,
-0.013524170964956284,
0.07497560977935791,
0.0719822347164154,
-0.03697657957673073,
0.05150039494037628,
0.023714417591691017,
-0.03469492867588997,
0.057419225573539734,
0.00604915339499712,
0.013477045111358166,
0.004538878798484802,
0.015194661915302277,
-0.03743095323443413,
0.001275313668884337,
-0.012995840981602669,
-0.033364929258823395,
-0.005498001351952553,
0.004472186788916588,
0.04727662354707718
] |
dccuchile/albert-large-spanish | [
"pytorch",
"tf",
"albert",
"pretraining",
"es",
"dataset:large_spanish_corpus",
"transformers",
"spanish",
"OpenCENIA"
] | null | {
"architectures": [
"AlbertForPreTraining"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 75 | null | ---
tags:
- conversational
---
# Rick Sanchez DialoGPT Model | [
-0.019642896950244904,
0.023912902921438217,
0.003981144167482853,
0.027951855212450027,
0.016927599906921387,
0.017889143899083138,
0.0025851959362626076,
0.020671240985393524,
-0.003268599510192871,
0.01987423002719879,
0.04268067702651024,
-0.02962251380085945,
0.01900140568614006,
0.0443844310939312,
-0.05264060199260712,
-0.026943786069750786,
-0.01889868825674057,
0.013761935755610466,
-0.026919225230813026,
-0.013272990472614765,
0.02230924740433693,
0.004611498210579157,
-0.014699439518153667,
0.016535684466362,
-0.005579269956797361,
0.024074140936136246,
0.0020162146538496017,
-0.0035158467944711447,
0.020092619583010674,
-0.038976751267910004,
0.02917720377445221,
-0.05374534800648689,
0.0004555100167635828,
-0.026329154148697853,
-0.039706576615571976,
-0.04846486821770668,
0.03716757521033287,
-0.023307612165808678,
-0.010621807537972927,
0.030853211879730225,
-0.022706463932991028,
-0.006869020871818066,
0.0063890437595546246,
-0.03377862274646759,
0.06708851456642151,
-0.00423806207254529,
-0.05081979185342789,
-0.030720969662070274,
0.021038252860307693,
-0.024570699781179428,
-0.027063701301813126,
-0.05712407827377319,
-0.06794083118438721,
-0.003993048332631588,
0.01914661005139351,
-0.05997037887573242,
-0.06853725016117096,
-0.02372301183640957,
0.09924431890249252,
-0.011142418719828129,
-0.006717757321894169,
-0.01140657439827919,
-0.0748651847243309,
0.019464019685983658,
0.031429313123226166,
-0.0708891823887825,
0.017149467021226883,
-0.04390057176351547,
0.020509904250502586,
-0.02961968444287777,
0.05286269634962082,
-0.0392167866230011,
0.017456769943237305,
-0.09072175621986389,
-0.03701280802488327,
-0.008567404001951218,
0.043042026460170746,
0.06576314568519592,
-0.04877110943198204,
0.034555211663246155,
0.049018364399671555,
0.0001175938086817041,
0.06617571413516998,
-0.02017890103161335,
-0.03907068818807602,
0.04985534027218819,
-0.05207166448235512,
0.005256357602775097,
-0.006009779870510101,
0.024007149040699005,
-0.0168220866471529,
-0.05256073921918869,
-0.01987866498529911,
-0.016743168234825134,
-0.001399143715389073,
0.04553544893860817,
0.026117797940969467,
-0.021864086389541626,
0.025603290647268295,
0.03577934950590134,
0.023244472220540047,
0.051638536155223846,
-0.007215257268399,
0.021234575659036636,
-0.007928385399281979,
0.030795270577073097,
0.032968249171972275,
-0.026056574657559395,
-0.04891817271709442,
0.027155814692378044,
0.019099192693829536,
-0.04412950575351715,
-0.025201011449098587,
0.03167558088898659,
-0.002731624059379101,
0.012847257778048515,
0.06269767880439758,
-0.044130027294158936,
-0.04270520433783531,
-0.04742683470249176,
0.05254361778497696,
-0.0017340644262731075,
0.002597172511741519,
-0.007579965051263571,
-0.055212393403053284,
-0.00506170280277729,
-0.039010416716337204,
-0.007504952140152454,
-0.017577843740582466,
-0.009120864793658257,
0.014712627045810223,
0.02971595898270607,
-0.019920067861676216,
-0.04897470399737358,
-0.0063086519949138165,
0.05521390959620476,
-0.07612628489732742,
-0.0038108667358756065,
0.058885183185338974,
0.0956401377916336,
-0.08625515550374985,
-0.04609978571534157,
-0.0071198660880327225,
0.020268995314836502,
-0.027402697131037712,
-0.010069072246551514,
0.013196606189012527,
-0.016450053080916405,
-0.028711453080177307,
-0.012645632028579712,
0.03692580386996269,
-0.05821918696165085,
-0.004701135214418173,
0.05494728684425354,
0.007460861001163721,
0.008011164143681526,
-0.019608935341238976,
0.0024953437969088554,
-0.009277509525418282,
-0.018166424706578255,
-0.06024645268917084,
0.05451150983572006,
-0.03186827152967453,
-0.05868832767009735,
-0.046803638339042664,
-0.023023642599582672,
0.0253533273935318,
0.06421856582164764,
0.01418102253228426,
-0.008470640517771244,
-0.018128840252757072,
0.03642473369836807,
0.05062747001647949,
0.034680966287851334,
-0.009923080913722515,
0.032895587384700775,
0.07061517238616943,
0.014680496416985989,
-0.04849810153245926,
0.07170020043849945,
0.008464571088552475,
-0.02661113254725933,
-0.04424220696091652,
-0.009011593647301197,
0.028399884700775146,
-0.027441415935754776,
0.02388909086585045,
0.04306212067604065,
-0.013390432111918926,
-0.030949024483561516,
-0.003864221042022109,
0.050352293998003006,
-0.011247316375374794,
0.013154190964996815,
-0.015239305794239044,
-0.026060430333018303,
-0.03312617167830467,
0.0073228031396865845,
-0.03520284220576286,
-0.010428144596517086,
-0.025328047573566437,
-0.0033174946438521147,
0.0360272079706192,
-0.01729797199368477,
0.005380822345614433,
0.04935230687260628,
-0.02085818536579609,
0.061518289148807526,
-0.03062252141535282,
0.022564874961972237,
-0.03558840602636337,
-0.011082185432314873,
-0.039290376007556915,
0.043404728174209595,
0.025155754759907722,
0.05059592053294182,
-0.04078082740306854,
-0.042492568492889404,
0.022258205339312553,
0.0648929625749588,
0.028840092942118645,
0.022311627864837646,
-0.022859880700707436,
0.012515248730778694,
0.04117985814809799,
0.019788362085819244,
-0.028392355889081955,
0.011664038524031639,
0.013110566884279251,
0.01783677563071251,
-0.011940429918467999,
-0.013551601208746433,
-0.04625088721513748,
0.0273887999355793,
-0.04574699327349663,
-0.06326143443584442,
0.055238571017980576,
0.024478640407323837,
-0.008992808870971203,
0.05113980546593666,
0.0032772270496934652,
-0.004712941590696573,
0.04343484714627266,
0.008502406999468803,
0.027397654950618744,
-0.08401086181402206,
0.010648928582668304,
0.028327731415629387,
0.08051284402608871,
-0.04457056522369385,
0.007062636315822601,
0.020659690722823143,
0.026508109644055367,
0.027914421632885933,
-0.019685104489326477,
0.046721719205379486,
0.04676240310072899,
0.036709975451231,
-0.0099519994109869,
0.024943992495536804,
0.0038625330198556185,
0.02583376131951809,
0.05205041542649269,
-0.021212533116340637,
0.0718836635351181,
-0.021091794595122337,
0.006270789075642824,
0.0533808171749115,
0.016908910125494003,
-0.03415385261178017,
0.023568645119667053,
0.07718726992607117,
-0.006286903750151396,
0.026133615523576736,
0.03219827264547348,
-0.004808047320693731,
-0.006057084538042545,
-0.03906676173210144,
-0.005401253700256348,
0.0030321129597723484,
-0.04098218306899071,
0.057871438562870026,
0.016983384266495705,
-0.0046190377324819565,
0.0015185493975877762,
-0.0016611096216365695,
-0.012248732149600983,
0.05382731556892395,
-0.005157393869012594,
-0.02497413381934166,
-0.0005320195923559368,
-0.028986405581235886,
0.025184784084558487,
-0.04957052320241928,
-0.04081377387046814,
-0.01718965172767639,
-0.048672474920749664,
-0.008559011854231358,
-0.07805480808019638,
-0.04606783390045166,
-0.08731161057949066,
-0.024044089019298553,
0.02967509999871254,
0.010339642874896526,
0.012214922346174717,
0.020018108189105988,
0.0018094123806804419,
-0.008207217790186405,
-0.05854838714003563,
-0.03380395844578743,
-0.021969258785247803,
-0.01742178201675415,
-0.04057585448026657,
0.026135291904211044,
0.04117339104413986,
0.027963394299149513,
0.002092063194140792,
-0.011585809290409088,
-0.04023671895265579,
-0.024582229554653168,
0.03450712934136391,
0.018041202798485756,
-0.052594590932130814,
-0.059067822992801666,
0.010159100405871868,
0.0033654801081866026,
-0.0036445888690650463,
-0.014373073354363441,
-0.03619316592812538,
0.055562783032655716,
0.04716949164867401,
0.0029262106399983168,
0.009901992045342922,
0.002625522203743458,
-0.017802216112613678,
-0.03148220479488373,
-0.06647318601608276,
-0.024459701031446457,
-0.019239244982600212,
-0.026280269026756287,
-0.04935935139656067,
-0.028918283060193062,
-0.03754318505525589,
-0.0046946024522185326,
-0.00015513891412410885,
-0.0004369284142740071,
0.03515256196260452,
0.02158881537616253,
0.024640504270792007,
0.017720896750688553,
-0.0319712795317173,
-0.020071523264050484,
0.04441656172275543,
-0.02077927626669407,
-0.01644338108599186,
-0.07820168137550354,
-0.05104659125208855,
0.03739933297038078,
0.012139752507209778,
0.008632750250399113,
-0.020477185025811195,
0.0247622262686491,
0.037660300731658936,
0.002262895694002509,
0.030370263382792473,
-0.05655106529593468,
-0.004704098217189312,
-0.03830074146389961,
-0.024147765710949898,
-0.047367244958877563,
-0.026777192950248718,
-0.011210422962903976,
-0.00966609362512827,
0.04457271099090576,
-0.08031509071588516,
-0.02848113887012005,
-0.02768646366894245,
0.00788755901157856,
0.05290892720222473,
-0.005310496781021357,
-0.043783482164144516,
-0.017661409452557564,
-0.03795123100280762,
-0.010230479761958122,
0.004328132141381502,
-0.028006521984934807,
-0.012997460551559925,
0.032177362591028214,
-0.0036264373920857906,
-0.01328872051090002,
0.04451967030763626,
0.006155424751341343,
0.06740820407867432,
0.0431193932890892,
-0.032792720943689346,
0.043014999479055405,
-0.034837737679481506,
0.030506812036037445,
-0.0155894560739398,
-0.029181089252233505,
-0.028505392372608185,
-0.10048359632492065,
-0.05109526216983795,
0.029597202315926552,
-0.011993207968771458,
0.03019183874130249,
0.028360696509480476,
-0.058877065777778625,
0.003100048750638962,
0.01974104531109333,
0.04378557950258255,
0.04563193768262863,
-0.04123145714402199,
0.07309355586767197,
0.0061118267476558685,
0.02849469520151615,
-0.04710974171757698,
-0.011106953956186771,
-0.06402889639139175,
-0.01854238472878933,
-0.01014308538287878,
0.05107659474015236,
0.002331244293600321,
0.06296800822019577,
0.07288090884685516,
0.03324107825756073,
-0.05140812695026398,
0.038345202803611755,
0.06898750364780426,
-0.034462813287973404,
-0.03188648074865341,
-0.0009579184115864336,
0.008147632703185081,
-0.02405601181089878,
0.0009068769286386669,
-0.0291350856423378,
0.03374098613858223,
0.03356075659394264,
-0.007009261287748814,
0.009460670873522758,
-0.008112677372992039,
-0.03263071924448013,
-0.031133579090237617,
-0.07174753397703171,
-0.015453032217919827,
-0.005015436559915543,
-0.0056221941486001015,
0.04187777638435364,
0.038266438990831375,
0.010021649301052094,
0.05390189588069916,
0.0237310491502285,
-0.01593945547938347,
-0.04520167410373688,
0.03131768852472305,
0.013576766476035118,
-0.04689043015241623,
-0.046511244028806686,
-0.044057540595531464,
0.025786520913243294,
0.0479285791516304,
-0.019442904740571976,
-0.08784627914428711,
0.02599804289638996,
0.05381662771105766,
-0.03502050042152405,
0.04362234100699425,
0.00048415636410936713,
0.05678315460681915,
0.027009611949324608,
0.0022245077416300774,
0.06476143002510071,
-0.06339939683675766,
0.025948036462068558,
-0.015249289572238922,
0.016051065176725388,
-0.04968969523906708,
-0.03627066686749458,
-0.0459403321146965,
0.034318313002586365,
0.025098782032728195,
0.00868527777493,
0.02548600733280182,
-0.04782997444272041,
-0.05132212117314339,
-0.009788870811462402,
0.03472936525940895,
-0.021117528900504112,
0.009370744228363037,
0.043062724173069,
0.0552581250667572,
-0.060436997562646866,
0.005452123004943132,
0.016688911244273186,
0.010612732730805874,
0.029469681903719902,
-0.008280619978904724,
-0.04832896590232849,
0.002269817516207695,
0.03143151476979256,
-0.05008017644286156,
-0.032351404428482056,
-0.08099839091300964,
0.016344303265213966,
-0.02593371458351612,
-0.023403320461511612,
0.07442046701908112,
0.06439395248889923,
0.0523371621966362,
0.06948556005954742,
-0.005092669278383255,
0.04162878915667534,
-0.03974030911922455,
0.026102297008037567,
-0.026433467864990234,
-0.022882042452692986,
0.008927293121814728,
-0.06040399894118309,
-0.03739691898226738,
-0.05508994683623314,
-0.03548664227128029,
-0.02362910844385624,
0.014467096887528896,
0.010317552834749222,
-0.0039029065519571304,
-0.0061688595451414585,
0.014091532677412033,
0.0049888622015714645,
-0.007753300480544567,
-0.027062812820076942,
-0.002427112776786089,
-0.01440324354916811,
-0.06528730690479279,
-0.06091021001338959,
0.031925417482852936,
-0.030197108164429665,
0.015020156279206276,
-0.0010211693588644266,
0.03055434301495552,
0.03625209257006645,
-0.028269145637750626,
-0.03178514912724495,
0.03286129981279373,
0.029313044622540474,
-0.024430742487311363,
-0.01392174232751131,
0.005071431864053011,
0.017589924857020378,
0.04198300465941429,
-0.03985769674181938,
0.048873111605644226,
-0.0028016697615385056,
-0.05912196263670921,
-0.023506516590714455,
0.01478006225079298,
0.006611027289181948,
-0.06216290220618248,
-0.034454088658094406,
-0.03919735923409462,
-0.02499723620712757,
0.011936157941818237,
-0.06628711521625519,
-0.011272341012954712,
-0.015005766414105892,
0.042785901576280594,
0.04051140695810318,
-0.008960614912211895,
-0.009588769637048244,
0.005046735983341932,
-0.011244645342230797,
0.019900010898709297,
-0.082291379570961,
0.02660060115158558,
-0.03495138883590698,
0.025117455050349236,
-0.019325727596879005,
0.026499897241592407,
-0.041390009224414825,
0.05528835952281952,
-0.02218491956591606,
-0.01641441136598587,
-0.013394372537732124,
-0.019024400040507317,
0.009432685561478138,
0.043787114322185516,
0.007489182520657778,
0.020218150690197945,
-0.05217564105987549,
0.08082824945449829,
-0.04331384226679802,
0.020256081596016884,
-0.020969051867723465,
-0.02334115281701088,
-0.022845875471830368,
-0.0065660662949085236,
0.018990352749824524,
-0.07028458267450333,
0.01871354691684246,
0.04163661226630211,
0.05604524537920952,
0.044849950820207596,
0.004085735883563757,
0.008148259483277798,
0.031147876754403114,
-0.06514019519090652,
-0.040740326046943665,
-0.0013381277676671743,
-0.011496114544570446,
0.037889689207077026,
0.04010895639657974,
0.042210157960653305,
-0.04068558290600777,
-0.03364105895161629,
0.0252026729285717,
0.008192083798348904,
0.009518650360405445,
0.008576632477343082,
0.038265861570835114,
0.04828900843858719,
0.05233978480100632,
-0.006570614408701658,
0.012620513327419758,
0.03204090893268585,
-0.017064087092876434,
-0.008645143359899521,
-0.0007907989202067256,
0.013011999428272247,
0.008742122910916805,
-0.023425351828336716,
-0.03781168907880783,
0.07323333621025085,
-0.017934579402208328,
0.002998368814587593,
-0.01691947877407074,
-0.05345190316438675,
0.07959329336881638,
-0.022572554647922516,
-0.03454618155956268,
0.0011922487756237388,
0.03643025457859039,
-0.004887390416115522,
0.04930739104747772,
-0.010513918474316597,
0.007702455390244722,
0.052147991955280304,
0.024450596421957016,
0.00040599756175652146,
-0.003970006015151739,
-0.006873731501400471,
-0.006679128855466843,
0.01187675166875124,
-0.05119221284985542,
-0.01975809782743454,
-0.038721416145563126,
0.07615672051906586,
-0.03106156550347805,
0.050261981785297394,
0.02922597900032997,
0.045976877212524414,
0.021091610193252563,
-0.0463249497115612,
-0.05432000383734703,
-0.029772158712148666,
-0.03469804674386978,
0.04526937007904053,
-0.021846158429980278,
-0.03204672038555145,
0.058997444808483124,
0.015131492167711258,
-0.09129587560892105,
0.04102041572332382,
0.032701049000024796,
0.026082394644618034,
0.04537403956055641,
0.04155370965600014,
-0.04958686977624893,
0.025509240105748177,
-0.037708938121795654,
0.007459064479917288,
-0.022292617708444595,
-0.0009042967576533556,
-0.023205198347568512,
-0.043321892619132996,
0.009890305809676647,
0.03264540806412697,
-0.01606236957013607,
0.011098316870629787,
0.006329793017357588,
-0.013684993609786034,
-0.060209400951862335,
0.00040151248686015606,
0.02760511450469494,
-0.011367633938789368,
-0.018531059846282005,
-0.03327859193086624,
0.01775490865111351,
0.04618426039814949,
0.007258374243974686,
-0.043119821697473526,
0.01624799147248268,
-0.013243062421679497,
-0.09169712662696838,
-0.055688757449388504,
0.06376281380653381,
0.002823686460033059,
0.002534426748752594,
-0.001506365486420691,
0.03422257676720619,
0.013789121061563492,
0.031817659735679626,
-0.010105898603796959,
0.0074454438872635365,
-0.08800704032182693,
-0.002497356617823243,
0.027826961129903793,
0.02486957237124443,
-0.007743337657302618,
0.007124030962586403,
0.021335875615477562,
0.079185351729393,
0.0349474772810936,
-0.010787987150251865,
-0.06092296168208122,
-0.012234894558787346,
0.006640724837779999,
-0.024243637919425964,
0.04460228979587555,
0.015394463203847408,
-0.057070571929216385,
-0.006995816715061665,
-0.015400473028421402,
0.00835411250591278,
0.038801535964012146,
-0.025397809222340584,
0.02012314833700657,
0.017724180594086647,
-0.0053274077363312244,
-0.040071215480566025,
-0.10211924463510513,
-0.05539603903889656,
-0.009533348493278027,
0.028533656150102615,
0.04357759281992912,
-0.043611299246549606,
0.018313415348529816,
-0.041205283254384995,
0.004893291275948286,
0.05584624037146568,
-0.020088061690330505,
-0.014039087109267712,
0.08249372988939285,
0.0693083330988884,
-0.03814253211021423,
0.06331857293844223,
0.03422384709119797,
-0.03479742631316185,
0.05337908864021301,
-0.0021468321792781353,
0.01180972345173359,
0.008299036882817745,
0.011231323704123497,
-0.02644977904856205,
0.003967277240008116,
-0.022835547104477882,
-0.032468631863594055,
-0.014180885627865791,
0.00048810135922394693,
0.04229233041405678
] |
dccuchile/bert-base-spanish-wwm-cased-finetuned-mldoc | [
"pytorch",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 27 | null | ---
tags: autonlp
language: en
widget:
- text: "I love AutoNLP 🤗"
datasets:
- MICADEE/autonlp-data-imdb-sentiment-analysis2
---
# Model Trained Using AutoNLP
- Problem type: Binary Classification
- Model ID: 7121569
## Validation Metrics
- Loss: 0.2151782214641571
- Accuracy: 0.9271
- Precision: 0.9469285415796072
- Recall: 0.9051328140603155
- AUC: 0.9804569416956057
- F1: 0.925559072807107
## Usage
You can use cURL to access this model:
```
$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoNLP"}' https://api-inference.huggingface.co/models/MICADEE/autonlp-imdb-sentiment-analysis2-7121569
```
Or Python API:
```
from transformers import AutoModelForSequenceClassification, AutoTokenizer
model = AutoModelForSequenceClassification.from_pretrained("MICADEE/autonlp-imdb-sentiment-analysis2-7121569", use_auth_token=True)
tokenizer = AutoTokenizer.from_pretrained("MICADEE/autonlp-imdb-sentiment-analysis2-7121569", use_auth_token=True)
inputs = tokenizer("I love AutoNLP", return_tensors="pt")
outputs = model(**inputs)
``` | [
-0.03554229065775871,
-0.02088852971792221,
-0.013924490660429,
0.05175185948610306,
0.025802230462431908,
0.02349681966006756,
-0.021385179832577705,
-0.017992675304412842,
-0.029111454263329506,
0.08438912034034729,
0.02396356500685215,
0.011959725059568882,
-0.0074612232856452465,
0.04292793571949005,
-0.01947125606238842,
-0.008829337544739246,
-0.000883708184119314,
-0.0060339197516441345,
-0.036360517144203186,
-0.013417068868875504,
-0.03656458854675293,
0.010281553491950035,
-0.0009711496531963348,
0.010523971170186996,
-0.01313105970621109,
0.024670667946338654,
-0.03477860242128372,
0.02947838604450226,
0.012309860438108444,
-0.058755021542310715,
-0.014366661198437214,
-0.011248837225139141,
-0.03028729185461998,
-0.0010893373982980847,
-0.01396177988499403,
0.0047524189576506615,
0.01677294820547104,
0.018771670758724213,
0.004947161767631769,
0.05199702829122543,
0.014007405377924442,
0.008375078439712524,
0.009093102999031544,
-0.007255448494106531,
0.053832411766052246,
0.014935514889657497,
-0.03487309068441391,
-0.011940686963498592,
0.030845947563648224,
-0.024617835879325867,
-0.061471108347177505,
-0.07589229196310043,
-0.03151579573750496,
0.029186924919486046,
-0.028523428365588188,
-0.01690002717077732,
-0.05461394786834717,
-0.025146055966615677,
0.08427391946315765,
-0.06559991836547852,
-0.0392756387591362,
0.015660172328352928,
-0.09483318030834198,
0.03158189356327057,
0.037785597145557404,
-0.027848899364471436,
0.0017917625373229384,
-0.04578229784965515,
0.0036672416608780622,
-0.029907509684562683,
0.052180808037519455,
-0.03304138034582138,
0.012334009632468224,
-0.09291727095842361,
-0.013022925704717636,
-0.02046230062842369,
0.04098439961671829,
0.028379930183291435,
-0.01004639733582735,
0.033844731748104095,
0.05295401066541672,
0.006023365072906017,
0.02589605376124382,
-0.011491966433823109,
-0.011266512796282768,
0.043037816882133484,
-0.055668797343969345,
-0.006096710450947285,
0.0052504828199744225,
0.03645618259906769,
-0.04282728582620621,
-0.045962605625391006,
0.003180098021402955,
-0.03269616514444351,
-0.025001266971230507,
0.031836625188589096,
0.031399160623550415,
-0.029817325994372368,
0.046430908143520355,
0.031082672998309135,
0.04260753095149994,
0.047360680997371674,
-0.02336740493774414,
0.07518889009952545,
0.0033884448930621147,
-0.022128596901893616,
0.0013032100396230817,
-0.04161990061402321,
-0.0437946543097496,
0.06565811485052109,
0.03275603801012039,
-0.016953596845269203,
-0.060295429080724716,
0.028396960347890854,
0.03684264048933983,
-0.00824143085628748,
0.05564337223768234,
-0.035287920385599136,
-0.05333144962787628,
-0.05687718093395233,
0.039013996720314026,
-0.002068073721602559,
-0.021527741104364395,
-0.015707364305853844,
-0.06749469041824341,
0.021642964333295822,
-0.05384216830134392,
-0.00995065551251173,
-0.016123756766319275,
0.019881442189216614,
-0.009085901081562042,
0.03588348627090454,
0.004503910895437002,
-0.021767567843198776,
0.005211314186453819,
0.031359896063804626,
-0.0722116082906723,
0.03271259367465973,
0.033686861395835876,
0.10530174523591995,
-0.05282214283943176,
-0.05708823725581169,
0.038797102868556976,
-0.013702974654734135,
-0.027997413650155067,
0.0005780088249593973,
0.000172627333085984,
-0.036871276795864105,
-0.039848022162914276,
-0.009997707791626453,
0.04394764080643654,
-0.07996559143066406,
-0.003687238786369562,
0.03586604446172714,
0.0001777338911779225,
0.06678152829408646,
-0.05303960666060448,
-0.003212006762623787,
-0.009762396104633808,
-0.015592155046761036,
-0.03302539139986038,
0.026042543351650238,
-0.017363708466291428,
-0.022550998255610466,
-0.022439749911427498,
-0.035100892186164856,
-0.0012908077333122492,
0.0927065834403038,
0.004934836644679308,
0.0005623628385365009,
-0.031267330050468445,
0.033347729593515396,
0.023058315739035606,
0.0026096280198544264,
-0.03666713461279869,
0.026495782658457756,
0.07156560570001602,
0.027943657711148262,
-0.020560143515467644,
0.03993546962738037,
0.01624307408928871,
-0.019666651263833046,
-0.03039451874792576,
-0.030432363972067833,
-0.012784775346517563,
-0.033616188913583755,
-0.0008853618055582047,
0.04439898952841759,
-0.00787761528044939,
-0.0285887960344553,
0.006899163592606783,
0.06347139924764633,
0.008266931399703026,
-0.00006246881821425632,
-0.03202563896775246,
-0.010358110070228577,
-0.0072336052544415,
0.05234203115105629,
0.009682332165539265,
-0.0027858628891408443,
-0.033931463956832886,
-0.05721103772521019,
0.02667582780122757,
0.008993595838546753,
0.04721439257264137,
0.031947992742061615,
-0.009040230885148048,
0.0846412405371666,
-0.04511793330311775,
-0.002066576387733221,
-0.04236247390508652,
-0.052579063922166824,
0.023944366723299026,
0.05819428339600563,
0.031823769211769104,
0.037793852388858795,
-0.010552327148616314,
-0.02906375750899315,
0.022363172844052315,
0.05827638879418373,
0.04767860844731331,
0.024127600714564323,
-0.04151052609086037,
-0.02721710130572319,
0.0014822962693870068,
0.05104559659957886,
-0.08251868933439255,
-0.04865849390625954,
0.016462085768580437,
0.04291970282793045,
-0.04421425238251686,
0.005216646008193493,
-0.015623454935848713,
0.02049867995083332,
-0.03580683469772339,
-0.08492590487003326,
0.0346481055021286,
0.03309531882405281,
0.039258573204278946,
0.04651995003223419,
0.0007940049981698394,
-0.004147411324083805,
0.020127972587943077,
-0.010494151152670383,
-0.010156134143471718,
-0.030325639992952347,
0.008774968795478344,
0.03017621487379074,
0.05086030066013336,
-0.04275517165660858,
0.03198599815368652,
0.002114279428496957,
0.022769315168261528,
0.04551596939563751,
-0.05073201656341553,
0.05137084051966667,
0.03343028575181961,
0.009605181403458118,
-0.028404438868165016,
0.017778923735022545,
-0.014655908569693565,
0.01873423531651497,
0.03853627294301987,
-0.0066184839233756065,
0.056234296411275864,
0.0020705247297883034,
0.031670764088630676,
0.10543929040431976,
0.0346359945833683,
0.000343430379871279,
0.016892176121473312,
0.06691351532936096,
-0.0026106340810656548,
-0.026271885260939598,
0.06107410043478012,
-0.036439910531044006,
0.04161824658513069,
-0.0281367190182209,
0.02405167557299137,
-0.025959476828575134,
-0.010200598277151585,
0.04452034831047058,
0.012070110999047756,
-0.008805972523987293,
0.012354973703622818,
0.005578621756285429,
-0.003461593994870782,
0.029622983187437057,
0.0070747146382927895,
-0.016322752460837364,
0.008860775269567966,
-0.005464726127684116,
0.027467524632811546,
-0.06289654225111008,
-0.05801324173808098,
-0.004110610578209162,
-0.02361444942653179,
-0.002539792563766241,
-0.08785241842269897,
-0.022272026166319847,
-0.050381850451231,
0.005573176313191652,
0.021804962307214737,
0.019832095131278038,
0.011803574860095978,
-0.04381806030869484,
0.01718321442604065,
-0.03818264603614807,
-0.037748970091342926,
-0.040195100009441376,
-0.054123833775520325,
-0.029346659779548645,
-0.08398322016000748,
0.05432548001408577,
0.005146079696714878,
0.026406900957226753,
-0.00879568513482809,
-0.00926165096461773,
-0.028505366295576096,
-0.03639836236834526,
0.04318607971072197,
0.048820991069078445,
-0.0166575089097023,
-0.04576217755675316,
0.0058376542292535305,
-0.02832537330687046,
0.012118864804506302,
-0.00914150569587946,
-0.020959507673978806,
0.05438869819045067,
0.06865204870700836,
0.011327617801725864,
0.014827153645455837,
-0.0387042760848999,
-0.03321566805243492,
-0.0057897064834833145,
-0.04284241050481796,
-0.041741035878658295,
-0.02904665283858776,
-0.030426127836108208,
-0.04208898916840553,
0.014258247800171375,
-0.02870142087340355,
-0.026330890133976936,
-0.006200479809194803,
0.015560545027256012,
0.01609821245074272,
0.04940657690167427,
0.039203278720378876,
0.04741353169083595,
-0.03056035190820694,
-0.02787170745432377,
0.06165905296802521,
-0.0054209488444030285,
0.004940964747220278,
-0.08925676345825195,
-0.022941481322050095,
0.04069949686527252,
0.033258337527513504,
0.0021290339063853025,
-0.009372657164931297,
0.0997655913233757,
0.022081077098846436,
-0.024417070671916008,
-0.01622803322970867,
0.013151339255273342,
-0.008660953491926193,
-0.025186583399772644,
-0.02929754927754402,
-0.0013828100636601448,
-0.0431244783103466,
-0.03535187989473343,
-0.026645081117749214,
0.04277588054537773,
-0.06306906044483185,
-0.04700362682342529,
-0.018804553896188736,
0.031361695379018784,
0.015667634084820747,
0.03427433222532272,
-0.04912935197353363,
-0.000885694520547986,
-0.062446631491184235,
-0.017786085605621338,
0.0311939287930727,
0.020204519852995872,
0.018362982198596,
0.0588817335665226,
0.031209439039230347,
-0.04332711175084114,
0.030039861798286438,
0.02320903167128563,
0.05550121143460274,
0.019531944766640663,
-0.060360703617334366,
0.004619728773832321,
-0.022027188912034035,
0.0036850750911980867,
-0.0046636685729026794,
-0.030305910855531693,
-0.060189783573150635,
-0.08007458597421646,
-0.013255120255053043,
-0.020718127489089966,
-0.01225007139146328,
-0.020707884803414345,
0.05333391949534416,
-0.013440553098917007,
0.0057172165252268314,
0.0013341534649953246,
0.009690777398645878,
0.03516128286719322,
-0.042390916496515274,
0.04474547877907753,
0.030243758112192154,
0.01768014021217823,
-0.04560515657067299,
0.012680106796324253,
-0.01909484714269638,
-0.02836480922996998,
-0.008585832081735134,
0.03278602659702301,
0.03171016648411751,
0.07900465279817581,
0.032812152057886124,
0.016695385798811913,
-0.05698108673095703,
0.0698152706027031,
0.04822704568505287,
-0.02102733589708805,
-0.058331940323114395,
0.019654201343655586,
-0.0062172492034733295,
-0.028311941772699356,
0.005638717673718929,
-0.021317455917596817,
0.02481987699866295,
0.06018238514661789,
-0.023363778367638588,
-0.01604660414159298,
0.004274667706340551,
-0.01857721619307995,
-0.016004925593733788,
-0.07588133215904236,
-0.018147587776184082,
0.024751566350460052,
-0.025137437507510185,
0.03010503575205803,
0.03380900248885155,
0.043711286038160324,
0.04885971173644066,
0.04686087369918823,
-0.00280713546089828,
-0.04581565409898758,
0.0471644252538681,
0.052520547062158585,
-0.045896440744400024,
-0.07266105711460114,
-0.04237205907702446,
0.061025749891996384,
0.06509929150342941,
-0.022847624495625496,
-0.08235793560743332,
-0.004792826250195503,
0.03586442396044731,
-0.036114614456892014,
0.09229110181331635,
-0.025475548580288887,
0.022727394476532936,
0.057742077857255936,
-0.02567954920232296,
0.012764185667037964,
-0.0215914249420166,
-0.010812056250870228,
0.018016787245869637,
0.014004908502101898,
-0.04437671974301338,
-0.038660451769828796,
-0.04362146183848381,
0.03247474506497383,
0.021401839330792427,
0.05877593904733658,
0.03818138688802719,
-0.0331633985042572,
-0.07428836822509766,
0.002324090339243412,
0.02542775683104992,
-0.026321591809391975,
0.0035504275001585484,
0.01885334774851799,
0.035084329545497894,
-0.063333660364151,
-0.02593855746090412,
-0.023946980014443398,
-0.015786414965987206,
0.033670999109745026,
0.027517786249518394,
-0.042390141636133194,
-0.020892631262540817,
0.013469700701534748,
-0.03170143812894821,
0.01725245639681816,
-0.0480964332818985,
0.031881384551525116,
-0.029957864433526993,
-0.0098283551633358,
0.034342408180236816,
0.049114890396595,
0.052440136671066284,
0.03181672841310501,
0.002384049817919731,
0.000018537046344135888,
-0.008836123161017895,
0.03255969658493996,
-0.0250844769179821,
-0.020968398079276085,
-0.0001465213717892766,
-0.07458165287971497,
-0.0040700435638427734,
-0.02678755857050419,
-0.035703692585229874,
-0.06259359419345856,
-0.019185984507203102,
0.01863976940512657,
-0.002885333728045225,
-0.010616060346364975,
-0.017196625471115112,
0.04410742223262787,
-0.050795771181583405,
-0.02361905574798584,
-0.03408109396696091,
-0.021288855001330376,
-0.08350576460361481,
-0.06522579491138458,
0.013660353608429432,
-0.017907345667481422,
0.047168392688035965,
-0.007293466944247484,
0.023593783378601074,
0.022309044376015663,
-0.0009936484275385737,
-0.03363078087568283,
0.027746595442295074,
0.01812342181801796,
-0.0251234769821167,
-0.03198688104748726,
0.023703306913375854,
0.017093729227781296,
0.04909227043390274,
-0.01624842919409275,
0.014452130533754826,
0.022836433723568916,
-0.03885630890727043,
-0.03213416039943695,
0.01624268852174282,
0.024694757536053658,
-0.05775076150894165,
-0.010904110036790371,
-0.014773804694414139,
-0.05652221292257309,
0.018452543765306473,
0.011882170103490353,
0.0038778502494096756,
-0.011332393623888493,
0.02246793732047081,
0.025163568556308746,
-0.022811954841017723,
-0.030415531247854233,
0.007505500223487616,
-0.052316125482320786,
0.018781563267111778,
-0.043339431285858154,
0.05469531565904617,
-0.05163033679127693,
-0.008486101403832436,
-0.0019043165957555175,
-0.029098328202962875,
-0.04601055011153221,
0.05135301500558853,
0.0007253816002048552,
-0.01232082862406969,
-0.0020490719471126795,
0.027351072058081627,
-0.028487158939242363,
0.04478064551949501,
-0.005536308977752924,
0.029483888298273087,
-0.027318252250552177,
0.04682856425642967,
-0.0434439443051815,
-0.0018688286654651165,
-0.042997632175683975,
0.010457538068294525,
-0.012100208550691605,
-0.017160404473543167,
-0.02453567460179329,
-0.030815592035651207,
0.022881001234054565,
0.04951019212603569,
0.02254330739378929,
0.027569914236664772,
-0.04408850520849228,
0.015664268285036087,
0.004700927995145321,
-0.0734701007604599,
-0.02255723997950554,
0.007063923869282007,
0.05126084387302399,
-0.009697520174086094,
0.05914754793047905,
0.034392088651657104,
-0.040663283318281174,
-0.0355374701321125,
0.046781986951828,
0.026317173615098,
0.002415173687040806,
0.002217200817540288,
0.020667163655161858,
0.024715064093470573,
0.013253879733383656,
-0.02069891430437565,
-0.017888953909277916,
0.01669372245669365,
-0.042108193039894104,
-0.002350566675886512,
-0.006641842890530825,
0.022132374346256256,
-0.004122766200453043,
-0.03615102916955948,
-0.01676497980952263,
0.056921977549791336,
0.028591908514499664,
0.01333962194621563,
0.011178950779139996,
-0.03612789884209633,
0.02074144408106804,
-0.028679439797997475,
-0.06528246402740479,
-0.007791610900312662,
-0.0036560799926519394,
-0.03142387047410011,
0.06561796367168427,
-0.02746305987238884,
0.01053573377430439,
0.039146531373262405,
0.03267896547913551,
-0.018030479550361633,
0.07178977876901627,
-0.027401747182011604,
0.005989456549286842,
0.04696962982416153,
-0.046535227447748184,
0.0006905562477186322,
-0.02707599848508835,
0.07743833214044571,
-0.06008755788207054,
0.05839544162154198,
0.03741903230547905,
-0.007614660542458296,
0.017008446156978607,
-0.052056629210710526,
-0.05329640954732895,
0.02594629116356373,
-0.05999748036265373,
0.07866837084293365,
0.01338998880237341,
-0.05874399095773697,
0.06418522447347641,
0.029070507735013962,
-0.06894449144601822,
0.034984420984983444,
0.04137852042913437,
0.017974965274333954,
0.013241350650787354,
0.046564750373363495,
-0.04405041038990021,
0.02435872331261635,
-0.03163408860564232,
0.050593797117471695,
-0.0541083998978138,
-0.018159953877329826,
-0.022358190268278122,
-0.057842057198286057,
-0.014819859527051449,
0.05010790377855301,
-0.012331318110227585,
-0.017814572900533676,
0.01594110205769539,
-0.04197001829743385,
-0.03155408799648285,
-0.020112302154302597,
-0.015112713910639286,
-0.003535631112754345,
0.0314210020005703,
-0.03065909631550312,
-0.0007642537821084261,
-0.014013775624334812,
0.001389339566230774,
-0.033795297145843506,
-0.000487087934743613,
0.02061080001294613,
-0.05546730011701584,
-0.03974742069840431,
0.030232934281229973,
0.0005052397027611732,
-0.015990056097507477,
-0.00002820160261762794,
0.009213441051542759,
0.015614854171872139,
0.02485506422817707,
-0.009818635880947113,
0.014219081029295921,
-0.05474279075860977,
-0.0162925124168396,
0.03283677250146866,
0.014683623798191547,
0.01667226292192936,
-0.004136398900300264,
0.03759116679430008,
0.046815235167741776,
0.02311500534415245,
-0.005294955801218748,
-0.024947084486484528,
-0.03163899481296539,
0.0201985202729702,
-0.03693051263689995,
0.022828157991170883,
0.008021540008485317,
-0.04303622618317604,
-0.03246254101395607,
0.01113425474613905,
-0.011856618337333202,
0.03072201833128929,
-0.05708711966872215,
-0.0021531949751079082,
0.03526271507143974,
-0.01319818664342165,
-0.03479060158133507,
-0.0791294276714325,
-0.025157451629638672,
-0.024833152070641518,
0.03748813271522522,
0.015250099822878838,
-0.04030349850654602,
0.0007055469322949648,
-0.04116126894950867,
-0.06729091703891754,
0.04608675837516785,
0.03412359952926636,
-0.03347514569759369,
0.043891314417123795,
0.05857129767537117,
-0.036756791174411774,
0.02255038358271122,
0.017365992069244385,
-0.05161242187023163,
-0.0005237325676716864,
0.01603766530752182,
0.018932968378067017,
0.04283760488033295,
0.03189362958073616,
-0.028178103268146515,
-0.016444038599729538,
-0.07445129007101059,
-0.03146149963140488,
-0.03626272827386856,
-0.006150870583951473,
0.07015596330165863
] |
dccuchile/bert-base-spanish-wwm-cased-finetuned-ner | [
"pytorch",
"bert",
"token-classification",
"transformers",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"BertForTokenClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 81 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- glue
metrics:
- matthews_correlation
model-index:
- name: distilbert-base-uncased-finetuned-cola
results:
- task:
name: Text Classification
type: text-classification
dataset:
name: glue
type: glue
args: cola
metrics:
- name: Matthews Correlation
type: matthews_correlation
value: 0.5494735380761103
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# distilbert-base-uncased-finetuned-cola
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the glue dataset.
It achieves the following results on the evaluation set:
- Loss: 0.8540
- Matthews Correlation: 0.5495
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
### Training results
| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
|:-------------:|:-----:|:----:|:---------------:|:--------------------:|
| 0.5219 | 1.0 | 535 | 0.5314 | 0.4095 |
| 0.346 | 2.0 | 1070 | 0.5141 | 0.5054 |
| 0.2294 | 3.0 | 1605 | 0.6351 | 0.5200 |
| 0.1646 | 4.0 | 2140 | 0.7575 | 0.5459 |
| 0.1235 | 5.0 | 2675 | 0.8540 | 0.5495 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.9.0+cu111
- Datasets 1.14.0
- Tokenizers 0.10.3
| [
-0.01573266088962555,
0.011976467445492744,
-0.020664382725954056,
0.044218260794878006,
0.06997796893119812,
0.023500502109527588,
-0.029423777014017105,
-0.02677956409752369,
-0.046298373490571976,
0.05979892984032631,
0.033920709043741226,
-0.012259336188435555,
0.021359728649258614,
0.03322277218103409,
-0.0141900684684515,
-0.019041670486330986,
-0.019965313374996185,
-0.013890494592487812,
-0.028651051223278046,
-0.01984679326415062,
0.0005144948954693973,
-0.02430141158401966,
-0.016616957262158394,
0.0016341123264282942,
-0.010571285150945187,
0.008588395081460476,
0.005023906007409096,
0.02330363728106022,
0.04346558079123497,
-0.06483989953994751,
-0.0005006864666938782,
-0.05775842443108559,
-0.03616494685411453,
-0.010556457564234734,
-0.011743512004613876,
-0.01437418069690466,
0.007301491219550371,
0.02348059043288231,
0.02360924705862999,
0.04486680030822754,
-0.002145083388313651,
0.0054297493770718575,
-0.0045103710144758224,
-0.031205294653773308,
0.04815562069416046,
0.0054178559221327305,
-0.037792399525642395,
-0.01114625297486782,
0.03216128051280975,
-0.011923028156161308,
-0.06673994660377502,
-0.05873220041394234,
-0.025345228612422943,
0.03053140453994274,
-0.0015803055139258504,
-0.02287822589278221,
-0.053558237850666046,
0.03128930553793907,
0.05063866078853607,
-0.04022051766514778,
-0.0360996276140213,
0.021297017112374306,
-0.06368248164653778,
0.0014570440398529172,
0.02076997049152851,
-0.02767813764512539,
-0.00998866930603981,
-0.04200221598148346,
0.026685986667871475,
-0.013402765616774559,
0.056401047855615616,
-0.01887408271431923,
0.04066239669919014,
-0.05841383710503578,
-0.02021997980773449,
0.003291763598099351,
0.019471827894449234,
0.03932389244437218,
-0.038069289177656174,
0.05066431313753128,
0.04064047336578369,
0.008390883915126324,
0.028716430068016052,
-0.025337398052215576,
0.004175953101366758,
0.004338304977864027,
-0.04538905993103981,
-0.004181405995041132,
0.04917345196008682,
0.006063142791390419,
-0.03535229712724686,
-0.04156479239463806,
-0.041304998099803925,
-0.03831840306520462,
0.002780718496069312,
0.029501987621188164,
0.01994413696229458,
-0.0024919179268181324,
0.052980829030275345,
0.014399646781384945,
0.02370610460639,
0.03979960083961487,
-0.035374514758586884,
0.06711315363645554,
-0.014956350438296795,
-0.003924993798136711,
0.008287504315376282,
-0.005307055078446865,
-0.060751646757125854,
0.008576026186347008,
0.018821248784661293,
-0.01282914076000452,
-0.02799179032444954,
0.04724278673529625,
-0.01107744686305523,
-0.013262327760457993,
0.05583491176366806,
-0.033662546426057816,
-0.03662930428981781,
-0.050290077924728394,
0.05035772919654846,
0.01034458540380001,
0.008811105042696,
0.01993129588663578,
-0.03330346569418907,
-0.007288641761988401,
-0.015747444704174995,
-0.028995001688599586,
-0.036563027650117874,
0.027246715500950813,
0.0172920823097229,
0.0664219781756401,
0.01612633652985096,
-0.08094154298305511,
0.010304044000804424,
0.031733959913253784,
-0.03515274077653885,
0.04176183417439461,
0.030206097289919853,
0.12138954550027847,
-0.0732029527425766,
-0.0627935454249382,
0.018288826569914818,
0.021186886355280876,
-0.01935427449643612,
0.017313579097390175,
-0.004417284857481718,
-0.02518068440258503,
-0.0008126840111799538,
0.007517049089074135,
0.0638028234243393,
-0.05966683104634285,
-0.0015907709021121264,
0.07712122052907944,
-0.01153259165585041,
0.028898509219288826,
-0.056918270885944366,
-0.011163761839270592,
0.008946426212787628,
-0.025637364014983177,
-0.03863443061709404,
0.03921029716730118,
0.007833726704120636,
-0.021075110882520676,
-0.0332627147436142,
-0.03748515248298645,
0.001491614617407322,
0.08969751745462418,
-0.010688448324799538,
-0.028992481529712677,
-0.021834244951605797,
0.02674837037920952,
0.06035733222961426,
0.036715395748615265,
-0.034457117319107056,
0.04194197803735733,
0.07228929549455643,
0.03729674592614174,
-0.02441486530005932,
0.029357898980379105,
0.0072177411057055,
-0.0009969117818400264,
-0.046886906027793884,
0.026672860607504845,
-0.017497962340712547,
-0.057725753635168076,
0.03732486441731453,
-0.014548604376614094,
0.01543457806110382,
-0.05608570575714111,
-0.06444404274225235,
0.053811170160770416,
-0.01987195573747158,
-0.012937040068209171,
0.0017981366254389286,
0.012320522218942642,
-0.03901389613747597,
0.04299201816320419,
-0.011506468057632446,
0.0063029867596924305,
-0.026783833280205727,
-0.043154049664735794,
0.04787934944033623,
-0.021485527977347374,
0.03461755812168121,
0.04837998002767563,
-0.0076757133938372135,
0.08047816157341003,
-0.03878653049468994,
0.0019294358789920807,
-0.053725723177194595,
-0.04205089807510376,
0.01665732078254223,
0.05079875886440277,
0.044267263263463974,
0.06629110127687454,
-0.007288014981895685,
-0.027144985273480415,
0.043830521404743195,
0.06722266227006912,
0.0338783785700798,
0.004654948133975267,
-0.017553161829710007,
-0.02159249782562256,
0.03156355395913124,
0.05167161300778389,
-0.06648202985525131,
-0.022814635187387466,
0.011813655495643616,
0.03817828372120857,
-0.00026872067246586084,
-0.004062535706907511,
-0.014370322227478027,
0.030224105343222618,
-0.05087226256728172,
-0.052597176283597946,
0.040713999420404434,
0.02062334679067135,
-0.00435148598626256,
0.00882738921791315,
0.004809391684830189,
-0.0051436577923595905,
0.020403414964675903,
0.02214427851140499,
0.007189058233052492,
-0.06905578821897507,
0.021197054535150528,
0.027922578155994415,
0.05863917991518974,
-0.060375604778528214,
0.03754042461514473,
-0.012643863447010517,
0.009545264765620232,
0.033707235008478165,
-0.036064427345991135,
0.046828027814626694,
0.06166310980916023,
0.027190353721380234,
-0.011070244014263153,
0.03392872214317322,
0.020547978579998016,
0.03738463670015335,
0.011092124506831169,
0.007647563703358173,
0.06877906620502472,
-0.0013080340577289462,
0.04636004939675331,
0.07524025440216064,
0.014146965928375721,
0.01746511645615101,
0.027771731838583946,
0.0739530548453331,
0.03544466197490692,
-0.013324634172022343,
0.037462472915649414,
-0.06481410562992096,
0.023737389594316483,
-0.043913066387176514,
-0.0011833502212539315,
-0.041018251329660416,
0.006867852993309498,
0.061696864664554596,
0.05820728838443756,
-0.02042846381664276,
-0.003209489630535245,
0.03297421708703041,
0.0054139685817062855,
0.0273898858577013,
-0.004966611508280039,
-0.0004988029249943793,
-0.02698545716702938,
-0.010368810966610909,
-0.03270016610622406,
-0.06392920017242432,
-0.05179561302065849,
-0.011328636668622494,
-0.023598087951540947,
-0.0143855269998312,
-0.08911164104938507,
-0.02071252465248108,
-0.08880150318145752,
-0.03159235045313835,
0.0354023315012455,
0.015401266515254974,
0.0012994149001315236,
-0.0369291715323925,
-0.017049789428710938,
-0.04736572876572609,
-0.031319212168455124,
-0.04183328151702881,
-0.042326830327510834,
-0.06749976426362991,
-0.05295051634311676,
0.035268910229206085,
0.03473525494337082,
0.016048308461904526,
0.0030527161434292793,
0.01721862144768238,
-0.004954226315021515,
-0.017669297754764557,
0.05046192556619644,
0.053897399455308914,
-0.028432760387659073,
-0.03588001802563667,
0.03057914413511753,
-0.019914638251066208,
0.01319773681461811,
0.008002787828445435,
-0.03862479701638222,
0.08914487808942795,
0.06603419780731201,
0.03109271265566349,
0.004578519146889448,
0.00321984407491982,
-0.058005016297101974,
-0.06765805929899216,
-0.024648109450936317,
-0.042398881167173386,
-0.009048820473253727,
-0.06475065648555756,
-0.04003918915987015,
-0.015518656000494957,
-0.035835783928632736,
0.003417251631617546,
-0.009343214333057404,
0.0019862856715917587,
0.0074646142311394215,
0.029675772413611412,
0.022357268258929253,
0.04175654426217079,
-0.014534220099449158,
-0.028478171676397324,
0.04844227060675621,
0.02950059063732624,
0.0013698340626433492,
-0.0822046771645546,
-0.01810818538069725,
0.036237020045518875,
-0.003909978084266186,
-0.01696125976741314,
-0.01105793658643961,
0.07231727242469788,
0.013433224521577358,
-0.0007583871483802795,
0.010557305067777634,
-0.04249483346939087,
0.012938856147229671,
-0.0010690937051549554,
-0.005536928307265043,
-0.0020910187158733606,
-0.024298857897520065,
-0.03150612860918045,
-0.0026438343338668346,
0.03905920311808586,
-0.08280123025178909,
-0.053320664912462234,
-0.0009242979576811194,
0.03399499133229256,
0.05393502116203308,
0.00884812418371439,
-0.030750736594200134,
-0.010738571174442768,
-0.07158301770687103,
-0.0030501026194542646,
0.03635576739907265,
0.024699972942471504,
-0.00427678506821394,
0.03982001543045044,
0.007924051024019718,
-0.015654897317290306,
0.034434765577316284,
0.0332254022359848,
0.06135699152946472,
0.019454995170235634,
-0.06187340244650841,
0.010771209374070168,
-0.020786501467227936,
0.026781156659126282,
-0.02566620334982872,
-0.020584121346473694,
-0.03857722878456116,
-0.08162791281938553,
-0.019550537690520287,
-0.0022268963512033224,
0.009543596766889095,
-0.03860544040799141,
0.017672693356871605,
-0.006986118853092194,
-0.014317916706204414,
0.0029754419811069965,
0.03258342295885086,
0.030863935127854347,
-0.01707654632627964,
0.08140598982572556,
-0.008911185897886753,
0.005582330748438835,
-0.07504698634147644,
0.00492034712806344,
-0.060517970472574234,
-0.010860718786716461,
0.02541225217282772,
0.040571898221969604,
-0.027836721390485764,
0.05539335682988167,
0.05045189708471298,
0.03654283657670021,
-0.03925462067127228,
0.052562128752470016,
0.07106467336416245,
-0.0397997722029686,
-0.04893272742629051,
-0.01094377413392067,
0.013441475108265877,
-0.02768021635711193,
0.0036690712440758944,
-0.03286837041378021,
0.042664993554353714,
0.04916248470544815,
-0.004968713037669659,
-0.0069390833377838135,
-0.011008945293724537,
-0.010892867110669613,
-0.037762805819511414,
-0.07917749881744385,
-0.04449072480201721,
-0.013577877543866634,
-0.040405672043561935,
0.022573163732886314,
0.06932839751243591,
0.04154244810342789,
0.07080572843551636,
0.030320392921566963,
-0.02759512886404991,
-0.004087149165570736,
0.020689932629466057,
0.012355226092040539,
-0.01907331682741642,
-0.06238936632871628,
-0.055190812796354294,
0.03342350572347641,
0.045330874621868134,
0.0037571184802800417,
-0.06216327100992203,
0.008439157158136368,
0.041717443615198135,
-0.04643521457910538,
0.05040718987584114,
0.017740584909915924,
0.04890640079975128,
0.06228082254528999,
0.012263680808246136,
0.03896733745932579,
-0.039866093546152115,
0.0026636309921741486,
0.0057831574231386185,
0.033769212663173676,
-0.01577628403902054,
-0.03805568441748619,
-0.030243810266256332,
0.028709035366773605,
0.0534982867538929,
0.03681374713778496,
0.02645847387611866,
-0.02160629630088806,
-0.04345161095261574,
0.000553174817468971,
0.02660190500319004,
-0.039378583431243896,
-0.012156464159488678,
0.04306954890489578,
0.0409713052213192,
-0.06560467928647995,
-0.029020892456173897,
-0.02442442625761032,
-0.017574068158864975,
0.016341859474778175,
0.016748303547501564,
-0.032299019396305084,
-0.0641690194606781,
0.03452353551983833,
0.011119645088911057,
-0.03318343311548233,
-0.08268673717975616,
0.05018048733472824,
-0.006715378258377314,
-0.02502657100558281,
0.03812436759471893,
0.030461469665169716,
0.040201086550951004,
0.06433536857366562,
0.0313422791659832,
0.005953391548246145,
-0.017613478004932404,
0.020132560282945633,
-0.0279551949352026,
-0.020969247445464134,
0.00587637210264802,
-0.05856156721711159,
-0.04118771106004715,
0.002340601524338126,
-0.03918915614485741,
-0.04754514619708061,
-0.04526738449931145,
0.023646146059036255,
-0.0042615123093128204,
-0.036658480763435364,
-0.00801797304302454,
0.03630528971552849,
-0.01145844254642725,
-0.01970549486577511,
-0.0552695095539093,
-0.028990473598241806,
-0.07200908660888672,
-0.06130559742450714,
0.00034758084802888334,
-0.00425257021561265,
0.02823054976761341,
0.010660119354724884,
0.017931882292032242,
0.01304129883646965,
0.018562592566013336,
-0.02188880182802677,
0.014485662803053856,
0.005066093057394028,
-0.03887511044740677,
-0.020522911101579666,
0.01754530519247055,
0.010745078325271606,
0.030402522534132004,
-0.01856875978410244,
0.02431090734899044,
-0.013005157001316547,
-0.010572175495326519,
-0.011295328848063946,
0.028990808874368668,
0.018460368737578392,
-0.052757687866687775,
-0.046181172132492065,
-0.016814086586236954,
-0.0268254354596138,
0.02835884876549244,
-0.03268381580710411,
-0.026351701468229294,
0.013051805086433887,
0.015152514912188053,
0.03628440201282501,
-0.01191102433949709,
-0.005954279564321041,
0.008577000349760056,
-0.014834939502179623,
0.0340997613966465,
-0.04431232064962387,
0.06006261706352234,
-0.045481324195861816,
0.01974482089281082,
-0.022861672565340996,
0.007382332347333431,
-0.031086139380931854,
0.044688038527965546,
-0.012745358981192112,
-0.015576993115246296,
-0.00038864550879225135,
0.05598510429263115,
-0.034916430711746216,
0.02702171914279461,
-0.002458259928971529,
0.03421904519200325,
-0.032133202999830246,
0.05916728079319,
-0.06297235935926437,
-0.007142792921513319,
-0.041249196976423264,
0.022971658036112785,
-0.02254592813551426,
0.0019841366447508335,
-0.028596805408596992,
-0.02745075151324272,
0.025050384923815727,
0.04037073254585266,
0.024530451744794846,
0.044392380863428116,
0.0027748707216233015,
0.0002133910165866837,
0.012938249856233597,
-0.04190729930996895,
-0.018875623121857643,
-0.001979988068342209,
-0.021043384447693825,
-0.005898358765989542,
0.0561952218413353,
0.010947841219604015,
-0.0473218709230423,
-0.08359388262033463,
0.07233557850122452,
0.025812439620494843,
0.018245581537485123,
-0.003376720240339637,
0.05760795250535011,
0.02409375086426735,
0.022235961630940437,
-0.03157469257712364,
-0.009077919647097588,
-0.0020682914182543755,
-0.038332171738147736,
0.018191199749708176,
0.0038892575539648533,
0.03383701667189598,
0.004173347260802984,
-0.04413852095603943,
-0.008894667960703373,
0.052992627024650574,
0.023569125682115555,
0.022164588794112206,
-0.007732154801487923,
-0.049786534160375595,
0.020265037193894386,
0.016382014378905296,
-0.03951854631304741,
0.0045710597187280655,
0.023209355771541595,
-0.032322175800800323,
0.0391809307038784,
-0.0048733907751739025,
0.005335225258022547,
0.06993602216243744,
0.020051850005984306,
-0.006226726807653904,
0.03464857488870621,
-0.04597461223602295,
0.017274580895900726,
0.02776344306766987,
-0.08008076250553131,
-0.015973273664712906,
-0.05621569603681564,
0.061100106686353683,
-0.06826676428318024,
0.04289935529232025,
0.04643800109624863,
0.0011961482232436538,
0.016538424417376518,
-0.042607564479112625,
-0.05340021476149559,
0.021399984136223793,
-0.04517657309770584,
0.05994764715433121,
0.00331111834384501,
-0.05695946887135506,
0.055560432374477386,
0.01020914874970913,
-0.056594688445329666,
0.03559024631977081,
0.018725218251347542,
0.06913848221302032,
0.022227687761187553,
0.04238925874233246,
-0.03845997527241707,
0.013511721044778824,
-0.03868468105792999,
0.028259877115488052,
-0.048312362283468246,
-0.029872456565499306,
0.01756000891327858,
-0.03225797414779663,
-0.029168397188186646,
0.03814171999692917,
-0.02934878133237362,
0.0016255010850727558,
0.04519073665142059,
-0.03777078166604042,
-0.06477450579404831,
0.025266561657190323,
0.012516321614384651,
-0.02114374376833439,
-0.0289897583425045,
-0.027521181851625443,
0.02015712298452854,
0.017628105357289314,
-0.008528966456651688,
-0.02837667241692543,
-0.04080255702137947,
0.04829647019505501,
-0.040713340044021606,
-0.018446069210767746,
0.04546471685171127,
-0.0071115815080702305,
-0.036772795021533966,
0.021342536434531212,
0.03062145970761776,
0.0017476935172453523,
0.014078945852816105,
-0.034475717693567276,
0.027680378407239914,
-0.04229990392923355,
-0.023872001096606255,
0.021284937858581543,
-0.01023052353411913,
0.02879316546022892,
0.008716256357729435,
0.039529118686914444,
0.04281867295503616,
0.01675352267920971,
0.010311940684914589,
-0.025004424154758453,
-0.023517237976193428,
0.010800288058817387,
-0.041033919900655746,
0.010642137378454208,
-0.0037686179857701063,
-0.04224161058664322,
-0.023537563160061836,
0.003833513706922531,
-0.03816435858607292,
0.024389315396547318,
-0.06766916811466217,
0.017557259649038315,
0.03448883444070816,
-0.032097890973091125,
-0.023993900045752525,
-0.09439726173877716,
-0.025948483496904373,
-0.040986381471157074,
-0.02559155784547329,
0.029177770018577576,
-0.027784401550889015,
0.02453979291021824,
-0.022947711870074272,
-0.023654775694012642,
0.04014987125992775,
0.04353223368525505,
-0.05154380202293396,
0.066704161465168,
0.028475243598222733,
-0.045575130730867386,
0.019653042778372765,
0.030938219279050827,
-0.04002483934164047,
-0.0015393940266221762,
0.005753485485911369,
0.029530707746744156,
0.027984047308564186,
0.016514847055077553,
-0.06362643092870712,
-0.02625829540193081,
-0.07258471846580505,
-0.04507853090763092,
-0.06104835495352745,
-0.006641568150371313,
0.041771624237298965
] |
dccuchile/bert-base-spanish-wwm-uncased-finetuned-ner | [
"pytorch",
"bert",
"token-classification",
"transformers",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"BertForTokenClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
license: apache-2.0
tags:
- eu
- public procurement
- cpv
- sector
- multilingual
- transformers
- text-classification
widget:
- text: "Oppegård municipality, hereafter called the contracting authority, intends to enter into a framework agreement with one supplier for the procurement of fresh bread and bakery products for Oppegård municipality. The contract is estimated to NOK 1 400 000 per annum excluding VAT The total for the entire period including options is NOK 5 600 000 excluding VAT"
---
# multilingual-cpv-sector-classifier
This model is a fine-tuned version of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) on [the Tenders Economic Daily Public Procurement Data](https://simap.ted.europa.eu/en).
It achieves the following results on the evaluation set:
- F1 Score: 0.686
## Model description
The model takes procurement descriptions written in any of [104 languages](https://github.com/google-research/bert/blob/master/multilingual.md#list-of-languages) and classifies them into 45 sector classes represented by [CPV(Common Procurement Vocabulary)](https://simap.ted.europa.eu/en_GB/web/simap/cpv) code descriptions as listed below.
| Common Procurement Vocabulary |
|:-----------------------------|
| Administration, defence and social security services. 👮♀️ |
| Agricultural machinery. 🚜 |
| Agricultural, farming, fishing, forestry and related products. 🌾 |
| Agricultural, forestry, horticultural, aquacultural and apicultural services. 👨🏿🌾 |
| Architectural, construction, engineering and inspection services. 👷♂️ |
| Business services: law, marketing, consulting, recruitment, printing and security. 👩💼 |
| Chemical products. 🧪 |
| Clothing, footwear, luggage articles and accessories. 👖 |
| Collected and purified water. 🌊 |
| Construction structures and materials; auxiliary products to construction (excepts electric apparatus). 🧱 |
| Construction work. 🏗️ |
| Education and training services. 👩🏿🏫 |
| Electrical machinery, apparatus, equipment and consumables; Lighting. ⚡ |
| Financial and insurance services. 👨💼 |
| Food, beverages, tobacco and related products. 🍽️ |
| Furniture (incl. office furniture), furnishings, domestic appliances (excl. lighting) and cleaning products. 🗄️ |
| Health and social work services. 👨🏽⚕️ |
| Hotel, restaurant and retail trade services. 🏨 |
| IT services: consulting, software development, Internet and support. 🖥️ |
| Industrial machinery. 🏭 |
| Installation services (except software). 🛠️ |
| Laboratory, optical and precision equipments (excl. glasses). 🔬 |
| Leather and textile fabrics, plastic and rubber materials. 🧵 |
| Machinery for mining, quarrying, construction equipment. ⛏️ |
| Medical equipments, pharmaceuticals and personal care products. 💉 |
| Mining, basic metals and related products. ⚙️ |
| Musical instruments, sport goods, games, toys, handicraft, art materials and accessories. 🎸 |
| Office and computing machinery, equipment and supplies except furniture and software packages. 🖨️ |
| Other community, social and personal services. 🧑🏽🤝🧑🏽 |
| Petroleum products, fuel, electricity and other sources of energy. 🔋 |
| Postal and telecommunications services. 📶 |
| Printed matter and related products. 📰 |
| Public utilities. ⛲ |
| Radio, television, communication, telecommunication and related equipment. 📡 |
| Real estate services. 🏠 |
| Recreational, cultural and sporting services. 🚴 |
| Repair and maintenance services. 🔧 |
| Research and development services and related consultancy services. 👩🔬 |
| Security, fire-fighting, police and defence equipment. 🧯 |
| Services related to the oil and gas industry. ⛽ |
| Sewage-, refuse-, cleaning-, and environmental services. 🧹 |
| Software package and information systems. 🔣 |
| Supporting and auxiliary transport services; travel agencies services. 🚃 |
| Transport equipment and auxiliary products to transportation. 🚌 |
| Transport services (excl. Waste transport). 💺
## Intended uses & limitations
- Input description should be written in any of [the 104 languages](https://github.com/google-research/bert/blob/master/multilingual.md#list-of-languages) that MBERT supports.
- The model is just evaluated in 22 languages. Thus there is no information about the performances in other languages.
- The domain is also restricted by the awarded procurement notice descriptions in European Union. Evaluating on whole document texts might change the performance.
## Training and evaluation data
- The whole data consists of 744,360 rows. Shuffled and split into train and validation sets by using 80%/20% manner.
- Each description represents a unique contract notice description awarded between 2011 and 2018.
- Both training and validation data have contract notice descriptions written in 22 European Languages. (Malta and Irish are extracted due to scarcity compared to whole data)
## Training procedure
The training procedure has been completed on Google Cloud V3-8 TPUs. Thanks [Google](https://sites.research.google/trc/about/) for giving the access to Cloud TPUs
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- num_epochs: 3
- gradient_accumulation_steps: 8
- batch_size_per_device: 4
- total_train_batch_size: 32
### Training results
| Epoch | Step | F1 Score|
|:-----:|:------:|:------:|
| 1 | 18,609 | 0.630 |
| 2 | 37,218 | 0.674 |
| 3 | 55,827 | 0.686 |
| Language| F1 Score| Test Size|
|:-----:|:-----:|:-----:|
| PL| 0.759| 13950|
| RO| 0.736| 3522|
| SK| 0.719| 1122|
| LT| 0.687| 2424|
| HU| 0.681| 1879|
| BG| 0.675| 2459|
| CS| 0.668| 2694|
| LV| 0.664| 836|
| DE| 0.645| 35354|
| FI| 0.644| 1898|
| ES| 0.643| 7483|
| PT| 0.631| 874|
| EN| 0.631| 16615|
| HR| 0.626| 865|
| IT| 0.626| 8035|
| NL| 0.624| 5640|
| EL| 0.623| 1724|
| SL| 0.615| 482|
| SV| 0.607| 3326|
| DA| 0.603| 1925|
| FR| 0.601| 33113|
| ET| 0.572| 458|| | [
-0.008157254196703434,
-0.015960680320858955,
-0.008932949975132942,
0.025881845504045486,
0.057338204234838486,
0.015499205328524113,
0.007096402812749147,
0.006165817379951477,
-0.036592643707990646,
0.05078798905014992,
0.005544958170503378,
-0.018709855154156685,
-0.007732606027275324,
0.038462743163108826,
-0.03630279749631882,
-0.04068044200539589,
-0.0055580162443220615,
-0.03596759960055351,
-0.0434686653316021,
-0.01007753610610962,
-0.01498210895806551,
0.0010297256521880627,
-0.029178906232118607,
-0.004373548552393913,
-0.012868184596300125,
0.016591254621744156,
-0.026813197880983353,
0.044046055525541306,
0.031038643792271614,
-0.0759626105427742,
-0.008871491067111492,
-0.03493868559598923,
-0.04719158262014389,
-0.0355776771903038,
-0.009060154668986797,
0.013448566198348999,
0.010721202939748764,
0.012413287535309792,
0.06289554387331009,
0.0613228939473629,
-0.017742715775966644,
0.02833971567451954,
-0.016903100535273552,
-0.05349837988615036,
0.023971162736415863,
0.04055256396532059,
-0.04636743292212486,
-0.03911266475915909,
0.011810212396085262,
-0.01641678437590599,
-0.03293156996369362,
-0.048604127019643784,
-0.027326539158821106,
-0.0002148967032553628,
-0.007318038027733564,
-0.029693949967622757,
-0.0799129530787468,
-0.003293575020506978,
0.04769660905003548,
-0.04235724359750748,
-0.039213914424180984,
0.02768843248486519,
-0.07427427917718887,
0.01951567456126213,
0.0028238568920642138,
-0.03846393898129463,
-0.013452844694256783,
-0.039753179997205734,
0.028598414734005928,
-0.013293283060193062,
0.06830847263336182,
-0.0477205291390419,
0.01149135734885931,
-0.06151486560702324,
0.0005710465484298766,
-0.010757801122963428,
0.015118516981601715,
0.03410986065864563,
-0.02710711397230625,
0.03653327375650406,
0.016452455893158913,
0.012252692133188248,
0.03227822482585907,
-0.025872891768813133,
-0.022299429401755333,
0.03292874991893768,
-0.017842864617705345,
0.0029261400923132896,
0.014474048279225826,
0.047063034027814865,
-0.010294817388057709,
-0.042799051851034164,
-0.0266922265291214,
-0.04276833310723305,
-0.028098387643694878,
0.03721598535776138,
0.03469042852520943,
-0.016029760241508484,
0.012243504635989666,
0.03356310352683067,
0.0369260348379612,
0.0688425824046135,
-0.01700570620596409,
0.05804881826043129,
-0.0035624357406049967,
-0.027364658191800117,
-0.03790825977921486,
-0.02086709812283516,
-0.04263729229569435,
0.028331955894827843,
0.0010482360376045108,
-0.006796555127948523,
-0.019515063613653183,
0.022560017183423042,
0.006432665977627039,
-0.015743134543299675,
0.05949323624372482,
-0.03848245367407799,
-0.030767932534217834,
-0.07512643933296204,
0.04806400462985039,
0.02095365710556507,
0.023660417646169662,
0.039237089455127716,
-0.02767048217356205,
0.0027014040388166904,
-0.01868596486747265,
-0.028228096663951874,
0.006046023219823837,
0.0019131783628836274,
-0.0035818973556160927,
0.05160292610526085,
0.043091125786304474,
-0.07182697206735611,
0.024459224194288254,
-0.00019822191097773612,
-0.06917745620012283,
0.03163747861981392,
0.05165521055459976,
0.08098036050796509,
-0.06038613244891167,
0.0011939182877540588,
0.03564697876572609,
0.026433873921632767,
0.0010376919526606798,
0.009005147032439709,
0.01667228899896145,
-0.06225208193063736,
-0.0061514838598668575,
-0.007625944912433624,
0.06778905540704727,
-0.03457660600543022,
0.009603630751371384,
0.05572279542684555,
-0.012761196121573448,
0.03804915025830269,
-0.022709645330905914,
-0.004747912287712097,
-0.005186159163713455,
-0.03269322216510773,
-0.022243689745664597,
0.06345576047897339,
-0.00003607986946008168,
-0.032597947865724564,
-0.02897781692445278,
-0.050315141677856445,
0.008569668047130108,
0.08022522926330566,
0.004711483139544725,
-0.014968897216022015,
-0.06997531652450562,
-0.03762853518128395,
0.0576922781765461,
0.03904271498322487,
-0.06100993603467941,
0.016412166878581047,
0.04325314238667488,
0.0030777601059526205,
0.00028600875521078706,
0.09915842860937119,
0.014178662560880184,
-0.03780810534954071,
-0.013528239913284779,
0.02496126852929592,
0.022249557077884674,
-0.018880655989050865,
0.002020814921706915,
0.021828237920999527,
0.006945810280740261,
-0.030711937695741653,
-0.007963253185153008,
0.018955226987600327,
-0.00048510052147321403,
-0.005454626400023699,
0.020662663504481316,
-0.004296369384974241,
-0.041462354362010956,
0.06999243795871735,
-0.015070131979882717,
-0.005968278273940086,
-0.004617024213075638,
-0.04494020715355873,
0.02586429938673973,
0.031706664711236954,
0.01591513678431511,
0.032682593911886215,
0.013252069242298603,
0.09166737645864487,
-0.043337736278772354,
-0.0018904954195022583,
-0.04871988296508789,
-0.035113222897052765,
0.0008169402135536075,
0.047750040888786316,
0.04694940894842148,
0.042996522039175034,
-0.004044689238071442,
-0.04559818282723427,
0.023420143872499466,
0.022302905097603798,
0.053467486053705215,
0.027984078973531723,
-0.016798097640275955,
-0.000289315968984738,
0.030147574841976166,
0.052429139614105225,
-0.058008823543787,
-0.05149918422102928,
0.012475325725972652,
0.06080428510904312,
-0.032011643052101135,
0.00880163349211216,
-0.010388408787548542,
0.0272059328854084,
-0.027039481326937675,
-0.08365592360496521,
0.040172986686229706,
0.001984659116715193,
0.0006059621227905154,
0.01038379780948162,
-0.008079882711172104,
0.022443201392889023,
0.019987642765045166,
0.0016195990610867739,
-0.0075961267575621605,
-0.05582071840763092,
-0.006092345342040062,
0.01161200925707817,
0.06531151384115219,
-0.06790667027235031,
0.032327037304639816,
-0.011530782096087933,
0.012370727956295013,
0.030657894909381866,
-0.057193074375391006,
0.03739190474152565,
0.06004001572728157,
0.02228839136660099,
-0.010786386206746101,
0.04099670797586441,
0.0024582415353506804,
0.015910319983959198,
0.04771549254655838,
0.005200326908379793,
0.07975992560386658,
-0.011363456025719643,
0.0634232833981514,
0.0680481418967247,
0.03059978224337101,
0.010335050523281097,
0.011419247835874557,
0.04810478165745735,
0.025885047391057014,
-0.01226219441741705,
0.022546818479895592,
-0.04513471946120262,
0.03524495288729668,
-0.042918603867292404,
0.01782594993710518,
-0.0075474451296031475,
0.012544381432235241,
0.044637281447649,
-0.009019412100315094,
-0.008450769819319248,
0.014504604041576385,
-0.04013292118906975,
-0.002024437300860882,
0.020327409729361534,
-0.009644758887588978,
0.0030929576605558395,
-0.010557555593550205,
-0.02740354649722576,
0.043897200375795364,
-0.046455077826976776,
-0.030259456485509872,
-0.0072843097150325775,
-0.032436273992061615,
0.010050488635897636,
-0.06797050684690475,
-0.051434073597192764,
-0.06630416959524155,
0.01280536875128746,
0.06354010105133057,
0.0351017564535141,
0.0028653854969888926,
-0.05155596882104874,
0.010915794409811497,
-0.020807459950447083,
-0.033705614507198334,
-0.07485911250114441,
-0.04908885061740875,
-0.07192665338516235,
-0.07798607647418976,
0.07144828140735626,
0.0276121087372303,
0.014028218574821949,
0.00938658881932497,
0.014468362554907799,
-0.02143922634422779,
-0.0036525188479572535,
0.03724962845444679,
0.052052319049835205,
-0.017737939953804016,
-0.013837113976478577,
0.043925944715738297,
0.0016159482765942812,
-0.01899837702512741,
-0.004651484079658985,
-0.03652495518326759,
0.0712793692946434,
0.07727774232625961,
0.0140943992882967,
0.014584551565349102,
-0.00038631007191725075,
-0.04087713360786438,
-0.06505737453699112,
-0.006199980620294809,
-0.02509041130542755,
0.0009105586796067655,
-0.02153756096959114,
-0.02117101475596428,
-0.000045900564145995304,
-0.03422047942876816,
-0.02553386799991131,
-0.01990850456058979,
-0.016402190551161766,
0.019865501672029495,
0.06477580964565277,
0.019672129303216934,
0.032925717532634735,
-0.03220761567354202,
-0.04921009764075279,
0.06881696730852127,
0.004375431686639786,
0.019211651757359505,
-0.08359237015247345,
-0.052130427211523056,
0.018625445663928986,
0.03233880549669266,
-0.005738500040024519,
-0.027600059285759926,
0.07667276263237,
-0.01541323121637106,
0.005348556209355593,
0.022327853366732597,
-0.032523464411497116,
-0.04036843776702881,
-0.02008885331451893,
-0.01511701475828886,
-0.033415213227272034,
-0.03598478436470032,
-0.01332192774862051,
0.00782835390418768,
0.0199818704277277,
-0.032843902707099915,
-0.06579913198947906,
0.012158934958279133,
0.049723658710718155,
0.013823245652019978,
0.008159719407558441,
-0.015236029401421547,
0.002382660051807761,
-0.044322215020656586,
-0.041807107627391815,
-0.0028203895781189203,
0.033429984003305435,
0.026126615703105927,
0.04479964077472687,
0.026310263201594353,
-0.01660100743174553,
0.03050370141863823,
0.0391467921435833,
0.05511396750807762,
0.030569959431886673,
-0.027858298271894455,
0.010139032267034054,
-0.059155676513910294,
0.05553377792239189,
-0.008832015097141266,
-0.043260205537080765,
-0.04075225070118904,
-0.0783512219786644,
-0.019624361768364906,
0.027587398886680603,
-0.016940968111157417,
-0.0013152731116861105,
0.06076308712363243,
-0.004439494572579861,
-0.019048066809773445,
0.008598901331424713,
0.02174614742398262,
0.004378107376396656,
-0.06469487398862839,
0.056412193924188614,
-0.010564981959760189,
0.020713165402412415,
-0.043970488011837006,
-0.014187145046889782,
-0.018185801804065704,
-0.022074701264500618,
0.004392053931951523,
0.05471942201256752,
0.017194736748933792,
0.036239899694919586,
0.08942779898643494,
0.04843771830201149,
-0.02545357123017311,
0.037785258144140244,
0.05391855537891388,
-0.0045622363686561584,
-0.049135223031044006,
-0.0029405253008008003,
-0.013086714781820774,
-0.040297359228134155,
0.012648772448301315,
-0.031034192070364952,
0.017620142549276352,
0.03143749386072159,
0.01078113168478012,
-0.01806947961449623,
0.0007264220621436834,
-0.01088760606944561,
-0.07211045175790787,
-0.07382167875766754,
-0.05398502200841904,
-0.0032119909301400185,
-0.009846062399446964,
-0.00517355976626277,
0.04384193941950798,
0.006728054024279118,
0.0657975897192955,
0.020091118291020393,
-0.012627556920051575,
-0.03916597738862038,
0.004846592899411917,
0.037370070815086365,
-0.05570793151855469,
-0.05254579707980156,
-0.025984203442931175,
0.057350415736436844,
0.06087888032197952,
-0.010107897222042084,
-0.06837650388479233,
0.012225843966007233,
0.06742116808891296,
-0.02155652642250061,
0.06415582448244095,
-0.019444720819592476,
0.06579872965812683,
0.031858619302511215,
-0.005911598447710276,
0.01554796565324068,
-0.04302389174699783,
0.008026533760130405,
-0.012452052906155586,
0.026913024485111237,
-0.03345344215631485,
-0.044400230050086975,
-0.02999860607087612,
0.029407743364572525,
0.006437280215322971,
0.05194539576768875,
0.03176546096801758,
-0.027494408190250397,
-0.0469868965446949,
0.01423023734241724,
0.03567894920706749,
-0.06575225293636322,
0.00791759043931961,
0.03715919330716133,
0.044356878846883774,
-0.06323018670082092,
-0.04898281767964363,
-0.028301654383540154,
-0.024545084685087204,
0.057383943349123,
-0.012922020629048347,
-0.03990837186574936,
-0.0563230998814106,
0.010115586221218109,
-0.003786321496590972,
-0.044749047607183456,
-0.10505310446023941,
0.04171520099043846,
0.004974245559424162,
-0.02784063294529915,
0.03845973312854767,
0.021584106609225273,
0.019622597843408585,
0.057144153863191605,
-0.010874280706048012,
0.013918875716626644,
-0.032566558569669724,
0.0328189916908741,
-0.01861412823200226,
-0.03812231495976448,
-0.023921793326735497,
-0.05745045468211174,
-0.020236998796463013,
-0.015221763402223587,
-0.054136723279953,
-0.04277776926755905,
-0.023339463397860527,
0.012193292379379272,
-0.009669325314462185,
0.0006646334077231586,
-0.015958277508616447,
0.02244962751865387,
-0.0008144137100316584,
-0.03092201240360737,
-0.03805941343307495,
-0.06152484938502312,
-0.05593666806817055,
-0.017790721729397774,
0.007505776360630989,
-0.00017380785720888525,
-0.01188071072101593,
0.00891786813735962,
0.011767740361392498,
0.03177742660045624,
0.018796194344758987,
-0.04627867043018341,
0.03183639049530029,
-0.001047602272592485,
-0.03241156414151192,
-0.020534267649054527,
0.006200885865837336,
0.04374502971768379,
0.04280984029173851,
-0.018580399453639984,
0.026766933500766754,
0.03929334878921509,
-0.022437894716858864,
-0.024668598547577858,
0.027401812374591827,
0.0339042954146862,
-0.05837531015276909,
-0.04102037474513054,
-0.008092201314866543,
-0.04033443704247475,
0.04284009709954262,
-0.017464499920606613,
-0.02853621356189251,
0.011315208859741688,
0.020696571096777916,
0.019741008058190346,
-0.0032958476804196835,
-0.04280562698841095,
0.03572695702314377,
-0.023965494707226753,
-0.0020660937298089266,
-0.06963727623224258,
0.031193947419524193,
-0.014515628106892109,
0.02925853058695793,
-0.015568988397717476,
-0.03925866633653641,
-0.02880016528069973,
0.021909018978476524,
0.005133731756359339,
-0.024468788877129555,
-0.002296416088938713,
0.01966865360736847,
-0.025540456175804138,
0.008301491849124432,
-0.00041087379213422537,
0.013783383183181286,
0.0380796417593956,
0.05279265344142914,
-0.03705472871661186,
0.003168827388435602,
-0.005851411260664463,
0.007340982090681791,
-0.051430877298116684,
-0.04358038306236267,
0.01275592390447855,
-0.08072521537542343,
0.022906996309757233,
0.020650723949074745,
0.033828653395175934,
0.01666165143251419,
-0.01475826371461153,
-0.016229404136538506,
0.015181178227066994,
-0.050375550985336304,
-0.012809197418391705,
-0.020977338775992393,
-0.007145723327994347,
0.0020400709472596645,
0.05392158403992653,
0.042441464960575104,
-0.06395576149225235,
-0.033857956528663635,
0.03105209209024906,
0.01055748201906681,
0.018951427191495895,
-0.02092418633401394,
0.02082674577832222,
0.016487644985318184,
0.03977913036942482,
-0.056341610848903656,
-0.0037628288846462965,
-0.014304724521934986,
-0.010112904012203217,
0.024085404351353645,
-0.0024186649825423956,
0.03815200552344322,
-0.006066258996725082,
-0.05089404061436653,
-0.009390225633978844,
0.07351624220609665,
0.01423832681030035,
0.009892469272017479,
0.01112641766667366,
-0.02453606016933918,
0.01924043893814087,
0.0318528488278389,
-0.06130189448595047,
-0.023159662261605263,
0.041305772960186005,
-0.03881094232201576,
0.06439993530511856,
-0.007247884292155504,
0.0030908002518117428,
0.03927917778491974,
-0.000056051387218758464,
-0.00749706057831645,
0.06048746407032013,
-0.028858447447419167,
0.0009530208189971745,
0.02912374772131443,
-0.08706959336996078,
0.00970110110938549,
-0.05443771183490753,
0.06391352415084839,
-0.04655719920992851,
0.06322241574525833,
0.046855583786964417,
0.0015683077508583665,
0.01129824947565794,
-0.06440048664808273,
-0.03090739995241165,
0.033179331570863724,
-0.04692088067531586,
0.08054047077894211,
0.01130751520395279,
-0.06148428097367287,
0.07629630714654922,
0.023344017565250397,
-0.06844867765903473,
0.012759074568748474,
0.025226769968867302,
0.027233684435486794,
0.029653746634721756,
0.02914806269109249,
-0.04965398833155632,
0.01229710690677166,
-0.029252054169774055,
0.05646343529224396,
-0.053278788924217224,
-0.005750433541834354,
0.019755752757191658,
-0.05859333649277687,
-0.02632385864853859,
0.04370448365807533,
-0.010701495222747326,
-0.0009195201564580202,
0.01515956874936819,
-0.004695378243923187,
-0.03687218949198723,
-0.003998095635324717,
0.03770668804645538,
-0.047676730901002884,
0.016193002462387085,
-0.05799725279211998,
0.015545076690614223,
0.031855106353759766,
0.004486329387873411,
-0.0428529717028141,
-0.010067371651530266,
0.003818016266450286,
-0.06488898396492004,
-0.022929729893803596,
0.04203910380601883,
0.017025358974933624,
-0.029727652668952942,
0.039098288863897324,
0.001117347157560289,
-0.010250586085021496,
0.029401028528809547,
-0.02451208233833313,
0.019824251532554626,
-0.018489999696612358,
-0.009131732396781445,
-0.0020824670791625977,
0.02423078753054142,
-0.007295527029782534,
-0.010430297814309597,
0.03154894337058067,
0.06283815205097198,
0.02964526228606701,
0.01210846472531557,
-0.04261720925569534,
-0.01758652552962303,
-0.00011373635061318055,
-0.05187675356864929,
-0.016334399580955505,
-0.005755570251494646,
-0.049422383308410645,
-0.04013240337371826,
0.0032603414729237556,
-0.006674022879451513,
0.030122581869363785,
-0.03176533430814743,
0.010532863438129425,
0.052429091185331345,
0.012941604480147362,
-0.06858696043491364,
-0.10862050950527191,
-0.011406072415411472,
-0.05320282280445099,
0.01156705990433693,
0.0216857697814703,
-0.0203418992459774,
-0.004515055567026138,
-0.03219228982925415,
-0.05730791762471199,
0.006317570339888334,
0.014641213230788708,
-0.04879644513130188,
0.0760260596871376,
0.01784450188279152,
-0.027001969516277313,
-0.009098424576222897,
0.04635821655392647,
-0.036864519119262695,
0.04237314686179161,
0.030078111216425896,
0.004496155772358179,
0.029409348964691162,
0.008257215842604637,
-0.033345095813274384,
-0.015487552620470524,
-0.06618598848581314,
-0.04606620967388153,
-0.04440486058592796,
-0.01277789194136858,
0.053342677652835846
] |
Certified-Zoomer/DialoGPT-small-rick | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- generated_from_trainer
datasets:
- sqac
model-index:
- name: bert-base-spanish-wwm-cased-finetuned-sqac
results: []
language:
- es
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# bert-base-spanish-wwm-cased-finetuned-sqac
This model is a fine-tuned version of [dccuchile/bert-base-spanish-wwm-cased](https://huggingface.co/dccuchile/bert-base-spanish-wwm-cased) on the sqac dataset.
It achieves the following results on the evaluation set:
{'exact_match': 62.017167, 'f1': 79.452767}
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| 1.1335 | 1.0 | 1230 | 0.9346 |
| 0.6794 | 2.0 | 2460 | 0.8634 |
| 0.3992 | 3.0 | 3690 | 0.9662 |
### Framework versions
- Transformers 4.12.5
- Pytorch 1.10.0+cu111
- Datasets 1.16.1
- Tokenizers 0.10.3
| [
-0.022778401151299477,
-0.000731847423594445,
-0.009601609781384468,
0.07040634751319885,
0.03374423459172249,
0.02766384743154049,
-0.007870065979659557,
-0.02197415940463543,
-0.036787014454603195,
0.04987125098705292,
-0.003182282205671072,
-0.02052827924489975,
-0.0049628461711108685,
0.04489438980817795,
-0.021606741473078728,
-0.03522317484021187,
0.0023724755737930536,
0.0053724851459264755,
-0.03955930843949318,
-0.014476388692855835,
-0.006785777397453785,
-0.01660756953060627,
0.0002669784298632294,
0.01487159263342619,
0.00818897970020771,
0.01743018440902233,
-0.000002130620487150736,
0.02761881612241268,
0.027373945340514183,
-0.058206673711538315,
0.00886618997901678,
-0.03495554253458977,
-0.0385974757373333,
-0.022001218050718307,
-0.013661143369972706,
-0.0036889887414872646,
0.010274047031998634,
0.018977617844939232,
0.049210116267204285,
0.04018727317452431,
-0.012034349143505096,
0.0199494119733572,
0.008787520229816437,
-0.03105793707072735,
0.04008202254772186,
0.02655172161757946,
-0.04183635860681534,
-0.005991978105157614,
0.034953851252794266,
-0.01860922761261463,
-0.07711520791053772,
-0.05984318628907204,
-0.0350838229060173,
0.04073537886142731,
-0.004159262403845787,
-0.007735238876193762,
-0.0682779997587204,
0.013708650134503841,
0.0701599046587944,
-0.04187857359647751,
-0.019586512818932533,
0.008846621960401535,
-0.0566759817302227,
0.003996610641479492,
0.03290391340851784,
-0.008911400102078915,
0.014825422316789627,
-0.025670506060123444,
0.048174381256103516,
-0.011165838688611984,
0.06115558370947838,
-0.014086251147091389,
0.011511542834341526,
-0.07788830250501633,
-0.0066745467483997345,
-0.006008289288729429,
0.03176479414105415,
0.05342193320393562,
-0.041751712560653687,
0.04593297094106674,
0.019937139004468918,
0.015410738065838814,
0.03630119189620018,
-0.048587389290332794,
0.011658033356070518,
0.06873557716608047,
-0.025337260216474533,
0.00026351891574449837,
0.02367195300757885,
0.04784458130598068,
-0.018461614847183228,
-0.023112116381525993,
-0.036714378744363785,
-0.028748638927936554,
-0.005948241800069809,
0.024369962513446808,
0.025693759322166443,
0.013588285073637962,
0.058464787900447845,
0.034311626106500626,
0.022194432094693184,
0.04059451445937157,
-0.00810546800494194,
0.06857272237539291,
-0.006009126082062721,
-0.011279376223683357,
-0.015962673351168633,
-0.026898816227912903,
-0.02387811243534088,
0.025088902562856674,
0.040283940732479095,
-0.03788814693689346,
-0.024955900385975838,
0.05878402292728424,
0.004843292757868767,
-0.014191132970154285,
0.07523898780345917,
-0.016464807093143463,
-0.05559105798602104,
-0.025841927155852318,
0.04665713757276535,
0.014776227064430714,
0.008214137516915798,
0.027334045618772507,
-0.049156226217746735,
-0.03590322285890579,
-0.017957627773284912,
-0.015786444768309593,
-0.024708576500415802,
0.011229122057557106,
-0.014207443222403526,
0.05072982981801033,
0.004004043526947498,
-0.08006897568702698,
-0.007176720537245274,
0.018872296437621117,
-0.06405934691429138,
0.0335770882666111,
0.014333699829876423,
0.11746181547641754,
-0.06697364896535873,
-0.04444506764411926,
0.010014980100095272,
-0.005477905739098787,
-0.023877816274762154,
0.008444519713521004,
0.022708149626851082,
-0.030331946909427643,
-0.0056569697335362434,
-0.0020536791998893023,
0.06710000336170197,
-0.03584235906600952,
0.009287220425903797,
0.056406404823064804,
-0.01730678230524063,
0.02885022573173046,
-0.04816794395446777,
-0.008996859192848206,
0.02243346907198429,
-0.014446807093918324,
-0.028110533952713013,
0.04366421326994896,
-0.022030452266335487,
-0.020679479464888573,
-0.028750287368893623,
-0.04767301678657532,
0.008562852628529072,
0.09176705032587051,
0.0037587485276162624,
-0.03257761150598526,
-0.01432302687317133,
0.03108321689069271,
0.03409510478377342,
0.03818897902965546,
-0.033323146402835846,
0.036225326359272,
0.06033177673816681,
0.02665032632648945,
-0.0242896918207407,
0.03955462574958801,
0.012334848754107952,
-0.04118764027953148,
-0.03992420434951782,
0.024849867448210716,
-0.018724776804447174,
-0.04804864898324013,
0.04686399921774864,
0.03611023351550102,
-0.0023003676906228065,
-0.047672756016254425,
-0.03479577228426933,
0.05752122774720192,
-0.010251429863274097,
0.0004654552030842751,
0.00991243589669466,
0.014510453678667545,
-0.02436106838285923,
0.04434497281908989,
-0.031215284019708633,
0.002178071066737175,
-0.024265490472316742,
-0.02570585533976555,
-0.006280300207436085,
0.010851550847291946,
0.00038889225106686354,
0.05597981810569763,
-0.009129147976636887,
0.09131911396980286,
-0.037293531000614166,
0.0328960157930851,
-0.061707813292741776,
-0.038396697491407394,
0.017222093418240547,
0.05526934936642647,
0.040930550545454025,
0.050120845437049866,
0.010717647150158882,
-0.047952525317668915,
0.02983342669904232,
0.0672641471028328,
0.032543208450078964,
-0.0008815235923975706,
-0.03146103024482727,
-0.02626839093863964,
0.0392984040081501,
0.06874671578407288,
-0.05266664922237396,
-0.025714991614222527,
0.0060075391083955765,
0.024249598383903503,
-0.009158879518508911,
0.01207414548844099,
-0.02638395130634308,
0.030788935720920563,
-0.05271949991583824,
-0.06790559738874435,
0.052360065281391144,
0.021433664485812187,
-0.004460406955331564,
0.032696086913347244,
-0.01151938084512949,
0.0016315225511789322,
0.010771604254841805,
0.017645128071308136,
-0.018522271886467934,
-0.0659121572971344,
0.01856761798262596,
0.006625805981457233,
0.042705412954092026,
-0.0641896203160286,
0.027172721922397614,
-0.027783088386058807,
0.014838059432804585,
0.04693499207496643,
-0.04937097802758217,
0.025323815643787384,
0.04117787256836891,
0.013461360707879066,
-0.03193722665309906,
0.01727144420146942,
0.013121058233082294,
0.03792500123381615,
0.046024829149246216,
0.0003713391488417983,
0.05686913803219795,
0.0008626636699773371,
0.03412080183625221,
0.0700535774230957,
0.025673724710941315,
0.021382242441177368,
0.014392058365046978,
0.070668525993824,
0.0022975809406489134,
-0.018777722492814064,
0.05396978184580803,
-0.030476201325654984,
0.02643035165965557,
-0.035825978964567184,
0.0008592678350396454,
-0.0037283494602888823,
-0.0018413374200463295,
0.030329305678606033,
0.0014849758008494973,
-0.017714597284793854,
-0.015375779941678047,
0.004349772818386555,
-0.025943804532289505,
0.04048275575041771,
-0.009362691082060337,
0.004990386310964823,
0.001338808797299862,
-0.012406861409544945,
-0.03137874975800514,
-0.060122646391391754,
-0.04049108177423477,
-0.0025677683297544718,
-0.027953555807471275,
-0.002982708625495434,
-0.08010774850845337,
-0.009716379456222057,
-0.077689528465271,
-0.020243410021066666,
0.046621598303318024,
0.004010084550827742,
-0.013342784717679024,
-0.03251923993229866,
0.011986888013780117,
-0.040701575577259064,
-0.04764331877231598,
-0.04242407903075218,
-0.04245172441005707,
-0.05649940297007561,
-0.061292827129364014,
0.03193088620901108,
0.03268849104642868,
0.040177591145038605,
-0.005169154144823551,
0.015488635748624802,
0.01310106460005045,
-0.004837019369006157,
0.0426049567759037,
0.054594360291957855,
-0.03135249391198158,
-0.06573864817619324,
0.02346016652882099,
-0.01872219890356064,
0.021709943190217018,
0.011800890788435936,
-0.027872268110513687,
0.07415395975112915,
0.06963308900594711,
0.02131275273859501,
0.03757639601826668,
-0.02572076953947544,
-0.04560404643416405,
-0.06052299216389656,
-0.02893063984811306,
-0.04191792756319046,
-0.006493541412055492,
-0.041064079850912094,
-0.045938748866319656,
-0.02473277412354946,
-0.03285132721066475,
0.017305759713053703,
-0.004937361925840378,
0.011029122397303581,
0.023841379210352898,
0.038494858890771866,
0.031425267457962036,
0.034192755818367004,
-0.023079805076122284,
-0.021063614636659622,
0.06281671673059464,
-0.009891417808830738,
0.001299661467783153,
-0.09695680439472198,
-0.02984132058918476,
0.03672078624367714,
0.015434462577104568,
0.020938530564308167,
-0.014515659771859646,
0.06768039613962173,
0.0009209323907271028,
0.0026604067534208298,
0.015583145432174206,
-0.011076116934418678,
-0.03396409749984741,
-0.019368989393115044,
0.0038393691647797823,
-0.02006419375538826,
-0.052267640829086304,
-0.028264237567782402,
0.01386440172791481,
0.05193401500582695,
-0.06252256780862808,
-0.051945772022008896,
-0.01934443600475788,
0.026683157309889793,
0.018089115619659424,
-0.01525571197271347,
-0.0539722740650177,
-0.013351387344300747,
-0.056851550936698914,
-0.03995387256145477,
0.027829766273498535,
-0.0031795718241482973,
0.003987242467701435,
0.04870336875319481,
0.021129701286554337,
-0.046243004500865936,
0.03077174536883831,
0.03125229477882385,
0.06267060339450836,
0.0181510541588068,
-0.07164513319730759,
0.011953810229897499,
-0.0237205158919096,
0.009103343822062016,
0.005044396035373211,
-0.016474571079015732,
-0.03361569344997406,
-0.09473340213298798,
-0.011740462854504585,
-0.0028509413823485374,
-0.0027618007734417915,
-0.03454345092177391,
0.02540418691933155,
-0.022025248035788536,
0.001929014571942389,
-0.012168987654149532,
0.0009937421418726444,
0.03839028999209404,
-0.03654202073812485,
0.06604871153831482,
-0.014787241816520691,
0.018253279849886894,
-0.038423895835876465,
0.02380712889134884,
-0.024278460070490837,
-0.02875392697751522,
-0.002261498710140586,
0.05566966161131859,
-0.0026799733750522137,
0.05979926884174347,
0.08491560816764832,
0.028615321964025497,
-0.04326076805591583,
0.041528720408678055,
0.04844740778207779,
-0.019910892471671104,
-0.04521346837282181,
0.011091360822319984,
-0.017015764489769936,
-0.02823309786617756,
0.0021612162236124277,
-0.020415613427758217,
0.04431933909654617,
0.048307184129953384,
-0.0015727570280432701,
0.00485547399148345,
-0.0012363315327093005,
-0.00555500527843833,
-0.04591132700443268,
-0.04318588972091675,
-0.018504366278648376,
0.01209214050322771,
-0.024837492033839226,
0.0334857776761055,
0.045961715281009674,
-0.005256116855889559,
0.04896281659603119,
0.060431964695453644,
-0.018991848453879356,
-0.019296810030937195,
0.02359440177679062,
0.015405090525746346,
-0.013106287457048893,
-0.07448918372392654,
-0.03689439222216606,
0.041540082544088364,
0.043614957481622696,
0.010618324391543865,
-0.07416264712810516,
-0.007060206029564142,
0.0633690357208252,
-0.03240061551332474,
0.05136799439787865,
-0.032721612602472305,
0.06983736157417297,
0.06608507037162781,
-0.019884271547198296,
0.03450615331530571,
-0.015985334292054176,
-0.0036641990300267935,
-0.008759425953030586,
0.02689235843718052,
-0.02183874323964119,
-0.03860751911997795,
-0.0564144067466259,
0.022907037287950516,
0.05043291673064232,
0.0323650985956192,
0.04098162055015564,
-0.021023577079176903,
-0.04068411886692047,
0.004196929279714823,
0.038028914481401443,
-0.05878099799156189,
-0.010655254125595093,
0.021954353898763657,
0.036747124046087265,
-0.04258466884493828,
-0.026745762676000595,
-0.03651052713394165,
-0.012877744622528553,
0.037578284740448,
0.02738618478178978,
-0.05075839161872864,
-0.05147187411785126,
0.02952059730887413,
-0.013689268380403519,
-0.04463336616754532,
-0.06153303384780884,
0.04917978495359421,
-0.00956023670732975,
-0.002040717750787735,
0.05684274435043335,
0.03914817422628403,
0.012486959807574749,
0.054348424077034,
0.01684139110147953,
-0.006353977136313915,
-0.0387299507856369,
0.047088056802749634,
-0.04414187744259834,
-0.03422322869300842,
-0.011953519657254219,
-0.045877646654844284,
-0.01651804707944393,
-0.026009313762187958,
-0.03825477510690689,
-0.043867792934179306,
-0.010377703234553337,
0.02990187332034111,
0.001580175245180726,
0.001866489532403648,
-0.022885721176862717,
0.03194136172533035,
-0.029530877247452736,
-0.015488366596400738,
-0.038795195519924164,
-0.02949029579758644,
-0.0625750869512558,
-0.06380054354667664,
0.0025636109057813883,
0.004321168642491102,
0.03975573927164078,
0.02328619547188282,
0.004186525475233793,
0.0048221442848443985,
-0.002652423921972513,
-0.0633537694811821,
-0.004180016461759806,
0.005032753571867943,
-0.04330959543585777,
-0.012965473346412182,
0.031004773452878,
0.020175475627183914,
0.04531408101320267,
-0.02752843126654625,
0.0492844395339489,
0.017359545454382896,
-0.0121329789981246,
-0.012721692211925983,
0.022052913904190063,
0.014193214476108551,
-0.074557363986969,
-0.02866254933178425,
-0.030538056045770645,
-0.05144374072551727,
0.04030881077051163,
-0.042743925005197525,
-0.032282259315252304,
0.02464165724813938,
-0.005167935509234667,
0.05881367623806,
-0.007905757986009121,
-0.007468265946954489,
0.02808218076825142,
-0.020179007202386856,
0.015475873835384846,
-0.05590924620628357,
0.06212448701262474,
-0.05976710841059685,
0.01727284863591194,
-0.0337466299533844,
0.0015006728935986757,
-0.04558970034122467,
0.03326324000954628,
-0.03830438479781151,
-0.035363469272851944,
-0.004662202671170235,
0.05792884901165962,
-0.0026152711361646652,
0.03397573158144951,
-0.014897088520228863,
0.027479957789182663,
-0.022962598130106926,
0.06988195329904556,
-0.053558144718408585,
0.025909630581736565,
-0.04328938201069832,
0.014695197343826294,
-0.037602100521326065,
0.0057830181904137135,
0.003995438572019339,
-0.034317053854465485,
0.04404880851507187,
0.04593510553240776,
0.041643910109996796,
0.017269805073738098,
-0.0073348782025277615,
-0.009787030518054962,
0.025132890790700912,
-0.051451921463012695,
-0.02634352818131447,
-0.012648496776819229,
0.012882955372333527,
-0.004171735141426325,
0.04988199472427368,
0.04661794379353523,
-0.05780036002397537,
-0.06958121061325073,
0.04972505569458008,
0.01763979345560074,
-0.0007753655663691461,
-0.0050714327953755856,
0.02014818601310253,
0.013784290291368961,
0.061189696192741394,
-0.017453789710998535,
0.006398236379027367,
-0.001858907868154347,
-0.03085535392165184,
0.040591463446617126,
0.001611740910448134,
0.03455036133527756,
0.026175543665885925,
-0.023022858425974846,
-0.044710107147693634,
0.07687908411026001,
0.03551599010825157,
0.03076198324561119,
-0.02104128524661064,
-0.03378227353096008,
0.027922242879867554,
-0.010654198005795479,
-0.03998441994190216,
0.02355719730257988,
-0.005388317629694939,
-0.043697539716959,
0.06458781659603119,
-0.002109270077198744,
-0.0030251317657530308,
0.02718447893857956,
0.02246910147368908,
-0.01944614015519619,
0.062321409583091736,
-0.03106796182692051,
0.006570329889655113,
0.04744606837630272,
-0.0788532942533493,
-0.0013836530270054936,
-0.03125721961259842,
0.06496155261993408,
-0.06992365419864655,
0.031215401366353035,
0.061288926750421524,
0.009354908019304276,
0.018133798614144325,
-0.020583678036928177,
-0.04305474832653999,
0.012466615997254848,
-0.055115364491939545,
0.062467001378536224,
-0.014752419665455818,
-0.07415998727083206,
0.06314985454082489,
0.03267919272184372,
-0.06471379846334457,
0.029119757935404778,
0.04085709527134895,
0.04086728394031525,
0.04575430229306221,
0.030309297144412994,
-0.0467396080493927,
0.02066962420940399,
-0.04420694708824158,
0.04845408722758293,
-0.05346645787358284,
-0.013081992976367474,
0.04390842840075493,
-0.0233449786901474,
0.002851705299690366,
0.055522698909044266,
-0.0022390135563910007,
-0.012081827968358994,
0.04542570933699608,
-0.053676653653383255,
-0.031088221818208694,
-0.009938248433172703,
0.00975212175399065,
-0.04755871370434761,
-0.014055152423679829,
-0.03851911425590515,
0.022351475432515144,
0.01713930442929268,
-0.006341009866446257,
-0.035930436104536057,
0.0018254329916089773,
0.02062075026333332,
-0.08210756629705429,
-0.04874185845255852,
0.01247573271393776,
-0.0006688742432743311,
-0.02685689926147461,
0.028107112273573875,
0.022696614265441895,
0.009622828103601933,
0.022488417103886604,
0.006721703335642815,
0.00659461272880435,
-0.039171379059553146,
-0.011586162261664867,
-0.0016183351399376988,
-0.01918906718492508,
0.04715058207511902,
-0.0027597739826887846,
0.023325856775045395,
0.022110970690846443,
0.04814958944916725,
-0.012250198982656002,
-0.029651040211319923,
-0.03189932927489281,
0.021126719191670418,
-0.01688176952302456,
0.01628934033215046,
0.002648907946422696,
-0.02350175939500332,
-0.03981344774365425,
0.018718531355261803,
-0.004554244689643383,
0.03241749852895737,
-0.06644953042268753,
-0.00408495869487524,
0.02928391844034195,
-0.0271691232919693,
-0.05194826424121857,
-0.10470839589834213,
-0.036413367837667465,
-0.0451294369995594,
-0.0011461412068456411,
0.040665578097105026,
-0.03877987340092659,
0.02931389771401882,
-0.030842319130897522,
-0.03960441052913666,
0.04122523218393326,
0.03455926105380058,
-0.059621863067150116,
0.04982675984501839,
0.0447482168674469,
-0.05739264190196991,
-0.002504550851881504,
0.02637852542102337,
-0.029241099953651428,
0.011143899522721767,
0.015449721366167068,
0.02271333895623684,
0.017756754532456398,
0.017865270376205444,
-0.039434630423784256,
-0.005891573149710894,
-0.06528262794017792,
-0.027085086330771446,
-0.054241351783275604,
0.010315085761249065,
0.057728782296180725
] |
Chakita/KannadaBERT | [
"pytorch",
"roberta",
"fill-mask",
"transformers",
"masked-lm",
"fill-in-the-blanks",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"RobertaForMaskedLM"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- squad
model_index:
- name: distilbert-base-uncased-finetuned-squad
results:
- task:
name: Question Answering
type: question-answering
dataset:
name: squad
type: squad
args: plain_text
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# distilbert-base-uncased-finetuned-squad
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the squad dataset.
It achieves the following results on the evaluation set:
- Loss: 1.1520
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:-----:|:---------------:|
| 1.2177 | 1.0 | 5533 | 1.1565 |
| 0.9472 | 2.0 | 11066 | 1.1174 |
| 0.7634 | 3.0 | 16599 | 1.1520 |
### Framework versions
- Transformers 4.9.1
- Pytorch 1.9.0+cu102
- Datasets 1.10.2
- Tokenizers 0.10.3
| [
-0.010404851287603378,
-0.00981868989765644,
-0.036524154245853424,
0.053629856556653976,
0.0609559640288353,
0.018119677901268005,
-0.03236675262451172,
0.008331392891705036,
-0.039410676807165146,
0.043985527008771896,
0.043379977345466614,
-0.015965307131409645,
0.009946807287633419,
0.04557821527123451,
-0.040182799100875854,
-0.052706968039274216,
0.005368177313357592,
0.002857171231880784,
-0.036199022084474564,
-0.034730006009340286,
0.007976136170327663,
0.002972620539367199,
0.019095443189144135,
0.002719973912462592,
0.008097285404801369,
0.015189132653176785,
-0.014472967945039272,
0.016900796443223953,
0.05727976933121681,
-0.05403342470526695,
0.01938711479306221,
-0.01778874360024929,
-0.04074595496058464,
-0.03327249363064766,
-0.005361999850720167,
-0.025823673233389854,
0.012727530673146248,
0.009023046121001244,
0.03829212486743927,
0.04506518319249153,
-0.012842923402786255,
0.019533902406692505,
-0.005951286293566227,
-0.019821135327219963,
0.07012321799993515,
0.017855148762464523,
-0.02341409958899021,
-0.015156054869294167,
0.02895571105182171,
-0.025717144832015038,
-0.07386158406734467,
-0.07963739335536957,
-0.032234132289886475,
0.029039405286312103,
0.015631111338734627,
-0.011279026977717876,
-0.06547047197818756,
0.014598589390516281,
0.05880003422498703,
-0.06334256380796432,
-0.027999289333820343,
0.018493451178073883,
-0.058719102293252945,
0.010469567030668259,
0.025641581043601036,
-0.025836676359176636,
0.007872841320931911,
-0.053744837641716,
0.036255158483982086,
-0.01804126799106598,
0.06399344652891159,
-0.013906591571867466,
0.03154482692480087,
-0.054650455713272095,
-0.0020604419987648726,
-0.00050481001380831,
0.02576988935470581,
0.03804628551006317,
-0.02147498168051243,
0.06872139126062393,
0.017934272065758705,
-0.002364810323342681,
0.026282822713255882,
-0.056042544543743134,
-0.003773289732635021,
0.021292373538017273,
-0.03265400975942612,
0.018752414733171463,
0.0012133760610595345,
0.014640272594988346,
-0.03521130234003067,
-0.023719271644949913,
-0.04011283442378044,
-0.024214906617999077,
-0.0010814652778208256,
0.031962014734745026,
0.02899709716439247,
0.03107651136815548,
0.015760453417897224,
0.01348245982080698,
0.0399729460477829,
0.0545990914106369,
-0.03122730180621147,
0.06627783924341202,
-0.0018448404734954238,
0.009959790855646133,
0.0077220601961016655,
-0.023093976080417633,
-0.05351262912154198,
0.030064575374126434,
0.03433983772993088,
-0.022300997748970985,
-0.022297218441963196,
0.0026485754642635584,
0.03235270455479622,
-0.001475813565775752,
0.07555188238620758,
-0.031378164887428284,
-0.02165208011865616,
-0.0254575964063406,
0.021671714261174202,
0.009461370296776295,
-0.020482532680034637,
0.007010925095528364,
-0.0191066674888134,
-0.03257599472999573,
-0.0366363450884819,
-0.0407688170671463,
-0.01544179953634739,
0.023779641836881638,
0.02408060058951378,
0.0695810616016388,
0.017304759472608566,
-0.08342085033655167,
0.0009574131690897048,
0.010390223935246468,
-0.04826261103153229,
0.028372110798954964,
0.00698702409863472,
0.10373253375291824,
-0.05827781930565834,
-0.07193569093942642,
0.024416934698820114,
0.01702413521707058,
-0.017591524869203568,
-0.01220089290291071,
-0.013604018837213516,
-0.04029994085431099,
-0.011209025047719479,
0.024239305406808853,
0.06730967015028,
-0.020869525149464607,
-0.0003492477408144623,
0.05757813900709152,
0.006049538031220436,
0.02732977829873562,
-0.06413427740335464,
-0.010353182442486286,
0.027057070285081863,
-0.013256298378109932,
-0.042950861155986786,
0.06492093205451965,
-0.01824706606566906,
-0.026750966906547546,
-0.012673509307205677,
-0.016699189320206642,
0.003666691482067108,
0.08954664319753647,
-0.009214473888278008,
-0.030523180961608887,
-0.01229229848831892,
0.02729742042720318,
0.027636054903268814,
0.04294218868017197,
-0.01181289553642273,
0.021009929478168488,
0.05916140601038933,
0.04191771522164345,
-0.016052348539233208,
0.02300553023815155,
0.023503482341766357,
-0.0276628490537405,
-0.019639160484075546,
0.020029515027999878,
-0.004606582690030336,
-0.03475639224052429,
0.06810817122459412,
0.012434687465429306,
0.0027630412951111794,
-0.06443264335393906,
-0.04740709811449051,
0.051044315099716187,
-0.015252579934895039,
-0.0024148232769221067,
0.009937488473951817,
0.024622637778520584,
-0.02505345642566681,
0.054548587650060654,
-0.022389402613043785,
0.0008227472426369786,
-0.039300139993429184,
-0.017393499612808228,
0.030495500192046165,
-0.01990007981657982,
0.02808927372097969,
0.05952233076095581,
-0.008728533051908016,
0.10887008905410767,
-0.03113865852355957,
0.01971707120537758,
-0.043082449585199356,
-0.02569981850683689,
0.025842443108558655,
0.05540411174297333,
0.06830478459596634,
0.05633800849318504,
0.009574542753398418,
-0.029731400310993195,
0.057694241404533386,
0.07493873685598373,
0.04785923287272453,
0.0015807851450517774,
-0.0309212077409029,
-0.017844952642917633,
0.03959476202726364,
0.06503185629844666,
-0.0319514162838459,
0.0016252102795988321,
0.0023898761719465256,
0.01804465800523758,
0.011613749898970127,
0.007922796532511711,
-0.032200317829847336,
0.03614789992570877,
-0.05111101269721985,
-0.05310874804854393,
0.04647202789783478,
0.01388013269752264,
-0.01815016195178032,
0.01852768287062645,
0.015580859035253525,
-0.0040505132637917995,
0.01945379562675953,
0.022187815979123116,
0.007838781923055649,
-0.044256847351789474,
0.009946625679731369,
-0.00398799916729331,
0.06859467923641205,
-0.05696892365813255,
0.03624654933810234,
-0.011143758893013,
0.03101380728185177,
0.04674100875854492,
-0.04570969194173813,
0.029763907194137573,
0.048075079917907715,
0.028527216985821724,
-0.02127109095454216,
0.030268440023064613,
0.01157947164028883,
0.03402881324291229,
0.05104126036167145,
0.017379125580191612,
0.06858654320240021,
0.009287748485803604,
0.031660765409469604,
0.06564319878816605,
0.026640744879841805,
0.02882765419781208,
0.010023395530879498,
0.06932876259088516,
0.015400733798742294,
0.010197581723332405,
0.0426519438624382,
-0.04765467345714569,
0.01481596939265728,
-0.03410918265581131,
0.0002494761720299721,
-0.02024538628757,
-0.010085230693221092,
0.06313754618167877,
0.018976731225848198,
-0.026268886402249336,
-0.01498931273818016,
0.009938202798366547,
-0.003734103636816144,
0.016283268108963966,
-0.020902520045638084,
0.008501151576638222,
0.010243444703519344,
-0.033649053424596786,
-0.02302994579076767,
-0.06863778829574585,
-0.04726158082485199,
-0.01367819495499134,
-0.012956838123500347,
-0.018276022747159004,
-0.07849490642547607,
-0.01787920668721199,
-0.0640052855014801,
-0.03609384968876839,
0.04346391558647156,
0.004367978777736425,
-0.009315122850239277,
-0.014402210712432861,
0.01876216195523739,
-0.052886854857206345,
-0.03821742162108421,
-0.03846710920333862,
-0.04876880720257759,
-0.04692922160029411,
-0.05596890673041344,
0.03631449118256569,
0.03215422481298447,
0.007845048792660236,
0.00393771892413497,
0.009555637836456299,
-0.01572151482105255,
-0.01251363754272461,
0.02575516887009144,
0.06461521238088608,
-0.033561334013938904,
-0.06200516223907471,
0.01425212062895298,
-0.0006032425444573164,
0.018286291509866714,
0.028816966339945793,
-0.033432334661483765,
0.09758645296096802,
0.07432495802640915,
0.01894965022802353,
0.01861647516489029,
-0.014944455586373806,
-0.05716608464717865,
-0.053850192576646805,
-0.025024985894560814,
-0.047514721751213074,
-0.010028219781816006,
-0.040703240782022476,
-0.0448148138821125,
-0.03646877035498619,
-0.018697498366236687,
0.00873964000493288,
-0.006453276611864567,
0.03032790496945381,
0.03301914408802986,
0.04838539659976959,
0.008248620666563511,
0.027831075713038445,
-0.04255720227956772,
-0.019723765552043915,
0.0323534719645977,
0.005130609031766653,
0.021203262731432915,
-0.08660212904214859,
-0.031775932759046555,
0.028574850410223007,
0.0135032394900918,
0.007964538410305977,
0.005813824012875557,
0.08171062916517258,
-0.0017082181293517351,
-0.004227346275001764,
0.020123926922678947,
-0.015958677977323532,
-0.015101123601198196,
-0.000529951008502394,
0.0031948441173881292,
-0.006095841061323881,
-0.030858894810080528,
-0.029320547357201576,
0.011701792478561401,
0.037613701075315475,
-0.050853412598371506,
-0.04786617308855057,
-0.012579893693327904,
0.03561590611934662,
0.038158856332302094,
-0.0069329277612268925,
-0.041521597653627396,
-0.010600708425045013,
-0.0836065411567688,
-0.013733159750699997,
0.03050549142062664,
0.016726749017834663,
-0.011424542404711246,
0.04057741537690163,
0.019346941262483597,
-0.020484894514083862,
0.03924909979104996,
0.048917945474386215,
0.0846531093120575,
0.004491965752094984,
-0.0696832463145256,
-0.005542375147342682,
-0.03552520275115967,
0.03076549991965294,
-0.003755247453227639,
-0.03258247300982475,
-0.02682153694331646,
-0.10097411274909973,
-0.028402097523212433,
0.00636470690369606,
0.002863518428057432,
-0.02445848472416401,
0.032616034150123596,
0.009585333056747913,
-0.037387289106845856,
-0.008669806644320488,
0.01252111978828907,
0.05233990028500557,
-0.018960338085889816,
0.07066181302070618,
-0.016139579936861992,
0.029700830578804016,
-0.04990580305457115,
0.007194425445050001,
-0.030249353498220444,
-0.019420435652136803,
0.024875221773982048,
0.042696211487054825,
-0.016819093376398087,
0.05966689810156822,
0.07212916761636734,
0.05309032276272774,
-0.05295024812221527,
0.03920016065239906,
0.06680534780025482,
-0.036890625953674316,
-0.03150546923279762,
-0.011392735876142979,
-0.007098215166479349,
-0.00789481308311224,
0.0008835368789732456,
-0.011799132451415062,
0.04149811342358589,
0.03278419375419617,
-0.007227224763482809,
0.02161497250199318,
0.00043941245530731976,
-0.020925389602780342,
-0.04064315930008888,
-0.025771530345082283,
-0.017816422507166862,
0.0031427410431206226,
0.004295690916478634,
0.022017808631062508,
0.04342411458492279,
0.017708204686641693,
0.0633464902639389,
0.036851055920124054,
-0.013352411799132824,
-0.04158705100417137,
0.020596183836460114,
0.011226745322346687,
-0.03940701112151146,
-0.08217782527208328,
-0.03919453173875809,
0.03314976766705513,
0.05004902929067612,
-0.005909022409468889,
-0.068943090736866,
0.014250212348997593,
0.05046209692955017,
-0.048310499638319016,
0.06949351727962494,
-0.0033456552773714066,
0.056014757603406906,
0.06688597053289413,
-0.016346266493201256,
0.020967841148376465,
-0.030328840017318726,
-0.0075750574469566345,
0.0004324597248341888,
0.03517243638634682,
-0.021992675960063934,
-0.041131641715765,
-0.05184753239154816,
0.029853032901883125,
0.08571741729974747,
0.042413875460624695,
0.030674653127789497,
-0.032187994569540024,
-0.03185119107365608,
0.019771264865994453,
0.030583299696445465,
-0.04988747090101242,
-0.003071719314903021,
0.02339164912700653,
0.03134196251630783,
-0.05738353729248047,
-0.039272576570510864,
-0.02983369678258896,
-0.014809438027441502,
0.03767143934965134,
-0.011935466900467873,
-0.01616331934928894,
-0.05567746236920357,
0.04339587315917015,
-0.008175556547939777,
-0.03206004574894905,
-0.07629414647817612,
0.05344197899103165,
-0.0012723178369924426,
-0.0046180919744074345,
0.06485162675380707,
0.05373089388012886,
0.028567995876073837,
0.06295895576477051,
0.03559603914618492,
0.008595246821641922,
-0.036248400807380676,
0.037667594850063324,
-0.024588828906416893,
-0.03346237912774086,
0.001358960522338748,
-0.031473614275455475,
-0.018598923459649086,
-0.002614577766507864,
-0.044080670922994614,
-0.03934067115187645,
-0.035518184304237366,
0.0055999853648245335,
0.00777205778285861,
-0.0024795408826321363,
-0.010393824428319931,
0.023816654458642006,
-0.020943908020853996,
-0.03348824754357338,
-0.024964824318885803,
0.00539729930460453,
-0.04442718252539635,
-0.04140361398458481,
-0.007050930988043547,
-0.005617752205580473,
0.03918507322669029,
0.03192656859755516,
0.03262623772025108,
0.0019570302683860064,
0.0076615819707512856,
-0.05296706780791283,
-0.0068041919730603695,
0.019421322271227837,
-0.02064327523112297,
-0.019877037033438683,
0.017060397192835808,
0.007696491666138172,
0.032179124653339386,
-0.013999857008457184,
0.03494826331734657,
0.010030785575509071,
0.014150917530059814,
-0.020313361659646034,
0.02833493985235691,
0.03132150322198868,
-0.08804700523614883,
-0.04112258553504944,
-0.01268997322767973,
-0.03339109197258949,
0.025460032746195793,
-0.059267230331897736,
-0.04134858399629593,
0.019205225631594658,
-0.00041804517968557775,
0.038574863225221634,
-0.005443207453936338,
-0.011608551256358624,
0.03417159244418144,
-0.0022407532669603825,
0.011294867843389511,
-0.059852272272109985,
0.02853267639875412,
-0.03484261780977249,
0.01622241921722889,
-0.028058325871825218,
0.00625396566465497,
-0.026940230280160904,
0.04271142557263374,
-0.030858468264341354,
-0.007716279476881027,
-0.020085107535123825,
0.03337838873267174,
-0.025712791830301285,
0.017350083217024803,
-0.024994749575853348,
0.03997223079204559,
-0.04127459600567818,
0.0659523531794548,
-0.06061336025595665,
0.01497956644743681,
-0.050233811140060425,
0.03819067031145096,
-0.024999555200338364,
0.04170132800936699,
-0.012721811421215534,
-0.008716742508113384,
0.009321401827037334,
0.05890164151787758,
0.03058142028748989,
0.011886351741850376,
-0.012332670390605927,
-0.008575831539928913,
0.015151862986385822,
-0.059765562415122986,
-0.006514988373965025,
0.009165969677269459,
-0.011762801557779312,
0.0013726375764235854,
0.036870077252388,
0.03672628104686737,
-0.04150939732789993,
-0.06333691626787186,
0.037666115909814835,
0.01824483461678028,
0.005037568975239992,
0.010245595127344131,
0.024931782856583595,
0.025069639086723328,
0.04295741766691208,
-0.02346212789416313,
-0.000700425065588206,
-0.010252045467495918,
-0.03986396640539169,
0.009751326404511929,
-0.012337056919932365,
0.035281285643577576,
0.02381790429353714,
-0.026043705642223358,
-0.0351940281689167,
0.07389510422945023,
0.038983579725027084,
0.01184725109487772,
0.005487499292939901,
-0.04340337961912155,
0.03904528170824051,
-0.014009514823555946,
-0.02196621336042881,
0.03954106196761131,
-0.0039067864418029785,
-0.037919580936431885,
0.0691368505358696,
0.0015706528211012483,
0.004725812468677759,
0.0338125117123127,
0.003349648555740714,
-0.022751571610569954,
0.04627144709229469,
-0.03540962189435959,
0.0332360677421093,
0.04399481043219566,
-0.09490195661783218,
0.00522646913304925,
-0.049039822071790695,
0.050700441002845764,
-0.06498376280069351,
0.02278698980808258,
0.04488333314657211,
0.010738343000411987,
0.024474648758769035,
-0.06212230399250984,
-0.06715795397758484,
0.0011945889564231038,
-0.04347150772809982,
0.06045611947774887,
0.004488678183406591,
-0.04077783599495888,
0.0524040088057518,
0.014189914800226688,
-0.05348833650350571,
0.03325849398970604,
0.039556778967380524,
0.06915827840566635,
0.037143975496292114,
0.05880329757928848,
-0.06194310262799263,
0.00879982952028513,
-0.02157069556415081,
0.03856402263045311,
-0.07160095125436783,
-0.03470341116189957,
0.02562958002090454,
-0.035863157361745834,
-0.00812707468867302,
0.03580982983112335,
-0.011466072872281075,
0.002108205109834671,
0.0343967042863369,
-0.05674416571855545,
-0.0384865365922451,
0.006053627468645573,
0.0066495900973677635,
-0.03513025492429733,
-0.0014912945916876197,
-0.034863196313381195,
0.014522870071232319,
0.01870664209127426,
0.00833058636635542,
-0.014578324742615223,
-0.009362388402223587,
0.005985373165458441,
-0.017566747963428497,
-0.016518041491508484,
0.043413564562797546,
-0.005658718291670084,
-0.032869577407836914,
0.040314752608537674,
0.006252318620681763,
0.026500772684812546,
0.006857925094664097,
-0.013782747089862823,
0.023560484871268272,
-0.04094984754920006,
-0.005743233021348715,
0.024297663941979408,
0.0038151745684444904,
0.015529269352555275,
-0.0023795696906745434,
0.04249906167387962,
0.040593553334474564,
0.0369601845741272,
-0.004528675228357315,
-0.03383728861808777,
-0.020631203427910805,
0.038138583302497864,
-0.030743157491087914,
0.009733500890433788,
-0.01897389069199562,
-0.052924152463674545,
-0.02449905499815941,
0.005087491124868393,
-0.02763943560421467,
0.0365397073328495,
-0.06800757348537445,
0.02215956524014473,
0.040721211582422256,
-0.022160127758979797,
-0.05057262256741524,
-0.09727398306131363,
0.0018297171918675303,
-0.05190694332122803,
0.014419040642678738,
0.041762519627809525,
-0.047951649874448776,
0.026547390967607498,
-0.0372246615588665,
-0.03324693813920021,
0.055074289441108704,
0.04471689835190773,
-0.065928153693676,
0.05839506536722183,
0.041730768978595734,
-0.0590202622115612,
0.01338184904307127,
0.008287996053695679,
-0.029134361073374748,
0.012867232784628868,
0.005482324864715338,
0.01752190664410591,
0.02476351708173752,
0.006504979450255632,
-0.055716622620821,
-0.04480072483420372,
-0.0663597509264946,
-0.033508699387311935,
-0.03391973674297333,
0.009296128526329994,
0.06781657785177231
] |
Chakita/gpt2_mwp | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 6 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- null
model_index:
- name: distilgpt2-finetuned-wikitext2
results:
- task:
name: Causal Language Modeling
type: text-generation
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# distilgpt2-finetuned-wikitext2
This model is a fine-tuned version of [distilgpt2](https://huggingface.co/distilgpt2) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 3.6428
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3.0
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| 3.76 | 1.0 | 2334 | 3.6658 |
| 3.6325 | 2.0 | 4668 | 3.6454 |
| 3.6068 | 3.0 | 7002 | 3.6428 |
### Framework versions
- Transformers 4.9.1
- Pytorch 1.9.0+cu102
- Datasets 1.10.2
- Tokenizers 0.10.3
| [
-0.011225172318518162,
-0.02344456873834133,
-0.01832680217921734,
0.03833745792508125,
0.041212648153305054,
0.022673526778817177,
-0.007894771173596382,
-0.008072109892964363,
-0.03994319587945938,
0.06173767149448395,
0.020185379311442375,
-0.016252024099230766,
0.008148842491209507,
0.04087578132748604,
-0.05066555738449097,
-0.03792241960763931,
-0.01098734699189663,
-0.013798433355987072,
-0.028534650802612305,
-0.017271822318434715,
0.0015949277440086007,
0.0022638870868831873,
-0.0014872829196974635,
-0.003275214461609721,
-0.00854323711246252,
0.03149966895580292,
-0.002893752185627818,
0.015239757485687733,
0.03453822061419487,
-0.06342658400535583,
0.0009824639419093728,
-0.04999827966094017,
-0.039825644344091415,
-0.00806389655917883,
-0.0225834921002388,
-0.025875473394989967,
-0.014405965805053711,
0.018879935145378113,
0.012344804592430592,
0.0601208359003067,
-0.007855149917304516,
0.036904457956552505,
-0.012473034672439098,
-0.01632748916745186,
0.06470201909542084,
0.016993926838040352,
-0.03640202805399895,
-0.008039625361561775,
0.04254228249192238,
-0.022398898378014565,
-0.058127984404563904,
-0.05856529623270035,
-0.04036318138241768,
0.04399361461400986,
-0.01694321259856224,
-0.025749683380126953,
-0.07848553359508514,
-0.003054775297641754,
0.0698794275522232,
-0.04148814082145691,
-0.03397229686379433,
0.009557954035699368,
-0.07051966339349747,
0.010857232846319675,
0.03498401492834091,
-0.03479385003447533,
0.0021626949310302734,
-0.05157139152288437,
0.028011517599225044,
-0.024196717888116837,
0.05664520338177681,
-0.011324957013130188,
0.019267268478870392,
-0.09874916076660156,
-0.020825220271945,
0.0015606574015691876,
0.03555886074900627,
0.0452173613011837,
-0.02139659970998764,
0.04677050560712814,
0.028638137504458427,
-0.004936866462230682,
0.04542466625571251,
-0.01008628774434328,
0.014579213224351406,
0.04144815728068352,
-0.04337315261363983,
0.0018055697437375784,
0.018795711919665337,
0.02837979421019554,
-0.049486786127090454,
-0.038174159824848175,
-0.027788344770669937,
-0.03569040074944496,
-0.010066872462630272,
0.03633160889148712,
0.019049115478992462,
0.004065210465341806,
0.04262728616595268,
0.02194037474691868,
0.014774676412343979,
0.03872126340866089,
-0.035523124039173126,
0.06705077737569809,
-0.0034607872366905212,
-0.0006634944002144039,
-0.007008647546172142,
-0.025921259075403214,
-0.045980822294950485,
0.034240882843732834,
0.014030459336936474,
-0.0327337421476841,
-0.054877910763025284,
0.023576755076646805,
0.009974779561161995,
-0.009834811091423035,
0.06584825366735458,
-0.04663252830505371,
-0.03139301389455795,
-0.04345354065299034,
0.025316590443253517,
0.017196033149957657,
-0.008321230299770832,
-0.0052944933995604515,
-0.04132159426808357,
0.004083327017724514,
-0.03340005874633789,
-0.023510096594691277,
-0.008353487588465214,
0.010385334491729736,
-0.02439991571009159,
0.05530330166220665,
0.030222641304135323,
-0.07039054483175278,
-0.016979414969682693,
0.018184375017881393,
-0.05705643817782402,
0.046537045389413834,
0.032583046704530716,
0.10401534289121628,
-0.06325884163379669,
-0.06189022585749626,
0.0026244516484439373,
0.0019242195412516594,
-0.01825990341603756,
0.006690265145152807,
0.000002880082547562779,
-0.04578658193349838,
-0.004009481985121965,
0.003939189016819,
0.052640192210674286,
-0.05401284992694855,
-0.01275948341935873,
0.0551937073469162,
0.0005832092138007283,
0.04785117134451866,
-0.04805803298950195,
-0.028739474713802338,
0.029054716229438782,
-0.007625718135386705,
-0.04005417227745056,
0.03368811309337616,
-0.002864479785785079,
-0.010380907915532589,
-0.04330509901046753,
-0.03982655704021454,
-0.0014994319062680006,
0.076971136033535,
-0.009963230229914188,
-0.032010700553655624,
-0.018721245229244232,
0.027601053938269615,
0.060630932450294495,
0.04415907338261604,
-0.027246972545981407,
0.022834379225969315,
0.042788565158843994,
0.050295956432819366,
-0.024161815643310547,
0.06145329400897026,
0.0065693119540810585,
-0.013127835467457771,
-0.029509365558624268,
0.008243867196142673,
0.005347538273781538,
-0.05274519324302673,
0.014749388210475445,
0.0125013692304492,
0.0016390131786465645,
-0.06090320274233818,
-0.028519421815872192,
0.04896357282996178,
-0.006309030577540398,
0.0015066983178257942,
0.0020184896420687437,
0.006908782757818699,
-0.03764154389500618,
0.038562316447496414,
-0.02486775815486908,
0.01124766655266285,
-0.03017997182905674,
-0.014514237642288208,
0.013634399510920048,
0.004164287820458412,
0.025421561673283577,
0.048971254378557205,
-0.009580809623003006,
0.09107011556625366,
-0.030607396736741066,
0.010254958644509315,
-0.03301529958844185,
-0.04666954651474953,
0.011734903790056705,
0.05004902929067612,
0.04006138816475868,
0.05502024665474892,
0.007869143970310688,
-0.041504230350255966,
0.035246316343545914,
0.0728202536702156,
0.0644974410533905,
0.03278641775250435,
-0.03629108890891075,
0.0005478068487718701,
0.04771779477596283,
0.061641890555620193,
-0.04525741934776306,
-0.029139168560504913,
0.00736618135124445,
0.032060299068689346,
-0.026771847158670425,
0.008478851057589054,
-0.011963455006480217,
0.058153193444013596,
-0.0557611808180809,
-0.06295327097177505,
0.05088664963841438,
0.02507396973669529,
0.0002874947967939079,
0.015920139849185944,
0.00860578753054142,
0.02259633131325245,
0.020390573889017105,
0.007441522553563118,
-0.00578110758215189,
-0.05380167439579964,
0.016563372686505318,
0.025926632806658745,
0.05908460542559624,
-0.048981789499521255,
0.037063974887132645,
-0.010141421109437943,
0.004357444122433662,
0.04556715488433838,
-0.04750974476337433,
0.026418406516313553,
0.04607916623353958,
0.029426706954836845,
-0.04960036650300026,
0.015147303231060505,
0.007877634838223457,
0.043370869010686874,
0.04432406648993492,
0.02209015004336834,
0.07295308262109756,
-0.003012410830706358,
0.05335154011845589,
0.07613454014062881,
0.03041066601872444,
0.014346964657306671,
0.01995963603258133,
0.06186114251613617,
-0.00861175823956728,
-0.005575746297836304,
0.07444623112678528,
-0.05420982092618942,
0.01105197798460722,
-0.053167104721069336,
-0.003053904976695776,
-0.028550198301672935,
-0.008574295789003372,
0.045683279633522034,
0.02833435870707035,
-0.024697721004486084,
0.010180754587054253,
-0.02398757077753544,
-0.018712351098656654,
0.007175229489803314,
0.004776995163410902,
-0.006600352004170418,
-0.007424867246299982,
-0.019386224448680878,
-0.006825495511293411,
-0.06885381788015366,
-0.05416732653975487,
-0.021372588351368904,
-0.03140708804130554,
-0.023837309330701828,
-0.0785231664776802,
-0.02115851454436779,
-0.06570286303758621,
-0.024073997512459755,
0.031225882470607758,
0.01722518913447857,
-0.004258413799107075,
-0.013398056849837303,
0.013210184872150421,
-0.06226706877350807,
-0.04668882489204407,
-0.05678391084074974,
-0.04256364330649376,
-0.0538182333111763,
-0.060065437108278275,
0.041103459894657135,
0.023688282817602158,
0.007540313061326742,
0.024740232154726982,
0.011775579303503036,
0.003514199983328581,
-0.031865812838077545,
0.03470618277788162,
0.061249636113643646,
-0.040388304740190506,
-0.0327199287712574,
0.04125424101948738,
-0.01023996900767088,
0.025055915117263794,
0.008709535002708435,
-0.0238635390996933,
0.07458306103944778,
0.05744030699133873,
0.019030792638659477,
0.021217169240117073,
-0.016301168128848076,
-0.06699535250663757,
-0.06470318883657455,
-0.02903839945793152,
-0.03811053931713104,
-0.02367670275270939,
-0.011180838569998741,
-0.05587880313396454,
-0.02393750101327896,
-0.04106782004237175,
0.009325343184173107,
-0.015297827310860157,
0.016091102734208107,
0.029932525008916855,
0.029643604531884193,
0.02997271902859211,
0.02276003733277321,
-0.03195499628782272,
-0.03501221910119057,
0.05755533277988434,
0.009158595465123653,
0.020520081743597984,
-0.07816578447818756,
-0.03224026411771774,
0.033787623047828674,
0.019693566486239433,
-0.009725447744131088,
-0.0054861619137227535,
0.07627054303884506,
0.008198261260986328,
0.0028134954627603292,
0.01942438632249832,
-0.036258239299058914,
-0.030200546607375145,
0.02547920122742653,
-0.00554483849555254,
-0.023006925359368324,
-0.038823869079351425,
-0.017384327948093414,
-0.0005533444345928729,
0.05539192259311676,
-0.07217414677143097,
-0.046727247536182404,
0.0012505328049883246,
0.018377626314759254,
0.048277050256729126,
0.0010229682084172964,
-0.038177210837602615,
-0.011572660878300667,
-0.06972671300172806,
-0.00019563343084882945,
0.042498234659433365,
0.014442949555814266,
0.013512426055967808,
0.04841693490743637,
0.01290834043174982,
-0.023181654512882233,
0.03458075597882271,
0.032549142837524414,
0.06514561921358109,
0.011220653541386127,
-0.06402689218521118,
0.009453329257667065,
-0.03225613012909889,
0.018689582124352455,
-0.020123479887843132,
-0.00019212295592296869,
-0.04441158473491669,
-0.09110285341739655,
-0.03555157035589218,
-0.006327688228338957,
-0.003631875617429614,
-0.014889031648635864,
0.03409722447395325,
-0.01809525303542614,
-0.02220425382256508,
0.00760638015344739,
0.017068497836589813,
0.04688239097595215,
-0.04699709266424179,
0.049034468829631805,
-0.007501244079321623,
0.025602048262953758,
-0.06588083505630493,
0.0022352130617946386,
-0.03185570612549782,
-0.007801295258104801,
-0.003943093121051788,
0.05782566964626312,
-0.01684035174548626,
0.05340418219566345,
0.08488033711910248,
0.03272905945777893,
-0.03964374586939812,
0.042754340916872025,
0.053060855716466904,
-0.029880749061703682,
-0.04617789387702942,
0.017688998952507973,
-0.009869793429970741,
-0.02162969671189785,
-0.007877346128225327,
-0.03331299498677254,
0.053966373205184937,
0.037378255277872086,
0.0028384500183165073,
-0.0017368011176586151,
0.008028271608054638,
-0.00794767215847969,
-0.03272099047899246,
-0.05942824110388756,
-0.021639063954353333,
-0.008791675791144371,
-0.029159795492887497,
0.006067241542041302,
0.02647244930267334,
0.026206381618976593,
0.07046674937009811,
0.04273024573922157,
-0.03862336277961731,
-0.03318393975496292,
0.008585017174482346,
0.025142503902316093,
-0.024199971929192543,
-0.062305305153131485,
-0.04133222997188568,
0.030999910086393356,
0.043759457767009735,
-0.032447487115859985,
-0.0786171406507492,
-0.002064521424472332,
0.037169672548770905,
-0.03358473628759384,
0.06273867189884186,
-0.0069039808586239815,
0.02245512418448925,
0.06405272334814072,
-0.020128151401877403,
0.0327594168484211,
-0.018767863512039185,
0.01224899385124445,
0.0034960841294378042,
0.0372014045715332,
-0.012312190607190132,
-0.04047837480902672,
-0.04528336599469185,
0.03375059366226196,
0.04159877076745033,
0.031241917982697487,
0.03753117844462395,
-0.030256005004048347,
-0.055332671850919724,
0.007705865427851677,
0.02914167381823063,
-0.03309519588947296,
0.012685276567935944,
0.02047891728579998,
0.03666503727436066,
-0.0512256920337677,
-0.02013041265308857,
-0.03626251965761185,
-0.011742081493139267,
0.033273618668317795,
-0.0028109275735914707,
-0.030502093955874443,
-0.036047060042619705,
0.033210501074790955,
-0.0074705458246171474,
0.0038383144419640303,
-0.07834282517433167,
0.03773599490523338,
-0.01609768718481064,
-0.013186044059693813,
0.06084991991519928,
0.03636473789811134,
0.035095732659101486,
0.04460957646369934,
0.027264626696705818,
0.04727037996053696,
-0.03804003447294235,
0.04876032471656799,
-0.03453291580080986,
-0.015017385594546795,
0.013114969246089458,
-0.037648964673280716,
-0.030599063262343407,
-0.04131725803017616,
-0.056874632835388184,
-0.04490968957543373,
-0.022709280252456665,
0.032784249633550644,
-0.003731979988515377,
-0.01378655806183815,
-0.014303530566394329,
0.0438336543738842,
-0.016783475875854492,
-0.01708891987800598,
-0.03240710124373436,
-0.028865547850728035,
-0.07241614162921906,
-0.05575620383024216,
0.004438111558556557,
0.005141329485923052,
0.03902909532189369,
0.01508310902863741,
0.006649510003626347,
0.01160771306604147,
0.012176635675132275,
-0.035649895668029785,
0.024750476703047752,
0.00846694316715002,
-0.019254127517342567,
-0.035784848034381866,
0.014425117522478104,
0.0294671431183815,
0.008596479892730713,
-0.021074023097753525,
0.02653716690838337,
0.011392612010240555,
-0.01721138507127762,
-0.015591252595186234,
-0.002839328721165657,
0.03293124586343765,
-0.07258772104978561,
-0.04387693852186203,
-0.004579590633511543,
-0.054436054080724716,
0.019395872950553894,
-0.03412530571222305,
-0.019626835361123085,
0.0048091821372509,
0.00972855556756258,
0.030596286058425903,
-0.029723690822720528,
-0.027873016893863678,
0.023413613438606262,
-0.017714962363243103,
0.021157775074243546,
-0.05438041687011719,
0.042133644223213196,
-0.03840538114309311,
0.018298061564564705,
-0.02220103144645691,
0.021434899419546127,
-0.03649691119790077,
0.03758277744054794,
0.008252267725765705,
-0.015504846349358559,
-0.011053739115595818,
0.026631111279129982,
-0.03492623195052147,
0.0347442664206028,
-0.01591426134109497,
0.027010908350348473,
-0.02218792960047722,
0.07184028625488281,
-0.051433634012937546,
0.020470907911658287,
-0.04593668133020401,
0.006770259700715542,
-0.02224625088274479,
-0.007498467806726694,
-0.02573876641690731,
-0.04049963876605034,
0.019853560253977776,
0.053902529180049896,
0.029037784785032272,
0.017486710101366043,
-0.009965953417122364,
0.0015233607264235616,
0.02087831124663353,
-0.05010588467121124,
-0.004308732226490974,
-0.002078660763800144,
-0.008838416077196598,
-0.013003352098166943,
0.06252912431955338,
0.03737614303827286,
-0.05195897817611694,
-0.07998673617839813,
0.04393293336033821,
0.01853180304169655,
0.0019191802712157369,
0.014811066910624504,
0.039038319140672684,
0.02963748387992382,
0.04216465353965759,
-0.02149979956448078,
0.017293592914938927,
-0.009519880637526512,
-0.03155786916613579,
0.028250843286514282,
0.005691921338438988,
0.022442197427153587,
0.022397808730602264,
-0.028937242925167084,
-0.019156528636813164,
0.03926965594291687,
0.03089025802910328,
0.017862502485513687,
-0.0014463033294305205,
-0.051521096378564835,
0.022248385474085808,
-0.01257994119077921,
-0.059109292924404144,
0.0031798062846064568,
0.011547478847205639,
-0.04667791724205017,
0.0646982342004776,
-0.021539028733968735,
0.00462412741035223,
0.03693841025233269,
0.021473513916134834,
-0.019840339198708534,
0.04152721166610718,
-0.028396548703312874,
0.011422513984143734,
0.059426240622997284,
-0.0736917033791542,
-0.005535960663110018,
-0.03210482746362686,
0.06155944988131523,
-0.038759104907512665,
0.015123910270631313,
0.04258989170193672,
0.023761386051774025,
0.0318160280585289,
-0.04238651320338249,
-0.04327354580163956,
0.0032045955304056406,
-0.03949589282274246,
0.08292804658412933,
0.021226929500699043,
-0.049082834273576736,
0.06375802308320999,
-0.00782181415706873,
-0.07106363028287888,
0.06113985925912857,
0.04429071769118309,
0.04819600656628609,
0.026683129370212555,
0.03523137792944908,
-0.05118780583143234,
-0.008066680282354355,
-0.023990534245967865,
0.004117695149034262,
-0.04879835993051529,
0.0014858150389045477,
0.02933993563055992,
-0.048801470547914505,
-0.012825796380639076,
0.024282267317175865,
-0.022790709510445595,
-0.019365059211850166,
0.03660905733704567,
-0.06260138750076294,
-0.04357112571597099,
0.029139205813407898,
0.024306531995534897,
-0.050001852214336395,
-0.010174194350838661,
-0.03601483255624771,
0.008562483824789524,
0.011275086551904678,
0.0024617589078843594,
-0.019547531381249428,
-0.001189876813441515,
0.03532641381025314,
-0.05792878195643425,
-0.04071614146232605,
0.034694842994213104,
0.004340444225817919,
-0.022771693766117096,
0.04138660058379173,
0.018780464306473732,
0.022723469883203506,
0.03395012766122818,
-0.028221603482961655,
0.034063711762428284,
-0.056761983782052994,
-0.008152378723025322,
0.008945342153310776,
-0.004564584232866764,
0.0471627414226532,
-0.006442392710596323,
0.03541766479611397,
0.031008996069431305,
0.013620107434689999,
0.006453143432736397,
-0.06575320661067963,
-0.0200280100107193,
0.004213347099721432,
-0.046083129942417145,
0.017286624759435654,
0.007799991872161627,
-0.05995970591902733,
-0.045237865298986435,
-0.016562990844249725,
-0.019427478313446045,
0.02999325469136238,
-0.07251621037721634,
0.003440636210143566,
0.030298501253128052,
-0.00611291266977787,
-0.05187240615487099,
-0.09643613547086716,
-0.022181643173098564,
-0.044133253395557404,
0.022523825988173485,
0.027557214722037315,
-0.05124697461724281,
0.05647313594818115,
-0.05524361878633499,
-0.03745494782924652,
0.0377889946103096,
0.019895484670996666,
-0.03743558004498482,
0.06371456384658813,
0.06434962153434753,
-0.055958282202482224,
0.030715247616171837,
0.0394609272480011,
-0.034276772290468216,
0.0180315263569355,
0.010414785705506802,
0.0037244418635964394,
0.024761691689491272,
0.003483073553070426,
-0.0363592728972435,
-0.007554561831057072,
-0.09551960229873657,
-0.0612376369535923,
-0.03850304335355759,
0.014752299524843693,
0.05856417492032051
] |
Charlotte/text2dm_models | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | body-site model is a Named Entity Recognition (NER) model that identifies and annotates the body-site of microbiome samples in texts.
The model is a fine-tuned BioBERT model and the training dataset is available in https://gitlab.com/maaly7/emerald_metagenomics_annotations
Testing examples:
1. Scalp hair was collected from behind the right ear, near the right retroauricular crease, and pubic hair was collected from their right pubis, near the right inguinal crease.
2. Field-collected bee samples were dissected on dry ice and separated into head, thorax (excluding legs and wings), and abdomens.
3. TSO modulate the IEC and LPMC transcriptome To gain further insights into the mechanisms of TSO treatment, we performed genome wide expression analysis on intestinal epithelial cells (IEC) and lamina propria mononuclear cells (LPMC) isolated from caecum samples by RNA sequencing (RNAseq).
4. Two catheters were bilaterally placed in the CA1 region of the hippocampus with the coordinates of 4.5 mm anterior to bregma, 1.6 mm ventral to the dura, and two directions of ± 4.0 mm from the interaural line (Park et al. 2013; Yang et al. 2013). | [
-0.015795323997735977,
-0.028466029092669487,
0.0005252331029623747,
-0.00011494817590573803,
0.03253624215722084,
0.007339344825595617,
-0.023945871740579605,
-0.01534635853022337,
-0.018401265144348145,
0.03451468423008919,
0.030172085389494896,
-0.0022813279647380114,
0.020212922245264053,
0.0454380139708519,
-0.025583310052752495,
0.002056125085800886,
-0.021937906742095947,
-0.006585208233445883,
-0.0700865387916565,
-0.0016116582555696368,
0.014596525579690933,
0.044632960110902786,
0.0016023042844608426,
0.016193758696317673,
0.002988860011100769,
0.026619434356689453,
-0.01239488273859024,
0.027391260489821434,
0.049689628183841705,
-0.04644634947180748,
-0.0013980494113638997,
-0.02063271589577198,
-0.032857947051525116,
-0.008830268867313862,
-0.02113937772810459,
-0.02007601596415043,
0.003955317661166191,
-0.03875012323260307,
0.00763818109408021,
0.026138797402381897,
0.00017711315013002604,
0.011036454699933529,
0.016595186665654182,
-0.05333559587597847,
0.00018275821639690548,
-0.025232551619410515,
-0.04421861097216606,
-0.05002029240131378,
0.027425236999988556,
-0.03904224932193756,
-0.06015931814908981,
-0.0912812277674675,
-0.006726733408868313,
-0.028773151338100433,
-0.003065386787056923,
-0.03219260275363922,
-0.052657563239336014,
-0.03299732878804207,
0.10833282768726349,
-0.039846111088991165,
-0.027147551998496056,
0.006862715817987919,
-0.08840002119541168,
-0.008126667700707912,
0.04395701736211777,
-0.029867403209209442,
0.0192402470856905,
-0.03411051630973816,
0.03239712864160538,
-0.04259335622191429,
0.018531935289502144,
-0.01960618421435356,
-0.019454630091786385,
-0.0646267756819725,
-0.02626633085310459,
-0.024054842069745064,
0.0434606596827507,
0.0354500487446785,
-0.051241032779216766,
0.0474114865064621,
0.010975537821650505,
0.002345040673390031,
0.037249162793159485,
-0.0011619973229244351,
-0.016849953681230545,
0.02636244334280491,
-0.04893796145915985,
0.02297499030828476,
0.0049979365430772305,
0.058295078575611115,
-0.03719516843557358,
-0.017653582617640495,
-0.01300061959773302,
-0.0261017307639122,
-0.02795037254691124,
0.04513683542609215,
0.014042467810213566,
-0.0063240984454751015,
0.03219430148601532,
0.015161723829805851,
0.04174499958753586,
0.05835598707199097,
-0.006253202445805073,
0.04482760652899742,
-0.0006557713495567441,
0.018625779077410698,
-0.01587570086121559,
-0.05988532677292824,
-0.034835655242204666,
0.01700824499130249,
0.0149949686601758,
-0.04871714860200882,
-0.024130428209900856,
0.03421783447265625,
0.001511433976702392,
-0.04549669846892357,
0.056640107184648514,
-0.01853448711335659,
-0.013797862455248833,
-0.03402818366885185,
0.047170210629701614,
0.024777881801128387,
0.02531527914106846,
-0.0074830628000199795,
-0.04844473674893379,
-0.0010514804162085056,
-0.018381282687187195,
0.004525573458522558,
-0.02301553264260292,
0.024700775742530823,
-0.01784186065196991,
0.030077965930104256,
0.024378081783652306,
-0.06292710453271866,
0.029809607192873955,
0.028784694150090218,
-0.07433789223432541,
0.049854177981615067,
0.038564492017030716,
0.10159882158041,
-0.037019744515419006,
-0.06205784156918526,
0.0036133297253400087,
0.0022229438181966543,
-0.03979705274105072,
0.0019570987205952406,
0.021229328587651253,
-0.028485804796218872,
-0.0029034980107098818,
-0.018244678154587746,
0.047630708664655685,
-0.034698598086833954,
0.0042165121994912624,
0.024143315851688385,
-0.018010571599006653,
0.046746183186769485,
-0.025329940021038055,
0.0004824043717235327,
-0.03422410041093826,
0.008536371402442455,
-0.013125178404152393,
0.040609125047922134,
-0.028578035533428192,
0.01662621833384037,
-0.050093017518520355,
-0.05236492678523064,
-0.025426965206861496,
0.09672889858484268,
0.009311364032328129,
-0.010349174030125141,
-0.05838632211089134,
0.017865629866719246,
0.0629749521613121,
0.045170385390520096,
-0.0020600142888724804,
0.011659705080091953,
0.06470663100481033,
0.023685835301876068,
-0.02504204586148262,
0.04919925704598427,
-0.019607102498412132,
-0.04117578640580177,
-0.040540460497140884,
0.004418429918587208,
-0.021213101223111153,
-0.03252749517560005,
-0.0004580383247230202,
0.05430144816637039,
0.0038543420378118753,
-0.032978031784296036,
-0.06421748548746109,
0.04537726193666458,
-0.007641641888767481,
-0.005165784619748592,
0.009279000572860241,
-0.018695173785090446,
-0.04657167196273804,
0.04313009977340698,
-0.016893405467271805,
0.002583960769698024,
0.009922259487211704,
-0.007804762572050095,
-0.0007278340053744614,
-0.01697157695889473,
0.052774954587221146,
0.04980568587779999,
0.015038883313536644,
0.04935375228524208,
-0.012338650412857533,
0.04081394523382187,
-0.03891359269618988,
-0.030185982584953308,
-0.006239496637135744,
0.03986833617091179,
0.0036467094905674458,
0.044209472835063934,
-0.011118827387690544,
-0.028023093938827515,
0.011081350967288017,
0.04696628823876381,
0.08356983959674835,
0.022608768194913864,
-0.04108910262584686,
-0.006221831310540438,
0.019576769322156906,
0.05167793855071068,
-0.048077017068862915,
-0.033531755208969116,
0.06889081001281738,
0.011928660795092583,
-0.025171013548970222,
0.009755399078130722,
-0.029664069414138794,
0.01663217879831791,
-0.05602264776825905,
-0.05188648775219917,
0.015196578577160835,
0.008963066153228283,
0.012357399798929691,
0.023760763928294182,
-0.025320623070001602,
-0.010303812101483345,
0.03195824474096298,
0.02051273174583912,
0.009367918595671654,
-0.055072564631700516,
0.00807963591068983,
-0.005780491046607494,
0.04825602471828461,
-0.0565544031560421,
0.04095985367894173,
0.033958885818719864,
0.005125132389366627,
0.014294496737420559,
-0.023508835583925247,
0.008682642132043839,
0.03194721043109894,
0.015228134579956532,
-0.029465988278388977,
0.018209127709269524,
0.001376066473312676,
0.019479401409626007,
0.06938660144805908,
0.0177743062376976,
0.08180087059736252,
-0.0027787499129772186,
0.023223435506224632,
0.053569991141557693,
-0.0033270015846937895,
0.008501225151121616,
0.04561533406376839,
0.0682845413684845,
-0.009987320750951767,
-0.009740084409713745,
0.06636460870504379,
-0.05049314349889755,
0.022077446803450584,
-0.0429830439388752,
-0.006614596117287874,
0.0007841471233405173,
-0.011845359578728676,
0.07250074297189713,
0.02632557787001133,
-0.014267291873693466,
0.007989665493369102,
-0.007697586435824633,
-0.005425570532679558,
0.020585598424077034,
-0.018744289875030518,
0.03050079010426998,
0.01672380603849888,
-0.019969379529356956,
0.0015015347162261605,
-0.07495585083961487,
-0.007949912920594215,
-0.012767876498401165,
-0.030155284330248833,
-0.005525507032871246,
-0.09000139683485031,
-0.029614601284265518,
-0.04193619266152382,
-0.006051341071724892,
0.022097362205386162,
0.05491000786423683,
0.0010589223820716143,
-0.022928643971681595,
0.030110124498605728,
-0.05097357928752899,
-0.0540166050195694,
-0.05990283936262131,
-0.05371705815196037,
-0.017973020672798157,
-0.0756416767835617,
0.04115726798772812,
0.02655005268752575,
0.019130220636725426,
0.027369940653443336,
-0.006848399061709642,
-0.03336167708039284,
-0.03286605328321457,
0.07014460861682892,
0.023035097867250443,
-0.030680406838655472,
-0.030883943662047386,
0.018748247995972633,
0.013507531024515629,
0.034016456454992294,
-0.047550857067108154,
-0.03451886028051376,
0.07130765914916992,
0.04395312815904617,
0.029378537088632584,
0.007558600511401892,
0.007060433737933636,
-0.031111620366573334,
-0.030040526762604713,
-0.026580549776554108,
-0.05149325355887413,
-0.018864687532186508,
-0.053811896592378616,
-0.04532867670059204,
-0.009027119725942612,
-0.06192705035209656,
-0.004005788825452328,
-0.013009870424866676,
0.003627356141805649,
0.044811565428972244,
0.05985572189092636,
0.038694318383932114,
0.0390138253569603,
-0.02686699666082859,
-0.029126247391104698,
0.04465119540691376,
0.017786363139748573,
0.013968508690595627,
-0.09745487570762634,
-0.023039061576128006,
0.04439849779009819,
0.017433108761906624,
0.01566964015364647,
0.0027835641521960497,
0.060014158487319946,
0.027394123375415802,
-0.032488204538822174,
-0.008864582516252995,
-0.00035075496998615563,
-0.0433545745909214,
0.004055538214743137,
0.01432320848107338,
0.0057831876911222935,
-0.06701470911502838,
-0.01698656566441059,
-0.013973822817206383,
0.045425333082675934,
-0.07073373347520828,
-0.020783672109246254,
0.013780567795038223,
0.027352578938007355,
0.020452668890357018,
0.0004738912684842944,
-0.04608392342925072,
-0.015739602968096733,
-0.05624237656593323,
-0.02759898453950882,
0.016996335238218307,
-0.005434622056782246,
0.00794430635869503,
0.0659240260720253,
0.030996674671769142,
-0.00859107356518507,
0.05610044300556183,
0.07352223247289658,
0.04457744210958481,
0.008932212367653847,
-0.03619138523936272,
0.0029231191147118807,
-0.0045516048558056355,
0.016455823555588722,
0.011299355886876583,
-0.004449371248483658,
-0.03966424986720085,
-0.055475931614637375,
-0.01485985517501831,
0.009092005901038647,
0.018497994169592857,
0.0026428275741636753,
0.03271188214421272,
0.017016462981700897,
-0.003506795270368457,
-0.026530291885137558,
-0.007357207126915455,
0.015243960544466972,
-0.04313743859529495,
0.045647330582141876,
-0.002454834757372737,
0.03330415114760399,
-0.044438306242227554,
0.0013508547563105822,
-0.061913225799798965,
-0.03971536085009575,
0.013545125722885132,
0.047422897070646286,
0.00876627303659916,
0.034077759832143784,
0.05450006574392319,
-0.02921062894165516,
-0.030114319175481796,
0.044110257178545,
0.05221991986036301,
-0.005436757579445839,
-0.05574926733970642,
0.012653260491788387,
-0.027192166075110435,
-0.023134462535381317,
-0.015190741047263145,
-0.020128604024648666,
0.015468761324882507,
0.03879726678133011,
0.0027036862447857857,
0.01324618048965931,
-0.017462918534874916,
-0.021390240639448166,
-0.017200391739606857,
-0.05924811214208603,
0.015115365386009216,
-0.011450741440057755,
-0.018101613968610764,
0.04896523058414459,
0.040718939155340195,
-0.0007522052037529647,
0.06278347969055176,
0.05492882430553436,
-0.032597869634628296,
-0.08176848292350769,
0.02782786265015602,
0.01981147937476635,
-0.040124841034412384,
-0.04441532492637634,
-0.060564715415239334,
0.05102287605404854,
0.05272335186600685,
-0.021384360268712044,
-0.08239143341779709,
0.011848263442516327,
0.07241342961788177,
-0.0459202378988266,
0.05970648676156998,
-0.003103958209976554,
0.038083214312791824,
0.07273054867982864,
-0.007000632118433714,
0.04220807924866676,
-0.027295920997858047,
0.0013517510378733277,
-0.006817489396780729,
0.09031450003385544,
-0.03005126863718033,
-0.020457589998841286,
-0.015987569466233253,
0.027893755584955215,
0.02555190771818161,
0.06618846952915192,
0.016862815245985985,
-0.03834737837314606,
-0.03415515273809433,
0.02713816612958908,
0.009213998913764954,
-0.02388778142631054,
0.022294260561466217,
0.01290791667997837,
0.03013886883854866,
-0.06369760632514954,
-0.055303048342466354,
-0.03098653443157673,
-0.015497383661568165,
0.03581184893846512,
-0.021969785913825035,
-0.024911724030971527,
-0.05202775076031685,
-0.02206684835255146,
0.008759508840739727,
0.0026064696721732616,
-0.07424575835466385,
0.01911773346364498,
-0.019165540114045143,
-0.03252445533871651,
0.05335226282477379,
0.013031629845499992,
0.07403288781642914,
0.034173816442489624,
0.00007302264566533267,
0.0015953935217112303,
-0.016535552218556404,
0.03532794862985611,
-0.009038678370416164,
-0.029307164251804352,
-0.03371335193514824,
-0.02383594587445259,
-0.04185108467936516,
-0.017958015203475952,
-0.054549891501665115,
-0.060404401272535324,
-0.04641883075237274,
0.02508341148495674,
-0.005827172659337521,
0.017972584813833237,
0.01883682981133461,
0.008598160929977894,
-0.023103849962353706,
-0.04491472616791725,
-0.026183199137449265,
-0.025112954899668694,
-0.10116960853338242,
-0.04262733459472656,
0.005009666085243225,
0.013155988417565823,
-0.000897306832484901,
0.02065199241042137,
0.01677817478775978,
-0.0037632640451192856,
0.020850004628300667,
-0.011563083156943321,
0.029846379533410072,
-0.0056289308704435825,
-0.03221665695309639,
-0.037252459675073624,
0.016340721398591995,
0.03519142419099808,
0.024957584217190742,
-0.017187930643558502,
0.02913499064743519,
0.021877212449908257,
-0.016002723947167397,
-0.018949413672089577,
0.014898956753313541,
-0.0206309724599123,
-0.07505432516336441,
-0.0023324366193264723,
-0.018246404826641083,
-0.03366943821310997,
0.057248301804065704,
-0.015909533947706223,
-0.0342891551554203,
0.0028386074118316174,
0.021057190373539925,
0.025662725791335106,
0.0029869824647903442,
-0.042049750685691833,
0.03422918543219566,
0.005253233015537262,
0.0018126546638086438,
-0.05554677173495293,
0.010830940678715706,
-0.052251413464546204,
0.020585445687174797,
-0.02294047363102436,
0.00430691335350275,
-0.019712071865797043,
0.042353127151727676,
-0.02203209139406681,
0.004713085480034351,
-0.014439764432609081,
0.03449367731809616,
-0.03655372932553291,
0.03836047649383545,
-0.031552981585264206,
-0.016623903065919876,
-0.026155443862080574,
0.06814452260732651,
-0.022663673385977745,
-0.02853326126933098,
-0.037951190024614334,
-0.0012220138451084495,
-0.03427976369857788,
-0.03892766311764717,
-0.005980382207781076,
-0.014803879894316196,
0.04027502238750458,
0.036475423723459244,
0.031491875648498535,
0.04081254079937935,
-0.007621032185852528,
-0.012530707754194736,
0.028769860044121742,
-0.08645668625831604,
-0.015747927129268646,
-0.015718627721071243,
0.03957291692495346,
0.006178518757224083,
0.06049175560474396,
0.06162397935986519,
-0.04878759756684303,
-0.02506624348461628,
0.0459640771150589,
0.03598152473568916,
0.012358851730823517,
-0.011705378070473671,
0.04557771608233452,
0.045419804751873016,
0.026298226788640022,
-0.03836606442928314,
-0.04710898548364639,
0.002031513722613454,
-0.04873871058225632,
-0.007582451216876507,
0.002959852572530508,
0.0014281749026849866,
0.024258671328425407,
-0.056855060160160065,
-0.03535129874944687,
0.047742441296577454,
0.010171509347856045,
0.03343944624066353,
-0.027846144512295723,
-0.058882568031549454,
0.05459745600819588,
0.006683570798486471,
-0.05556437745690346,
0.0043563214130699635,
0.034221336245536804,
-0.04570973291993141,
0.07019129395484924,
-0.009006629697978497,
0.019637444987893105,
0.03364306315779686,
0.028219731524586678,
-0.020970096811652184,
0.041227225214242935,
-0.0008054280770011246,
-0.0023130737245082855,
0.041041623800992966,
-0.04836109280586243,
-0.015412275679409504,
-0.044100385159254074,
0.05259379372000694,
-0.0658641904592514,
0.05349988117814064,
0.03085915930569172,
-0.030017022043466568,
-0.024335462599992752,
-0.046850886195898056,
-0.0025476536247879267,
-0.010593400336802006,
-0.020264320075511932,
0.05768631771206856,
-0.02725369483232498,
-0.07449363172054291,
0.05299847200512886,
0.024582823738455772,
-0.09849869459867477,
0.041263047605752945,
0.03508715704083443,
0.021639231592416763,
0.039684586226940155,
0.07802505791187286,
-0.04551646113395691,
0.025587240234017372,
-0.0246316846460104,
0.022673342376947403,
-0.046327900141477585,
-0.0002719915646594018,
0.03210323676466942,
-0.01942508853971958,
-0.02796165458858013,
0.043857451528310776,
-0.029217954725027084,
-0.004237314686179161,
0.02951604127883911,
-0.04563554376363754,
-0.051269445568323135,
0.0008548456244170666,
0.023649102076888084,
-0.010226045735180378,
-0.016557106748223305,
-0.040690597146749496,
0.039668165147304535,
-0.01137226726859808,
-0.004764085169881582,
-0.008045569993555546,
0.010157805867493153,
0.026787208393216133,
-0.0681341364979744,
-0.04735850170254707,
0.02958005852997303,
0.012014852836728096,
-0.03001611866056919,
0.005745891481637955,
-0.0025571612641215324,
0.013264783658087254,
0.012984834611415863,
0.015114938840270042,
0.02136956714093685,
-0.03541149944067001,
0.021771039813756943,
0.0153877604752779,
0.01653611846268177,
0.05765412002801895,
-0.017728455364704132,
0.027794377878308296,
0.03512891009449959,
0.03724447637796402,
0.02510000206530094,
-0.032135140150785446,
0.0028862066101282835,
0.025864766910672188,
-0.04735744372010231,
0.005959424190223217,
-0.04368528351187706,
-0.030030909925699234,
-0.007019189652055502,
-0.0024436216335743666,
-0.049990344792604446,
0.06395304948091507,
-0.05536410212516785,
0.03588086739182472,
0.050083138048648834,
-0.0239139124751091,
-0.050150174647569656,
-0.10960376262664795,
-0.030487271025776863,
-0.010851163417100906,
0.011342358775436878,
0.01781655102968216,
-0.007582035847008228,
0.03328382223844528,
-0.04341742396354675,
-0.0759773775935173,
0.05004409700632095,
0.02765180915594101,
-0.016022246330976486,
0.05714431777596474,
0.060954686254262924,
-0.050827741622924805,
-0.012340353801846504,
0.03390263393521309,
-0.022233331575989723,
0.02321791462600231,
0.004796302877366543,
0.008645176887512207,
0.0311319287866354,
0.060203664004802704,
-0.013379448093473911,
-0.005923940800130367,
-0.05647478997707367,
-0.028308328241109848,
-0.05350160971283913,
-0.010960345156490803,
0.0906221866607666
] |
ChaseBread/DialoGPT-small-harrypotter | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
tags:
- conversational
---
#Harry Potter DialoGPT Model | [
-0.02885996736586094,
0.003791982773691416,
0.013054605573415756,
0.033581316471099854,
0.009907766245305538,
0.019981805235147476,
0.0020598077680915594,
0.01479269564151764,
-0.017083633691072464,
0.009989487007260323,
0.030466893687844276,
-0.0360698327422142,
0.006808210164308548,
0.033738430589437485,
-0.02232079766690731,
-0.027794307097792625,
-0.03477299585938454,
-0.009027848951518536,
-0.010562337934970856,
-0.02438712678849697,
0.020293407142162323,
0.017971929162740707,
-0.026084382086992264,
0.037526171654462814,
0.001982752000913024,
0.015023031271994114,
-0.01882779970765114,
0.007965953089296818,
0.028193030506372452,
-0.05234513059258461,
0.0042295693419873714,
-0.046794865280389786,
-0.038973093032836914,
-0.02195277251303196,
-0.029883703216910362,
-0.031042084097862244,
0.011821683496236801,
-0.0022251431364566088,
-0.0021892988588660955,
0.03048829734325409,
-0.02495722472667694,
0.007523681968450546,
0.0006920461310073733,
-0.058139603585004807,
0.08334503322839737,
-0.004672339651733637,
-0.04545529931783676,
-0.013704552315175533,
0.02136235497891903,
-0.04025387391448021,
-0.03509663790464401,
-0.06241510063409805,
-0.06056169793009758,
-0.020828304812312126,
0.02292924001812935,
-0.04543862119317055,
-0.07242243736982346,
-0.011450645513832569,
0.09463085979223251,
-0.014103299006819725,
-0.0014229377266019583,
-0.004965289495885372,
-0.06501710414886475,
0.005692066624760628,
0.023219190537929535,
-0.08444882184267044,
0.022511793300509453,
-0.03296750411391258,
0.014109082520008087,
-0.033211514353752136,
0.05763943865895271,
-0.05507245659828186,
0.01847979426383972,
-0.08244463056325912,
-0.0045851292088627815,
0.009167100302875042,
0.060730624943971634,
0.057628195732831955,
-0.05123808607459068,
0.05194011703133583,
0.03809542953968048,
0.014928676187992096,
0.03850128874182701,
-0.014919819310307503,
-0.03813501447439194,
0.04574993625283241,
-0.046598419547080994,
-0.015157822519540787,
0.005233539268374443,
0.03933417424559593,
-0.025852197781205177,
-0.050153058022260666,
-0.03722438961267471,
-0.012125900946557522,
0.0016846265643835068,
0.056451618671417236,
0.02385384403169155,
-0.03462798520922661,
0.011815706267952919,
0.050986140966415405,
0.0223891232162714,
0.046821244060993195,
-0.027160659432411194,
0.03491997718811035,
-0.014278215356171131,
0.02572876587510109,
0.02764284238219261,
-0.021234039217233658,
-0.028972279280424118,
0.028237057849764824,
0.01213538646697998,
-0.04281521961092949,
-0.031006162986159325,
0.04243043437600136,
0.024474581703543663,
0.018197819590568542,
0.03486569598317146,
-0.03698543831706047,
-0.03622380644083023,
-0.06015066057443619,
0.046525079756975174,
-0.01017717458307743,
0.004209592007100582,
-0.002867331961169839,
-0.057850029319524765,
-0.004022672772407532,
-0.047102924436330795,
-0.029281778261065483,
-0.01199027244001627,
0.006343368906527758,
0.024293284863233566,
0.03570631518959999,
-0.028981003910303116,
-0.06273254007101059,
0.01859104447066784,
0.047055695205926895,
-0.06131364032626152,
-0.000221942929783836,
0.04818447679281235,
0.09633021801710129,
-0.07366210967302322,
-0.025915438309311867,
0.014835414476692677,
0.011027918197214603,
-0.02863495610654354,
0.004185621161013842,
-0.004214010201394558,
-0.014936709776520729,
-0.05699877813458443,
-0.013862226158380508,
0.007931584492325783,
-0.052732087671756744,
-0.015812760218977928,
0.04506433382630348,
-0.015220517292618752,
0.008263335563242435,
-0.032714612782001495,
0.0021348351147025824,
-0.024840978905558586,
-0.03426454961299896,
-0.052262067794799805,
0.03410135954618454,
-0.021272875368595123,
-0.028113259002566338,
-0.05238929018378258,
-0.041268471628427505,
0.013316569849848747,
0.07105682045221329,
0.016393238678574562,
-0.014893057756125927,
-0.026344140991568565,
0.05034571886062622,
0.06307639181613922,
0.04109809547662735,
-0.027761708945035934,
0.023461775854229927,
0.034810345619916916,
0.017329297959804535,
-0.02776254527270794,
0.06346353888511658,
0.013970517553389072,
-0.03515224903821945,
-0.046972692012786865,
-0.023835614323616028,
0.0213389340788126,
-0.014601550996303558,
0.01871657371520996,
0.04144385829567909,
-0.03839513286948204,
-0.04720991849899292,
0.02292676642537117,
0.05657615140080452,
-0.02822355553507805,
-0.003046381054446101,
-0.016918543726205826,
-0.016227034851908684,
-0.02662760019302368,
0.040658723562955856,
-0.04556509107351303,
0.0029850665014237165,
-0.022468041628599167,
-0.0038210363127291203,
0.02385934256017208,
-0.0031414765398949385,
-0.009937274269759655,
0.034706730395555496,
-0.002813997445628047,
0.08013341575860977,
-0.025413399562239647,
0.026796039193868637,
-0.03012063540518284,
-0.005239388905465603,
-0.02875702641904354,
0.024433152750134468,
0.018216442316770554,
0.04263858497142792,
-0.04951375722885132,
-0.059776559472084045,
0.03194253519177437,
0.06414183974266052,
0.028279202058911324,
0.0311433132737875,
-0.019392170011997223,
-0.0104146059602499,
0.03073827363550663,
0.0380428247153759,
-0.0358608216047287,
0.0006576457526534796,
-0.005056246183812618,
0.027855053544044495,
-0.01178418006747961,
-0.030301565304398537,
-0.04091748222708702,
0.0032498750369995832,
-0.031620092689991,
-0.07615726441144943,
0.046173300594091415,
0.0288443174213171,
-0.010706479661166668,
0.020081354305148125,
-0.015683313831686974,
0.01439524907618761,
0.033488038927316666,
0.005975272506475449,
0.0032794929575175047,
-0.07289063930511475,
-0.004738975316286087,
0.010135427117347717,
0.08791150897741318,
-0.048934731632471085,
0.00858700554817915,
0.017462393268942833,
0.02380303479731083,
0.03832997754216194,
-0.009776895865797997,
0.034316178411245346,
0.067416250705719,
0.041642509400844574,
-0.032499294728040695,
0.0422573946416378,
-0.00026798961334861815,
0.04919906333088875,
0.0511314682662487,
0.0012497864663600922,
0.05358365923166275,
-0.003940647467970848,
0.029553482308983803,
0.03795831650495529,
0.01474621333181858,
-0.037523627281188965,
0.03842143341898918,
0.07794836908578873,
0.003247312968596816,
0.03236032649874687,
0.037739064544439316,
0.002002800116315484,
0.0039529683999717236,
-0.03870280086994171,
-0.007502780295908451,
0.00894870888441801,
-0.01777685433626175,
0.06168385222554207,
0.008726566098630428,
-0.011493232101202011,
-0.011926013976335526,
-0.015710141509771347,
-0.015622083097696304,
0.04162553697824478,
-0.019951770082116127,
-0.014208792708814144,
-0.014472787268459797,
0.0031645174603909254,
0.013958138413727283,
-0.05968553200364113,
-0.07109512388706207,
-0.011183624155819416,
-0.04626835882663727,
0.007103502284735441,
-0.10546545684337616,
-0.03538692742586136,
-0.05395334213972092,
-0.016417210921645164,
0.04274677485227585,
0.011549114249646664,
0.027544250711798668,
-0.0028176491614431143,
0.0016645902069285512,
-0.02639775536954403,
-0.05438772961497307,
-0.05385212600231171,
-0.012159591540694237,
-0.011183160357177258,
-0.06161602959036827,
0.03472765535116196,
0.03114311210811138,
0.05626582354307175,
0.003797412384301424,
-0.026007970795035362,
-0.04706179350614548,
-0.009672904387116432,
0.048520904034376144,
0.027331087738275528,
-0.04144592210650444,
-0.024128112941980362,
0.001086933771148324,
0.012734555639326572,
0.0052279941737651825,
-0.02731567621231079,
-0.05438286438584328,
0.07007087767124176,
0.03636426478624344,
0.017544029280543327,
0.007970282807946205,
-0.0059146941639482975,
-0.03596034273505211,
-0.01993432827293873,
-0.04440871998667717,
-0.044264744967222214,
-0.00693922583013773,
-0.03569674864411354,
-0.05933773145079613,
-0.027442777529358864,
-0.06085341423749924,
0.006760571617633104,
-0.006979087367653847,
-0.0004804637865163386,
0.020312391221523285,
0.02125169336795807,
0.036726877093315125,
0.01963564194738865,
-0.023998461663722992,
-0.012546846643090248,
0.03095480613410473,
-0.0056757149286568165,
-0.0247282013297081,
-0.0825464203953743,
-0.0561983548104763,
0.011653383262455463,
0.015824830159544945,
-0.007108265999704599,
-0.003698208136484027,
0.025839688256382942,
0.029479794204235077,
-0.001734941964969039,
0.02835758589208126,
-0.05647215247154236,
0.013762563467025757,
-0.04143055900931358,
-0.0441543348133564,
-0.02916417270898819,
-0.022663582116365433,
-0.022301962599158287,
-0.0042585632763803005,
0.045335281640291214,
-0.085171639919281,
-0.028279047459363937,
-0.01215110719203949,
0.011680933646857738,
0.03010312281548977,
0.006342922803014517,
-0.06086656451225281,
0.0016254857182502747,
-0.04014114290475845,
-0.027703380212187767,
-0.01846461556851864,
-0.019930260255932808,
0.004684965126216412,
0.026726514101028442,
0.03365980088710785,
-0.042515333741903305,
0.051353078335523605,
0.01054911594837904,
0.05659566819667816,
0.06422735750675201,
-0.023948192596435547,
0.03099660947918892,
-0.047663964331150055,
0.039972346276044846,
0.0012659680796787143,
-0.039166346192359924,
-0.052297353744506836,
-0.10184894502162933,
-0.05398808792233467,
0.027627214789390564,
-0.010434512980282307,
0.011153995990753174,
0.037116654217243195,
-0.05259079113602638,
-0.041758447885513306,
0.01713910698890686,
0.03678250312805176,
0.04657011106610298,
-0.03307798504829407,
0.05454662814736366,
0.010043342597782612,
0.003927844110876322,
-0.05209200829267502,
0.0057027023285627365,
-0.05881349369883537,
-0.02519163489341736,
-0.006161655765026808,
0.04549379646778107,
0.017161650583148003,
0.07211226224899292,
0.06705582141876221,
0.04803090542554855,
-0.0538732185959816,
0.0598609521985054,
0.08242735266685486,
-0.010177199728786945,
-0.03345410153269768,
-0.008631200529634953,
-0.007690240163356066,
-0.004136598203331232,
0.0022261296398937702,
-0.017706692218780518,
0.02589418739080429,
0.03847432881593704,
0.0008701984188519418,
0.002597495913505554,
0.033530425280332565,
-0.010782896541059017,
-0.011574292555451393,
-0.07745060324668884,
0.006343293935060501,
-0.02348852902650833,
-0.033306289464235306,
0.05029917135834694,
0.040974222123622894,
0.0032828485127538443,
0.05286199599504471,
0.021250005811452866,
-0.010069685988128185,
-0.048132698982954025,
0.03515804558992386,
0.02565341256558895,
-0.05161593481898308,
-0.052916835993528366,
-0.053530000150203705,
0.0385126918554306,
0.056876372545957565,
-0.0074812802486121655,
-0.08917153626680374,
0.019738074392080307,
0.050519026815891266,
-0.054737333208322525,
0.047912150621414185,
0.006734367925673723,
0.06320655345916748,
0.01468800101429224,
0.007660059258341789,
0.036575768142938614,
-0.060779403895139694,
0.017868170514702797,
-0.010236084461212158,
0.044008348137140274,
-0.046827297657728195,
-0.04732351750135422,
-0.0651344507932663,
0.04020262882113457,
0.023274699226021767,
0.022457294166088104,
0.011120658367872238,
-0.050824642181396484,
-0.02890026569366455,
-0.006456801202148199,
0.016166387125849724,
-0.008692232891917229,
0.023036817088723183,
0.01841224543750286,
0.05517413094639778,
-0.06659625470638275,
0.0044105807319283485,
0.02167375572025776,
0.013661112636327744,
0.01346745528280735,
-0.024373749271035194,
-0.05237775668501854,
-0.006560852751135826,
0.028911931440234184,
-0.027447130531072617,
0.009535613469779491,
-0.0980343446135521,
0.01808660291135311,
-0.026054196059703827,
-0.02528214454650879,
0.06743909418582916,
0.0513889417052269,
0.05346474051475525,
0.07340725511312485,
-0.010538837872445583,
0.043983593583106995,
-0.019562358036637306,
0.045628923922777176,
-0.03456372395157814,
-0.025225767865777016,
-0.0006341786356642842,
-0.09169837832450867,
-0.025855781510472298,
-0.019832240417599678,
-0.02687172219157219,
-0.04421878978610039,
0.012537806294858456,
-0.005959732923656702,
-0.022554004564881325,
0.0024613665882498026,
-0.0006950332317501307,
0.03228047117590904,
-0.028734494000673294,
-0.03992629423737526,
-0.011201230809092522,
-0.013646976090967655,
-0.08695708960294724,
-0.051621172577142715,
0.029491808265447617,
-0.033370014280080795,
0.012730520218610764,
-0.006287422031164169,
0.011555423960089684,
0.06273491680622101,
0.013502354733645916,
-0.015204363502562046,
0.007834568619728088,
0.03722410276532173,
-0.03980124741792679,
-0.016135811805725098,
0.0030122348107397556,
0.008394630625844002,
0.015509556047618389,
-0.03639761358499527,
0.0447358600795269,
0.006280770990997553,
-0.05357007309794426,
-0.0317763015627861,
0.04437072575092316,
0.00452725263312459,
-0.07572242617607117,
-0.004746728111058474,
-0.02013823390007019,
-0.038970477879047394,
0.0054810685105621815,
-0.043427955359220505,
-0.02013620175421238,
-0.007542661391198635,
0.03091179020702839,
0.022493872791528702,
-0.0051503353752195835,
-0.019714731723070145,
0.0032049387227743864,
-0.01744251139461994,
0.0372333787381649,
-0.06414877623319626,
0.019037529826164246,
-0.026241416111588478,
0.02822967618703842,
-0.03059552237391472,
0.00693943677470088,
-0.0405094176530838,
0.04841311648488045,
-0.02764718048274517,
-0.010840983130037785,
0.0021982844918966293,
-0.015687480568885803,
0.010923746973276138,
0.03391824662685394,
0.008244052529335022,
0.004823024850338697,
-0.038180895149707794,
0.07649775594472885,
-0.061301860958337784,
0.024753844365477562,
-0.020368820056319237,
-0.024464691057801247,
-0.020989399403333664,
0.010379930958151817,
-0.007439953275024891,
-0.053448811173439026,
0.026478039100766182,
0.027811696752905846,
0.010539533570408821,
0.054814260452985764,
0.006150883622467518,
0.002346015302464366,
0.04188290238380432,
-0.05013453960418701,
-0.04579050466418266,
0.014040542766451836,
-0.004249998368322849,
0.014439724385738373,
0.059837669134140015,
0.021914592012763023,
-0.05111625790596008,
-0.03294777870178223,
0.03454010561108589,
0.04168541356921196,
0.01613485813140869,
0.017304677516222,
0.03846175968647003,
0.04787293076515198,
0.06596377491950989,
-0.009748964570462704,
-0.009867081418633461,
0.025127923116087914,
-0.013269294053316116,
-0.014626271091401577,
-0.00028266606386750937,
0.010178158059716225,
0.01766626536846161,
-0.02483108453452587,
-0.01759508065879345,
0.07397440075874329,
-0.0018651525024324656,
0.0009608655818738043,
-0.0007085900288075209,
-0.034288980066776276,
0.05945316329598427,
0.013866733759641647,
-0.05117272213101387,
-0.009040418080985546,
0.026713959872722626,
-0.034542378038167953,
0.02523546852171421,
-0.019634848460555077,
0.0075150346383452415,
0.03943677619099617,
0.021079886704683304,
0.018109995871782303,
0.025148246437311172,
-0.02322799153625965,
-0.00017103011487051845,
0.01987936906516552,
-0.04174565151333809,
-0.02892344258725643,
-0.04698413982987404,
0.037529267370700836,
-0.04875272139906883,
0.050968918949365616,
0.020046066492795944,
0.040204428136348724,
-0.0020170777570456266,
-0.03913935273885727,
-0.02167273499071598,
-0.024737335741519928,
-0.04484947770833969,
0.0628894492983818,
-0.020152373239398003,
-0.03938750922679901,
0.07386068999767303,
0.0336439311504364,
-0.07556001842021942,
0.03092666156589985,
0.03140205144882202,
0.042760588228702545,
0.017811687663197517,
0.06063786894083023,
-0.04929497838020325,
0.012336674146354198,
-0.032451312988996506,
0.002360544167459011,
-0.03509468585252762,
-0.02916007675230503,
-0.010202671401202679,
-0.03282143175601959,
0.005516280885785818,
0.03344506025314331,
-0.027661582455039024,
0.020093610510230064,
0.011081289499998093,
-0.03523901104927063,
-0.04013247415423393,
-0.015435825102031231,
0.028404969722032547,
-0.005841726437211037,
-0.007531716953963041,
-0.002912599127739668,
0.01745651662349701,
0.026213111355900764,
-0.019256848841905594,
-0.06051983684301376,
0.020245153456926346,
-0.019901223480701447,
-0.05055230110883713,
-0.061062976717948914,
0.058275118470191956,
0.021304061636328697,
-0.020877894014120102,
-0.004070690833032131,
0.033458247780799866,
0.01266040001064539,
0.032704614102840424,
-0.009546099230647087,
0.020890837535262108,
-0.07785499095916748,
-0.0019180234521627426,
0.028792472556233406,
0.022802945226430893,
-0.01411057822406292,
-0.012469959445297718,
0.012019742280244827,
0.06805676966905594,
0.05577902868390083,
-0.0010111363371834159,
-0.047577500343322754,
-0.02531500905752182,
-0.01492757722735405,
-0.03889922425150871,
0.04754508659243584,
0.016439996659755707,
-0.059615299105644226,
-0.027560830116271973,
-0.00816926546394825,
-0.0008950609480962157,
0.022618409246206284,
-0.04818478226661682,
0.02604886330664158,
0.009543481282889843,
-0.007181508932262659,
-0.03974945470690727,
-0.09125155210494995,
-0.03933653607964516,
-0.0214216411113739,
0.02918785996735096,
0.03695549815893173,
-0.07246057689189911,
0.01811055652797222,
-0.03080727905035019,
-0.019955050200223923,
0.04583604261279106,
0.009518394246697426,
-0.017115069553256035,
0.07943073660135269,
0.04597870633006096,
-0.04649532213807106,
0.05678003653883934,
0.01904788240790367,
-0.0510464608669281,
0.05096300318837166,
0.010013279505074024,
0.02910340577363968,
-0.0022299387492239475,
0.013973908498883247,
-0.01194301899522543,
0.005800672806799412,
-0.021228358149528503,
-0.04820789396762848,
0.002640266204252839,
0.004589037969708443,
0.03752865269780159
] |
ChrisP/xlm-roberta-base-finetuned-marc-en | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
conversational
---
#Rick Sanchez DialoGPT Model | [
-0.02330298162996769,
0.016482573002576828,
0.010508162900805473,
0.026356246322393417,
0.023451870307326317,
0.02485596016049385,
0.002003344241529703,
0.024698881432414055,
-0.007749322801828384,
0.015504647046327591,
0.036267150193452835,
-0.030911574140191078,
0.018893426284193993,
0.04608806222677231,
-0.04265626519918442,
-0.02943270467221737,
-0.01917470432817936,
0.00601724348962307,
-0.03144294396042824,
-0.011127841658890247,
0.031594086438417435,
0.0047629657201468945,
-0.014093857258558273,
0.010860306210815907,
-0.002146317856386304,
0.02815418131649494,
0.0006020009168423712,
-0.0004331683157943189,
0.024917056784033775,
-0.03516863286495209,
0.028424249961972237,
-0.050072722136974335,
-0.0035160109400749207,
-0.024810055270791054,
-0.03215120732784271,
-0.046284548938274384,
0.03970940411090851,
-0.020527055487036705,
-0.013602632097899914,
0.02569737657904625,
-0.02303570881485939,
0.0011279007885605097,
0.0077477432787418365,
-0.038361843675374985,
0.06992366164922714,
-0.0037605888210237026,
-0.050641365349292755,
-0.030308598652482033,
0.02375335432589054,
-0.02412981539964676,
-0.03565576300024986,
-0.06160306930541992,
-0.06090294197201729,
-0.006687014363706112,
0.014118906110525131,
-0.06146092340350151,
-0.06645923852920532,
-0.02233530953526497,
0.09926648437976837,
-0.026492008939385414,
-0.00855540856719017,
-0.00961634237319231,
-0.07930799573659897,
0.015421280637383461,
0.022149937227368355,
-0.07270760089159012,
0.01738511398434639,
-0.04721749573945999,
0.024813221767544746,
-0.02428809367120266,
0.05187245458364487,
-0.04907218739390373,
0.022823048755526543,
-0.08903056383132935,
-0.030734345316886902,
-0.010636851191520691,
0.043791599571704865,
0.06655041128396988,
-0.054783061146736145,
0.04405931383371353,
0.046743400394916534,
0.0009187762625515461,
0.06529572606086731,
-0.00876435823738575,
-0.041969627141952515,
0.05240919068455696,
-0.05130789056420326,
-0.00042589864460751414,
-0.0007106028497219086,
0.016410507261753082,
-0.011552746407687664,
-0.06139808148145676,
-0.024831099435687065,
-0.01631231978535652,
0.00803672056645155,
0.046721458435058594,
0.02677539922297001,
-0.022993024438619614,
0.02527644857764244,
0.03384792432188988,
0.025079546496272087,
0.04770946502685547,
-0.011698134243488312,
0.036317285150289536,
-0.005157137289643288,
0.025036517530679703,
0.034329675137996674,
-0.028559528291225433,
-0.045430999249219894,
0.027453264221549034,
0.0173911452293396,
-0.048266008496284485,
-0.028447838500142097,
0.03585343435406685,
0.00540256779640913,
0.009017623960971832,
0.055782850831747055,
-0.04339166730642319,
-0.04323192313313484,
-0.05187976360321045,
0.0570327565073967,
-0.005666094832122326,
-0.00040549924597144127,
-0.006343391723930836,
-0.05958688259124756,
-0.009411575272679329,
-0.03977562114596367,
-0.011562883853912354,
-0.014644253067672253,
-0.005819992162287235,
0.009229700081050396,
0.02537541650235653,
-0.016101699322462082,
-0.05661993846297264,
-0.0005476610967889428,
0.051189690828323364,
-0.07257742434740067,
-0.0015851750504225492,
0.052434343844652176,
0.09092174470424652,
-0.08481775969266891,
-0.049811262637376785,
-0.01648234762251377,
0.020237796008586884,
-0.02551274746656418,
-0.008568414486944675,
0.017460595816373825,
-0.01471348013728857,
-0.033138200640678406,
-0.010620756074786186,
0.04322856664657593,
-0.055499497801065445,
-0.00878884643316269,
0.04633254557847977,
0.01256019901484251,
0.012418529018759727,
-0.02500782161951065,
-0.0004863542562816292,
-0.012950388714671135,
-0.025052545592188835,
-0.06325504928827286,
0.05567897856235504,
-0.03112754411995411,
-0.06255082786083221,
-0.054150648415088654,
-0.02583329938352108,
0.024670561775565147,
0.06534011662006378,
0.005392527673393488,
-0.014843144454061985,
-0.01917508989572525,
0.03458651527762413,
0.044933296740055084,
0.0414893813431263,
-0.010969367809593678,
0.04260261729359627,
0.06625600159168243,
0.015983667224645615,
-0.05186419561505318,
0.06430068612098694,
0.012761874124407768,
-0.02956339158117771,
-0.0496908500790596,
-0.010910547338426113,
0.0318509079515934,
-0.020332926884293556,
0.029514143243432045,
0.04423525929450989,
-0.017481302842497826,
-0.03815578296780586,
-0.006942220497876406,
0.051021602004766464,
-0.01938418671488762,
0.008836297318339348,
-0.01842939294874668,
-0.022678911685943604,
-0.035379666835069656,
0.013155398890376091,
-0.03421909734606743,
-0.011122812516987324,
-0.021789876744151115,
-0.003571579232811928,
0.03054019808769226,
-0.018127990886569023,
0.005802336614578962,
0.054034408181905746,
-0.019302664324641228,
0.07253124564886093,
-0.025280466303229332,
0.02511858195066452,
-0.037615593522787094,
-0.014347011223435402,
-0.04159330576658249,
0.047936055809259415,
0.021921636536717415,
0.04679431766271591,
-0.04655933752655983,
-0.043340615928173065,
0.020395873114466667,
0.06105657294392586,
0.026832038536667824,
0.023029863834381104,
-0.019808843731880188,
0.01888216659426689,
0.037390921264886856,
0.02316173166036606,
-0.018367934972047806,
0.0032142726704478264,
0.007742606569081545,
0.014814174734055996,
-0.01889488473534584,
-0.011981518939137459,
-0.04980006441473961,
0.024056946858763695,
-0.04582735896110535,
-0.06477124989032745,
0.04787614196538925,
0.03274524211883545,
-0.008242873474955559,
0.04635472595691681,
-0.006488718092441559,
-0.0010012174025177956,
0.036208249628543854,
0.0032130384352058172,
0.022762233391404152,
-0.08546864241361618,
0.016223091632127762,
0.021088242530822754,
0.08248694241046906,
-0.04502936452627182,
0.010693845339119434,
0.025222687050700188,
0.01625785231590271,
0.02577015571296215,
-0.014371851459145546,
0.044020723551511765,
0.05786678194999695,
0.039152342826128006,
-0.018653493374586105,
0.017521478235721588,
0.00701635517179966,
0.028358247131109238,
0.04582318291068077,
-0.03069995529949665,
0.07281327247619629,
-0.018243353813886642,
0.0129169886931777,
0.055813100188970566,
0.017176726832985878,
-0.030478522181510925,
0.030879473313689232,
0.07733303308486938,
-0.0026366154197603464,
0.030294144526124,
0.031152870506048203,
-0.005091814789921045,
0.00048208405496552587,
-0.03622995316982269,
-0.006101776845753193,
0.005354783497750759,
-0.04199414700269699,
0.06904414296150208,
0.012707562185823917,
-0.012052968144416809,
0.002076007891446352,
-0.0030533892568200827,
-0.002396082505583763,
0.05066627636551857,
-0.008731658570468426,
-0.019877690821886063,
-0.0025713497307151556,
-0.03029189631342888,
0.02103426121175289,
-0.05676231160759926,
-0.03463216871023178,
-0.015943029895424843,
-0.0539805106818676,
-0.009468890726566315,
-0.07233775407075882,
-0.048053573817014694,
-0.08699356764554977,
-0.02532302588224411,
0.0441073477268219,
0.0067609460093081,
0.008649945259094238,
0.021915452554821968,
-0.0026580842677503824,
-0.005512302741408348,
-0.05842660740017891,
-0.03189944475889206,
-0.019270647317171097,
-0.013336753472685814,
-0.042209554463624954,
0.02242784947156906,
0.03582190349698067,
0.028166648000478745,
0.003625466488301754,
-0.006948438938707113,
-0.03162332996726036,
-0.025372756645083427,
0.047116007655858994,
0.023374661803245544,
-0.04114341735839844,
-0.0562177374958992,
0.0061140721663832664,
0.007800146006047726,
-0.001139268046244979,
-0.01399421226233244,
-0.033384013921022415,
0.05547661334276199,
0.04243434593081474,
0.0058450340293347836,
0.008502819575369358,
-0.0014298869064077735,
-0.02091035433113575,
-0.027540475130081177,
-0.0675724446773529,
-0.0269441157579422,
-0.01175886020064354,
-0.02333500236272812,
-0.046489521861076355,
-0.03324023634195328,
-0.0378790944814682,
0.00588154885917902,
0.005385139491409063,
-0.005114420782774687,
0.04264771565794945,
0.021200165152549744,
0.030091553926467896,
0.02292417548596859,
-0.03611445054411888,
-0.011274436488747597,
0.038632187992334366,
-0.016768166795372963,
-0.016947444528341293,
-0.08169428259134293,
-0.060299184173345566,
0.040383804589509964,
0.007666828576475382,
0.006032950710505247,
-0.02869872935116291,
0.027327660471200943,
0.044028107076883316,
0.007230065297335386,
0.028810493648052216,
-0.05931815877556801,
0.0032081410754472017,
-0.036510173231363297,
-0.025955885648727417,
-0.05334454029798508,
-0.02697146311402321,
-0.01010452676564455,
-0.0074536120519042015,
0.04781767353415489,
-0.07929450273513794,
-0.033677924424409866,
-0.0244610533118248,
0.009931763634085655,
0.05298788845539093,
-0.009689697064459324,
-0.04413629695773125,
-0.015443344600498676,
-0.033169034868478775,
-0.01627054065465927,
0.0032688335049897432,
-0.0241263248026371,
-0.006615012884140015,
0.031107671558856964,
0.001036998932249844,
-0.01617688685655594,
0.040409862995147705,
0.004124404396861792,
0.06750623136758804,
0.050053104758262634,
-0.03185460716485977,
0.049358781427145004,
-0.039317093789577484,
0.029859568923711777,
-0.012587085366249084,
-0.0319974385201931,
-0.028344817459583282,
-0.10761816799640656,
-0.05659974366426468,
0.03275454044342041,
-0.017383810132741928,
0.02496836706995964,
0.03052641823887825,
-0.06551477313041687,
0.004024268593639135,
0.023575011640787125,
0.042970843613147736,
0.04613180458545685,
-0.043626945465803146,
0.07898882776498795,
0.0066213891841471195,
0.02563883550465107,
-0.05197791010141373,
-0.008686700835824013,
-0.06413259357213974,
-0.012632984668016434,
-0.007976109161973,
0.052445411682128906,
-0.00009895289258565754,
0.06351108849048615,
0.07193153351545334,
0.039004530757665634,
-0.047186337411403656,
0.03693152591586113,
0.06646084040403366,
-0.030556173995137215,
-0.032965756952762604,
-0.0033332386519759893,
0.0026414794847369194,
-0.030296918004751205,
0.005941112991422415,
-0.03157128021121025,
0.03139709308743477,
0.032461978495121,
-0.006977164652198553,
0.009524150751531124,
-0.0031645605340600014,
-0.028826160356402397,
-0.03071424923837185,
-0.06337223947048187,
-0.013512949459254742,
-0.0016038388712331653,
-0.004811445251107216,
0.04098506271839142,
0.047809846699237823,
0.013614415191113949,
0.045543208718299866,
0.02404867112636566,
-0.012836020439863205,
-0.05283520743250847,
0.02644624188542366,
0.012475542724132538,
-0.04560432210564613,
-0.047530047595500946,
-0.03199416771531105,
0.029332293197512627,
0.04161197692155838,
-0.009419835172593594,
-0.08674956858158112,
0.02538912743330002,
0.05167915299534798,
-0.03643731400370598,
0.045399900525808334,
0.004863406997174025,
0.05650017410516739,
0.025315985083580017,
0.0066008055582642555,
0.05849648267030716,
-0.0597054623067379,
0.02539680153131485,
-0.020600568503141403,
0.01504168938845396,
-0.043160777539014816,
-0.03571702912449837,
-0.04938308149576187,
0.0407751128077507,
0.021620020270347595,
0.008921240456402302,
0.024853695183992386,
-0.03893674537539482,
-0.04690873622894287,
-0.00839629489928484,
0.040074583142995834,
-0.024983607232570648,
0.012684136629104614,
0.04117148742079735,
0.05249565467238426,
-0.05625606328248978,
-0.005144678987562656,
0.02416917122900486,
0.002046837005764246,
0.025285208597779274,
-0.016992123797535896,
-0.047116320580244064,
0.0008182820165529847,
0.03235531970858574,
-0.04187904670834541,
-0.029503174126148224,
-0.08480118960142136,
0.018264396116137505,
-0.021264994516968727,
-0.02558966726064682,
0.08100850880146027,
0.06727545708417892,
0.04766976460814476,
0.07064049690961838,
-0.009436514228582382,
0.0405278354883194,
-0.042553991079330444,
0.023152951151132584,
-0.02694973535835743,
-0.026778819039463997,
0.005129914730787277,
-0.060739368200302124,
-0.034672290086746216,
-0.05608171597123146,
-0.028429213911294937,
-0.02507869526743889,
0.013814292848110199,
0.009888035245239735,
-0.0021683871746063232,
-0.006961615290492773,
0.012336976826190948,
0.011639454402029514,
-0.010496257804334164,
-0.027587521821260452,
-0.005098429042845964,
-0.012747717089951038,
-0.060496240854263306,
-0.058279164135456085,
0.03173535689711571,
-0.023742299526929855,
0.013600369915366173,
-0.0041112774051725864,
0.02912105619907379,
0.03575677052140236,
-0.023564539849758148,
-0.02791554108262062,
0.028649842366576195,
0.027888085693120956,
-0.022987382486462593,
-0.02114388905465603,
-0.002470091450959444,
0.01570449024438858,
0.04610447958111763,
-0.03138373792171478,
0.051237497478723526,
-0.002650744514539838,
-0.05808504298329353,
-0.01648872159421444,
0.01838007941842079,
0.006678794045001268,
-0.06868553161621094,
-0.03602036088705063,
-0.03293972089886665,
-0.02236482873558998,
0.014818650670349598,
-0.06351108103990555,
-0.011841677129268646,
-0.009844326414167881,
0.04014992713928223,
0.04213009774684906,
-0.0012268979335203767,
-0.017182277515530586,
0.010601701214909554,
-0.008390795439481735,
0.016284286975860596,
-0.07664567977190018,
0.02760295756161213,
-0.04049236327409744,
0.020160555839538574,
-0.01850851997733116,
0.025772633031010628,
-0.03929750621318817,
0.06167592480778694,
-0.020451301708817482,
-0.014613083563745022,
-0.0003260177036281675,
-0.018643682822585106,
0.010356282815337181,
0.04664863646030426,
0.004273469094187021,
0.012769151479005814,
-0.05217256024479866,
0.07791388779878616,
-0.05066250264644623,
0.014924434013664722,
-0.019023271277546883,
-0.02377530187368393,
-0.025575317442417145,
0.000655759999062866,
0.010279460810124874,
-0.07492176443338394,
0.018980396911501884,
0.03911551088094711,
0.05201557278633118,
0.038789305835962296,
0.01114167645573616,
0.005293333902955055,
0.02692974917590618,
-0.06926365196704865,
-0.037127818912267685,
0.0029446084517985582,
-0.014530124142765999,
0.040828555822372437,
0.032016292214393616,
0.04679850488901138,
-0.043741412460803986,
-0.035964928567409515,
0.023453673347830772,
0.011331970803439617,
0.009034596383571625,
0.010111850686371326,
0.03490973263978958,
0.04117672145366669,
0.04875225946307182,
-0.0069044907577335835,
0.008849401958286762,
0.019458450376987457,
-0.01150987297296524,
-0.012379699386656284,
-0.0011886536376550794,
0.00581490620970726,
0.007058934308588505,
-0.027376946061849594,
-0.0375886969268322,
0.07983886450529099,
-0.01868617534637451,
0.0019163602264598012,
-0.009707770310342312,
-0.05144834518432617,
0.07721021771430969,
-0.019743317738175392,
-0.03515781834721565,
0.002022111089900136,
0.025042422115802765,
-0.00949789397418499,
0.04673726111650467,
-0.004078876692801714,
0.008140980266034603,
0.053028810769319534,
0.02461368590593338,
0.000025068500690395012,
-0.005150635726749897,
-0.011225436814129353,
0.002274301601573825,
0.015327340923249722,
-0.050910577178001404,
-0.011504999361932278,
-0.042277924716472626,
0.06948001682758331,
-0.03128201141953468,
0.05301849916577339,
0.030463941395282745,
0.04065478965640068,
0.0146097457036376,
-0.04326344281435013,
-0.04543157294392586,
-0.03258789703249931,
-0.03801015391945839,
0.04170187562704086,
-0.022537749260663986,
-0.02998214401304722,
0.06755974888801575,
0.02092590183019638,
-0.09137416630983353,
0.04310496151447296,
0.03791604936122894,
0.02624438889324665,
0.047739189118146896,
0.0336754135787487,
-0.05456860736012459,
0.027568809688091278,
-0.032196395099163055,
0.014558774419128895,
-0.026563283056020737,
0.0032019675709307194,
-0.025579245761036873,
-0.033977147191762924,
0.005229789298027754,
0.03393246605992317,
-0.02152683213353157,
0.011505139991641045,
0.013139652088284492,
-0.014759328216314316,
-0.05763348564505577,
-0.007491270080208778,
0.0309042576700449,
-0.015764089301228523,
-0.02683820202946663,
-0.03179903328418732,
0.019656093791127205,
0.04328300058841705,
0.011467045173048973,
-0.04101993143558502,
0.013377148658037186,
-0.015148792415857315,
-0.08264103531837463,
-0.05005485191941261,
0.06991314142942429,
0.012788569554686546,
0.00031339991255663335,
0.004744912963360548,
0.02516459859907627,
0.01396931242197752,
0.03508419543504715,
-0.007042128127068281,
0.01607050746679306,
-0.07975847274065018,
-0.0032924001570791006,
0.03480346500873566,
0.011081813834607601,
-0.007322376593947411,
0.007475333288311958,
0.01942196860909462,
0.073646679520607,
0.03649964556097984,
-0.008179622702300549,
-0.05859513208270073,
-0.012525584548711777,
0.008173190988600254,
-0.03346550092101097,
0.0459357351064682,
0.018872205168008804,
-0.05508711561560631,
-0.011784405447542667,
-0.01860293745994568,
0.011232688091695309,
0.033321548253297806,
-0.031778790056705475,
0.01651843823492527,
0.022627534344792366,
-0.002887127688154578,
-0.03806832432746887,
-0.10328660905361176,
-0.05939839780330658,
-0.009648309089243412,
0.029689038172364235,
0.03628985956311226,
-0.05141226947307587,
0.025324039161205292,
-0.041822466999292374,
0.005333639681339264,
0.052940599620342255,
-0.012196575291454792,
-0.019610140472650528,
0.07917366176843643,
0.06715783476829529,
-0.0351620614528656,
0.05628597363829613,
0.03996391221880913,
-0.027740495279431343,
0.05165916308760643,
0.0005389531143009663,
0.01349338423460722,
0.008270293474197388,
0.01515384204685688,
-0.018154839053750038,
0.00487075001001358,
-0.013059924356639385,
-0.030959131196141243,
-0.013362228870391846,
0.0027653949800878763,
0.04654347896575928
] |
Cilan/dalle-knockoff | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- generated_from_trainer
model-index:
name: Persian-Image-Captioning
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# Persian-Image-Captioning
This model is a fine-tuned version of [Vision Encoder Decoder](https://huggingface.co/docs/transformers/model_doc/vision-encoder-decoder) on coco-flickr-farsi.
### Framework versions
- Transformers 4.12.5
- Pytorch 1.9.1
- Datasets 1.16.1
- Tokenizers 0.10.3
| [
-0.009769127704203129,
-0.021390894427895546,
0.0007227493333630264,
0.05471969395875931,
0.050544705241918564,
0.01650087535381317,
-0.013255540281534195,
-0.01566716656088829,
-0.03566421940922737,
0.053990159183740616,
0.042232681065797806,
-0.014806965366005898,
0.00945466011762619,
0.042507875710725784,
-0.021054863929748535,
-0.03633491322398186,
-0.035100821405649185,
-0.005462519358843565,
-0.04984619468450546,
-0.00395949324592948,
0.002918700920417905,
-0.0026003022212535143,
-0.003476678393781185,
0.02446482703089714,
0.005697917193174362,
0.022367483004927635,
-0.010647261515259743,
0.023023374378681183,
0.010313296690583229,
-0.08630552887916565,
-0.009360759519040585,
-0.07412396371364594,
-0.017732255160808563,
-0.01919664815068245,
-0.04163719341158867,
0.01801931858062744,
0.007545783184468746,
0.0167683195322752,
0.01806730218231678,
0.07083111256361008,
-0.018617548048496246,
0.012418881058692932,
-0.01646767370402813,
-0.03101014718413353,
0.03708475083112717,
0.01756650023162365,
-0.04435567185282707,
-0.01764374040067196,
0.039052218198776245,
-0.01771201379597187,
-0.04570428282022476,
-0.05607912316918373,
-0.04431445896625519,
0.026203492656350136,
-0.016188139095902443,
-0.03774350509047508,
-0.046361710876226425,
-0.03062456287443638,
0.039095472544431686,
-0.0484493263065815,
-0.022407084703445435,
0.006785503122955561,
-0.06693843752145767,
0.02664036490023136,
0.027186481282114983,
-0.018509002402424812,
0.03178434073925018,
-0.034241531044244766,
0.027452029287815094,
-0.036940015852451324,
0.07273007184267044,
-0.029601888731122017,
0.019900524988770485,
-0.09625030308961868,
-0.022869009524583817,
-0.036346469074487686,
0.03743249550461769,
0.0643526166677475,
-0.03965500369668007,
0.06200792267918587,
0.016088373959064484,
0.00977294985204935,
0.02379280887544155,
-0.02421453222632408,
-0.026917532086372375,
0.03965442255139351,
-0.014683455228805542,
0.009145613759756088,
-0.005879808217287064,
0.026116587221622467,
-0.034564677625894547,
-0.030159620568156242,
-0.03240480273962021,
-0.029520345851778984,
-0.003637150628492236,
0.022970853373408318,
0.052973128855228424,
0.02107105404138565,
0.0455702506005764,
0.027168013155460358,
0.06188168376684189,
0.025491124019026756,
-0.015334834344685078,
0.05842794477939606,
-0.011705523356795311,
-0.019286345690488815,
-0.026970425620675087,
-0.027271287515759468,
-0.015842821449041367,
0.022849056869745255,
0.04826496168971062,
-0.031393636018037796,
-0.05455363914370537,
0.020488811656832695,
-0.01752728782594204,
0.005340842064470053,
0.07396530359983444,
-0.03831218183040619,
-0.03580237179994583,
-0.04213844612240791,
0.006637145299464464,
0.005376224871724844,
0.0049684541299939156,
-0.004044036380946636,
-0.03502964600920677,
0.001977337058633566,
-0.021515363827347755,
-0.025756297633051872,
0.01937512494623661,
0.030161133036017418,
-0.009327638894319534,
0.032322194427251816,
-0.004237948916852474,
-0.0504574328660965,
-0.02211209386587143,
0.026446420699357986,
-0.03392091393470764,
0.030069997534155846,
0.0128663694486022,
0.11494229733943939,
-0.07489228993654251,
-0.06318236142396927,
0.014254359528422356,
0.011933524161577225,
-0.02888818457722664,
0.0034920016769319773,
0.02607753500342369,
-0.07826902717351913,
-0.02447037771344185,
-0.014281285926699638,
0.055184781551361084,
-0.056486714631319046,
-0.02009018324315548,
0.04307779669761658,
0.012596252374351025,
0.012050834484398365,
-0.0380370207130909,
-0.023895395919680595,
-0.0010185545543208718,
0.012046003714203835,
-0.028238285332918167,
0.06088302284479141,
-0.014971460215747356,
0.01705830916762352,
-0.04734496772289276,
-0.05263415351510048,
-0.005895807407796383,
0.09748377650976181,
0.004382220562547445,
-0.015808289870619774,
0.00032569386530667543,
0.029860196635127068,
0.022845422849059105,
0.014349906705319881,
-0.04073246940970421,
0.05604470893740654,
0.05290549248456955,
0.03409823775291443,
-0.04170157387852669,
0.06412405520677567,
0.012508912943303585,
-0.05892829969525337,
-0.019274486228823662,
0.01546331588178873,
0.0035761657636612654,
-0.024615436792373657,
0.033100634813308716,
0.025123724713921547,
-0.017050204798579216,
-0.04757048562169075,
0.015886668115854263,
0.05128096044063568,
0.005851782392710447,
0.020963363349437714,
0.009250766597688198,
-0.03656141459941864,
-0.04002536088228226,
0.03270383179187775,
-0.029581252485513687,
-0.0011019298108294606,
-0.02995908074080944,
-0.016001395881175995,
0.004326004069298506,
0.001307994476519525,
0.01721472293138504,
0.0329132005572319,
-0.030190840363502502,
0.0894530713558197,
-0.02768251858651638,
-0.005394886713474989,
-0.04022575169801712,
-0.048516612499952316,
-0.007229839917272329,
0.04442485794425011,
0.051427606493234634,
0.029420718550682068,
0.02459726110100746,
-0.07249409705400467,
0.029370322823524475,
0.05934831127524376,
0.04159470647573471,
0.02221922017633915,
-0.02804546058177948,
0.010491795837879181,
0.031185191124677658,
0.059928156435489655,
-0.04343171417713165,
-0.030090851709246635,
0.046015724539756775,
0.014155677519738674,
-0.000604284752625972,
0.010688968002796173,
-0.02149922586977482,
0.037846144288778305,
-0.037416115403175354,
-0.09228967875242233,
0.024754168465733528,
0.049070898443460464,
0.01756126806139946,
0.0349496565759182,
0.005694668740034103,
0.003133882535621524,
0.015561836771667004,
0.010838590562343597,
0.012011024169623852,
-0.07414859533309937,
0.003931945655494928,
0.02575085312128067,
0.050727393478155136,
-0.03108523041009903,
0.024245575070381165,
0.0078052943572402,
0.007325346115976572,
0.05294429138302803,
-0.030210299417376518,
0.025346800684928894,
0.04700904339551926,
0.0503743439912796,
-0.05229424685239792,
0.014031478203833103,
0.004272094927728176,
0.02380361035466194,
0.05306340008974075,
-0.007090988103300333,
0.05195227265357971,
-0.044201504439115524,
0.06368052959442139,
0.06308141350746155,
0.016514960676431656,
0.019147446379065514,
0.02369179017841816,
0.06201035529375076,
-0.008782593533396721,
-0.01824917644262314,
0.05403786525130272,
-0.041526541113853455,
0.01687527447938919,
-0.051256418228149414,
0.014462742954492569,
-0.037432074546813965,
-0.0013351707020774484,
0.0474400669336319,
0.00956379622220993,
-0.004929492715746164,
-0.01008039154112339,
-0.008387736976146698,
-0.01757257804274559,
0.04447505995631218,
0.009045431390404701,
-0.03025321289896965,
-0.013587376102805138,
-0.017109816893935204,
0.02041112631559372,
-0.07834973931312561,
-0.02690001018345356,
-0.004625028930604458,
-0.04391958937048912,
-0.006343101151287556,
-0.11275248974561691,
-0.0160260871052742,
-0.049216605722904205,
-0.020577209070324898,
0.017934510484337807,
0.02385619655251503,
0.015265575610101223,
-0.05413811653852463,
0.02525971457362175,
-0.04374559596180916,
-0.031207317486405373,
-0.06242797523736954,
-0.04641517251729965,
-0.04293733090162277,
-0.055482104420661926,
0.0343141108751297,
0.005112253595143557,
0.013989336788654327,
0.011895258910953999,
0.002468695631250739,
-0.02964923530817032,
0.002140430500730872,
0.04132654517889023,
0.04851359501481056,
-0.019126323983073235,
-0.05103735998272896,
0.0035063608083873987,
-0.011310979723930359,
0.0029749092645943165,
-0.0237647145986557,
-0.03931299224495888,
0.09445145726203918,
0.06576523184776306,
0.0315120629966259,
0.006381405983120203,
-0.019505620002746582,
-0.04436691477894783,
-0.027569113299250603,
-0.018329329788684845,
-0.04446089267730713,
-0.020202502608299255,
-0.026562560349702835,
-0.05090863257646561,
-0.03293696418404579,
-0.056004419922828674,
-0.023204442113637924,
0.0074470676481723785,
0.009549037553369999,
0.03883322700858116,
0.03689108416438103,
0.006537108216434717,
0.039216410368680954,
-0.0333954393863678,
-0.030753979459404945,
0.04542398080229759,
-0.02376154251396656,
0.005737124010920525,
-0.07426737993955612,
-0.03378628194332123,
0.03343157470226288,
0.041158806532621384,
-0.007313492242246866,
-0.023857569321990013,
0.05690760165452957,
-0.00029991503106430173,
-0.014219295233488083,
0.003683671820908785,
-0.03348665311932564,
-0.020183095708489418,
-0.00817481242120266,
0.006521833594888449,
-0.016155684366822243,
-0.03473351150751114,
-0.01727590709924698,
0.02226724848151207,
0.05625027045607567,
-0.06572756171226501,
-0.05140664801001549,
-0.01746283285319805,
0.012787086889147758,
0.03083004616200924,
0.026865001767873764,
-0.055882662534713745,
0.004955988842993975,
-0.05609316751360893,
-0.00826129037886858,
0.02460353821516037,
-0.023855531588196754,
0.036084577441215515,
0.04345371946692467,
0.020871246233582497,
-0.03223910555243492,
0.037035293877124786,
0.05049417167901993,
0.060664135962724686,
0.02861979231238365,
-0.003776939818635583,
0.03001929260790348,
-0.01137713622301817,
0.06004219129681587,
0.008891903795301914,
-0.01941816508769989,
-0.03725072368979454,
-0.08715245127677917,
-0.01811765320599079,
0.010228345170617104,
-0.041380248963832855,
-0.0014663940528407693,
0.046195369213819504,
-0.020953625440597534,
-0.053746070712804794,
0.01869628019630909,
0.036845434457063675,
0.047989703714847565,
-0.041478388011455536,
0.04676838591694832,
-0.011884423904120922,
0.03382366895675659,
-0.010801335796713829,
0.015060399658977985,
-0.008187176659703255,
-0.029273351654410362,
-0.013242462649941444,
0.07375925779342651,
0.03229103237390518,
0.0404098741710186,
0.07018858939409256,
0.02291131019592285,
-0.01754172146320343,
0.03809529170393944,
0.05826503038406372,
-0.02121039107441902,
-0.04751691222190857,
-0.008338074199855328,
0.016283487901091576,
-0.01496464479714632,
-0.011760061606764793,
-0.004813382402062416,
0.013410043902695179,
0.06022709235548973,
-0.00219726818613708,
0.011943768709897995,
-0.015356390736997128,
-0.015533103607594967,
-0.03996523469686508,
-0.0629950612783432,
0.008695629425346851,
0.017650648951530457,
-0.022688521072268486,
0.0029225393664091825,
0.044384390115737915,
0.009805887006223202,
0.05876372382044792,
0.020688053220510483,
-0.018405470997095108,
-0.05074489489197731,
0.026278050616383553,
0.024582602083683014,
-0.02969435788691044,
-0.077198825776577,
-0.03830057010054588,
0.01242608018219471,
0.02056015655398369,
-0.012490139342844486,
-0.0684417188167572,
0.021537549793720245,
0.021100273355841637,
-0.026850732043385506,
0.060569584369659424,
-0.005607399623841047,
0.0317518450319767,
0.06612900644540787,
-0.013323657214641571,
0.030476296320557594,
-0.04270024970173836,
0.0034261567052453756,
0.022086190059781075,
0.011403104290366173,
-0.03914736583828926,
-0.03334369137883186,
-0.06501271575689316,
0.01855478622019291,
0.019652944058179855,
0.02249506674706936,
0.0468767024576664,
-0.038354385644197464,
-0.05207902193069458,
0.004831825848668814,
0.02157014049589634,
-0.059232957661151886,
-0.0013096105540171266,
0.027287280187010765,
0.043706972151994705,
-0.04189727082848549,
-0.05537392944097519,
-0.034738440066576004,
-0.004674484953284264,
0.019044438377022743,
-0.014456026256084442,
-0.04082554951310158,
-0.023413443937897682,
0.024345356971025467,
-0.001980672823265195,
-0.031429532915353775,
-0.06874936819076538,
0.0520261712372303,
-0.012923945672810078,
-0.03546416014432907,
0.05127748101949692,
0.024879131466150284,
0.04064510390162468,
0.0315421000123024,
0.042994141578674316,
0.045604556798934937,
-0.04339732229709625,
0.04105624929070473,
-0.045700568705797195,
-0.02285792864859104,
-0.011908333748579025,
-0.07080268114805222,
0.0013300135033205152,
-0.029193036258220673,
-0.031203608959913254,
-0.035594142973423004,
-0.02938397042453289,
0.011847518384456635,
-0.01732589863240719,
-0.015875866636633873,
-0.01610911265015602,
0.03673635795712471,
-0.02954355627298355,
-0.004808257799595594,
-0.03305703029036522,
-0.019435619935393333,
-0.08852345496416092,
-0.0363214947283268,
0.0147246103733778,
0.010042563080787659,
0.013411007821559906,
0.0019076458411291242,
0.03153948858380318,
0.035877905786037445,
0.009753786958754063,
-0.02357546240091324,
0.01750929467380047,
-0.0015041392762213945,
-0.0020477480720728636,
-0.03651248663663864,
0.03771085664629936,
0.016938939690589905,
0.02397128753364086,
-0.016793759539723396,
0.020738128572702408,
0.017263881862163544,
-0.006357233971357346,
-0.024201147258281708,
0.020674847066402435,
0.006844767369329929,
-0.09615019708871841,
-0.02504126727581024,
-0.012606494128704071,
-0.029703887179493904,
0.018555279821157455,
-0.03133482113480568,
-0.05225178599357605,
-0.01259312778711319,
0.012449361383914948,
0.02413761615753174,
-0.015982404351234436,
-0.01591077260673046,
0.014652615413069725,
-0.03997733071446419,
0.03663279116153717,
-0.04576490819454193,
0.028553660959005356,
-0.03374592214822769,
0.00697789341211319,
-0.02568129077553749,
0.023828599601984024,
-0.05606051906943321,
0.03448006510734558,
-0.012497242540121078,
-0.015250377357006073,
-0.005715840961784124,
0.030446359887719154,
-0.01791364699602127,
0.04250286892056465,
-0.007283620536327362,
0.02096523717045784,
-0.0594075508415699,
0.048210352659225464,
-0.03904856741428375,
0.0032354285940527916,
-0.03355751186609268,
0.011944779194891453,
-0.042135756462812424,
-0.00321969180367887,
-0.005747501738369465,
-0.044765129685401917,
0.03700457885861397,
0.021328944712877274,
0.05235524848103523,
0.03385843336582184,
-0.01104851346462965,
0.005621278192847967,
0.03305130824446678,
-0.05395776405930519,
-0.06689561158418655,
-0.01731392741203308,
0.003669165773317218,
0.007761000655591488,
0.052521709352731705,
0.04626119136810303,
-0.026616539806127548,
-0.05858490616083145,
0.053244203329086304,
0.025113545358181,
-0.010873419232666492,
0.0026047006249427795,
0.03166065365076065,
0.03297259286046028,
0.05289361998438835,
-0.015494385734200478,
0.0037742985878139734,
-0.009075941517949104,
-0.03539266437292099,
0.04193669185042381,
0.0035514666233211756,
0.019690271466970444,
-0.006402487866580486,
-0.03931710124015808,
-0.027325529605150223,
0.0762765184044838,
0.053898658603429794,
0.02162177488207817,
-0.011368539184331894,
-0.05994156748056412,
0.041354093700647354,
0.0028483199421316385,
-0.06258069723844528,
-0.008054046891629696,
0.0037344659212976694,
-0.010059881955385208,
0.05585071071982384,
-0.027546731755137444,
0.02203281782567501,
0.023900669068098068,
0.05523771047592163,
-0.005601889919489622,
0.042648278176784515,
-0.040331680327653885,
0.004625831730663776,
0.028745941817760468,
-0.08130057901144028,
-0.04520033672451973,
-0.041704993695020676,
0.06356601417064667,
-0.051180124282836914,
0.03516724333167076,
0.050026025623083115,
0.007180866785347462,
0.0008427801658399403,
-0.05678342282772064,
-0.0374796986579895,
0.02661450207233429,
-0.05507000908255577,
0.08747515827417374,
-0.02770661562681198,
-0.040567297488451004,
0.05190489813685417,
0.010816659778356552,
-0.07044362276792526,
0.03480137139558792,
0.058600734919309616,
0.04229608550667763,
0.004479678347706795,
0.045492418110370636,
-0.051933519542217255,
0.03238564729690552,
-0.038092438131570816,
0.024876033887267113,
-0.07653219252824783,
-0.01840338297188282,
0.031276632100343704,
-0.02777707390487194,
-0.014579255133867264,
0.05294737592339516,
-0.00688979821279645,
-0.012419057078659534,
0.025215351954102516,
-0.038846563547849655,
-0.06576193124055862,
-0.003883846802636981,
0.00028793636010959744,
-0.007728726137429476,
0.021769274026155472,
-0.009847341105341911,
0.0033753439784049988,
0.005483238026499748,
-0.004516090266406536,
-0.02207021228969097,
0.024662122130393982,
0.044510964304208755,
-0.0163731686770916,
-0.04268832877278328,
0.04647781327366829,
0.002722717123106122,
-0.0039051645435392857,
0.04767704755067825,
0.022975772619247437,
0.014521258883178234,
0.03266140818595886,
-0.005055047571659088,
0.025045180693268776,
-0.030942589044570923,
-0.014309274964034557,
0.013094713911414146,
-0.0002776979235932231,
0.03143518045544624,
0.004977648612111807,
0.027482111006975174,
0.05380941554903984,
0.028750011697411537,
0.020670825615525246,
-0.02967052161693573,
-0.0067632170394063,
0.01114507857710123,
-0.03559247776865959,
0.026640431955456734,
0.003725788090378046,
-0.04201274737715721,
-0.04263448342680931,
-0.014157086610794067,
-0.02871878817677498,
0.03611098602414131,
-0.05834026634693146,
-0.0004988284781575203,
0.015346175990998745,
0.008363209664821625,
-0.0555461086332798,
-0.09659209102392197,
-0.019365519285202026,
-0.048345986753702164,
0.010990973562002182,
0.04803906008601189,
-0.055758003145456314,
0.030147455632686615,
-0.038091644644737244,
-0.04874627664685249,
0.06468836218118668,
0.008652443997561932,
-0.028896858915686607,
0.042776767164468765,
0.0747099369764328,
-0.02366298995912075,
0.022975940257310867,
0.02769841067492962,
-0.05171893537044525,
0.009136228822171688,
0.03238692879676819,
-0.0009316569776274264,
0.034915924072265625,
0.03376268222928047,
-0.01719571277499199,
-0.014570997096598148,
-0.05024314671754837,
-0.025393128395080566,
-0.06706373393535614,
0.013895679265260696,
0.06423620134592056
] |
CoffeeAddict93/gpt2-medium-modest-proposal | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
language: da
tags:
- danish
- bert
- masked-lm
- Certainly
license: cc-by-4.0
datasets:
- common_crawl
- wikipedia
- dindebat.dk
- hestenettet.dk
- danishOpenSubtitles
pipeline_tag: fill-mask
widget:
- text: "København er [MASK] i Danmark."
---
# Danish BERT (version 2, uncased) by [Certainly](https://certainly.io/) (previously known as BotXO).
All credit goes to [Certainly](https://certainly.io/) (previously known as BotXO), who developed Danish BERT. For data and training details see their [GitHub repository](https://github.com/certainlyio/nordic_bert) or [this article](https://www.certainly.io/blog/danish-bert-model/). You can also visit their [organization page](https://huggingface.co/Certainly) on Hugging Face.
It is both available in TensorFlow and Pytorch format.
The original TensorFlow version can be downloaded using [this link](https://www.dropbox.com/s/19cjaoqvv2jicq9/danish_bert_uncased_v2.zip?dl=1).
Here is an example on how to load Danish BERT in PyTorch using the [🤗Transformers](https://github.com/huggingface/transformers) library:
```python
from transformers import AutoTokenizer, AutoModelForPreTraining
tokenizer = AutoTokenizer.from_pretrained("Maltehb/danish-bert-botxo")
model = AutoModelForPreTraining.from_pretrained("Maltehb/danish-bert-botxo")
```
| [
-0.007588072679936886,
-0.004129696637392044,
0.0074963136576116085,
0.06719734519720078,
0.032255206257104874,
0.017744028940796852,
-0.022995421662926674,
-0.025094158947467804,
-0.03306218236684799,
0.0610315166413784,
-0.004013554658740759,
-0.011582820676267147,
0.0003903523029293865,
0.04545431584119797,
-0.013531718403100967,
-0.019000722095370293,
-0.013628974556922913,
0.005635134410113096,
-0.046116262674331665,
-0.02048688381910324,
-0.012204542756080627,
0.02310742810368538,
-0.008285649120807648,
0.014016889967024326,
0.032176896929740906,
0.027744019404053688,
-0.0007646618178114295,
0.05028116703033447,
0.013549719005823135,
-0.07370157539844513,
-0.00968820508569479,
-0.02961571142077446,
-0.044300615787506104,
-0.027034882456064224,
-0.03290189802646637,
-0.0286357793956995,
0.0019755850080400705,
0.011198582127690315,
0.011266008950769901,
0.054830413311719894,
-0.022103192284703255,
0.005867043510079384,
-0.0015582791529595852,
-0.028129883110523224,
0.033114951103925705,
0.010732132941484451,
-0.04266681522130966,
-0.01219263393431902,
0.024165570735931396,
-0.02594856172800064,
-0.048576466739177704,
-0.06116863340139389,
-0.053469687700271606,
0.007243648637086153,
-0.01927758753299713,
-0.031611982733011246,
-0.0451170913875103,
-0.007587225642055273,
0.070242740213871,
-0.027123820036649704,
-0.038699232041835785,
-0.004734096582978964,
-0.03651125356554985,
0.013159962370991707,
0.040595829486846924,
-0.023861443623900414,
0.02076692320406437,
-0.0383918359875679,
0.03119645267724991,
-0.0434684194624424,
0.04816736653447151,
-0.04004662111401558,
-0.0017552506178617477,
-0.09358343482017517,
-0.0038893017917871475,
-0.01824057847261429,
0.04707373306155205,
0.03869050741195679,
-0.026031330227851868,
0.06163306161761284,
0.01318269781768322,
-0.01727883890271187,
0.030690860003232956,
-0.024803338572382927,
-0.018651708960533142,
0.05201027914881706,
-0.031014682725071907,
0.00868504773825407,
0.017988335341215134,
0.038303080946207047,
-0.03575424477458,
-0.021611396223306656,
-0.04057871922850609,
-0.03421315178275108,
-0.01128679420799017,
0.032325390726327896,
0.012767290696501732,
0.006299434695392847,
0.02951730601489544,
0.01586456224322319,
0.01984206587076187,
0.04966375231742859,
0.0053490702994167805,
0.05102831497788429,
-0.010306321084499359,
-0.025610223412513733,
-0.02195219323039055,
-0.0356435552239418,
-0.06214278191328049,
0.02889176644384861,
0.009074470028281212,
-0.04222593083977699,
-0.03967560827732086,
0.04703044891357422,
0.003914112690836191,
-0.03871304169297218,
0.061138562858104706,
-0.04249734804034233,
-0.04042169079184532,
-0.036036815494298935,
0.035509608685970306,
-0.001801345031708479,
0.0008829576545394957,
0.004916864447295666,
-0.05763205885887146,
0.037386149168014526,
-0.013452202081680298,
-0.015478343702852726,
-0.0022292924113571644,
0.024226978421211243,
0.014287669211626053,
0.024169648066163063,
0.01852678693830967,
-0.0591418519616127,
0.021397963166236877,
0.009648790583014488,
-0.05024520680308342,
0.057990409433841705,
0.008867867290973663,
0.14317429065704346,
-0.04824028164148331,
-0.0514787994325161,
0.00634072907269001,
0.018193319439888,
-0.03707784786820412,
-0.003646161174401641,
0.03318466246128082,
-0.033441346138715744,
-0.008377752266824245,
-0.008144346997141838,
0.05435549467802048,
-0.07189330458641052,
0.018401458859443665,
0.056621380150318146,
-0.005686961580067873,
0.03559301048517227,
-0.042249634861946106,
-0.003536188742145896,
-0.0018031460931524634,
-0.002280555432662368,
-0.016412805765867233,
0.048929404467344284,
0.0023274521809071302,
-0.02417559176683426,
-0.0332634411752224,
-0.05001857876777649,
0.006265358068048954,
0.06396504491567612,
0.0042801229283213615,
-0.012465891428291798,
-0.0368889756500721,
0.019884800538420677,
0.05920631065964699,
0.04382706061005592,
-0.02527507022023201,
0.025638055056333542,
0.07535693794488907,
0.032017700374126434,
-0.019553761929273605,
0.05769592151045799,
-0.0017466312274336815,
-0.036547139286994934,
-0.022939397022128105,
0.0004545479896478355,
0.010126286186277866,
-0.01548628881573677,
0.040789645165205,
0.03774615004658699,
-0.008119434118270874,
-0.041715845465660095,
-0.01775786280632019,
0.03526517003774643,
-0.00971598643809557,
0.0012323318514972925,
0.01839081384241581,
0.00709584029391408,
-0.0293008740991354,
0.040567316114902496,
-0.016074325889348984,
0.0033409688621759415,
-0.020282844081521034,
-0.007228565402328968,
0.03481559827923775,
0.019950229674577713,
0.047653649002313614,
0.014217549003660679,
-0.01758885383605957,
0.08613495528697968,
-0.04604119434952736,
-0.004565550945699215,
-0.0621848963201046,
-0.04160064458847046,
-0.001425037975423038,
0.03327195718884468,
0.04889468848705292,
0.030629152432084084,
-0.0023201429285109043,
-0.035880353301763535,
0.02135830745100975,
0.0615215040743351,
0.052013661712408066,
0.007472974713891745,
-0.029934674501419067,
0.009616497904062271,
0.03560220077633858,
0.05937716364860535,
-0.05736091732978821,
-0.02401353232562542,
0.0020462465472519398,
0.04583368077874184,
-0.008678273297846317,
-0.007341454736888409,
-0.007663310039788485,
0.029924549162387848,
-0.023836471140384674,
-0.08530575782060623,
0.06218455731868744,
0.01858656108379364,
-0.010444192215800285,
0.03488565608859062,
-0.010542593896389008,
0.029332974925637245,
0.02178622968494892,
0.016194483265280724,
0.001827602507546544,
-0.02963847666978836,
0.014016193337738514,
0.03029911033809185,
0.06135300174355507,
-0.049345891922712326,
0.031175434589385986,
0.0004141636018175632,
0.018974341452121735,
0.040868740528821945,
-0.038304705172777176,
0.03569930046796799,
0.0402517132461071,
0.014114207588136196,
-0.02349713072180748,
0.0444781593978405,
0.015168041922152042,
0.0656498596072197,
0.043878521770238876,
-0.004720086231827736,
0.06544294208288193,
-0.0040178485214710236,
0.04585505649447441,
0.07984773069620132,
0.01485083531588316,
0.0322415754199028,
0.012308383360505104,
0.059841278940439224,
-0.0024459396954625845,
-0.00873764418065548,
0.07651413977146149,
-0.03904986009001732,
0.01331512164324522,
-0.035714540630578995,
0.013312229886651039,
-0.010238665156066418,
0.004406757187098265,
0.012344300746917725,
0.02526908554136753,
-0.014875481836497784,
-0.00662057613953948,
0.008448030799627304,
0.007012732792645693,
0.0702289342880249,
0.0016491395654156804,
0.014550365507602692,
0.005676993168890476,
-0.04470440372824669,
0.01848912611603737,
-0.06703981012105942,
-0.04749996215105057,
-0.006658341269940138,
-0.04175208508968353,
0.001507720211520791,
-0.09029780328273773,
-0.040186069905757904,
-0.08222164213657379,
-0.027992209419608116,
0.027860654518008232,
0.03793300688266754,
-0.0036049203481525183,
-0.03172895684838295,
0.011592278257012367,
-0.055956918746232986,
-0.03823860362172127,
-0.06820514798164368,
-0.039599161595106125,
-0.056051842868328094,
-0.06681831181049347,
0.035987451672554016,
0.04465743154287338,
0.030427388846874237,
-0.007721547968685627,
-0.00612627062946558,
-0.05169837921857834,
-0.03388303145766258,
0.06043779104948044,
0.03141438588500023,
-0.037097085267305374,
-0.04431891068816185,
0.02992424927651882,
-0.014827416278421879,
0.0030679514165967703,
0.008376543410122395,
-0.01702267676591873,
0.0965747982263565,
0.0824834480881691,
0.0178401879966259,
-0.006451150868088007,
0.0025723071303218603,
-0.058687444776296616,
-0.04997050762176514,
-0.033106572926044464,
-0.04522032290697098,
0.0008022615220397711,
-0.026911934837698936,
-0.051274534314870834,
-0.023035965859889984,
-0.03141611069440842,
-0.01947803609073162,
-0.012604692950844765,
0.02933768928050995,
0.027666987851262093,
0.05170520022511482,
0.02342371642589569,
0.04924072325229645,
-0.033572424203157425,
-0.01359245739877224,
0.07334044575691223,
-0.014132862910628319,
-0.004848348908126354,
-0.07062602043151855,
-0.03455990180373192,
0.04590482637286186,
0.01412354875355959,
0.004984323401004076,
-0.015566117130219936,
0.08212196826934814,
-0.008350132033228874,
-0.01919177733361721,
-0.006581215653568506,
-0.006061585154384375,
-0.02957088313996792,
-0.0007828478701412678,
-0.0019424735801294446,
-0.023316608741879463,
-0.06551697105169296,
-0.02063317783176899,
-0.0014860089868307114,
0.028568241745233536,
-0.061976950615644455,
-0.06251905858516693,
-0.01498457882553339,
0.023243989795446396,
0.03334629163146019,
-0.0046259756200015545,
-0.04278385639190674,
0.005434650927782059,
-0.05762821435928345,
-0.03429329767823219,
0.004560602363198996,
-0.0051329489797353745,
0.024378929287195206,
0.03156013786792755,
0.034450430423021317,
-0.018027152866125107,
0.02269347943365574,
0.03835368528962135,
0.053499799221754074,
0.006516453344374895,
-0.0502643920481205,
0.022951871156692505,
-0.03407760336995125,
0.029144831001758575,
-0.011724695563316345,
-0.04015553370118141,
-0.05207619071006775,
-0.07598135620355606,
0.0019707554019987583,
0.0025430440437048674,
-0.00690096290782094,
-0.01251970138400793,
0.05854493007063866,
-0.01869289204478264,
0.0002489825419615954,
0.007872485555708408,
0.006920407991856337,
0.025846142321825027,
-0.03309328854084015,
0.06614834815263748,
-0.01292579434812069,
0.0006982083432376385,
-0.03744461014866829,
0.030037587508559227,
-0.04219605401158333,
-0.008262108080089092,
-0.009050373919308186,
0.04837852343916893,
0.0485185943543911,
0.03651317581534386,
0.04645591601729393,
0.03920246288180351,
-0.042986951768398285,
0.0494198314845562,
0.03173575550317764,
-0.031346093863248825,
-0.052540313452482224,
-0.022176064550876617,
-0.012874455191195011,
-0.02952428348362446,
-0.005597784649580717,
-0.02004176750779152,
0.0054547046311199665,
0.02700708620250225,
0.025377124547958374,
-0.039557550102472305,
0.012875846587121487,
-0.019748928025364876,
-0.044017959386110306,
-0.06751630455255508,
-0.04168682545423508,
0.020305529236793518,
-0.007105891592800617,
0.032831281423568726,
0.041731175035238266,
0.024364635348320007,
0.06900029629468918,
0.03983401507139206,
-0.004983247723430395,
-0.047020744532346725,
0.029950542375445366,
0.032446786761283875,
-0.012448746711015701,
-0.07512760907411575,
-0.056370824575424194,
0.04541930556297302,
0.05232936888933182,
0.001448998344130814,
-0.06148729473352432,
0.025018949061632156,
0.04569147527217865,
-0.016323061659932137,
0.07137680798768997,
-0.022725997492671013,
0.06060284376144409,
0.05578005686402321,
0.006072560790926218,
0.028062311932444572,
-0.03360380604863167,
0.013830507174134254,
0.01023145578801632,
0.03177034854888916,
-0.05162613466382027,
-0.037443749606609344,
-0.038116902112960815,
0.0114505710080266,
0.025599457323551178,
0.026133419945836067,
0.061148300766944885,
-0.024748291820287704,
-0.0662115067243576,
0.01152581162750721,
0.044177282601594925,
-0.05109906196594238,
0.04472554475069046,
0.021761730313301086,
0.04481976106762886,
-0.06473568826913834,
-0.0492892861366272,
-0.005479017272591591,
-0.00999228935688734,
0.04498673230409622,
0.017346322536468506,
-0.04317658394575119,
-0.058588530868291855,
0.0020143981091678143,
-0.03397394344210625,
-0.017382850870490074,
-0.0665026381611824,
0.0029078975785523653,
-0.007742566987872124,
-0.009203216060996056,
0.02972733974456787,
0.020068500190973282,
0.036780960857868195,
0.044234808534383774,
-0.005520515609532595,
-0.02417116053402424,
-0.05884285643696785,
0.02001534402370453,
-0.03204498812556267,
-0.02166503481566906,
-0.016532016918063164,
-0.03005765751004219,
-0.0016510741552338004,
-0.02444823645055294,
-0.0482415072619915,
-0.05794418230652809,
-0.013714407570660114,
0.01860235445201397,
0.00971915852278471,
0.0021485427860170603,
0.01163667906075716,
0.02125692553818226,
-0.029875705018639565,
-0.03716421499848366,
-0.027920447289943695,
-0.02793922834098339,
-0.046577922999858856,
-0.04555414617061615,
-0.00016361840243916959,
0.0059073008596897125,
-0.0024712421000003815,
0.016365721821784973,
0.02345545031130314,
0.01872936449944973,
0.017176516354084015,
-0.017662523314356804,
-0.003054700093343854,
-0.01640898361802101,
-0.06314428150653839,
-0.012122655287384987,
0.036944430321455,
0.020876260474324226,
0.05556750297546387,
-0.030786573886871338,
0.03233717009425163,
0.012662054970860481,
-0.022903189063072205,
-0.04064099118113518,
0.020839905366301537,
0.026424311101436615,
-0.06361948698759079,
-0.03629796952009201,
-0.024860354140400887,
-0.032271891832351685,
0.041050441563129425,
-0.044549427926540375,
-0.05322663486003876,
0.055591922253370285,
0.03183649480342865,
0.04867063835263252,
-0.01455184631049633,
-0.020617373287677765,
0.031168488785624504,
-0.017044704407453537,
0.0166423749178648,
-0.059357866644859314,
0.03220892325043678,
-0.024149831384420395,
0.024024752900004387,
-0.005923079792410135,
-0.008817203342914581,
-0.04267050698399544,
0.05313800275325775,
0.0008514844230376184,
-0.027554340660572052,
-0.017842356115579605,
-0.0012865476310253143,
-0.02740960754454136,
0.030920667573809624,
-0.021254858002066612,
0.013130204752087593,
-0.026106707751750946,
0.044175975024700165,
-0.04247814416885376,
0.007894505746662617,
-0.020508533343672752,
0.01703217811882496,
-0.05313285440206528,
-0.027780022472143173,
0.013997433707118034,
-0.04386761039495468,
0.038431815803050995,
0.01401021983474493,
0.011692325584590435,
0.01735357940196991,
-0.025804584845900536,
-0.006932982709258795,
0.017044855281710625,
-0.07291752099990845,
-0.028101922944188118,
-0.01165696606040001,
0.011074199341237545,
0.001313679968006909,
0.059297312051057816,
0.04014192894101143,
-0.046122606843709946,
-0.057543523609638214,
0.07120007276535034,
0.022140569984912872,
-0.0041377670131623745,
-0.0026368629187345505,
0.04231585934758186,
0.02001357637345791,
0.0517047718167305,
-0.029078226536512375,
-0.009569239802658558,
0.0037751179188489914,
-0.028601452708244324,
0.017076196148991585,
-0.00016036244051065296,
0.01377453375607729,
0.0103189367800951,
-0.03133009746670723,
-0.05060836672782898,
0.06231795623898506,
0.024937544018030167,
0.0186250489205122,
0.004469824023544788,
-0.04293502867221832,
0.01069723442196846,
0.03071705438196659,
-0.046805769205093384,
0.005052420776337385,
0.015857215970754623,
-0.03268043324351311,
0.07871700078248978,
-0.025319287553429604,
0.011187555268406868,
0.03892187401652336,
0.028474384918808937,
-0.01329878717660904,
0.05318412557244301,
-0.027384595945477486,
0.02985677309334278,
0.05099085345864296,
-0.03939864784479141,
-0.026999251917004585,
-0.025476768612861633,
0.05784318968653679,
-0.07937117666006088,
0.0465896911919117,
0.03180839866399765,
-0.008783120661973953,
0.015569216571748257,
-0.03813408687710762,
-0.021888209506869316,
0.021868273615837097,
-0.04964252561330795,
0.08045081049203873,
0.007051348220556974,
-0.06875733286142349,
0.06645219027996063,
0.019309882074594498,
-0.0744311660528183,
0.057251833379268646,
0.05402395501732826,
0.016277149319648743,
0.00826029572635889,
0.03132713958621025,
-0.033348292112350464,
0.004651295952498913,
-0.036211419850587845,
0.027521301060914993,
-0.05922955274581909,
-0.014753548428416252,
0.017634481191635132,
-0.04241189733147621,
-0.018142705783247948,
0.031068725511431694,
-0.017451146617531776,
0.0027458129916340113,
0.007190017029643059,
-0.07253962010145187,
-0.044580791145563126,
-0.0068082865327596664,
0.02240629680454731,
-0.02108699642121792,
0.004929553251713514,
-0.036646321415901184,
0.02753807045519352,
0.013888967223465443,
-0.01773785427212715,
-0.030496913939714432,
-0.007297607138752937,
0.031387366354465485,
-0.05985492095351219,
-0.0471327006816864,
0.05805303528904915,
0.001463401480577886,
-0.028472507372498512,
0.03759774938225746,
0.0047967443242669106,
0.012300512753427029,
0.021869564428925514,
-0.00870498176664114,
0.00888864230364561,
-0.005280037876218557,
-0.015248429030179977,
-0.006337421480566263,
0.01199630182236433,
0.014754858799278736,
-0.014862986281514168,
0.042950719594955444,
0.04735571891069412,
0.060290269553661346,
-0.024889085441827774,
-0.04085194319486618,
-0.018986264243721962,
0.02374677173793316,
-0.054062169045209885,
-0.0008344674715772271,
-0.0029886632692068815,
-0.04668531194329262,
-0.042269572615623474,
-0.006909961346536875,
-0.01541538629680872,
0.06619947403669357,
-0.04807659983634949,
0.03473468869924545,
0.041009627282619476,
-0.0038682855665683746,
-0.0549011304974556,
-0.08934812992811203,
-0.019254211336374283,
-0.0585322380065918,
0.026025382801890373,
0.04323360696434975,
-0.0446791872382164,
0.01382523775100708,
-0.028624191880226135,
-0.025693856179714203,
0.05349717661738396,
0.02753550559282303,
-0.04841792583465576,
0.052045293152332306,
0.0387306809425354,
-0.049935538321733475,
0.010962854139506817,
0.015017572790384293,
-0.05341299623250961,
0.033488888293504715,
0.014432527124881744,
-0.0009170867269858718,
0.017047330737113953,
0.04082826152443886,
-0.034342676401138306,
-0.018746625632047653,
-0.06082608550786972,
-0.04638049751520157,
-0.027306754142045975,
0.014220247976481915,
0.06978476047515869
] |
CohleM/bert-nepali-tokenizer | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- conversational
---
#Mikasa Ackermann DialoGPT Model | [
-0.042335569858551025,
0.016036517918109894,
0.021161099895834923,
0.017677178606390953,
0.016744263470172882,
0.019662771373987198,
0.0015677772462368011,
0.02520749159157276,
-0.02524861879646778,
0.024599529802799225,
0.03774873912334442,
-0.030669428408145905,
0.012158805504441261,
0.04043564572930336,
-0.035011835396289825,
-0.027189647778868675,
-0.026369165629148483,
-0.00048455820069648325,
-0.01538903173059225,
-0.016002707183361053,
0.033652760088443756,
0.000510381767526269,
-0.03684276342391968,
0.01789846085011959,
0.0032343226484954357,
0.033438920974731445,
-0.01323244720697403,
0.00869927741587162,
0.02986263297498226,
-0.03174750879406929,
0.01709185168147087,
-0.042118217796087265,
-0.006092062685638666,
-0.0286729596555233,
-0.03160404413938522,
-0.04094153270125389,
0.02794947847723961,
-0.010676532983779907,
-0.005869604647159576,
0.03716270625591278,
-0.03427127003669739,
0.002399150747805834,
0.0014290387043729424,
-0.027441758662462234,
0.07610419392585754,
-0.009540792554616928,
-0.05843755230307579,
-0.01182165089994669,
0.03114328347146511,
-0.02509908378124237,
-0.04977306351065636,
-0.05942356213927269,
-0.059100791811943054,
-0.01820717193186283,
0.004137253388762474,
-0.055463146418333054,
-0.07174603641033173,
-0.02194741927087307,
0.08179238438606262,
-0.03239486366510391,
-0.022124629467725754,
0.003355360357090831,
-0.07898436486721039,
0.01304529793560505,
0.026127232238650322,
-0.06333411484956741,
0.010567326098680496,
-0.05410968139767647,
0.02144046500325203,
-0.027984658256173134,
0.05488737300038338,
-0.04751095920801163,
0.02534348890185356,
-0.08593485504388809,
-0.014325855299830437,
-0.002694168593734503,
0.043505530804395676,
0.07230169326066971,
-0.03722377121448517,
0.06403742730617523,
0.0463528111577034,
0.004724751692265272,
0.06194734200835228,
0.004156822804361582,
-0.04746470972895622,
0.050425417721271515,
-0.048758190125226974,
0.013791641220450401,
0.0034747759345918894,
0.01738915778696537,
-0.02745198644697666,
-0.0528949536383152,
-0.03162022680044174,
-0.013236739672720432,
0.00924334954470396,
0.033941060304641724,
0.020812328904867172,
-0.0377873070538044,
0.010513762943446636,
0.03742215782403946,
0.015856729820370674,
0.04424809291958809,
-0.028223615139722824,
0.04226172715425491,
-0.010396948084235191,
0.02101440541446209,
0.030721263960003853,
-0.02950664423406124,
-0.056734178215265274,
0.024090642109513283,
0.0014153443044051528,
-0.04917813464999199,
-0.021998567506670952,
0.04369868338108063,
0.017549578100442886,
-0.0010775818955153227,
0.05663495138287544,
-0.021415965631604195,
-0.0284087173640728,
-0.06816113740205765,
0.04553163796663284,
-0.01756272278726101,
-0.020999446511268616,
-0.004033828619867563,
-0.042051929980516434,
-0.0031582133378833532,
-0.04529384896159172,
-0.024797987192869186,
0.0010224429424852133,
-0.007234372664242983,
0.006016337778419256,
0.028501462191343307,
-0.016315724700689316,
-0.05472269281744957,
0.009355717338621616,
0.03169545158743858,
-0.0765775814652443,
-0.00485078664496541,
0.043526988476514816,
0.08554574847221375,
-0.07080166041851044,
-0.02865705080330372,
-0.01894570328295231,
0.010962530970573425,
-0.02985009178519249,
-0.010635538026690483,
0.01621084474027157,
0.0050808428786695,
-0.03493067994713783,
-0.009727554395794868,
0.029503682628273964,
-0.061198193579912186,
-0.008723389357328415,
0.04618363454937935,
0.008078981190919876,
0.03301353380084038,
-0.013177916407585144,
-0.006838471163064241,
-0.008619781583547592,
-0.03104451112449169,
-0.0701436772942543,
0.04117228463292122,
-0.01631590910255909,
-0.0490402989089489,
-0.04111954942345619,
-0.04302724823355675,
0.01948414370417595,
0.06723204255104065,
0.0066480617970228195,
-0.017673853784799576,
-0.02099066786468029,
0.03124111518263817,
0.05985241383314133,
0.04739058017730713,
-0.01732839271426201,
0.028088176622986794,
0.06073779612779617,
0.02699521742761135,
-0.03468986973166466,
0.06111126393079758,
0.001211451948620379,
-0.027603501453995705,
-0.05373392999172211,
-0.011010430753231049,
0.04199754074215889,
-0.007775238249450922,
0.01314246654510498,
0.04365356266498566,
-0.019525008276104927,
-0.031130721792578697,
-0.0017097166273742914,
0.04445303976535797,
-0.02696196548640728,
-0.0016017865855246782,
-0.026584012433886528,
-0.030606864020228386,
-0.027258293703198433,
0.01560320146381855,
-0.037107065320014954,
-0.013438972644507885,
-0.03602348640561104,
-0.010723677463829517,
0.0434219129383564,
-0.013760991394519806,
0.0171535424888134,
0.05277661979198456,
-0.01311404537409544,
0.06301365047693253,
-0.035271309316158295,
0.018122605979442596,
-0.038596026599407196,
-0.019057828933000565,
-0.03585616499185562,
0.043959662318229675,
0.03452902287244797,
0.04211816191673279,
-0.05184514820575714,
-0.045431606471538544,
0.03816390782594681,
0.06991423666477203,
0.027637328952550888,
0.02647937275469303,
-0.02360110729932785,
0.0017103251302614808,
0.02329019084572792,
0.026614906266331673,
-0.038338303565979004,
0.0016573487082496285,
-0.0008822928066365421,
0.033197659999132156,
-0.02294091321527958,
-0.020337393507361412,
-0.03778120130300522,
0.011887776665389538,
-0.04346588999032974,
-0.05736113339662552,
0.0397617444396019,
0.03628319501876831,
-0.004598564002662897,
0.03679832071065903,
0.0003758060629479587,
-0.004519947338849306,
0.025082921609282494,
-0.003967599011957645,
-0.002435737056657672,
-0.08165547251701355,
0.006107519380748272,
0.03604681044816971,
0.098029725253582,
-0.05066165700554848,
0.01591450348496437,
0.016492918133735657,
0.00807367917150259,
0.016114158555865288,
-0.03342822939157486,
0.05569508299231529,
0.05069343373179436,
0.04687173292040825,
-0.026621658354997635,
0.03981992229819298,
0.01027965359389782,
0.026210399344563484,
0.0590532012283802,
-0.019961848855018616,
0.06457535177469254,
-0.008268719539046288,
0.02957639843225479,
0.06570269167423248,
0.014974095858633518,
-0.021785322576761246,
0.023801447823643684,
0.07433021068572998,
0.012378701940178871,
0.02390325628221035,
0.036917854100465775,
0.002836087020114064,
-0.003046527272090316,
-0.03371583670377731,
0.00009152183338301256,
-0.0012475255643948913,
-0.019037723541259766,
0.05551521107554436,
0.0001668034092290327,
-0.010548659600317478,
-0.010904737748205662,
-0.01955588161945343,
0.010965383611619473,
0.06356730312108994,
0.006815423257648945,
-0.01951395906507969,
0.00220788293518126,
-0.027048582211136818,
0.0130069050937891,
-0.05355001986026764,
-0.04434966668486595,
-0.027673115953803062,
-0.06368494778871536,
-0.007097205147147179,
-0.08812665194272995,
-0.02917923964560032,
-0.06454461067914963,
-0.03494785353541374,
0.057533685117959976,
0.016522536054253578,
0.008680183440446854,
0.012851446866989136,
-0.005902883131057024,
-0.013714716769754887,
-0.057662591338157654,
-0.05162576958537102,
-0.024995945394039154,
-0.018302299082279205,
-0.04439413920044899,
0.021367114037275314,
0.02518639899790287,
0.029056306928396225,
0.0007912812288850546,
-0.012574226595461369,
-0.02693783864378929,
-0.020467789843678474,
0.057079777121543884,
0.01705397106707096,
-0.03764792159199715,
-0.043536752462387085,
0.01565961167216301,
-0.0042745377868413925,
-0.009367428719997406,
-0.021118374541401863,
-0.04297933727502823,
0.08310952037572861,
0.03793644532561302,
-0.00359011790715158,
0.017201431095600128,
0.011483332142233849,
-0.02355560101568699,
-0.0185219869017601,
-0.06650827825069427,
-0.03267061337828636,
-0.004713032394647598,
-0.012460839003324509,
-0.04412086680531502,
-0.03819967433810234,
-0.04308576509356499,
0.004594307392835617,
-0.0004991412861272693,
0.013911225832998753,
0.03639396280050278,
0.011103070341050625,
0.044108808040618896,
0.02684548683464527,
-0.017776157706975937,
-0.02037006802856922,
0.040976427495479584,
-0.02013637311756611,
-0.027115728706121445,
-0.0726180300116539,
-0.05570176616311073,
0.03802845627069473,
0.012626403011381626,
-0.007762604858726263,
-0.031146928668022156,
0.03650045767426491,
0.03330828249454498,
-0.0045012361370027065,
0.038708437234163284,
-0.07418935745954514,
0.013627232052385807,
-0.03400343656539917,
-0.022490017116069794,
-0.04315517097711563,
-0.03675303980708122,
-0.02271229773759842,
-0.004609387367963791,
0.042887717485427856,
-0.08754592388868332,
-0.036779142916202545,
-0.03670446574687958,
0.01789729669690132,
0.05236772447824478,
-0.004656121600419283,
-0.04670888930559158,
-0.001432877266779542,
-0.03442796319723129,
-0.027726557105779648,
-0.0010512437438592315,
-0.0003326344594825059,
0.0007948217680677772,
0.02614155225455761,
0.012700488790869713,
-0.022874994203448296,
0.04877724498510361,
0.008227219805121422,
0.07339221239089966,
0.052214693278074265,
-0.02353956550359726,
0.041002966463565826,
-0.028797687962651253,
0.03572000190615654,
-0.020373288542032242,
-0.04365066811442375,
-0.04221498966217041,
-0.11741635203361511,
-0.04183853417634964,
0.03607930243015289,
-0.02529291808605194,
0.013948977924883366,
0.033517006784677505,
-0.04838838055729866,
0.01177943591028452,
0.004535391461104155,
0.04576762765645981,
0.045120999217033386,
-0.03480720520019531,
0.06585677713155746,
0.013216867111623287,
0.019438486546278,
-0.06683088839054108,
-0.013524165377020836,
-0.05929994955658913,
-0.00974420364946127,
0.0023473245091736317,
0.054368916898965836,
0.006174489855766296,
0.0570983961224556,
0.07436388731002808,
0.045511338859796524,
-0.03841470554471016,
0.04554097354412079,
0.07289929687976837,
-0.022586243227124214,
-0.0446760319173336,
-0.009576026350259781,
-0.015385614708065987,
-0.029089974239468575,
-0.0005427571595646441,
-0.043589428067207336,
0.035697709769010544,
0.04006535932421684,
-0.0014377037296071649,
0.009419319219887257,
0.01585535891354084,
-0.03324700519442558,
-0.0178120918571949,
-0.07131130248308182,
0.0009560667676851153,
0.004656154662370682,
-0.021040944382548332,
0.04613890498876572,
0.04909325763583183,
0.028772631660103798,
0.06113919988274574,
0.005975097883492708,
-0.020580347627401352,
-0.05913679301738739,
0.027006633579730988,
0.011647921055555344,
-0.03680280223488808,
-0.05480620637536049,
-0.03321326524019241,
0.03430342674255371,
0.04583363234996796,
-0.02946908213198185,
-0.08239393681287766,
0.03003864921629429,
0.04551094025373459,
-0.024473344907164574,
0.06493668258190155,
-0.006841614376753569,
0.05783895030617714,
0.027135824784636497,
0.012077024206519127,
0.03798479214310646,
-0.06622286885976791,
0.01653740368783474,
-0.02896515093743801,
0.029629996046423912,
-0.05047771707177162,
-0.04749593883752823,
-0.06338027119636536,
0.043100759387016296,
0.012419212609529495,
0.008945896290242672,
0.02508341334760189,
-0.03860273212194443,
-0.047204721719026566,
0.006773646455258131,
0.040881648659706116,
-0.01329776830971241,
0.0329696424305439,
0.0386962965130806,
0.044365063309669495,
-0.0583738312125206,
-0.007290579378604889,
0.018498729914426804,
0.0016868229722604156,
0.012361562810838223,
-0.017555342987179756,
-0.046381544321775436,
-0.0012449973728507757,
0.025836842134594917,
-0.03697001188993454,
-0.033015698194503784,
-0.09454192966222763,
0.025847040116786957,
-0.021429240703582764,
-0.02997271716594696,
0.08435101807117462,
0.06226729229092598,
0.060646623373031616,
0.06792896240949631,
-0.01606336422264576,
0.0475488156080246,
-0.03405158221721649,
0.01801539584994316,
-0.030267897993326187,
-0.025430850684642792,
-0.009061763063073158,
-0.06449182331562042,
-0.02826879732310772,
-0.04023982211947441,
-0.041202105581760406,
-0.03374689444899559,
0.008376429788768291,
0.007131119724363089,
-0.005535846576094627,
-0.006795787718147039,
0.012968453578650951,
0.01831628940999508,
-0.03197445720434189,
-0.036442480981349945,
-0.01523681916296482,
-0.01469753310084343,
-0.07038301974534988,
-0.06870141625404358,
0.012018661014735699,
-0.025183316320180893,
0.004637246951460838,
0.006079493556171656,
0.017813853919506073,
0.04280315712094307,
-0.010517914779484272,
-0.02046675980091095,
0.017244931310415268,
0.0251360684633255,
-0.026641888543963432,
-0.020046336576342583,
0.01652345433831215,
0.020100805908441544,
0.029273420572280884,
-0.024969691410660744,
0.05036860331892967,
-0.003798132063820958,
-0.05743229016661644,
-0.014224783517420292,
0.021132761612534523,
0.0178522989153862,
-0.06942439824342728,
-0.012970997020602226,
-0.03312908485531807,
-0.018532222136855125,
-0.000039016278606140986,
-0.04563330113887787,
-0.025545867159962654,
-0.0005386851262301207,
0.039196379482746124,
0.027589844539761543,
0.00952706765383482,
-0.020337117835879326,
0.010224915109574795,
-0.018586546182632446,
0.00649077957496047,
-0.06927760690450668,
0.023292314261198044,
-0.022080421447753906,
0.005754770245403051,
-0.01138823851943016,
0.013114221394062042,
-0.042229000478982925,
0.05946122854948044,
-0.019386768341064453,
-0.004509097430855036,
0.010770809836685658,
-0.03291047737002373,
-0.002646589884534478,
0.05687106028199196,
0.024234576150774956,
0.00492040766403079,
-0.031721293926239014,
0.07458384335041046,
-0.05013580247759819,
0.003332368563860655,
-0.00771729601547122,
-0.03280416131019592,
-0.03194258362054825,
0.0078031327575445175,
0.014502481557428837,
-0.06069495156407356,
0.020446287468075752,
0.03812497481703758,
0.019732268527150154,
0.03494972363114357,
-0.0023133696522563696,
0.0006784568540751934,
0.026929590851068497,
-0.06129930540919304,
-0.029996246099472046,
0.0032629999332129955,
-0.0019155713962391019,
0.03265075758099556,
0.059670187532901764,
0.02111177332699299,
-0.04902714863419533,
-0.030241606757044792,
0.014034311287105083,
0.017918888479471207,
0.012518906965851784,
0.008630446158349514,
0.04123501107096672,
0.04213374853134155,
0.053407784551382065,
0.0005032921908423305,
-0.010276487097144127,
0.012804392725229263,
-0.02564484067261219,
-0.02011590078473091,
-0.007515022996813059,
0.008155224844813347,
-0.009737701155245304,
-0.03756466880440712,
-0.03449400141835213,
0.07116705924272537,
-0.008398590609431267,
0.007707531098276377,
-0.014522118493914604,
-0.04283523187041283,
0.06977839022874832,
0.0057236263528466225,
-0.027953755110502243,
-0.014517629519104958,
0.03224383667111397,
-0.02655939757823944,
0.029483020305633545,
-0.01740012876689434,
0.011320173740386963,
0.06431899964809418,
0.026336589828133583,
0.0015032709343358874,
0.006090833339840174,
-0.013280895538628101,
-0.006610652431845665,
0.018133286386728287,
-0.039283718913793564,
-0.02437249757349491,
-0.039259519428014755,
0.06999482214450836,
-0.04674305394291878,
0.06248036399483681,
0.02327442169189453,
0.03951122984290123,
0.013686143793165684,
-0.056224457919597626,
-0.034945566207170486,
-0.02616739273071289,
-0.028075961396098137,
0.06778328865766525,
0.008842905052006245,
-0.02663608267903328,
0.055129483342170715,
0.03791585937142372,
-0.07370689511299133,
0.04482237622141838,
0.03290839493274689,
0.04383237659931183,
0.030973661690950394,
0.03856605663895607,
-0.058481667190790176,
0.029555369168519974,
-0.011202460154891014,
0.0009588586981408298,
-0.049341101199388504,
-0.007412770763039589,
-0.02972164936363697,
-0.048473894596099854,
-0.00017514475621283054,
0.017921291291713715,
-0.022769631817936897,
0.00014619083958677948,
0.01442160364240408,
-0.019744671881198883,
-0.0586816743016243,
-0.008686763234436512,
0.023230284452438354,
-0.024810248985886574,
-0.00530416751280427,
-0.039447326213121414,
0.018817635253071785,
0.04361085221171379,
-0.00155642069876194,
-0.056825049221515656,
0.009813455864787102,
-0.0011518283281475306,
-0.0690838024020195,
-0.04709397256374359,
0.0736626386642456,
0.017390519380569458,
-0.012734883464872837,
-0.0023525541182607412,
0.03197531774640083,
0.01797225885093212,
0.019249385222792625,
-0.017551759257912636,
0.0013756592525169253,
-0.06554729491472244,
0.005826976615935564,
0.022411352023482323,
0.002734309993684292,
0.006645273882895708,
-0.006651954725384712,
0.03151808679103851,
0.08781369775533676,
0.043024852871894836,
0.008890676312148571,
-0.06271334737539291,
-0.02743217535316944,
0.0026439835783094168,
-0.03552788868546486,
0.03950997814536095,
0.001811725553125143,
-0.05553317815065384,
-0.029191046953201294,
-0.027922840788960457,
0.0027411901392042637,
0.03670442849397659,
-0.02702082134783268,
0.01546822302043438,
0.021743370220065117,
0.009286550804972649,
-0.04456353932619095,
-0.08866717666387558,
-0.04797840863466263,
0.00030437088571488857,
0.01845552772283554,
0.024860406294465065,
-0.06093479320406914,
0.024350974708795547,
-0.040987756103277206,
-0.006798060145229101,
0.05825749412178993,
-0.010413577780127525,
-0.013395000249147415,
0.07716054469347,
0.05526932328939438,
-0.02954767644405365,
0.057431213557720184,
0.01697324588894844,
-0.022239716723561287,
0.046971794217824936,
0.00854748860001564,
0.02884705923497677,
0.004795776680111885,
0.016644783318042755,
-0.009983044117689133,
-0.006529579870402813,
-0.023486018180847168,
-0.03461800515651703,
-0.007468251511454582,
0.005516184493899345,
0.04928815737366676
] |
Coldestadam/Breakout_Mentors_SpongeBob_Model | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 10 | null | ---
language:
- ur
license: apache-2.0
tags:
- automatic-speech-recognition
- mozilla-foundation/common_voice_7_0
- generated_from_trainer
datasets:
- common_voice
model-index:
- name: ''
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
#
This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the MOZILLA-FOUNDATION/COMMON_VOICE_7_0 - UR dataset.
It achieves the following results on the evaluation set:
- Loss: 3.8433
- Wer: 0.9852
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 64
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- training_steps: 2000
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:------:|:----:|:---------------:|:------:|
| 1.468 | 166.67 | 500 | 3.0262 | 1.0035 |
| 0.0572 | 333.33 | 1000 | 3.5352 | 0.9721 |
| 0.0209 | 500.0 | 1500 | 3.7266 | 0.9834 |
| 0.0092 | 666.67 | 2000 | 3.8433 | 0.9852 |
### Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.1+cu102
- Datasets 1.17.1.dev0
- Tokenizers 0.11.0
| [
-0.04009649530053139,
0.0010927690891548991,
-0.018808143213391304,
0.03825368732213974,
0.04257061704993248,
0.027530888095498085,
-0.008597373962402344,
-0.018051300197839737,
-0.019552959129214287,
0.058483924716711044,
0.03834853321313858,
-0.03361833095550537,
0.010416364297270775,
0.02322203293442726,
-0.02980475313961506,
-0.06316518038511276,
-0.03858014941215515,
0.002930247224867344,
-0.04154600203037262,
-0.0011022354010492563,
-0.001194451004266739,
0.01763078384101391,
-0.022420253604650497,
0.017362449318170547,
0.002282970817759633,
0.022857513278722763,
-0.014403344132006168,
0.009406844154000282,
0.005224271211773157,
-0.0489937961101532,
-0.0074239689856767654,
-0.057469602674245834,
-0.05012113228440285,
-0.03262011706829071,
-0.0005589711363427341,
0.020339177921414375,
0.0036084018647670746,
0.03571478649973869,
0.032559506595134735,
0.037462372332811356,
-0.0001577261573402211,
0.005070536397397518,
-0.016924697905778885,
-0.011357865296304226,
0.0381183885037899,
-0.006840375252068043,
-0.044685352593660355,
-0.03949204087257385,
0.030825521796941757,
-0.034458234906196594,
-0.0438893660902977,
-0.051831793040037155,
-0.0058645750395953655,
0.016337081789970398,
-0.026349592953920364,
-0.02211311273276806,
-0.044608134776353836,
-0.020890437066555023,
0.0780501589179039,
-0.04294518381357193,
-0.027952363714575768,
0.028620582073926926,
-0.056826408952474594,
0.01087997667491436,
0.02732372097671032,
-0.06359520554542542,
0.023467328399419785,
-0.04775714501738548,
0.03295930474996567,
-0.02412312850356102,
0.05941611900925636,
-0.020360559225082397,
0.008634497411549091,
-0.0877452939748764,
0.002816588617861271,
-0.002606682712212205,
0.04564093425869942,
0.0669015645980835,
-0.03229806572198868,
0.06571254134178162,
0.020704887807369232,
0.02049298584461212,
0.034030731767416,
-0.01966419443488121,
0.03850603103637695,
0.040149737149477005,
-0.03799425810575485,
0.03919166699051857,
0.025911936536431313,
0.015976613387465477,
-0.019941579550504684,
-0.04575009271502495,
-0.019338540732860565,
-0.056772083044052124,
-0.013590211048722267,
0.042704544961452484,
0.036748796701431274,
-0.0216019619256258,
0.02424943447113037,
0.0193095151335001,
0.014436452649533749,
0.019727647304534912,
-0.03031601570546627,
0.07602473348379135,
-0.045433979481458664,
-0.007760963402688503,
-0.014492982067167759,
-0.018422352150082588,
-0.032935477793216705,
0.007467452436685562,
0.03796837106347084,
-0.04345444589853287,
-0.03457025811076164,
0.032813914120197296,
0.007762744091451168,
-0.014353832229971886,
0.055321045219898224,
-0.04430420696735382,
-0.040251076221466064,
-0.04309186711907387,
0.03974331542849541,
0.020815692842006683,
0.008893292397260666,
0.015805717557668686,
-0.05441617965698242,
0.025034748017787933,
-0.02699919044971466,
-0.047100864350795746,
0.0180869959294796,
-0.0007249052869156003,
0.005762618035078049,
0.05255250632762909,
0.01824657805263996,
-0.05898645147681236,
-0.01709587313234806,
0.009903487749397755,
-0.038732003420591354,
0.006259451620280743,
-0.005969308316707611,
0.08497093617916107,
-0.05775019899010658,
-0.08024002611637115,
0.010294199921190739,
0.010268403217196465,
-0.02148963138461113,
0.03678213804960251,
0.03393428400158882,
0.004869821015745401,
-0.032072730362415314,
0.0008909624884836376,
0.03607563301920891,
-0.06797204166650772,
-0.01229787152260542,
0.07554547488689423,
-0.032268792390823364,
0.04970648139715195,
-0.02012838050723076,
-0.018634967505931854,
0.009792896918952465,
-0.034600961953401566,
-0.0007182417321018875,
0.03792879730463028,
-0.005943938624113798,
-0.025764843448996544,
-0.023407982662320137,
-0.0391567088663578,
-0.011868155561387539,
0.06942049413919449,
-0.0033668058458715677,
-0.016993578523397446,
-0.03252112492918968,
0.034989915788173676,
0.04877382516860962,
0.03988385200500488,
-0.05085359141230583,
0.045374270528554916,
0.06053167209029198,
0.04254573583602905,
-0.03326695039868355,
0.0673513114452362,
0.01775544509291649,
-0.022328224033117294,
-0.04533877968788147,
0.01967214047908783,
0.0046440656296908855,
-0.05730268359184265,
-0.006430164445191622,
0.046392668038606644,
0.01584080047905445,
-0.04640762135386467,
-0.04365692660212517,
0.06090214475989342,
-0.014345790259540081,
-0.0240542683750391,
0.006296233274042606,
-0.009860118851065636,
-0.024469178169965744,
0.03184385970234871,
-0.02077723853290081,
0.003920850809663534,
-0.02305796928703785,
-0.04380318522453308,
-0.0003377376706339419,
0.007293662056326866,
0.019138241186738014,
0.06334353983402252,
-0.011269344948232174,
0.07672107964754105,
-0.04016093537211418,
0.013393553905189037,
-0.03207831084728241,
-0.048449475318193436,
-0.02120351605117321,
0.06361768394708633,
0.038543619215488434,
0.07922551780939102,
-0.012175068259239197,
-0.057062581181526184,
0.035856086760759354,
0.08506778627634048,
0.07068091630935669,
-0.005857630632817745,
-0.03232859820127487,
-0.021302049979567528,
0.038329411298036575,
0.05472807586193085,
-0.07489737123250961,
-0.027502942830324173,
0.0016091453144326806,
0.040660858154296875,
-0.01550308708101511,
0.007506465073674917,
-0.018512535840272903,
0.038825664669275284,
-0.05807214230298996,
-0.07103155553340912,
0.0647352933883667,
0.0201990008354187,
-0.004440685268491507,
0.033939287066459656,
-0.012006978504359722,
-0.009713822044432163,
0.03044704534113407,
0.011878998950123787,
0.005040450487285852,
-0.035844434052705765,
0.01073349267244339,
0.020046113058924675,
0.03950134292244911,
-0.07289201021194458,
0.04113774374127388,
-0.026961257681250572,
0.001988105708733201,
0.029222507029771805,
-0.03159405663609505,
0.0501139797270298,
0.03953535482287407,
0.011262214742600918,
-0.02966606244444847,
0.02022591046988964,
0.02304486557841301,
0.046275753527879715,
0.027087971568107605,
0.012648223899304867,
0.06638475507497787,
0.030408626422286034,
0.047660499811172485,
0.07059166580438614,
0.046376850455999374,
0.008446252904832363,
0.012490086257457733,
0.0697285532951355,
0.011706528253853321,
-0.031182944774627686,
0.06842521578073502,
-0.0516754686832428,
0.023096874356269836,
-0.03181812912225723,
0.0038863932713866234,
-0.01140548661351204,
-0.008150794543325901,
0.030163727700710297,
-0.0016534471651539207,
-0.009850029833614826,
-0.010651133954524994,
-0.04359479621052742,
-0.029107943177223206,
0.04318306967616081,
-0.013889865949749947,
-0.022381611168384552,
-0.012579849921166897,
-0.015223739668726921,
-0.0011982053983956575,
-0.09084675461053848,
-0.030188368633389473,
-0.006338042672723532,
-0.043265506625175476,
0.008136690594255924,
-0.07474411278963089,
-0.02127089723944664,
-0.06310199201107025,
-0.009134825319051743,
0.0376351997256279,
0.00898451916873455,
0.01134644728153944,
-0.04124362766742706,
0.01096025574952364,
-0.05149611085653305,
-0.038216836750507355,
-0.06495307385921478,
-0.03193158656358719,
-0.02315608039498329,
-0.06867390125989914,
0.03465934470295906,
0.02867341786623001,
0.04556799679994583,
0.002860366366803646,
-0.005916871130466461,
-0.01873157173395157,
-0.027214495465159416,
0.04510693624615669,
0.05185803771018982,
-0.039745084941387177,
-0.05928277596831322,
0.01716648042201996,
-0.03325788304209709,
0.009503948502242565,
-0.017806455492973328,
-0.02060607448220253,
0.08341585099697113,
0.04541784152388573,
0.02509271539747715,
0.02862986922264099,
-0.03068636916577816,
-0.04299395903944969,
-0.04805971309542656,
-0.027646878734230995,
-0.03268594667315483,
-0.011814665049314499,
-0.04304654896259308,
-0.03895307704806328,
-0.024428879842162132,
-0.013743356801569462,
0.008623811416327953,
-0.006911990232765675,
-0.01155365351587534,
0.03867904469370842,
0.029750455170869827,
0.01639663800597191,
0.017849953845143318,
-0.015381351113319397,
-0.05169279873371124,
0.07534880936145782,
0.02028096653521061,
-0.006155551876872778,
-0.06803139299154282,
-0.02538299560546875,
0.0027780800592154264,
0.0336754210293293,
-0.005293507128953934,
-0.008120386861264706,
0.0863504633307457,
-0.0026946128346025944,
-0.018544701859354973,
0.021539537236094475,
-0.03466111421585083,
-0.024921061471104622,
-0.021742528304457664,
-0.015990883111953735,
-0.0031206058338284492,
-0.05831741914153099,
0.010884095914661884,
-0.00648185471072793,
0.04901501163840294,
-0.06210090592503548,
-0.04087414592504501,
-0.026151243597269058,
0.03910272568464279,
0.05830987170338631,
-0.007208441849797964,
-0.03940854221582413,
-0.010511502623558044,
-0.05584694817662239,
-0.024764949455857277,
0.029622159898281097,
0.01838003098964691,
0.023526282981038094,
0.05245623365044594,
0.005663490388542414,
-0.012670538388192654,
0.04554051533341408,
0.042213745415210724,
0.060347944498062134,
0.028800999745726585,
-0.052515365183353424,
0.015386903658509254,
-0.038256969302892685,
0.028164193034172058,
-0.014791885390877724,
-0.01584218256175518,
-0.037667274475097656,
-0.09324565529823303,
-0.025449492037296295,
0.016740497201681137,
0.001794008887372911,
-0.008918870240449905,
0.039608485996723175,
-0.0012471390655264258,
-0.004991902504116297,
0.003917051944881678,
0.026894036680459976,
0.03464703634381294,
-0.04547937214374542,
0.03256598860025406,
-0.009532776661217213,
0.03655775263905525,
-0.06593423336744308,
0.012772059999406338,
-0.02082284353673458,
-0.03474557027220726,
0.0231417715549469,
0.07069190591573715,
0.008356716483831406,
0.04975021630525589,
0.08464690297842026,
0.02954762801527977,
-0.04204726219177246,
0.028708679601550102,
0.06147487089037895,
-0.03197921812534332,
-0.04599593207240105,
0.014201410114765167,
-0.009801645763218403,
-0.04081795737147331,
-0.018027013167738914,
-0.019453011453151703,
0.05231567472219467,
0.03877199441194534,
-0.01961282268166542,
0.00038495304761454463,
0.02320326492190361,
-0.014373984187841415,
0.004256766755133867,
-0.05670696496963501,
-0.03487486392259598,
0.006439981982111931,
-0.0359632782638073,
0.04390864074230194,
0.015157339163124561,
0.008617759682238102,
0.04665561392903328,
0.02470475807785988,
-0.05176062136888504,
-0.022911863401532173,
0.03343557193875313,
0.025209520012140274,
-0.03449466452002525,
-0.04737893491983414,
-0.013841086998581886,
0.05784773826599121,
0.028057504445314407,
-0.012977923266589642,
-0.07187752425670624,
-0.011243276298046112,
0.0664522722363472,
-0.04684381186962128,
0.0456409826874733,
-0.018019208684563637,
0.025478608906269073,
0.058498699218034744,
-0.00007760747394058853,
0.04934368282556534,
-0.013956609182059765,
0.020754732191562653,
0.00978632178157568,
0.009556670673191547,
-0.012691417708992958,
-0.028920704498887062,
-0.05859667807817459,
0.012841123156249523,
0.04675746336579323,
0.020649921149015427,
0.0575527548789978,
-0.023563101887702942,
-0.031294677406549454,
-0.00721863005310297,
0.025441035628318787,
-0.02963952161371708,
0.013244369067251682,
0.0205533429980278,
0.03573895990848541,
-0.022951815277338028,
-0.003982766531407833,
-0.013431201688945293,
0.0036760650109499693,
0.02395588718354702,
0.0009650884312577546,
-0.0473814532160759,
-0.02107374370098114,
0.03874936327338219,
0.003002927638590336,
-0.03390084207057953,
-0.0751860961318016,
0.0396929532289505,
-0.020032403990626335,
-0.0049658361822366714,
0.03123246319591999,
0.012797066010534763,
0.04271985590457916,
0.04545654356479645,
0.020442688837647438,
0.013269254937767982,
-0.035840701311826706,
0.03586014360189438,
-0.03857702016830444,
-0.03958882763981819,
-0.008320142515003681,
-0.023067131638526917,
-0.018557140603661537,
-0.018163269385695457,
-0.04264749586582184,
-0.042749326676130295,
0.00010890798876062036,
0.04036541283130646,
-0.025124847888946533,
-0.013208751566708088,
-0.011155562475323677,
0.03827938437461853,
-0.04276995733380318,
-0.027433503419160843,
-0.028130734339356422,
-0.03166766092181206,
-0.05817628651857376,
-0.04983037710189819,
0.04938380420207977,
-0.015225202776491642,
0.03308717906475067,
0.03482490032911301,
0.021354621276259422,
0.033958543092012405,
0.003607644233852625,
-0.008748111315071583,
0.02293744497001171,
-0.00814970675855875,
-0.04894415661692619,
-0.03161027282476425,
0.03652172535657883,
0.019317638128995895,
0.052352361381053925,
-0.022947469726204872,
0.030099090188741684,
0.02210075594484806,
-0.03846301510930061,
-0.016463540494441986,
0.020995063707232475,
0.018650280311703682,
-0.062638059258461,
-0.04119780659675598,
-0.00889130961149931,
-0.04372398927807808,
0.014437372796237469,
-0.03042355552315712,
0.0077947950921952724,
0.01654732972383499,
0.02081199176609516,
0.04245103523135185,
-0.01925825886428356,
-0.025761771947145462,
0.03269902244210243,
-0.022105198353528976,
0.015633799135684967,
-0.04692484810948372,
0.06379109621047974,
-0.028292536735534668,
0.014289366081357002,
-0.007378827314823866,
0.021302480250597,
-0.051951754838228226,
0.0337984636425972,
-0.00977274589240551,
-0.007815901190042496,
-0.0014676025602966547,
0.038111381232738495,
-0.01585317775607109,
0.010230641812086105,
-0.025646544992923737,
0.025153135880827904,
-0.0477837473154068,
0.07409611344337463,
-0.023326683789491653,
0.01019393838942051,
-0.015243714675307274,
0.0035889684222638607,
-0.035402096807956696,
0.007388700731098652,
-0.016707303002476692,
-0.033727843314409256,
0.03383356332778931,
0.06999005377292633,
0.05122236907482147,
0.03350469470024109,
-0.034821782261133194,
-0.013769058510661125,
0.012554427608847618,
-0.03381345048546791,
-0.007686342112720013,
0.021971987560391426,
0.03940640017390251,
0.01364549808204174,
0.0537860244512558,
0.02881382219493389,
-0.060198187828063965,
-0.08209003508090973,
0.031212523579597473,
0.00024794935598038137,
0.01169938500970602,
0.021729357540607452,
0.023044612258672714,
0.034045763313770294,
0.054703496396541595,
-0.016376180574297905,
-0.009015205316245556,
-0.02542630024254322,
-0.03013128787279129,
0.03340017795562744,
-0.007456308230757713,
0.018653007224202156,
0.016564371064305305,
-0.04235340282320976,
-0.03210499882698059,
0.03802523389458656,
0.017097584903240204,
0.0357496403157711,
-0.028854791074991226,
-0.05358244106173515,
0.010476156137883663,
-0.018571797758340836,
-0.04715094715356827,
0.026280559599399567,
-0.0015672522131353617,
-0.024257401004433632,
0.0682707279920578,
-0.002657564589753747,
0.012339464388787746,
0.04920550435781479,
0.033142223954200745,
-0.024099303409457207,
0.07157787680625916,
-0.013430589810013771,
-0.013158896006643772,
0.04482389613986015,
-0.07540273666381836,
-0.015250382013618946,
-0.040666017681360245,
0.07491330802440643,
-0.06855953484773636,
0.0351310670375824,
0.05247144773602486,
0.005157720297574997,
0.03087719716131687,
-0.03876296803355217,
-0.050997816026210785,
0.021996160969138145,
-0.04240841418504715,
0.09007664769887924,
0.021977392956614494,
-0.05317055806517601,
0.045930683612823486,
0.027798576280474663,
-0.084630087018013,
0.041162434965372086,
0.03474106267094612,
0.02695956639945507,
0.026172004640102386,
0.044184956699609756,
-0.04553693160414696,
0.01504268404096365,
-0.05241533741354942,
0.03306201100349426,
-0.04677784442901611,
-0.004432971589267254,
0.02720889449119568,
-0.03298584371805191,
-0.01827540434896946,
0.03072432428598404,
-0.022158579900860786,
-0.029591694474220276,
0.050153784453868866,
-0.04966282472014427,
-0.022688642144203186,
0.006184401456266642,
0.022070636972784996,
-0.045717012137174606,
0.003790660761296749,
-0.03300882875919342,
0.0007375468849204481,
0.02275105193257332,
0.010765462182462215,
-0.014678210020065308,
-0.0073232706636190414,
0.01978674903512001,
-0.050294097512960434,
-0.04354437440633774,
0.04577332362532616,
-0.0025612623430788517,
-0.029392100870609283,
0.03263731300830841,
0.008611508645117283,
-0.0003247923741582781,
0.035812798887491226,
0.008017691783607006,
0.014550580643117428,
-0.052539464086294174,
-0.02824152633547783,
-0.0022489293478429317,
0.004982969723641872,
0.01777765154838562,
0.008080615662038326,
0.04756984859704971,
0.0421467199921608,
-0.002379743615165353,
0.010111886076629162,
-0.02924923226237297,
-0.030365051701664925,
0.03808961063623428,
-0.027923762798309326,
0.012485062703490257,
0.0006863565067760646,
-0.03981753811240196,
-0.0481337308883667,
-0.013614158146083355,
-0.01234088372439146,
0.027540620416402817,
-0.06345278024673462,
-0.0006907192873768508,
0.038861654698848724,
-0.029726454988121986,
-0.05401493236422539,
-0.0865449532866478,
-0.03815740719437599,
-0.0451873242855072,
0.027708791196346283,
0.030038801953196526,
-0.034229524433612823,
0.01552241574972868,
-0.051980823278427124,
-0.04416409879922867,
0.022404594346880913,
0.015582069754600525,
-0.027294494211673737,
0.03686084970831871,
0.033588092774152756,
-0.06664350628852844,
0.0054770647548139095,
0.05508970096707344,
-0.027005638927221298,
0.03681925684213638,
0.024402093142271042,
0.013467504642903805,
0.03539659455418587,
0.021436316892504692,
-0.0494542270898819,
-0.02043124847114086,
-0.0842168778181076,
-0.04803815111517906,
-0.0305964145809412,
0.0018209107220172882,
0.04817672073841095
] |
ComCom/gpt2-large | [
"pytorch",
"gpt2",
"feature-extraction",
"transformers"
] | feature-extraction | {
"architectures": [
"GPT2Model"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 1 | null | ---
language:
- ur
license: apache-2.0
tags:
- automatic-speech-recognition
- mozilla-foundation/common_voice_7_0
- generated_from_trainer
- sv
- robust-speech-event
- model_for_talk
- hf-asr-leaderboard
datasets:
- mozilla-foundation/common_voice_7_0
model-index:
- name: ''
results:
- task:
name: Automatic Speech Recognition
type: automatic-speech-recognition
dataset:
name: Common Voice 8.0
type: mozilla-foundation/common_voice_8_0
args: ur
metrics:
- name: Test WER
type: wer
value: 67.48
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
#
This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the MOZILLA-FOUNDATION/COMMON_VOICE_7_0 - UR dataset.
It achieves the following results on the evaluation set:
- Loss: 1.5614
- Wer: 0.6765
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- training_steps: 1000
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 1.9115 | 20.83 | 500 | 1.5400 | 0.7280 |
| 0.1155 | 41.67 | 1000 | 1.5614 | 0.6765 |
### Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.1+cu102
- Datasets 1.17.1.dev0
- Tokenizers 0.11.0 | [
-0.037338096648454666,
0.0010556805646046996,
-0.02187073603272438,
0.03802357614040375,
0.042521882802248,
0.03228502348065376,
-0.019430913031101227,
-0.02506346069276333,
-0.023355958983302116,
0.06344588100910187,
0.039531249552965164,
-0.033794984221458435,
0.007391107268631458,
0.02137543074786663,
-0.03194668889045715,
-0.06428854912519455,
-0.03620198741555214,
0.00023155387316364795,
-0.044057540595531464,
-0.004744707606732845,
0.0022518399637192488,
0.021450871601700783,
-0.023276759311556816,
0.018493518233299255,
0.009007805958390236,
0.01683812029659748,
-0.016809292137622833,
0.015218280255794525,
-0.0009999790927395225,
-0.04847637191414833,
-0.011170685291290283,
-0.05320288613438606,
-0.0494595542550087,
-0.027753325179219246,
-0.0017670771339908242,
0.016482600942254066,
0.00022573444584850222,
0.02827678807079792,
0.03330422192811966,
0.03272969275712967,
-0.005089385434985161,
0.00714097497984767,
-0.009860380552709103,
-0.005686483811587095,
0.03727548569440842,
-0.008316055871546268,
-0.04616747051477432,
-0.03921552002429962,
0.03783439099788666,
-0.04162370041012764,
-0.04055112227797508,
-0.05042758211493492,
0.0022611485328525305,
0.017839426174759865,
-0.028800537809729576,
-0.026417946442961693,
-0.042264893651008606,
-0.017086992040276527,
0.07940860837697983,
-0.04749129340052605,
-0.02855503372848034,
0.017904598265886307,
-0.05654396489262581,
0.011777383275330067,
0.0235944502055645,
-0.05667824670672417,
0.01518353633582592,
-0.03795458748936653,
0.04048615321516991,
-0.02595401369035244,
0.05969523638486862,
-0.023295952007174492,
0.007110321428626776,
-0.09019491076469421,
0.0021344085689634085,
-0.0007090790895745158,
0.05071520805358887,
0.06784723699092865,
-0.037363871932029724,
0.06234561651945114,
0.0246733371168375,
0.021033233031630516,
0.03626052662730217,
-0.016558054834604263,
0.036946672946214676,
0.044565167278051376,
-0.03869396448135376,
0.037147555500268936,
0.0181830283254385,
0.01396726444363594,
-0.013055930845439434,
-0.0425540916621685,
-0.02034018561244011,
-0.059466924518346786,
-0.012906134128570557,
0.04711955040693283,
0.03966514393687248,
-0.025747837498784065,
0.023859117180109024,
0.023287635296583176,
0.02028244361281395,
0.02017698995769024,
-0.03108869306743145,
0.07730189710855484,
-0.03718964755535126,
-0.012302502058446407,
-0.009789042174816132,
-0.013270266354084015,
-0.026463372632861137,
0.011728479526937008,
0.029639095067977905,
-0.04083636403083801,
-0.03767777234315872,
0.030221588909626007,
0.007767262868583202,
-0.01625051721930504,
0.05870061367750168,
-0.03535404056310654,
-0.03725873678922653,
-0.04422619193792343,
0.03738276660442352,
0.02509874850511551,
0.015483053401112556,
0.01090717501938343,
-0.05031612515449524,
0.025853300467133522,
-0.030871208757162094,
-0.042867518961429596,
0.023205459117889404,
0.005639711394906044,
0.005848709959536791,
0.048782482743263245,
0.02220076322555542,
-0.06555406004190445,
-0.0164682324975729,
0.007677145767956972,
-0.043376728892326355,
0.0032894399482756853,
-0.00046420094440691173,
0.08739719539880753,
-0.05015593394637108,
-0.08381476998329163,
0.006891406606882811,
0.015349704772233963,
-0.017154047265648842,
0.03291723132133484,
0.029089508578181267,
0.0023892971221357584,
-0.03436421975493431,
0.001694108941592276,
0.035551682114601135,
-0.06881320476531982,
-0.01121203787624836,
0.07407436519861221,
-0.0291750505566597,
0.047814104706048965,
-0.028782520443201065,
-0.022441072389483452,
0.00995851494371891,
-0.02238418348133564,
0.003633297048509121,
0.03891244903206825,
-0.006347327027469873,
-0.024370549246668816,
-0.02716645784676075,
-0.04287412017583847,
-0.00997607409954071,
0.07080870121717453,
-0.0024422018323093653,
-0.01497418712824583,
-0.03701859712600708,
0.0335494801402092,
0.05480869859457016,
0.029647454619407654,
-0.04887189343571663,
0.04220355674624443,
0.06504860520362854,
0.04244321957230568,
-0.0366501584649086,
0.05873971804976463,
0.02579301968216896,
-0.015893161296844482,
-0.0429752878844738,
0.02355232834815979,
0.012313064187765121,
-0.05523461475968361,
-0.005259313154965639,
0.05400712788105011,
0.017028655856847763,
-0.04601938650012016,
-0.0424482487142086,
0.06452669948339462,
-0.013892651535570621,
-0.024160310626029968,
0.0057339477352797985,
-0.010660817846655846,
-0.02933928184211254,
0.031615715473890305,
-0.028625834733247757,
0.0005842430982738733,
-0.02455311082303524,
-0.048280052840709686,
0.0027204174548387527,
0.011829176917672157,
0.018207518383860588,
0.06378179788589478,
-0.015247184783220291,
0.08042162656784058,
-0.03626157343387604,
0.012808631174266338,
-0.03493377938866615,
-0.05231975391507149,
-0.032661497592926025,
0.06835898011922836,
0.033326856791973114,
0.07661645859479904,
-0.01117736380547285,
-0.05556589737534523,
0.03926347568631172,
0.08569461107254028,
0.06583011150360107,
0.008122208528220654,
-0.02860911190509796,
-0.02355058304965496,
0.042953651398420334,
0.05085435509681702,
-0.07109149545431137,
-0.031376712024211884,
0.0054048881866037846,
0.04163980111479759,
-0.014013126492500305,
0.00809761043637991,
-0.021554725244641304,
0.03428555279970169,
-0.05798982456326485,
-0.07079515606164932,
0.06379543989896774,
0.012206098064780235,
-0.004336315672844648,
0.03383471444249153,
-0.017138933762907982,
-0.005891241133213043,
0.02672637812793255,
0.006805621553212404,
-0.001272964058443904,
-0.028911644592881203,
0.01425610389560461,
0.016781305894255638,
0.041078656911849976,
-0.0751728042960167,
0.041231948882341385,
-0.028458552435040474,
-0.0017993517685681581,
0.03089883364737034,
-0.033544283360242844,
0.04646903648972511,
0.046459559351205826,
0.01777435652911663,
-0.026493702083826065,
0.02048034779727459,
0.02089928276836872,
0.050482891499996185,
0.026610679924488068,
0.01756436936557293,
0.0690879374742508,
0.04071210324764252,
0.047155216336250305,
0.07033101469278336,
0.050658825784921646,
0.008561651222407818,
0.014819919131696224,
0.06669335067272186,
0.006380877457559109,
-0.02753465622663498,
0.07004474848508835,
-0.046467334032058716,
0.022738447412848473,
-0.03581042215228081,
-0.001746829249896109,
-0.015557333827018738,
-0.00803509820252657,
0.027447756379842758,
-0.0023572007194161415,
-0.0060720983892679214,
-0.012897524982690811,
-0.04155104234814644,
-0.02863285504281521,
0.04894966632127762,
-0.020162949338555336,
-0.015112531371414661,
-0.011014129966497421,
-0.010885889641940594,
-0.0018449299968779087,
-0.08579134941101074,
-0.02637452818453312,
0.0026205764152109623,
-0.04133133962750435,
0.007074369583278894,
-0.0663294792175293,
-0.01890754885971546,
-0.06434568762779236,
-0.005542968399822712,
0.04269474744796753,
0.0057410188019275665,
0.014932467602193356,
-0.03562859445810318,
0.003742384724318981,
-0.05526263266801834,
-0.040572602301836014,
-0.06409039348363876,
-0.034825243055820465,
-0.02435455657541752,
-0.059112753719091415,
0.0268257949501276,
0.035210903733968735,
0.04971560090780258,
0.00332829961553216,
-0.004323157947510481,
-0.015378286130726337,
-0.024226445704698563,
0.046437278389930725,
0.04884720593690872,
-0.03459320589900017,
-0.05924677476286888,
0.01166751142591238,
-0.026527127251029015,
0.010630517266690731,
-0.013975724577903748,
-0.03147498518228531,
0.07413255423307419,
0.04676331207156181,
0.02744123712182045,
0.027811657637357712,
-0.03219572827219963,
-0.04408244416117668,
-0.05282837897539139,
-0.028075845912098885,
-0.03309532627463341,
-0.012812786735594273,
-0.04015138000249863,
-0.038630738854408264,
-0.013396245427429676,
-0.011475077830255032,
0.014897539280354977,
-0.015531274490058422,
-0.017133796587586403,
0.04208841919898987,
0.026378832757472992,
0.012712633237242699,
0.019337521865963936,
-0.02210156060755253,
-0.04736466333270073,
0.08024974167346954,
0.02417706698179245,
-0.0027060541324317455,
-0.07016247510910034,
-0.02054150030016899,
0.008113536052405834,
0.03205501288175583,
-0.007163753267377615,
-0.006832442246377468,
0.08292528986930847,
0.0036350234877318144,
-0.015721866860985756,
0.01812780648469925,
-0.035266898572444916,
-0.028258856385946274,
-0.028418907895684242,
-0.017984190955758095,
0.004039410501718521,
-0.060491789132356644,
0.006174302194267511,
0.0003941303875762969,
0.04740709066390991,
-0.06580039113759995,
-0.03835374116897583,
-0.027498941868543625,
0.0386020801961422,
0.051134079694747925,
-0.008157201111316681,
-0.03898145630955696,
-0.0050627668388187885,
-0.055409613996744156,
-0.0254336167126894,
0.02645023912191391,
0.025579849258065224,
0.023124143481254578,
0.05008598044514656,
0.013549004681408405,
-0.019846521317958832,
0.04780130460858345,
0.03767406567931175,
0.06442204862833023,
0.025220166891813278,
-0.05275573953986168,
0.016458915546536446,
-0.031137945130467415,
0.025654414668679237,
-0.008960571140050888,
-0.004921826533973217,
-0.038479097187519073,
-0.09905124455690384,
-0.02406877838075161,
0.012865995988249779,
0.0007921766373328865,
-0.014841817319393158,
0.04069921374320984,
-0.004741438664495945,
-0.011747227050364017,
0.004929039161652327,
0.028428800404071808,
0.033742811530828476,
-0.04980167746543884,
0.034569479525089264,
-0.014896532520651817,
0.03364240750670433,
-0.06767215579748154,
0.017008880153298378,
-0.015945281833410263,
-0.028805114328861237,
0.023023180663585663,
0.07564813643693924,
0.010803064331412315,
0.04446101933717728,
0.0822434276342392,
0.025836344808340073,
-0.04246760532259941,
0.03169161081314087,
0.06279081106185913,
-0.03580525144934654,
-0.04766186699271202,
0.013386760838329792,
-0.0203485656529665,
-0.042366355657577515,
-0.021762773394584656,
-0.030537661164999008,
0.04683595150709152,
0.04195458069443703,
-0.018082378432154655,
-0.0031181741505861282,
0.029787039384245872,
-0.01614205911755562,
-0.005631510633975267,
-0.05324815958738327,
-0.03155369684100151,
0.008851863443851471,
-0.03878234699368477,
0.037760019302368164,
0.02394365705549717,
0.008032145909965038,
0.04781198501586914,
0.02541985549032688,
-0.0471758134663105,
-0.03117065317928791,
0.032119594514369965,
0.0215167049318552,
-0.039003368467092514,
-0.054278045892715454,
-0.009575839154422283,
0.06292000412940979,
0.02786979079246521,
-0.014629811979830265,
-0.07367487996816635,
-0.022263724356889725,
0.06172550842165947,
-0.048969656229019165,
0.04373468458652496,
-0.020987646654248238,
0.03602263703942299,
0.052778176963329315,
-0.004554969258606434,
0.04514927417039871,
-0.028740325942635536,
0.02229408361017704,
0.015623984858393669,
0.01419871486723423,
-0.01364827062934637,
-0.022223180159926414,
-0.05638961121439934,
0.007888645865023136,
0.0412355475127697,
0.023095039650797844,
0.05520932748913765,
-0.024880873039364815,
-0.030400821939110756,
0.00306908180937171,
0.030747340992093086,
-0.02878943271934986,
0.012966400943696499,
0.016498547047376633,
0.035852186381816864,
-0.029437830671668053,
-0.010562058538198471,
-0.014151979237794876,
0.0066635822877287865,
0.017140517011284828,
-0.0013098899507895112,
-0.044450581073760986,
-0.024374809116125107,
0.03410764038562775,
-0.000959597819019109,
-0.031605180352926254,
-0.08273936808109283,
0.03983763977885246,
-0.0131610706448555,
-0.0007238863036036491,
0.027175260707736015,
0.02137160860002041,
0.03392089530825615,
0.048026107251644135,
0.023097122088074684,
0.0054796114563941956,
-0.027713965624570847,
0.029267463833093643,
-0.040561337023973465,
-0.03703910857439041,
-0.0037380021531134844,
-0.020769823342561722,
-0.013318004086613655,
-0.02446446754038334,
-0.04680006206035614,
-0.04077357426285744,
-0.003950112499296665,
0.0463419072329998,
-0.023345887660980225,
-0.007963297888636589,
-0.012915472500026226,
0.04105762392282486,
-0.043296825140714645,
-0.03401836380362511,
-0.031244905665516853,
-0.0375593826174736,
-0.05192659795284271,
-0.052889470010995865,
0.042084917426109314,
-0.009387088008224964,
0.0269140787422657,
0.037128597497940063,
0.02669031172990799,
0.032639000564813614,
-0.0007038612384349108,
-0.007477414328604937,
0.01631883904337883,
-0.010350405238568783,
-0.05043916776776314,
-0.03052651137113571,
0.03517540171742439,
0.015046881511807442,
0.05630650371313095,
-0.022961977869272232,
0.02456112764775753,
0.02298889309167862,
-0.03695259615778923,
-0.020941101014614105,
0.022034013643860817,
0.020197177305817604,
-0.059382759034633636,
-0.03771340847015381,
-0.007325672544538975,
-0.04990041255950928,
0.016756286844611168,
-0.03568572551012039,
0.004923168569803238,
0.01301009301096201,
0.016336502507328987,
0.04167551174759865,
-0.011442530900239944,
-0.016809165477752686,
0.0325634591281414,
-0.02335897833108902,
0.015782495960593224,
-0.04407836124300957,
0.07149317860603333,
-0.027200985699892044,
0.009393096901476383,
-0.0031782276928424835,
0.013293277472257614,
-0.05623278766870499,
0.031237002462148666,
-0.017819352447986603,
-0.010852271690964699,
0.0046999892219901085,
0.030042139813303947,
-0.019123967736959457,
0.010487636551260948,
-0.026843346655368805,
0.019062664359807968,
-0.05052212253212929,
0.07585738599300385,
-0.021280081942677498,
0.0019601446110755205,
-0.015133439563214779,
0.009267175570130348,
-0.027433719485998154,
0.00985676608979702,
-0.01050399150699377,
-0.0329727865755558,
0.02994825318455696,
0.06860335916280746,
0.03936850652098656,
0.03500600531697273,
-0.03772750124335289,
-0.01564508117735386,
0.010623405687510967,
-0.031817253679037094,
-0.006270428188145161,
0.01870821602642536,
0.03530128672719002,
0.014866437762975693,
0.0568283349275589,
0.02992776408791542,
-0.06780194491147995,
-0.07645085453987122,
0.03631911799311638,
-0.007737015839666128,
0.004249872174113989,
0.020952194929122925,
0.015344060026109219,
0.03439923748373985,
0.05461180955171585,
-0.017996104434132576,
-0.008177489042282104,
-0.03485078737139702,
-0.034009795635938644,
0.030845526605844498,
-0.009820959530770779,
0.009640604257583618,
0.014664770103991032,
-0.03710092976689339,
-0.03292430564761162,
0.04630747437477112,
0.01651703752577305,
0.02757549099624157,
-0.03381219506263733,
-0.04598246514797211,
0.004601197317242622,
-0.024284670129418373,
-0.04802052304148674,
0.020643290132284164,
0.0017074572388082743,
-0.01558601763099432,
0.07117408514022827,
-0.00624654209241271,
0.00436394801363349,
0.0545230507850647,
0.03305390477180481,
-0.025219174101948738,
0.06681940704584122,
-0.006842611823230982,
-0.006145587656646967,
0.05242042988538742,
-0.07361701875925064,
-0.021096376702189445,
-0.02997688017785549,
0.07739293575286865,
-0.06975248456001282,
0.03255171328783035,
0.05360458046197891,
0.0009114908752962947,
0.03576863929629326,
-0.03787205368280411,
-0.0493791438639164,
0.023752765730023384,
-0.03736552223563194,
0.09894677251577377,
0.018267139792442322,
-0.04412190243601799,
0.04400525242090225,
0.024305328726768494,
-0.07954058796167374,
0.03233036398887634,
0.03937423601746559,
0.02737526036798954,
0.025483066216111183,
0.04787902161478996,
-0.05318373441696167,
0.015138608403503895,
-0.04472549632191658,
0.03636140376329422,
-0.05191871151328087,
-0.007448284421116114,
0.025254858657717705,
-0.0334995873272419,
-0.019758084788918495,
0.02299831435084343,
-0.02530079521238804,
-0.0323353037238121,
0.0421379916369915,
-0.046916086226701736,
-0.026728995144367218,
0.0034076878800988197,
0.022390348836779594,
-0.050568342208862305,
0.008460077457129955,
-0.03555992245674133,
0.0026617811527103186,
0.028237031772732735,
0.012790010310709476,
-0.012685616500675678,
-0.00935742724686861,
0.021391471847891808,
-0.05342049524188042,
-0.039823513478040695,
0.04343276470899582,
-0.004128827713429928,
-0.030950099229812622,
0.04112138971686363,
0.010128641501069069,
-0.0026644649915397167,
0.035603463649749756,
0.004732813686132431,
0.01111617311835289,
-0.04885895177721977,
-0.028951220214366913,
0.008833554573357105,
0.002925192005932331,
0.012647866271436214,
0.012392647564411163,
0.044623810797929764,
0.04608076810836792,
0.0048598418943583965,
0.004177826922386885,
-0.03593667596578598,
-0.028524309396743774,
0.038391780108213425,
-0.03873996064066887,
0.017567705363035202,
-0.000588915019761771,
-0.047590192407369614,
-0.053056102246046066,
-0.013355941511690617,
-0.01728067360818386,
0.019304221495985985,
-0.058381881564855576,
-0.0049014342948794365,
0.02954600192606449,
-0.0227202158421278,
-0.051672060042619705,
-0.08027718216180801,
-0.04181233048439026,
-0.041808903217315674,
0.0345483124256134,
0.027697589248418808,
-0.03678301349282265,
0.011847492307424545,
-0.05105740204453468,
-0.05091719329357147,
0.020890897139906883,
0.008062734268605709,
-0.02835724502801895,
0.03793732821941376,
0.03145833685994148,
-0.06854169815778732,
0.009667116217315197,
0.0587773360311985,
-0.02503855526447296,
0.03591994568705559,
0.023206107318401337,
0.012243558652698994,
0.03261546045541763,
0.02393011748790741,
-0.04996580630540848,
-0.02322419174015522,
-0.08480970561504364,
-0.05043919011950493,
-0.02669871784746647,
-0.002986763371154666,
0.048231057822704315
] |
ComCom/gpt2-medium | [
"pytorch",
"gpt2",
"feature-extraction",
"transformers"
] | feature-extraction | {
"architectures": [
"GPT2Model"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | Language Detection Model for Nepali, English, Hindi and Spanish
Model fine tuned on xlm-roberta-large | [
-0.029547521844506264,
0.0009524369961582124,
0.014476758427917957,
0.024826033040881157,
0.047606632113456726,
0.03818194940686226,
-0.004962224513292313,
-0.015187003649771214,
-0.010743439197540283,
0.05415702983736992,
0.015295816585421562,
-0.059926800429821014,
0.019779682159423828,
0.044363997876644135,
-0.027881555259227753,
0.0035218168050050735,
-0.0325438566505909,
-0.029101144522428513,
-0.07275363802909851,
-0.023873399943113327,
0.008619273081421852,
-0.006194155663251877,
-0.01341099850833416,
0.035983189940452576,
0.0067182620987296104,
0.03853927552700043,
-0.0002520209818612784,
0.042910728603601456,
0.04578058794140816,
-0.039253104478120804,
-0.007755839265882969,
-0.03270683065056801,
-0.006732435896992683,
-0.03944119065999985,
-0.03424739092588425,
0.0023040438536554575,
0.023391740396618843,
-0.01459803618490696,
0.03391467034816742,
0.04392814263701439,
-0.02878466062247753,
0.029022661969065666,
-0.004482539836317301,
-0.05669475719332695,
0.03428623080253601,
-0.0031017158180475235,
-0.04786305874586105,
-0.04873398318886757,
0.005882012192159891,
-0.027859650552272797,
-0.029838277027010918,
-0.06827407330274582,
-0.02264719270169735,
0.030917903408408165,
0.00004337150676292367,
-0.018960708752274513,
-0.040333040058612823,
0.01620117388665676,
0.06923403590917587,
-0.05451470986008644,
-0.04041051119565964,
-0.00048628609511069953,
-0.08273719251155853,
-0.003710358403623104,
0.0524752177298069,
-0.05309759080410004,
0.02104155346751213,
-0.03502108156681061,
0.041963279247283936,
-0.004377689678221941,
0.06508920341730118,
-0.0368528738617897,
0.010942636989057064,
-0.07902362942695618,
-0.04181183502078056,
-0.02277883142232895,
0.04968065023422241,
0.03806586563587189,
-0.0554187148809433,
0.0334269180893898,
0.032534994184970856,
0.0038246240001171827,
0.0005459746462292969,
-0.02786053717136383,
0.0016965412069112062,
0.04129454120993614,
-0.04127251356840134,
-0.005298450589179993,
0.022099990397691727,
0.03054533340036869,
-0.03872168809175491,
-0.041378580033779144,
0.008215498179197311,
-0.007949591614305973,
0.0023654652759432793,
0.05490405485033989,
0.055627886205911636,
-0.03564625605940819,
0.055046845227479935,
0.03548654168844223,
0.018262526020407677,
0.04496919363737106,
-0.042639173567295074,
0.04406532645225525,
-0.006798050832003355,
0.011756868101656437,
-0.01673276349902153,
-0.04811429604887962,
-0.030727798119187355,
0.02645808458328247,
0.02748815342783928,
-0.05594756081700325,
-0.042129117995500565,
0.06487689167261124,
-0.005646552424877882,
-0.042741719633340836,
0.053428445011377335,
-0.0362200066447258,
-0.060747772455215454,
-0.0657644271850586,
0.05186983570456505,
0.014972150325775146,
0.01477641798555851,
-0.0048982021398842335,
-0.07945208251476288,
0.01754007488489151,
-0.05475102737545967,
-0.045413706451654434,
-0.012515611946582794,
0.010052427649497986,
-0.03352098912000656,
0.0052973018027842045,
0.03146992623806,
-0.08211870491504669,
-0.006701028440147638,
0.022075634449720383,
-0.034029994159936905,
0.032940495759248734,
0.011688175611197948,
0.08033725619316101,
-0.023740330711007118,
-0.05654124543070793,
0.00721309008076787,
0.007594467140734196,
-0.0025075043085962534,
0.015293707139790058,
0.013819950632750988,
-0.049910955131053925,
-0.020365554839372635,
-0.02929309569299221,
0.03984697535634041,
-0.0793210044503212,
0.009097425267100334,
0.06049010530114174,
-0.011247891001403332,
0.01952606812119484,
-0.024000024423003197,
-0.0005444228299893439,
0.011026998050510883,
-0.004735481459647417,
-0.044046059250831604,
0.04007735103368759,
0.0074285841546952724,
-0.02147780917584896,
-0.07247836887836456,
-0.04331737011671066,
0.03489052131772041,
0.0743519514799118,
0.005374634638428688,
-0.02027791552245617,
-0.005603920202702284,
0.039185501635074615,
0.03047533892095089,
0.01871427707374096,
-0.036703646183013916,
0.024167325347661972,
0.051077231764793396,
0.010388513095676899,
-0.016500240191817284,
0.05549412965774536,
0.010056869126856327,
-0.03659787029027939,
-0.023008188232779503,
0.030939999967813492,
0.03372049704194069,
-0.038433875888586044,
-0.01436150074005127,
0.060038745403289795,
-0.005244102329015732,
-0.03918256238102913,
0.0014675866113975644,
0.05585630238056183,
-0.025510527193546295,
-0.02133510448038578,
0.01612914353609085,
-0.021736958995461464,
-0.014103991910815239,
0.04622726887464523,
-0.022809948772192,
0.014406999573111534,
-0.028620539233088493,
-0.009230210445821285,
-0.003016028320416808,
0.06283599138259888,
0.02588130719959736,
0.033289458602666855,
-0.021220510825514793,
0.07385068386793137,
-0.05097998306155205,
0.009169098921120167,
-0.06366086006164551,
-0.058727849274873734,
-0.01915426179766655,
0.036462895572185516,
0.021511700004339218,
0.04221219941973686,
-0.0215286947786808,
-0.08180185407400131,
0.03429559990763664,
0.07462380826473236,
0.05775823816657066,
0.03261323273181915,
-0.017066137865185738,
-0.004854344297200441,
0.029932277277112007,
0.025615153834223747,
-0.06115533411502838,
-0.06359896063804626,
0.025516901165246964,
0.06765253096818924,
-0.020956046879291534,
0.008267597295343876,
-0.01115394663065672,
0.03977011889219284,
-0.06768268346786499,
-0.07309462130069733,
0.032744113355875015,
0.012586653232574463,
0.016908548772335052,
0.03404543921351433,
-0.01986321061849594,
-0.000020053201296832412,
0.02606997825205326,
0.0060004983097314835,
0.008437803015112877,
-0.056770455092191696,
-0.02461617812514305,
-0.014061473309993744,
0.04834696277976036,
-0.04830877482891083,
0.02193569205701351,
0.022433672100305557,
0.024777619168162346,
0.04526035115122795,
-0.019249413162469864,
0.03951461613178253,
0.05087345093488693,
-0.0015710765728726983,
-0.042698390781879425,
0.0031356660183519125,
0.017312444746494293,
0.03526310622692108,
0.07712222635746002,
0.0006767252925783396,
0.039559733122587204,
0.002582323970273137,
0.06321410089731216,
0.07748313248157501,
0.009486825205385685,
0.0011806251714006066,
0.06663687527179718,
0.05782535672187805,
0.00024200128973461688,
-0.004426814150065184,
0.05946619063615799,
-0.03193643316626549,
0.019060911610722542,
-0.02739059552550316,
0.0138857988640666,
0.005283087491989136,
-0.008111643604934216,
0.059096574783325195,
0.015697235241532326,
-0.03384936600923538,
0.011568622663617134,
-0.01809842139482498,
0.005011285189539194,
0.042451366782188416,
-0.010816257447004318,
-0.018654948100447655,
-0.019279731437563896,
-0.030346427112817764,
0.0341014601290226,
-0.05041574686765671,
-0.046498022973537445,
0.010458405129611492,
-0.03542577475309372,
-0.008634903468191624,
-0.05266639217734337,
-0.03961288928985596,
-0.033686473965644836,
-0.00848943367600441,
0.03470426797866821,
0.012979233637452126,
0.024477561935782433,
-0.009373393841087818,
0.028849953785538673,
-0.038799185305833817,
-0.02401464805006981,
-0.02522898092865944,
-0.04899469017982483,
-0.0018391454359516501,
-0.056233812123537064,
0.05017529055476189,
0.03708258643746376,
0.05547125265002251,
0.011619022116065025,
0.005136192310601473,
0.006519618909806013,
-0.05743774026632309,
0.04076003283262253,
0.06066441908478737,
-0.00041068988502956927,
-0.05189929157495499,
0.0013028576504439116,
0.016906308010220528,
0.006554186809808016,
-0.016704842448234558,
-0.05004727095365524,
0.07040932774543762,
0.06509275734424591,
0.04275590553879738,
-0.01021977886557579,
0.013954098336398602,
-0.048228878527879715,
-0.03666384518146515,
-0.06689578294754028,
-0.049897558987140656,
-0.015161475166678429,
-0.012356780469417572,
-0.03420411795377731,
0.0009606918902136385,
-0.03003072366118431,
-0.012873887084424496,
-0.015293917618691921,
-0.014765987172722816,
0.03408970311284065,
0.050848621875047684,
0.052793826907873154,
0.018838340416550636,
-0.03536848723888397,
-0.017531925812363625,
0.064730703830719,
0.029769431799650192,
-0.021766742691397667,
-0.05611651390790939,
-0.05567002296447754,
0.042975641787052155,
0.04428773373365402,
-0.02632690966129303,
-0.021305475383996964,
0.054589953273534775,
0.01701158657670021,
0.006196073722094297,
0.010968301445245743,
-0.04680544137954712,
-0.031425002962350845,
0.01739603839814663,
-0.008943242020905018,
-0.01690608449280262,
-0.06804762780666351,
-0.0020506782457232475,
0.01304420456290245,
0.07493983209133148,
-0.03969619795680046,
-0.046056777238845825,
-0.008213006891310215,
0.024435384199023247,
0.02335921674966812,
-0.01755695603787899,
-0.04474000260233879,
0.017641883343458176,
-0.03714587911963463,
-0.0271055456250906,
0.017530925571918488,
-0.020946983247995377,
0.03901463374495506,
0.07788390666246414,
0.02194175496697426,
-0.023303603753447533,
0.02460254170000553,
0.0114450016990304,
0.052910204976797104,
0.036893829703330994,
-0.03587149828672409,
0.030431821942329407,
-0.034481581300497055,
0.003018144052475691,
-0.005659648682922125,
-0.017976094037294388,
-0.04896726831793785,
-0.07631352543830872,
0.020127683877944946,
0.027090955525636673,
-0.02674943208694458,
-0.03141150623559952,
0.04019587114453316,
-0.00488744443282485,
-0.013302619569003582,
0.014980602078139782,
0.006542083341628313,
0.02252809703350067,
-0.06984225660562515,
0.08903466165065765,
0.01331210508942604,
0.018297402188181877,
-0.03818394988775253,
-0.0015158843016251922,
-0.04413731396198273,
-0.024516599252820015,
-0.00009195895836455747,
0.047221384942531586,
0.008699694648385048,
0.03364017978310585,
0.06298492848873138,
0.013094771653413773,
-0.0416218526661396,
0.06499462574720383,
0.02527443692088127,
-0.02475552447140217,
-0.05246454477310181,
-0.006654061377048492,
-0.027548011392354965,
-0.042859334498643875,
-0.02720743976533413,
-0.054263968020677567,
0.04083165526390076,
0.04371267929673195,
0.013027748093008995,
-0.007873978465795517,
0.011466337367892265,
-0.014117274433374405,
-0.018173813819885254,
-0.041992831975221634,
-0.013953999616205692,
0.01403601374477148,
-0.028674522414803505,
0.03899009898304939,
0.04414442926645279,
0.0028840377926826477,
0.04713428020477295,
0.0751226618885994,
-0.022196611389517784,
-0.05939468368887901,
0.03549028933048248,
-0.018289394676685333,
-0.04609406366944313,
-0.030658559873700142,
-0.03798198699951172,
0.03639862313866615,
0.03974762186408043,
0.022146617993712425,
-0.0774618461728096,
0.012607838027179241,
0.048045456409454346,
-0.030832260847091675,
0.025638537481427193,
-0.01995842717587948,
0.044041287153959274,
0.04492541775107384,
-0.030346447601914406,
0.003434219630435109,
0.01548552606254816,
0.001015065936371684,
-0.024578023701906204,
0.015263077802956104,
0.002042963169515133,
-0.03142805024981499,
-0.05588775873184204,
0.01600995846092701,
0.038272883743047714,
0.04317925497889519,
0.05535776913166046,
-0.03750182315707207,
-0.06048852950334549,
-0.019780315458774567,
0.050424087792634964,
-0.049248404800891876,
0.013844219036400318,
0.05664152279496193,
0.019015798345208168,
-0.019523994997143745,
-0.02373853512108326,
0.0233444944024086,
0.007652126718312502,
0.007268527522683144,
-0.016567707061767578,
-0.03926054760813713,
-0.04395570605993271,
0.004361354745924473,
-0.02011648193001747,
-0.02318565919995308,
-0.08152017742395401,
0.010074968449771404,
-0.013157910667359829,
-0.018058044835925102,
0.05973590165376663,
0.042977504432201385,
0.04082163795828819,
0.030007999390363693,
0.01109942514449358,
0.03240921348333359,
-0.026315726339817047,
0.062004562467336655,
-0.006537103094160557,
-0.016344843432307243,
-0.021884959191083908,
-0.050787054002285004,
-0.05132739990949631,
-0.04958963021636009,
-0.03329668194055557,
-0.03506069257855415,
0.04492908716201782,
0.03844481334090233,
-0.007395782973617315,
0.00496632419526577,
-0.010773587971925735,
0.027153050526976585,
-0.0029540385585278273,
-0.019930699840188026,
-0.01735123060643673,
-0.013955547474324703,
-0.0562228225171566,
-0.024640420451760292,
0.04260266572237015,
-0.0009026714251376688,
0.011255048215389252,
-0.0193887148052454,
0.0022959571797400713,
0.020937306806445122,
-0.01172036025673151,
-0.028767207637429237,
0.027484510093927383,
0.006740347947925329,
-0.016428299248218536,
-0.027683323249220848,
-0.021286141127347946,
0.037475261837244034,
0.05189507454633713,
-0.0513482503592968,
0.047607045620679855,
0.019253209233283997,
-0.010642608627676964,
0.007563157472759485,
0.01673855446279049,
0.03530067950487137,
-0.0753939226269722,
-0.07110356539487839,
-0.007387388963252306,
-0.04563531652092934,
0.023187166079878807,
-0.03454522788524628,
-0.027520516887307167,
0.03869860991835594,
0.007860120385885239,
0.023961788043379784,
0.009317555464804173,
-0.019526809453964233,
0.03447740897536278,
-0.026366321370005608,
-0.005024842917919159,
-0.04832030460238457,
0.03880082443356514,
-0.023394012823700905,
0.02484486810863018,
-0.020401183515787125,
-0.0005250343820080161,
-0.057993534952402115,
0.013098846189677715,
-0.016586458310484886,
-0.0213633943349123,
-0.015984823927283287,
0.03354416787624359,
-0.0184235330671072,
0.017083654180169106,
-0.0357973575592041,
0.007370139937847853,
-0.04433728754520416,
0.07065951079130173,
-0.0367884561419487,
0.03547190874814987,
-0.017638370394706726,
0.01427317876368761,
-0.018375543877482414,
-0.026750614866614342,
-0.005181328393518925,
-0.05738716199994087,
0.03635113313794136,
0.04414050281047821,
0.037219706922769547,
0.036863286048173904,
-0.02236223965883255,
-0.008121696300804615,
0.000953165756072849,
-0.05308407172560692,
-0.00546142878010869,
-0.022763004526495934,
0.032372619956731796,
0.018924783915281296,
0.02430185303092003,
0.028236020356416702,
-0.05211455374956131,
-0.05209825560450554,
0.059736497700214386,
0.0246563870459795,
-0.0003993856953456998,
-0.015464626252651215,
0.01675783284008503,
0.018464146181941032,
0.046128593385219574,
-0.009439903311431408,
-0.010384958237409592,
-0.025776557624340057,
-0.023112254217267036,
0.025246212258934975,
0.007044891361147165,
0.0028485767543315887,
0.023486725986003876,
-0.03651567921042442,
-0.022486815229058266,
0.07537651062011719,
0.018160246312618256,
-0.005346781108528376,
-0.02815990336239338,
-0.03794967383146286,
0.03123549185693264,
0.005456757266074419,
-0.047252580523490906,
0.01758168265223503,
0.007531947921961546,
-0.01685134321451187,
0.046765245497226715,
-0.003591050859540701,
0.01737223193049431,
0.0418451763689518,
0.015999704599380493,
-0.013562879525125027,
0.016208376735448837,
-0.03262895718216896,
0.006725098006427288,
0.017594030126929283,
-0.07254099100828171,
0.0024406041484326124,
-0.03581755980849266,
0.06333919614553452,
-0.05586639791727066,
0.04544925317168236,
0.052159324288368225,
0.03503970429301262,
0.02664715237915516,
-0.025584343820810318,
-0.01687895506620407,
-0.01676323264837265,
-0.007446976378560066,
0.03246678039431572,
0.018659304827451706,
-0.060858603566884995,
0.07873739302158356,
0.021270429715514183,
-0.0737801045179367,
0.039006397128105164,
0.024164604023098946,
0.0005135889514349401,
0.03828493133187294,
0.03603263944387436,
-0.0503818541765213,
0.04020111262798309,
-0.054444581270217896,
0.02619187720119953,
-0.060314904898405075,
-0.02096150815486908,
0.025630194693803787,
-0.03412073478102684,
-0.016024623066186905,
0.04707406461238861,
-0.03045470640063286,
0.016728874295949936,
0.024106517434120178,
-0.03157804533839226,
-0.08139409124851227,
-0.005683904979377985,
0.023917967453598976,
-0.020659102126955986,
-0.03833121433854103,
-0.04572080820798874,
0.01213648822158575,
0.028040124103426933,
0.003754222299903631,
-0.03331668674945831,
-0.010593623854219913,
0.05757230520248413,
-0.06201101467013359,
-0.030366960912942886,
0.026329444721341133,
0.03780645132064819,
-0.022103246301412582,
0.027204588055610657,
-0.02707754075527191,
-0.001109963865019381,
0.013913223519921303,
-0.010000674985349178,
0.04029674082994461,
-0.0745539590716362,
0.001967217307537794,
0.011064434424042702,
0.004889980889856815,
0.00885312631726265,
-0.022973500192165375,
0.025314129889011383,
0.06398643553256989,
0.03828716278076172,
0.02276422083377838,
-0.06339399516582489,
-0.025525856763124466,
0.033441852778196335,
-0.031106607988476753,
0.021158630028367043,
-0.002913733245804906,
-0.024285979568958282,
-0.030764633789658546,
-0.02830553613603115,
0.019339783117175102,
0.045983679592609406,
-0.03397836163640022,
0.013112245127558708,
0.014447109773755074,
-0.00573459779843688,
-0.022561313584446907,
-0.06234515830874443,
-0.05250958725810051,
-0.005519177298992872,
0.018101956695318222,
0.00818987563252449,
-0.041890084743499756,
0.017858095467090607,
-0.037329643964767456,
-0.052012849599123,
0.01998029090464115,
0.022479459643363953,
-0.030804932117462158,
0.07437009364366531,
0.056243896484375,
-0.0441962406039238,
0.0017691587563604116,
0.059365663677453995,
-0.04559001699090004,
0.06629214435815811,
-0.02482537552714348,
0.007625846657902002,
0.014257239177823067,
0.019753390923142433,
-0.00578681705519557,
-0.003790827002376318,
-0.04888947680592537,
-0.04387102276086807,
-0.04873223602771759,
-0.032952968031167984,
0.06947002559900284
] |
cometrain/neurotitle-rugpt3-small | [
"pytorch",
"gpt2",
"text-generation",
"ru",
"en",
"dataset:All-NeurIPS-Papers-Scraper",
"transformers",
"Cometrain AutoCode",
"Cometrain AlphaML",
"license:mit"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 20 | null | ---
tags:
- conversational
---
# Harry Potter DialoGPT Model | [
-0.02932431548833847,
0.006045040208846331,
0.013366667553782463,
0.03441561385989189,
0.0064101917669177055,
0.018416399136185646,
0.002754985122010112,
0.015343287959694862,
-0.01933678798377514,
0.016798319295048714,
0.028363337740302086,
-0.033530596643686295,
0.010642281733453274,
0.03561849147081375,
-0.02664577029645443,
-0.022012796252965927,
-0.037437088787555695,
-0.007161308079957962,
-0.011235308833420277,
-0.024762293323874474,
0.01878330297768116,
0.019173910841345787,
-0.023326188325881958,
0.04056160897016525,
-0.00013033542199991643,
0.016043055802583694,
-0.01777682825922966,
0.007180105894804001,
0.028259241953492165,
-0.05232449620962143,
0.005476192571222782,
-0.04873957112431526,
-0.04309379681944847,
-0.02253296971321106,
-0.031229134649038315,
-0.033671531826257706,
0.011572744697332382,
-0.003823560429736972,
-0.0015630420530214906,
0.03557809069752693,
-0.023000067099928856,
0.006916817743331194,
0.0018112059915438294,
-0.05664018914103508,
0.07643011212348938,
-0.002158769639208913,
-0.04019197076559067,
-0.013396977446973324,
0.019284872338175774,
-0.03964889422059059,
-0.029739823192358017,
-0.06467560678720474,
-0.05737132951617241,
-0.022146938368678093,
0.021305570378899574,
-0.04749271273612976,
-0.07273900508880615,
-0.009300284087657928,
0.09301821887493134,
-0.008789987303316593,
-0.003479603910818696,
-0.0015972900437191129,
-0.06657751649618149,
0.0034637993667274714,
0.02268090285360813,
-0.080781951546669,
0.0216639656573534,
-0.03377952799201012,
0.006651107221841812,
-0.039504121989011765,
0.058796271681785583,
-0.05059138312935829,
0.014896583743393421,
-0.08635081350803375,
-0.006956582888960838,
0.006866906303912401,
0.06209663674235344,
0.056914135813713074,
-0.051178887486457825,
0.046314261853694916,
0.03922424465417862,
0.019338995218276978,
0.03817553445696831,
-0.020331518724560738,
-0.036047033965587616,
0.04485023766756058,
-0.049899451434612274,
-0.01521366648375988,
0.002321384847164154,
0.04160359129309654,
-0.028948621824383736,
-0.04592859745025635,
-0.034508343786001205,
-0.01122399140149355,
-0.006015984807163477,
0.06087744981050491,
0.0272220391780138,
-0.03689863532781601,
0.009819750674068928,
0.05178666114807129,
0.022423747926950455,
0.050775911659002304,
-0.02648092433810234,
0.027647675946354866,
-0.015271655283868313,
0.02762942761182785,
0.025957562029361725,
-0.02142678201198578,
-0.02838285267353058,
0.025983067229390144,
0.009729883633553982,
-0.037678491324186325,
-0.03283712640404701,
0.04257404804229736,
0.018710674718022346,
0.014837650582194328,
0.03926533833146095,
-0.038093145936727524,
-0.03472324088215828,
-0.06044481322169304,
0.04765630140900612,
-0.008917445316910744,
0.0072274901904165745,
-0.0038273565005511045,
-0.0535883791744709,
-0.0030753088649362326,
-0.04485759511590004,
-0.02825883775949478,
-0.01606181263923645,
0.003183025401085615,
0.025335213169455528,
0.038052789866924286,
-0.028510073199868202,
-0.06570557504892349,
0.015092648565769196,
0.04771396890282631,
-0.062487222254276276,
0.0037312221247702837,
0.046378299593925476,
0.10275784134864807,
-0.07461052387952805,
-0.022824179381132126,
0.016644414514303207,
0.01629125326871872,
-0.026663625612854958,
0.000055219486966961995,
-0.008702303282916546,
-0.017780466005206108,
-0.056897200644016266,
-0.016817457973957062,
0.00672937510535121,
-0.058070309460163116,
-0.007673978805541992,
0.04841874539852142,
-0.014388076029717922,
0.009547029621899128,
-0.03169184923171997,
0.006040649954229593,
-0.020283609628677368,
-0.033573370426893234,
-0.048146918416023254,
0.030687816441059113,
-0.01935543306171894,
-0.021936727687716484,
-0.05094263330101967,
-0.03968611732125282,
0.012327298521995544,
0.07059033960103989,
0.021678999066352844,
-0.014923515729606152,
-0.027380216866731644,
0.046073634177446365,
0.0663459524512291,
0.039896950125694275,
-0.025043874979019165,
0.01471012458205223,
0.03708641231060028,
0.014699644409120083,
-0.028026504442095757,
0.06597109138965607,
0.007464522961527109,
-0.034463342279195786,
-0.04504704475402832,
-0.026221618056297302,
0.023382166400551796,
-0.01668214425444603,
0.014659436419606209,
0.040892548859119415,
-0.03768176957964897,
-0.04327145963907242,
0.025090543553233147,
0.05521122366189957,
-0.024548674002289772,
0.0002223008923465386,
-0.015020889230072498,
-0.017583878710865974,
-0.03008204512298107,
0.03579287230968475,
-0.04497387632727623,
0.0007514077005907893,
-0.024583065882325172,
-0.004709277302026749,
0.027974504977464676,
-0.0040795463137328625,
-0.009944272227585316,
0.035158995538949966,
0.000747585785575211,
0.07896335422992706,
-0.029629359021782875,
0.02389870584011078,
-0.029729483649134636,
-0.003824845654889941,
-0.027765916660428047,
0.024949586018919945,
0.02031429298222065,
0.04876299574971199,
-0.04660055786371231,
-0.06021996587514877,
0.03221183270215988,
0.06487573683261871,
0.027613643556833267,
0.03106584958732128,
-0.02008022367954254,
-0.01628435216844082,
0.03031298890709877,
0.03971755504608154,
-0.0383053682744503,
0.001475825090892613,
0.000916345277801156,
0.028793688863515854,
-0.007704433053731918,
-0.029279274865984917,
-0.038149476051330566,
0.003091623308137059,
-0.03434261307120323,
-0.07473301142454147,
0.04762869328260422,
0.031131522729992867,
-0.008920547552406788,
0.02309340052306652,
-0.01314726285636425,
0.013761176727712154,
0.03681660443544388,
0.01221337728202343,
0.0028349985368549824,
-0.07353321462869644,
-0.0017687834333628416,
0.011865591630339622,
0.08528614789247513,
-0.050786443054676056,
0.00987545121461153,
0.014509601518511772,
0.02833171933889389,
0.03657152131199837,
-0.011829396709799767,
0.03377189859747887,
0.058784060180187225,
0.043790265917778015,
-0.028992297127842903,
0.04658545181155205,
-0.0021621130872517824,
0.0480341874063015,
0.05527380108833313,
0.003149161348119378,
0.053119536489248276,
-0.00646889116615057,
0.02760019712150097,
0.03963284566998482,
0.014382698573172092,
-0.03203306347131729,
0.034157607704401016,
0.07532196491956711,
0.0007230173796415329,
0.03211534395813942,
0.03940447047352791,
-0.0006387889734469354,
0.0007480280473828316,
-0.03934841230511665,
-0.008443034254014492,
0.0105669554322958,
-0.011486761271953583,
0.059707365930080414,
0.00782193336635828,
-0.01563885435461998,
-0.010194331407546997,
-0.014454839751124382,
-0.01364302821457386,
0.044004958122968674,
-0.01752600632607937,
-0.01587030105292797,
-0.014409162104129791,
0.0002826621348503977,
0.011324439197778702,
-0.05840839073061943,
-0.07261454313993454,
-0.008921388536691666,
-0.045026928186416626,
0.001525159110315144,
-0.10529201477766037,
-0.033938802778720856,
-0.051022887229919434,
-0.016480958089232445,
0.04051170498132706,
0.015967529267072678,
0.02945655584335327,
-0.004817069508135319,
0.006404386833310127,
-0.02895386517047882,
-0.055273812264204025,
-0.05277849733829498,
-0.013484327122569084,
-0.011922609061002731,
-0.059867121279239655,
0.036396224051713943,
0.03594468533992767,
0.0596364289522171,
0.004005648195743561,
-0.031525734812021255,
-0.04907754063606262,
-0.011161084286868572,
0.049111440777778625,
0.029080171138048172,
-0.04609940946102142,
-0.026032714173197746,
0.0021918609272688627,
0.01638808287680149,
0.005718542262911797,
-0.03371669724583626,
-0.05463573709130287,
0.07348424941301346,
0.03730073198676109,
0.018640469759702682,
0.006455766037106514,
-0.003478009020909667,
-0.03578050807118416,
-0.02142167277634144,
-0.0400761142373085,
-0.04631585627794266,
-0.0063089411705732346,
-0.036762382835149765,
-0.059553902596235275,
-0.030016852542757988,
-0.06066194176673889,
0.004153145942837,
-0.006494714412838221,
0.0026194679085165262,
0.014377329498529434,
0.01764609105885029,
0.030950475484132767,
0.01628408208489418,
-0.02065788395702839,
-0.016491496935486794,
0.028876960277557373,
-0.005001797340810299,
-0.019184362143278122,
-0.07858138531446457,
-0.04967968910932541,
0.010130621492862701,
0.01830553449690342,
-0.011504312045872211,
-0.002546533942222595,
0.030479058623313904,
0.02701401524245739,
-0.003619228024035692,
0.027359548956155777,
-0.060156263411045074,
0.0094451317563653,
-0.04443350061774254,
-0.044254034757614136,
-0.025507846847176552,
-0.0241300780326128,
-0.025223392993211746,
-0.009120024740695953,
0.04303348436951637,
-0.08471988886594772,
-0.027839573100209236,
-0.009472785517573357,
0.010087331756949425,
0.027230041101574898,
0.005365155171602964,
-0.06074146181344986,
-0.002574486890807748,
-0.03820034861564636,
-0.024975327774882317,
-0.014738118276000023,
-0.018760638311505318,
0.003309394931420684,
0.027584493160247803,
0.035696450620889664,
-0.04446110874414444,
0.055457744747400284,
0.01201973669230938,
0.054593343287706375,
0.06237439811229706,
-0.02545017935335636,
0.028678754344582558,
-0.042907822877168655,
0.04237385466694832,
0.004029444418847561,
-0.038302578032016754,
-0.05407293885946274,
-0.09945599734783173,
-0.049738626927137375,
0.027501428499817848,
-0.007318173069506884,
0.013769119046628475,
0.03807791694998741,
-0.04459625855088234,
-0.03981299325823784,
0.014652399346232414,
0.03556933254003525,
0.04650745540857315,
-0.030582726001739502,
0.048671115189790726,
0.014076363295316696,
0.006929358001798391,
-0.05133192986249924,
0.004024311900138855,
-0.05675031617283821,
-0.028189711272716522,
-0.008334136568009853,
0.04396549612283707,
0.014822578057646751,
0.07016357034444809,
0.07078735530376434,
0.04600750654935837,
-0.0550091415643692,
0.0633951798081398,
0.08126983046531677,
-0.007854865863919258,
-0.0370037816464901,
-0.00683246273547411,
-0.008461668156087399,
0.00026697415160015225,
-0.0014921256806701422,
-0.015141045674681664,
0.026136629283428192,
0.04228907823562622,
0.002971832873299718,
0.000511575082782656,
0.02910141460597515,
-0.015128291212022305,
-0.012436047196388245,
-0.0765959769487381,
0.003240141086280346,
-0.025109948590397835,
-0.032988596707582474,
0.053563691675662994,
0.03872525319457054,
0.005621431395411491,
0.055665239691734314,
0.02230147086083889,
-0.010847399942576885,
-0.04954245686531067,
0.03685743734240532,
0.020767895504832268,
-0.054092735052108765,
-0.04795261099934578,
-0.060947734862565994,
0.036577943712472916,
0.056090518832206726,
-0.011115544475615025,
-0.08585789054632187,
0.020114554092288017,
0.0463884212076664,
-0.055187664926052094,
0.043727390468120575,
0.005179120227694511,
0.0625462457537651,
0.01610247604548931,
0.009406483732163906,
0.03418578580021858,
-0.06436669081449509,
0.015213251113891602,
-0.01087357010692358,
0.04413330927491188,
-0.051138151437044144,
-0.05107389762997627,
-0.06846769154071808,
0.04051796346902847,
0.02092997170984745,
0.026323698461055756,
0.010263866744935513,
-0.05436020717024803,
-0.03328753262758255,
-0.009042704477906227,
0.01446519698947668,
-0.007088584825396538,
0.022031156346201897,
0.018190816044807434,
0.053670696914196014,
-0.07021442800760269,
0.002518772380426526,
0.019050152972340584,
0.02234090305864811,
0.01503245159983635,
-0.02031748741865158,
-0.04864870011806488,
-0.00906241312623024,
0.02697126939892769,
-0.03206959739327431,
0.006005094386637211,
-0.09589268267154694,
0.014080222696065903,
-0.024870790541172028,
-0.024516692385077477,
0.06358795613050461,
0.05623810365796089,
0.05504674091935158,
0.07299677282571793,
-0.007165117189288139,
0.044777099043130875,
-0.018237048760056496,
0.04584973677992821,
-0.039181288331747055,
-0.021183466538786888,
-0.00047419400652870536,
-0.09294061362743378,
-0.02492321841418743,
-0.021984674036502838,
-0.030108176171779633,
-0.04360306262969971,
0.018514156341552734,
-0.004303584340959787,
-0.024323880672454834,
0.0059276605024933815,
0.0015321230748668313,
0.027096256613731384,
-0.026092402637004852,
-0.041854098439216614,
-0.007742679677903652,
-0.011413154192268848,
-0.09150898456573486,
-0.05173996463418007,
0.03062118962407112,
-0.03692939504981041,
0.01228784117847681,
-0.006103224586695433,
0.006334525998681784,
0.0614515095949173,
0.006252205930650234,
-0.013939210213720798,
0.00593399815261364,
0.04069836437702179,
-0.042205825448036194,
-0.013071143999695778,
0.008154459297657013,
0.0029791633132845163,
0.004696348682045937,
-0.03983975201845169,
0.03853620961308479,
0.008949575945734978,
-0.056262169033288956,
-0.032879456877708435,
0.03806540369987488,
0.006613243371248245,
-0.07458451390266418,
-0.005305642727762461,
-0.02504461444914341,
-0.04123532027006149,
0.005882964935153723,
-0.04165685549378395,
-0.02282615937292576,
-0.008985788561403751,
0.029600810259580612,
0.022460684180259705,
-0.0075898985378444195,
-0.021002894267439842,
0.0005975815001875162,
-0.023328198119997978,
0.03661677613854408,
-0.059721387922763824,
0.019072197377681732,
-0.02186872623860836,
0.029988033697009087,
-0.031072435900568962,
0.011503487825393677,
-0.03803470730781555,
0.04737085476517677,
-0.033153094351291656,
-0.008493169210851192,
-0.005506552755832672,
-0.012693780474364758,
0.002941891085356474,
0.03680838644504547,
0.009493740275502205,
0.00685264403000474,
-0.03660181537270546,
0.07498747110366821,
-0.06040522828698158,
0.025039685890078545,
-0.018646037206053734,
-0.02587556466460228,
-0.022121505811810493,
0.010518575087189674,
-0.0024367752484977245,
-0.048959337174892426,
0.025258028879761696,
0.026589440181851387,
0.011251771822571754,
0.05625193938612938,
0.004884401336312294,
0.002131039509549737,
0.042909037321805954,
-0.04708048701286316,
-0.04695259779691696,
0.013714577071368694,
-0.0036854620557278395,
0.010200507007539272,
0.06730146706104279,
0.019656861200928688,
-0.0512692965567112,
-0.03298187255859375,
0.036224614828825,
0.03920777142047882,
0.015473512001335621,
0.01399226300418377,
0.03868846222758293,
0.05340224504470825,
0.06545703858137131,
-0.014284901320934296,
-0.008399683982133865,
0.026320595294237137,
-0.01538968924432993,
-0.010931354016065598,
-0.0011463399277999997,
0.007501415908336639,
0.02187660150229931,
-0.02314271591603756,
-0.017980454489588737,
0.07055879384279251,
-0.0025045862421393394,
0.003662115428596735,
-0.0030914656817913055,
-0.033761415630578995,
0.060096681118011475,
0.009287015534937382,
-0.051856186240911484,
-0.00651794346049428,
0.03370355814695358,
-0.03184325620532036,
0.029390262439846992,
-0.02171219140291214,
0.008781231939792633,
0.04088205844163895,
0.018404239788651466,
0.017135346308350563,
0.022892192006111145,
-0.0216139554977417,
-0.0020908168517053127,
0.02090456709265709,
-0.042144887149333954,
-0.029485339298844337,
-0.04201829805970192,
0.04218033328652382,
-0.052373360842466354,
0.05242588371038437,
0.019476352259516716,
0.03962622955441475,
0.002042831154540181,
-0.04078805446624756,
-0.024650806561112404,
-0.02275155484676361,
-0.04707847908139229,
0.06416257470846176,
-0.02225913107395172,
-0.04111771285533905,
0.07285141944885254,
0.03280995041131973,
-0.07665784657001495,
0.03320397064089775,
0.029545655474066734,
0.04169197008013725,
0.01691337116062641,
0.06123943254351616,
-0.045424684882164,
0.012235899455845356,
-0.0315406396985054,
0.0014443113468587399,
-0.0321371853351593,
-0.029147345572710037,
-0.011141092516481876,
-0.03901994600892067,
0.008258866146206856,
0.03404037281870842,
-0.025944463908672333,
0.020991921424865723,
0.008665471337735653,
-0.03705630078911781,
-0.04209478572010994,
-0.010286758653819561,
0.02757439576089382,
-0.0018828862812370062,
-0.002804412040859461,
-0.0028746509924530983,
0.018827855587005615,
0.029967082664370537,
-0.02068255841732025,
-0.06116575747728348,
0.019078025594353676,
-0.017579685896635056,
-0.05476577207446098,
-0.06269073486328125,
0.054679181426763535,
0.024424757808446884,
-0.021622812375426292,
-0.008607631549239159,
0.03603750839829445,
0.013047623448073864,
0.03396211192011833,
-0.00953170657157898,
0.017315849661827087,
-0.08252567797899246,
0.0007511636940762401,
0.026040880009531975,
0.026170974597334862,
-0.01105874590575695,
-0.012689796276390553,
0.015810227021574974,
0.0690523311495781,
0.05578431859612465,
-0.00024370616301894188,
-0.045822955667972565,
-0.023622281849384308,
-0.0128404526039958,
-0.03822046145796776,
0.05083514750003815,
0.01602904126048088,
-0.0611816868185997,
-0.03173581883311272,
-0.009317194111645222,
0.002656480995938182,
0.02277398854494095,
-0.04440457746386528,
0.02351226657629013,
0.01078673917800188,
-0.0051744780503213406,
-0.03844498097896576,
-0.09174039214849472,
-0.033512674272060394,
-0.019307170063257217,
0.028759799897670746,
0.03961570933461189,
-0.07238276302814484,
0.01423786859959364,
-0.027363315224647522,
-0.022072039544582367,
0.04990082606673241,
0.004135670606046915,
-0.014953582547605038,
0.07735265791416168,
0.04406218230724335,
-0.04539019241929054,
0.05342625826597214,
0.02086866833269596,
-0.053215187042951584,
0.05210849270224571,
0.009516371414065361,
0.0336012989282608,
0.0004953506286256015,
0.014341048896312714,
-0.011908214539289474,
0.006626341957598925,
-0.022978181019425392,
-0.04506203532218933,
-0.0010064436355605721,
0.0033091024961322546,
0.03568395972251892
] |
Connor-tech/bert_cn_finetuning | [
"pytorch",
"jax",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 27 | null | return im
def main():
st.title("Lowlight Enhancement")
st.write("This is a simple lowlight enhancement app with great performance and does not require paired images to train.")
st.write("The model runs at 1000/11 FPS on single GPU/CPU on images with a size of 1200*900*3")
uploaded_file = st.file_uploader("Lowlight Image")
if uploaded_file:
data_lowlight = Image.open(uploaded_file)
col1, col2 = st.columns(2)
col1.write("Original (Lowlight)")
col1.image(data_lowlight, caption="Lowlight Image", use_column_width=True)
| [
-0.015384669415652752,
-0.03089660406112671,
-0.013597656972706318,
0.017069024965167046,
0.06353847682476044,
0.006033323705196381,
-0.0040749441832304,
-0.021103212609887123,
-0.03815986588597298,
0.05174947902560234,
0.0477224700152874,
0.009034127928316593,
0.02344735525548458,
0.05532923713326454,
-0.038909345865249634,
-0.04108535870909691,
-0.025634044781327248,
0.005040703807026148,
-0.025303402915596962,
0.0024087601341307163,
0.04260686784982681,
0.007343269418925047,
-0.005213835742324591,
0.017357362434267998,
0.011869626119732857,
0.015409080311655998,
0.008183678612112999,
0.021650442853569984,
0.06763119995594025,
-0.05775699019432068,
0.018712297081947327,
-0.03436391428112984,
-0.040382735431194305,
-0.034923311322927475,
-0.015596436336636543,
0.0017184956232085824,
-0.004697626922279596,
0.028668545186519623,
-0.01705537736415863,
0.020855175331234932,
-0.0023753156419843435,
0.013711326755583286,
-0.0061984583735466,
-0.021792836487293243,
0.010096865706145763,
0.004511029459536076,
-0.030604247003793716,
-0.003330994863063097,
0.029025202617049217,
-0.009462572634220123,
-0.08351074904203415,
-0.09569566696882248,
-0.0012443327577784657,
0.01987759955227375,
-0.009853020310401917,
-0.011546667665243149,
-0.049014266580343246,
0.0036716635804623365,
0.07253134995698929,
-0.04844164848327637,
-0.06786025315523148,
0.006396520882844925,
-0.07362557202577591,
0.011060156859457493,
0.02011074312031269,
0.002040283288806677,
0.01498329732567072,
-0.045013051480054855,
0.03220291808247566,
-0.010706457309424877,
0.058571457862854004,
-0.03337940573692322,
0.008513320237398148,
-0.08100573718547821,
-0.03456008434295654,
-0.03840083256363869,
0.040359754115343094,
0.03007136844098568,
-0.07292068004608154,
0.07720164209604263,
0.008605385199189186,
-0.00786647666245699,
0.0240042582154274,
-0.053671155124902725,
-0.016633424907922745,
0.004976398311555386,
-0.010285894386470318,
0.022381842136383057,
0.01906968653202057,
0.047222379595041275,
-0.06178426370024681,
-0.04279987886548042,
0.0039258175529539585,
-0.038845110684633255,
-0.0010787909850478172,
0.023335814476013184,
0.04610366001725197,
-0.0054276627488434315,
0.019854914397001266,
0.017643900588154793,
0.052576519548892975,
0.020993713289499283,
-0.0022941792849451303,
0.04233251512050629,
0.009803393855690956,
-0.01386958733201027,
-0.041075173765420914,
-0.043117474764585495,
-0.04262077063322067,
0.002540925517678261,
0.06850617378950119,
-0.0316750667989254,
-0.0038084860425442457,
0.06531768292188644,
-0.010016746819019318,
-0.0004779545415658504,
0.04559075087308884,
-0.048795878887176514,
-0.03459586203098297,
-0.0534578375518322,
0.035585034638643265,
0.0027188132517039776,
0.01625336892902851,
0.005077764391899109,
-0.04249780252575874,
0.008595229126513004,
-0.030412351712584496,
-0.02451755851507187,
-0.008277219720184803,
0.048611756414175034,
0.033010657876729965,
0.02857254631817341,
0.028679965063929558,
-0.05694310739636421,
0.016239091753959656,
0.028135867789387703,
-0.035270851105451584,
0.05468524247407913,
-0.011958864517509937,
0.08500321209430695,
-0.04612476006150246,
-0.04950382560491562,
-0.00016969542775768787,
0.0031514314468950033,
-0.05070556327700615,
0.019293135032057762,
0.011983060277998447,
-0.0526169016957283,
-0.04164842143654823,
-0.013936207629740238,
0.03856388106942177,
-0.041287198662757874,
-0.05679105594754219,
0.03966457024216652,
0.018740270286798477,
0.03800629824399948,
-0.02112187072634697,
-0.00575293879956007,
-0.009696632623672485,
0.0019104580860584974,
0.011705107055604458,
0.05689915642142296,
-0.030050450935959816,
0.018155083060264587,
-0.03242337703704834,
-0.04377773776650429,
-0.004647988360375166,
0.0911017581820488,
-0.01725761406123638,
0.0034367432817816734,
-0.005192935466766357,
0.032545220106840134,
0.03585508465766907,
0.03493371233344078,
-0.02007376030087471,
0.04377315193414688,
0.06808596104383469,
0.022875530645251274,
-0.032327353954315186,
0.055684711784124374,
0.04912473261356354,
-0.0443723201751709,
-0.010045664384961128,
0.013940420001745224,
0.00735709723085165,
-0.02958284504711628,
0.017793215811252594,
0.03387008607387543,
-0.0062395064160227776,
-0.008404242806136608,
-0.016842836514115334,
0.07115539908409119,
-0.008111587725579739,
-0.015229005366563797,
0.018449053168296814,
-0.0017048395238816738,
-0.03619343042373657,
0.02843441255390644,
-0.011885209009051323,
-0.02325432561337948,
-0.03165078163146973,
-0.05264659225940704,
0.002343512140214443,
-0.01758960261940956,
0.01811259798705578,
0.04634212702512741,
-0.025710735470056534,
0.08688269555568695,
-0.02660386823117733,
0.010179844684898853,
-0.06462223082780838,
-0.06133141368627548,
0.03571019321680069,
0.06628172099590302,
0.050582487136125565,
0.03828313574194908,
0.003109242767095566,
-0.06929121911525726,
0.01768675073981285,
0.05499057099223137,
0.049160368740558624,
0.020545538514852524,
-0.04222732409834862,
-0.012755968607962132,
0.02760944701731205,
0.03182245418429375,
-0.04414669796824455,
-0.06043103337287903,
0.04339770972728729,
0.012909550219774246,
0.0055818404071033,
0.006814631633460522,
-0.015186743810772896,
0.001250280998647213,
-0.03083004243671894,
-0.05622844770550728,
0.021249065175652504,
0.009475958533585072,
-0.0015483371680602431,
0.0351293683052063,
0.017069855704903603,
0.01898346096277237,
0.05387521907687187,
0.006054623983800411,
0.03493760898709297,
-0.026566751301288605,
0.015804292634129524,
0.0161399208009243,
0.047954387962818146,
-0.03407686948776245,
0.06673989444971085,
-0.015337291173636913,
-0.002921655075624585,
0.03479589521884918,
0.0024634075816720724,
0.028023775666952133,
0.05446102097630501,
0.024309609085321426,
-0.02107972837984562,
0.0239041019231081,
0.025856850668787956,
0.04028864577412605,
0.042035117745399475,
-0.005045153200626373,
0.07709792256355286,
-0.00694955512881279,
0.052784718573093414,
0.07208816707134247,
-0.008754836395382881,
0.0498834028840065,
0.042853452265262604,
0.08884908258914948,
-0.024083498865365982,
-0.016690446063876152,
0.03718392550945282,
-0.06150945648550987,
0.009209278970956802,
-0.0005166794289834797,
-0.01266725268214941,
-0.015654245391488075,
0.00008206439088098705,
0.06366170942783356,
0.0008405974949710071,
-0.018088212236762047,
-0.0028323864098638296,
0.022506143897771835,
0.00465738121420145,
0.0011567875044420362,
-0.004854923114180565,
-0.004757054150104523,
-0.008676860481500626,
-0.03587929159402847,
0.028718482702970505,
-0.04672684893012047,
-0.03594169393181801,
-0.02641778253018856,
-0.03368496522307396,
-0.02451850101351738,
-0.08438381552696228,
-0.001255942159332335,
-0.0647004023194313,
-0.015654828399419785,
0.0489710234105587,
0.015440813265740871,
0.0005025198333896697,
-0.052067648619413376,
0.04187091812491417,
-0.050564974546432495,
-0.032112982124090195,
-0.06911169737577438,
-0.05693623796105385,
-0.027318354696035385,
-0.07223960757255554,
0.030846931040287018,
0.015675440430641174,
0.038570940494537354,
0.024287719279527664,
0.021184535697102547,
-0.035677384585142136,
-0.024446919560432434,
0.052827294915914536,
0.0369606651365757,
-0.02181059680879116,
-0.0341506190598011,
0.0037991751451045275,
-0.013367963954806328,
0.034491248428821564,
-0.007080604322254658,
-0.02592107281088829,
0.07967057824134827,
0.057413581758737564,
0.02105548046529293,
0.009016712196171284,
0.0005688983364962041,
-0.019134312868118286,
-0.04944906011223793,
-0.014658636413514614,
-0.03485335782170296,
-0.022288884967565536,
-0.001970990328118205,
-0.016169806942343712,
-0.05158400163054466,
-0.04779557138681412,
-0.00548858055844903,
-0.002490599872544408,
0.009853329509496689,
0.038774143904447556,
0.057880282402038574,
0.02483607642352581,
0.019130650907754898,
-0.0612824484705925,
-0.03855979070067406,
0.05697197839617729,
0.01694948971271515,
0.006706600077450275,
-0.04028883948922157,
0.0018007566686719656,
0.008396783843636513,
0.0220929142087698,
-0.004883415997028351,
-0.03646233305335045,
0.07126078754663467,
0.0153156453743577,
-0.030215220525860786,
-0.017444457858800888,
-0.030105508863925934,
-0.006406086962670088,
0.015154642052948475,
-0.024010421708226204,
-0.012604682706296444,
-0.03909766301512718,
-0.01443854533135891,
0.005761186126619577,
0.04622489586472511,
-0.0686376765370369,
-0.05541621521115303,
0.008652351796627045,
0.01660669595003128,
0.031455326825380325,
0.017379844561219215,
-0.04427769407629967,
-0.006389481946825981,
-0.05682537332177162,
-0.01846519112586975,
0.05241812765598297,
0.012321087531745434,
-0.0008986602188088,
0.06969909369945526,
0.03334897756576538,
-0.03654664009809494,
0.01220773346722126,
0.03478269651532173,
0.026350703090429306,
-0.008941538631916046,
-0.040644366294145584,
0.038667790591716766,
-0.016813620924949646,
0.01186367403715849,
0.01890464313328266,
0.005715187173336744,
-0.020961716771125793,
-0.07106219977140427,
-0.03261001035571098,
-0.02768423780798912,
-0.0023151857312768698,
-0.018265655264258385,
0.04995802417397499,
0.0037506751250475645,
-0.04892536997795105,
0.0006921872263774276,
-0.0020496456418186426,
0.030209198594093323,
-0.07056455314159393,
0.06263752281665802,
-0.037673428654670715,
0.027160784229636192,
-0.009750735014677048,
0.02679535374045372,
-0.02579721435904503,
-0.02970327064394951,
-0.01340331882238388,
0.06502874195575714,
0.03899217024445534,
0.05863145366311073,
0.07390497624874115,
0.004126936197280884,
-0.029513850808143616,
0.02872704155743122,
0.05762140080332756,
-0.04457226023077965,
-0.04745696485042572,
0.011476290412247181,
-0.0064192102290689945,
0.0020580755081027746,
-0.016384528949856758,
-0.020737897604703903,
0.03281378373503685,
0.04477134719491005,
-0.027383795008063316,
-0.034980058670043945,
0.010814054869115353,
0.012607023119926453,
-0.0227473434060812,
-0.054273221641778946,
0.02066635899245739,
-0.013301493600010872,
-0.013765756972134113,
0.008360933512449265,
0.047354839742183685,
0.027846762910485268,
0.03001532144844532,
0.06079859659075737,
-0.008662155829370022,
-0.034025970846414566,
0.015372492372989655,
0.029678788036108017,
-0.05559469759464264,
-0.0892442837357521,
-0.014021332375705242,
0.03703929856419563,
0.030692653730511665,
0.010016486048698425,
-0.096992626786232,
0.010997932404279709,
0.01987435854971409,
-0.06861744821071625,
0.0730862244963646,
0.026321522891521454,
0.011161565780639648,
0.030781883746385574,
0.02153298631310463,
0.029666874557733536,
-0.0009540339233353734,
0.012908953242003918,
0.01576954685151577,
0.06411848962306976,
-0.007104719989001751,
-0.03292467072606087,
-0.03887134790420532,
0.03042794018983841,
0.015617916360497475,
0.010590829886496067,
0.05487929284572601,
-0.028935246169567108,
-0.08799672871828079,
-0.0047553712502121925,
0.04660346731543541,
-0.05736098438501358,
0.034300629049539566,
0.020591331645846367,
0.026289889588952065,
-0.03240681439638138,
-0.014795701019465923,
-0.017623180523514748,
-0.005431286059319973,
0.02044997736811638,
-0.009480358101427555,
-0.03081238642334938,
-0.054848331958055496,
0.002963830716907978,
0.03679448738694191,
-0.04602298140525818,
-0.09069984406232834,
0.019363930448889732,
-0.002445691730827093,
-0.042118318378925323,
0.04403434321284294,
0.018089482560753822,
0.034904804080724716,
0.06184525415301323,
0.026685768738389015,
0.024248503148555756,
-0.03181769698858261,
0.03974202275276184,
-0.05904829129576683,
-0.006045258603990078,
0.002391900634393096,
-0.021568255499005318,
-0.038326818495988846,
-0.0006792236235924065,
-0.029874222353100777,
-0.039057571440935135,
-0.035114940255880356,
0.02449786476790905,
0.01691812463104725,
-0.038334112614393234,
-0.010581281036138535,
0.02948596514761448,
-0.01336043979972601,
-0.012201288715004921,
-0.051152199506759644,
-0.004127484280616045,
-0.067009337246418,
-0.030084285885095596,
0.02618497796356678,
0.023394372314214706,
0.011047267355024815,
-0.0040171509608626366,
0.035380732268095016,
0.026262447237968445,
0.02870272845029831,
-0.027212034910917282,
0.033438172191381454,
0.039432208985090256,
-0.020409075543284416,
-0.03363095968961716,
0.0023085237480700016,
0.01666778139770031,
0.019765939563512802,
-0.012735238298773766,
0.044773880392313004,
0.011201120913028717,
0.013044390827417374,
-0.0240038875490427,
0.04983360692858696,
0.021644005551934242,
-0.05486321449279785,
-0.019289040938019753,
-0.003783618099987507,
-0.0417771115899086,
0.056541409343481064,
-0.023341083899140358,
-0.034754861146211624,
-0.003288072068244219,
0.019706565886735916,
0.03997397422790527,
-0.014517025090754032,
-0.04098307713866234,
0.0032668348867446184,
-0.0443817675113678,
-0.0013269627233967185,
-0.03933039307594299,
0.03010985255241394,
-0.03320738673210144,
0.009716800414025784,
-0.015084492042660713,
0.00728017371147871,
-0.038378648459911346,
0.06900587677955627,
-0.023440351709723473,
-0.005528607871383429,
-0.038602884858846664,
0.038641173392534256,
-0.029674125835299492,
0.05005846917629242,
-0.006699707824736834,
-0.017605844885110855,
-0.05671592056751251,
0.04253282770514488,
-0.030077045783400536,
0.0038022208027541637,
-0.007162241730839014,
0.013008968904614449,
-0.05420864000916481,
-0.046650782227516174,
-0.030782172456383705,
-0.047636307775974274,
0.024070655927062035,
0.062718965113163,
0.049468815326690674,
0.006797836162149906,
-0.022867560386657715,
-0.0004029616538900882,
0.01410655863583088,
-0.04464230686426163,
-0.01737813837826252,
-0.004958960693329573,
-0.01651426963508129,
-0.017842145636677742,
0.04518796503543854,
0.03635857626795769,
-0.07991592586040497,
-0.048718083649873734,
0.06773016601800919,
0.0313485749065876,
-0.012036238797008991,
-0.008685680106282234,
0.0037213992327451706,
0.05568201094865799,
0.040232907980680466,
0.0009956437861546874,
0.002176586538553238,
-0.037474025040864944,
-0.023215802386403084,
0.022005273029208183,
0.02389359660446644,
0.03201228380203247,
0.008639280684292316,
-0.024293359369039536,
-0.008864304050803185,
0.08702494204044342,
0.05105159804224968,
0.0494203194975853,
0.011155815795063972,
-0.05319562554359436,
0.050724707543849945,
0.029946524649858475,
-0.048814475536346436,
0.025830205529928207,
0.027221646159887314,
-0.027026912197470665,
0.07445541024208069,
-0.007529307622462511,
-0.007339391857385635,
-0.005088749807327986,
0.0408063642680645,
-0.021771669387817383,
0.047590866684913635,
-0.02402232587337494,
0.03526117652654648,
0.04190514236688614,
-0.04677647724747658,
-0.031130267307162285,
-0.033760424703359604,
0.06467899680137634,
-0.05238094925880432,
0.045160192996263504,
0.04936537146568298,
-0.004700988996773958,
0.0002065418811980635,
-0.03816917538642883,
-0.058001160621643066,
0.01035651471465826,
-0.07182533293962479,
0.0540485680103302,
-0.025882450863718987,
-0.05166877061128616,
0.06534392386674881,
0.016204457730054855,
-0.05837057903409004,
0.03530098497867584,
0.042984262108802795,
0.018690142780542374,
0.013398988172411919,
0.04687381163239479,
-0.04808865860104561,
0.01855790801346302,
-0.02761303447186947,
0.05133086442947388,
-0.07588585466146469,
-0.022178372368216515,
0.028845535591244698,
-0.03188691660761833,
0.013089033775031567,
0.02672586590051651,
-0.009426460601389408,
0.003606259124353528,
0.0221851896494627,
-0.040769096463918686,
-0.030426839366555214,
-0.026739241555333138,
0.018172375857830048,
0.010295800864696503,
-0.010270277038216591,
-0.03934154286980629,
0.02831530198454857,
0.01981385610997677,
0.0042520444840192795,
-0.012133199721574783,
0.01774653233587742,
0.03073732927441597,
-0.06742111593484879,
-0.056808289140462875,
0.035245805978775024,
0.01194042433053255,
-0.029439711943268776,
0.03356488049030304,
-0.011109861545264721,
0.013772211037576199,
0.04030703753232956,
-0.012831790372729301,
0.020185135304927826,
-0.03733249381184578,
-0.02609105408191681,
0.012839102186262608,
0.015499204397201538,
0.012982148677110672,
-0.018589384853839874,
0.047347962856292725,
0.012602231465280056,
0.03182002156972885,
0.005256711971014738,
-0.0005510448245331645,
-0.012873382307589054,
0.044997647404670715,
-0.023309120908379555,
0.04422222822904587,
0.0016399117885157466,
-0.053406018763780594,
-0.05120459571480751,
-0.011158912442624569,
-0.016797693446278572,
0.026275912299752235,
-0.03558705374598503,
0.004389096517115831,
0.056073397397994995,
-0.010879553854465485,
-0.05681812763214111,
-0.09266102313995361,
-0.01467872690409422,
-0.030575741082429886,
0.04497490078210831,
0.02974451147019863,
-0.04082607477903366,
0.011747625656425953,
-0.025203973054885864,
-0.07578819245100021,
0.03501710295677185,
0.011069533415138721,
-0.01278779562562704,
0.06059848889708519,
0.0779811292886734,
-0.045060936361551285,
0.016549190506339073,
0.024294601753354073,
-0.06527379155158997,
0.024713506922125816,
0.03129364177584648,
0.025623789057135582,
-0.00490570068359375,
0.001950855366885662,
-0.010699243284761906,
-0.0006052230019122362,
-0.02809523604810238,
-0.01568729616701603,
-0.043126270174980164,
0.01684708520770073,
0.054860398173332214
] |
Connorvr/BrightBot-small | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
tags:
- generated_from_trainer
datasets:
- samsum
model-index:
- name: pegasus-samsum
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# pegasus-samsum
This model is a fine-tuned version of [google/pegasus-cnn_dailymail](https://huggingface.co/google/pegasus-cnn_dailymail) on the samsum dataset.
It achieves the following results on the evaluation set:
- Loss: 1.4844
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 1
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| 1.6936 | 0.54 | 500 | 1.4844 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu111
- Datasets 1.16.1
- Tokenizers 0.10.3
| [
-0.0356331467628479,
-0.010598639026284218,
-0.009165038354694843,
0.033068276941776276,
0.04751156270503998,
0.020298516377806664,
0.0010790397645905614,
-0.018807046115398407,
-0.04344974085688591,
0.06901536881923676,
0.0326642245054245,
-0.014422147534787655,
0.011549464426934719,
0.03524972125887871,
-0.017220990732312202,
-0.03900936245918274,
-0.024053622037172318,
0.013612394221127033,
-0.01692328415811062,
0.01189701072871685,
0.0006672419840469956,
-0.012379591353237629,
-0.018320465460419655,
0.01568767800927162,
-0.021823562681674957,
0.012456241063773632,
-0.025698818266391754,
0.01998039335012436,
0.013770212419331074,
-0.0808810293674469,
0.009230890311300755,
-0.045419637113809586,
-0.05485028401017189,
-0.020030241459608078,
0.00004765199628309347,
-0.004988870583474636,
0.0027287460397928953,
-0.002421440789476037,
0.0023219038266688585,
0.06360340863466263,
-0.019841225817799568,
-0.0026911417953670025,
0.0009774822974577546,
-0.03675395995378494,
0.044489335268735886,
0.006097643636167049,
-0.02890726923942566,
-0.017077365890145302,
0.02022029459476471,
-0.015603849664330482,
-0.08009438216686249,
-0.04989272356033325,
-0.004836462903767824,
0.03184102475643158,
-0.02968592382967472,
-0.02249883860349655,
-0.06201476603746414,
0.00040826111217029393,
0.05507411062717438,
-0.025565577670931816,
-0.020736495032906532,
0.024443436414003372,
-0.06985855102539062,
0.03915653005242348,
0.015910997986793518,
-0.026001261547207832,
0.010701698251068592,
-0.05827629193663597,
0.02279009111225605,
-0.01638937182724476,
0.06520561873912811,
-0.030302131548523903,
0.03005741350352764,
-0.08738449960947037,
-0.007558853831142187,
-0.004421369172632694,
0.02336091175675392,
0.03755127266049385,
-0.02705918624997139,
0.08505262434482574,
0.04952274635434151,
-0.004420739132910967,
0.03589160367846489,
-0.007800662890076637,
0.006294500082731247,
0.04580968618392944,
-0.050524499267339706,
-0.0010426436783745885,
0.017791427671909332,
0.039202701300382614,
-0.04214327037334442,
-0.051096655428409576,
-0.02177068591117859,
-0.015682537108659744,
-0.022091766819357872,
0.025494268164038658,
0.01566392183303833,
0.017306240275502205,
0.06642834842205048,
0.020934874191880226,
0.04017011821269989,
0.023397361859679222,
-0.006253174971789122,
0.0605706162750721,
-0.00024176182341761887,
-0.02364315278828144,
-0.030864376574754715,
-0.02650044485926628,
-0.03970690071582794,
0.040250927209854126,
0.0270221084356308,
-0.052381936460733414,
-0.03977031633257866,
0.003694613231346011,
0.003951559774577618,
-0.003564275335520506,
0.0752280130982399,
-0.030824337154626846,
-0.05678010731935501,
-0.016647620126605034,
0.052863460034132004,
0.01873420737683773,
0.008786395192146301,
-0.009257398545742035,
-0.04559259116649628,
-0.010719574056565762,
-0.022706488147377968,
-0.047501396387815475,
-0.004949919413775206,
0.010911094024777412,
-0.009717547334730625,
0.0386003814637661,
-0.0022424180060625076,
-0.04475649073719978,
-0.015387977473437786,
0.011701423674821854,
-0.0594293549656868,
0.04589651897549629,
0.022161459550261497,
0.09746545553207397,
-0.08147959411144257,
-0.06822230666875839,
0.021957578137516975,
-0.0010257019894197583,
-0.028755972161889076,
0.019292742013931274,
0.02088557556271553,
-0.04332200810313225,
0.00009062683238880709,
-0.020883707329630852,
0.040990181267261505,
-0.03497950732707977,
-0.022829722613096237,
0.05310319364070892,
0.02789517492055893,
0.013453268446028233,
-0.026422081515192986,
-0.01936950720846653,
0.016841299831867218,
-0.005895160138607025,
-0.006235286593437195,
0.05181008577346802,
-0.01960943453013897,
0.010524643585085869,
-0.04131191596388817,
-0.03172361105680466,
0.015799663960933685,
0.08855079859495163,
-0.014413486234843731,
-0.00788726657629013,
-0.014166011475026608,
0.038308415561914444,
0.04279892519116402,
0.032748058438301086,
-0.02150668017566204,
0.040988288819789886,
0.05447275936603546,
0.04506245627999306,
-0.039388515055179596,
0.02870546653866768,
0.004433705471456051,
-0.031418345868587494,
-0.009439244866371155,
0.008765624836087227,
0.0027214481960982084,
-0.03692159429192543,
0.03995330259203911,
0.03838672861456871,
0.018638156354427338,
-0.05659663304686546,
-0.04887853562831879,
0.06622420251369476,
0.013535944744944572,
0.014111966826021671,
-0.009233884513378143,
-0.009429815225303173,
-0.019089212641119957,
0.03457153961062431,
-0.034031812101602554,
-0.008040471002459526,
-0.015294871293008327,
-0.028120500966906548,
0.02002841606736183,
0.025551581755280495,
0.010127261281013489,
0.04223185032606125,
-0.027611711993813515,
0.09980116784572601,
-0.03794801980257034,
0.01590857096016407,
-0.029544563964009285,
-0.04792702943086624,
0.017685025930404663,
0.033778030425310135,
0.051614657044410706,
0.054356012493371964,
0.00356662948615849,
-0.04915846884250641,
0.04494840279221535,
0.04864745959639549,
0.013412893749773502,
-0.011630534194409847,
-0.03243742883205414,
-0.01453634537756443,
0.028286859393119812,
0.04866508021950722,
-0.05078933387994766,
-0.019425388425588608,
0.010939832776784897,
0.04915758594870567,
-0.012080325745046139,
0.035669974982738495,
-0.03276674449443817,
0.02641560509800911,
-0.012759636156260967,
-0.06610977649688721,
0.037160325795412064,
0.02703583799302578,
-0.01855037547647953,
0.025139227509498596,
0.0051847901195287704,
0.014858788810670376,
0.015615864656865597,
0.026525674387812614,
0.0013780549634248018,
-0.062205974012613297,
0.012187641113996506,
0.039571769535541534,
0.036661773920059204,
-0.04368892312049866,
0.028723739087581635,
-0.016444822773337364,
-0.016271080821752548,
0.04657036438584328,
-0.05916789919137955,
0.03220636025071144,
0.05396918207406998,
0.014612425118684769,
-0.029090464115142822,
0.023210467770695686,
0.02152935229241848,
0.024021122604608536,
0.03949705883860588,
0.0006523053743876517,
0.06668071448802948,
0.00008479683310724795,
0.061575211584568024,
0.0870467871427536,
0.016545969992876053,
0.016054054722189903,
0.01882464438676834,
0.09152399003505707,
0.022357167676091194,
-0.00472829956561327,
0.03486388921737671,
-0.04811058193445206,
0.02328369952738285,
-0.039558712393045425,
-0.022191641852259636,
-0.023977145552635193,
0.012639110907912254,
0.050679318606853485,
0.028163904324173927,
-0.01861833967268467,
-0.004618908278644085,
-0.015284774824976921,
-0.037073493003845215,
0.014370436780154705,
0.002861049957573414,
-0.012328716926276684,
-0.005269442684948444,
-0.017578816041350365,
0.005914188921451569,
-0.07385989278554916,
-0.0025535484310239553,
-0.017432816326618195,
-0.03130563721060753,
-0.01077982597053051,
-0.09282857924699783,
-0.004849721677601337,
-0.06590671092271805,
-0.022729044780135155,
0.03601975366473198,
-0.008426896296441555,
0.0017375076422467828,
-0.052113018929958344,
0.02266610972583294,
-0.04534173011779785,
-0.044984184205532074,
-0.03468111902475357,
-0.0435713455080986,
-0.02534572407603264,
-0.07522067427635193,
0.021441930904984474,
0.038184795528650284,
-0.0020984469447284937,
-0.005646266974508762,
0.004172186832875013,
-0.011615486815571785,
0.004857699386775494,
0.030551990494132042,
0.037022627890110016,
-0.019647682085633278,
-0.044719330966472626,
0.049525655806064606,
-0.03683822974562645,
0.0030080669093877077,
-0.0018948304932564497,
-0.007791636511683464,
0.08706210553646088,
0.05606938153505325,
0.002816947177052498,
0.006382537540048361,
-0.033150989562273026,
-0.025226544588804245,
-0.039680447429418564,
-0.018253685906529427,
-0.04363417252898216,
0.0009057280840352178,
-0.0358893983066082,
-0.04055289924144745,
-0.02612088806927204,
-0.030870933085680008,
-0.015541121363639832,
-0.013549195602536201,
0.029887337237596512,
0.026668731123209,
0.023104891180992126,
0.008051940239965916,
0.04276765137910843,
-0.04019217938184738,
-0.03662024438381195,
0.05872352421283722,
0.016091667115688324,
0.013830353505909443,
-0.0930461660027504,
-0.029717054218053818,
0.05412832647562027,
0.0032466494012624025,
0.016710031777620316,
-0.007503881584852934,
0.07058529555797577,
-0.006529807113111019,
-0.009620432741940022,
0.035027876496315,
-0.01744634285569191,
-0.021763484925031662,
-0.012336009182035923,
-0.008794646710157394,
-0.020191723480820656,
-0.03060297854244709,
-0.0185209009796381,
-0.02633986994624138,
0.041247304528951645,
-0.05329088121652603,
-0.050097476691007614,
-0.027974020689725876,
0.0500115267932415,
0.053031232208013535,
0.01645806059241295,
-0.04200763255357742,
0.0032853614538908005,
-0.04952535778284073,
-0.008930140174925327,
0.028312314301729202,
0.0025205807760357857,
0.03469209372997284,
0.051036689430475235,
0.02333201840519905,
-0.025950009003281593,
0.03586771339178085,
0.025635892525315285,
0.05610436573624611,
0.018477410078048706,
-0.04768677055835724,
-0.00658006127923727,
-0.022013818845152855,
0.05235956609249115,
-0.004083422478288412,
-0.006518841255456209,
-0.027240408584475517,
-0.10154514014720917,
-0.015062962658703327,
0.019115742295980453,
-0.014384213835000992,
-0.0063249398954212666,
0.04406941309571266,
-0.027959903702139854,
-0.009793158620595932,
-0.01494030561298132,
-0.003038836643099785,
0.042154982686042786,
-0.0577814094722271,
0.05741174891591072,
-0.02178872562944889,
-0.010285906493663788,
-0.054260361939668655,
0.009993958286941051,
-0.04751022532582283,
0.0039370376616716385,
0.007915787398815155,
0.044696103781461716,
-0.009328060783445835,
0.06969224661588669,
0.07207471877336502,
0.040504150092601776,
-0.043266281485557556,
0.01871124468743801,
0.08571040630340576,
-0.03003329411149025,
-0.030344434082508087,
0.014438687823712826,
0.020276667550206184,
-0.006780797149986029,
-0.012831786647439003,
-0.00325721874833107,
0.030529379844665527,
0.033794667571783066,
-0.02071531116962433,
0.031189000234007835,
0.024104828014969826,
-0.01758432388305664,
-0.04754338413476944,
-0.05448973551392555,
-0.023709269240498543,
0.004827822092920542,
-0.0028101401403546333,
0.008238640613853931,
0.04686383530497551,
0.02242469973862171,
0.06698115915060043,
0.051059603691101074,
-0.018728872761130333,
-0.0175810307264328,
0.03002716414630413,
0.027881784364581108,
0.00040736878872849047,
-0.07153613120317459,
-0.03533516451716423,
0.026086317375302315,
0.05443538352847099,
0.005054317880421877,
-0.05828799307346344,
0.0002602859167382121,
0.052701983600854874,
-0.04857903718948364,
0.02090916596353054,
-0.000880132254678756,
0.021223779767751694,
0.06678812205791473,
-0.0334380604326725,
0.04799342527985573,
-0.037125807255506516,
0.0002849488810170442,
0.008778565563261509,
0.015343542210757732,
-0.00427643908187747,
-0.03553922846913338,
-0.050360698252916336,
0.025042373687028885,
0.04184694588184357,
0.04452052339911461,
0.049596287310123444,
-0.027852913364768028,
-0.04916979372501373,
-0.004399304743856192,
0.04760105162858963,
-0.05437583103775978,
-0.003548471024259925,
0.011055872775614262,
0.017693568021059036,
-0.05305399373173714,
-0.0386185348033905,
-0.03781063109636307,
-0.0009554988355375826,
0.034408360719680786,
-0.013290385715663433,
-0.03505054861307144,
-0.029662737622857094,
0.04586060717701912,
0.00831036176532507,
-0.03419405594468117,
-0.07890329509973526,
0.05234985053539276,
-0.003698657499626279,
-0.024413811042904854,
0.03900007903575897,
0.05989415943622589,
0.01227505225688219,
0.08558254688978195,
0.011570503935217857,
0.039676085114479065,
-0.0349535271525383,
0.03781432285904884,
-0.05159178748726845,
-0.014199985191226006,
0.01473785936832428,
-0.044482260942459106,
-0.009840723127126694,
-0.0033375676721334457,
-0.03943934664130211,
-0.0356704480946064,
-0.04448971524834633,
-0.0009223148808814585,
-0.016040964052081108,
-0.04043255001306534,
-0.0030082385055720806,
0.0326702706515789,
-0.05490629002451897,
-0.024770010262727737,
-0.03144953027367592,
-0.03513822704553604,
-0.07726185768842697,
-0.06137517839670181,
0.03061758540570736,
0.01914852485060692,
0.03832848370075226,
0.025078454986214638,
0.0327182374894619,
0.026119843125343323,
0.006141775753349066,
-0.03305788338184357,
0.034964289516210556,
0.016236193478107452,
-0.005102026276290417,
-0.020709749311208725,
0.029321996495127678,
0.00838277768343687,
0.042122021317481995,
-0.01408449001610279,
0.02476433664560318,
0.01376581285148859,
-0.018310191109776497,
0.006415435113012791,
0.013303731568157673,
0.016864199191331863,
-0.06577935069799423,
-0.031662702560424805,
0.005389814730733633,
-0.025987854227423668,
-0.00624830462038517,
-0.03433522954583168,
-0.01016975101083517,
-0.024622812867164612,
-0.023654170334339142,
0.035172998905181885,
-0.008236665278673172,
-0.01884370483458042,
0.014920203015208244,
-0.028374776244163513,
0.030422264710068703,
-0.04710529372096062,
0.06372293084859848,
-0.015969591215252876,
0.00819299928843975,
-0.022877905517816544,
0.011814192868769169,
-0.04279706999659538,
0.04499255120754242,
-0.013024928979575634,
-0.0355074368417263,
0.00009531969408271834,
0.044672973453998566,
-0.021915201097726822,
0.02446024678647518,
0.018117904663085938,
0.020263664424419403,
-0.05196615681052208,
0.050226692110300064,
-0.05509084835648537,
0.030588272958993912,
-0.018605798482894897,
0.024087559431791306,
-0.022591661661863327,
-0.007430584169924259,
-0.02776326797902584,
-0.016413051635026932,
0.04438957944512367,
0.05033131688833237,
0.046047478914260864,
0.03066588193178177,
-0.009145943447947502,
-0.011941226199269295,
0.0309233907610178,
-0.0470278263092041,
-0.034771621227264404,
-0.02042638137936592,
-0.002024724381044507,
-0.005149954929947853,
0.056245289742946625,
0.05296451598405838,
-0.05253132805228233,
-0.06895910948514938,
0.04549479857087135,
0.023439472541213036,
0.01295375358313322,
0.005776954814791679,
0.04535657912492752,
0.014486406929790974,
0.034400857985019684,
-0.0230279341340065,
-0.005432866979390383,
-0.04613463208079338,
-0.027444204315543175,
0.0441485233604908,
-0.0233934223651886,
0.04496780410408974,
0.005818213801831007,
-0.047201529145240784,
-0.023881202563643456,
0.055274441838264465,
0.052429452538490295,
0.02926134131848812,
-0.00017942472186405212,
-0.04754796251654625,
0.04433450102806091,
-0.012375837191939354,
-0.05115720257163048,
0.031535208225250244,
0.007442468777298927,
0.0009393561049364507,
0.06852876394987106,
-0.017590122297406197,
-0.018733622506260872,
0.037956513464450836,
0.03555222600698471,
-0.020526668056845665,
0.06131833419203758,
-0.03926145285367966,
0.014000436291098595,
0.0471368134021759,
-0.07828346639871597,
-0.003284622449427843,
-0.03773349151015282,
0.05732840672135353,
-0.07195250689983368,
0.05843301862478256,
0.05076228454709053,
0.0023924000561237335,
0.014662726782262325,
-0.020953912287950516,
-0.06293129920959473,
0.010081161744892597,
-0.036797184497117996,
0.07323353737592697,
0.007812846451997757,
-0.04693789407610893,
0.07144676893949509,
0.003158014500513673,
-0.05564868822693825,
0.04186528921127319,
0.04837191104888916,
0.061084914952516556,
0.047269728034734726,
0.04754722863435745,
-0.032489873468875885,
0.0283497367054224,
-0.04715222865343094,
0.025043804198503494,
-0.05483192205429077,
-0.018132396042346954,
0.06490030884742737,
-0.03754473477602005,
-0.017669804394245148,
0.05777624249458313,
0.011538020335137844,
-0.04328218102455139,
0.0538732074201107,
-0.07024531066417694,
-0.02619352750480175,
0.019033052027225494,
0.01758413575589657,
-0.034133587032556534,
0.018251292407512665,
-0.044666141271591187,
0.022993819788098335,
0.010156291536986828,
0.01454620435833931,
-0.015314701944589615,
0.0157304834574461,
0.013997385278344154,
-0.042181145399808884,
-0.022365087643265724,
-0.007159508299082518,
0.0039244117215275764,
-0.021494094282388687,
0.02410190925002098,
0.026890264824032784,
0.04842694103717804,
0.013224335387349129,
-0.004068837966769934,
0.016994573175907135,
-0.05026589706540108,
-0.02846507541835308,
0.011665119789540768,
-0.009391656145453453,
0.06378958374261856,
0.0034448509104549885,
0.030870553106069565,
0.02858935296535492,
0.041321247816085815,
-0.003116896841675043,
-0.011658517643809319,
-0.03985368087887764,
0.024497976526618004,
-0.020267337560653687,
0.019565759226679802,
-0.0006036944687366486,
-0.032394006848335266,
-0.04108210653066635,
0.0204132329672575,
-0.03537436202168465,
0.024825813248753548,
-0.06591301411390305,
-0.003089585807174444,
0.029176516458392143,
0.005985842552036047,
-0.056682489812374115,
-0.09375692158937454,
-0.001969322096556425,
-0.05547846853733063,
0.011801036074757576,
0.04777104780077934,
-0.045930664986371994,
0.038605161011219025,
-0.04637080058455467,
-0.06491868942975998,
0.043233513832092285,
0.03037961758673191,
-0.00965531449764967,
0.047455623745918274,
0.03801754489541054,
-0.035538624972105026,
-0.003832858055830002,
0.009109078906476498,
-0.05423128604888916,
0.022529486566781998,
0.023994524031877518,
0.008788242936134338,
0.022055499255657196,
0.021848587319254875,
-0.028940703719854355,
-0.003884333884343505,
-0.06259938329458237,
-0.04530152678489685,
-0.06124744564294815,
0.020226994529366493,
0.06050906330347061
] |
Contrastive-Tension/BERT-Base-CT-STSb | [
"pytorch",
"tf",
"jax",
"bert",
"feature-extraction",
"transformers"
] | feature-extraction | {
"architectures": [
"BertModel"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | 2021-10-01T16:24:43Z | ---
tags:
- conversational
---
# Harry Potter DialoGPT Model | [
-0.02932431548833847,
0.006045040208846331,
0.013366667553782463,
0.03441561385989189,
0.0064101917669177055,
0.018416399136185646,
0.002754985122010112,
0.015343287959694862,
-0.01933678798377514,
0.016798319295048714,
0.028363337740302086,
-0.033530596643686295,
0.010642281733453274,
0.03561849147081375,
-0.02664577029645443,
-0.022012796252965927,
-0.037437088787555695,
-0.007161308079957962,
-0.011235308833420277,
-0.024762293323874474,
0.01878330297768116,
0.019173910841345787,
-0.023326188325881958,
0.04056160897016525,
-0.00013033542199991643,
0.016043055802583694,
-0.01777682825922966,
0.007180105894804001,
0.028259241953492165,
-0.05232449620962143,
0.005476192571222782,
-0.04873957112431526,
-0.04309379681944847,
-0.02253296971321106,
-0.031229134649038315,
-0.033671531826257706,
0.011572744697332382,
-0.003823560429736972,
-0.0015630420530214906,
0.03557809069752693,
-0.023000067099928856,
0.006916817743331194,
0.0018112059915438294,
-0.05664018914103508,
0.07643011212348938,
-0.002158769639208913,
-0.04019197076559067,
-0.013396977446973324,
0.019284872338175774,
-0.03964889422059059,
-0.029739823192358017,
-0.06467560678720474,
-0.05737132951617241,
-0.022146938368678093,
0.021305570378899574,
-0.04749271273612976,
-0.07273900508880615,
-0.009300284087657928,
0.09301821887493134,
-0.008789987303316593,
-0.003479603910818696,
-0.0015972900437191129,
-0.06657751649618149,
0.0034637993667274714,
0.02268090285360813,
-0.080781951546669,
0.0216639656573534,
-0.03377952799201012,
0.006651107221841812,
-0.039504121989011765,
0.058796271681785583,
-0.05059138312935829,
0.014896583743393421,
-0.08635081350803375,
-0.006956582888960838,
0.006866906303912401,
0.06209663674235344,
0.056914135813713074,
-0.051178887486457825,
0.046314261853694916,
0.03922424465417862,
0.019338995218276978,
0.03817553445696831,
-0.020331518724560738,
-0.036047033965587616,
0.04485023766756058,
-0.049899451434612274,
-0.01521366648375988,
0.002321384847164154,
0.04160359129309654,
-0.028948621824383736,
-0.04592859745025635,
-0.034508343786001205,
-0.01122399140149355,
-0.006015984807163477,
0.06087744981050491,
0.0272220391780138,
-0.03689863532781601,
0.009819750674068928,
0.05178666114807129,
0.022423747926950455,
0.050775911659002304,
-0.02648092433810234,
0.027647675946354866,
-0.015271655283868313,
0.02762942761182785,
0.025957562029361725,
-0.02142678201198578,
-0.02838285267353058,
0.025983067229390144,
0.009729883633553982,
-0.037678491324186325,
-0.03283712640404701,
0.04257404804229736,
0.018710674718022346,
0.014837650582194328,
0.03926533833146095,
-0.038093145936727524,
-0.03472324088215828,
-0.06044481322169304,
0.04765630140900612,
-0.008917445316910744,
0.0072274901904165745,
-0.0038273565005511045,
-0.0535883791744709,
-0.0030753088649362326,
-0.04485759511590004,
-0.02825883775949478,
-0.01606181263923645,
0.003183025401085615,
0.025335213169455528,
0.038052789866924286,
-0.028510073199868202,
-0.06570557504892349,
0.015092648565769196,
0.04771396890282631,
-0.062487222254276276,
0.0037312221247702837,
0.046378299593925476,
0.10275784134864807,
-0.07461052387952805,
-0.022824179381132126,
0.016644414514303207,
0.01629125326871872,
-0.026663625612854958,
0.000055219486966961995,
-0.008702303282916546,
-0.017780466005206108,
-0.056897200644016266,
-0.016817457973957062,
0.00672937510535121,
-0.058070309460163116,
-0.007673978805541992,
0.04841874539852142,
-0.014388076029717922,
0.009547029621899128,
-0.03169184923171997,
0.006040649954229593,
-0.020283609628677368,
-0.033573370426893234,
-0.048146918416023254,
0.030687816441059113,
-0.01935543306171894,
-0.021936727687716484,
-0.05094263330101967,
-0.03968611732125282,
0.012327298521995544,
0.07059033960103989,
0.021678999066352844,
-0.014923515729606152,
-0.027380216866731644,
0.046073634177446365,
0.0663459524512291,
0.039896950125694275,
-0.025043874979019165,
0.01471012458205223,
0.03708641231060028,
0.014699644409120083,
-0.028026504442095757,
0.06597109138965607,
0.007464522961527109,
-0.034463342279195786,
-0.04504704475402832,
-0.026221618056297302,
0.023382166400551796,
-0.01668214425444603,
0.014659436419606209,
0.040892548859119415,
-0.03768176957964897,
-0.04327145963907242,
0.025090543553233147,
0.05521122366189957,
-0.024548674002289772,
0.0002223008923465386,
-0.015020889230072498,
-0.017583878710865974,
-0.03008204512298107,
0.03579287230968475,
-0.04497387632727623,
0.0007514077005907893,
-0.024583065882325172,
-0.004709277302026749,
0.027974504977464676,
-0.0040795463137328625,
-0.009944272227585316,
0.035158995538949966,
0.000747585785575211,
0.07896335422992706,
-0.029629359021782875,
0.02389870584011078,
-0.029729483649134636,
-0.003824845654889941,
-0.027765916660428047,
0.024949586018919945,
0.02031429298222065,
0.04876299574971199,
-0.04660055786371231,
-0.06021996587514877,
0.03221183270215988,
0.06487573683261871,
0.027613643556833267,
0.03106584958732128,
-0.02008022367954254,
-0.01628435216844082,
0.03031298890709877,
0.03971755504608154,
-0.0383053682744503,
0.001475825090892613,
0.000916345277801156,
0.028793688863515854,
-0.007704433053731918,
-0.029279274865984917,
-0.038149476051330566,
0.003091623308137059,
-0.03434261307120323,
-0.07473301142454147,
0.04762869328260422,
0.031131522729992867,
-0.008920547552406788,
0.02309340052306652,
-0.01314726285636425,
0.013761176727712154,
0.03681660443544388,
0.01221337728202343,
0.0028349985368549824,
-0.07353321462869644,
-0.0017687834333628416,
0.011865591630339622,
0.08528614789247513,
-0.050786443054676056,
0.00987545121461153,
0.014509601518511772,
0.02833171933889389,
0.03657152131199837,
-0.011829396709799767,
0.03377189859747887,
0.058784060180187225,
0.043790265917778015,
-0.028992297127842903,
0.04658545181155205,
-0.0021621130872517824,
0.0480341874063015,
0.05527380108833313,
0.003149161348119378,
0.053119536489248276,
-0.00646889116615057,
0.02760019712150097,
0.03963284566998482,
0.014382698573172092,
-0.03203306347131729,
0.034157607704401016,
0.07532196491956711,
0.0007230173796415329,
0.03211534395813942,
0.03940447047352791,
-0.0006387889734469354,
0.0007480280473828316,
-0.03934841230511665,
-0.008443034254014492,
0.0105669554322958,
-0.011486761271953583,
0.059707365930080414,
0.00782193336635828,
-0.01563885435461998,
-0.010194331407546997,
-0.014454839751124382,
-0.01364302821457386,
0.044004958122968674,
-0.01752600632607937,
-0.01587030105292797,
-0.014409162104129791,
0.0002826621348503977,
0.011324439197778702,
-0.05840839073061943,
-0.07261454313993454,
-0.008921388536691666,
-0.045026928186416626,
0.001525159110315144,
-0.10529201477766037,
-0.033938802778720856,
-0.051022887229919434,
-0.016480958089232445,
0.04051170498132706,
0.015967529267072678,
0.02945655584335327,
-0.004817069508135319,
0.006404386833310127,
-0.02895386517047882,
-0.055273812264204025,
-0.05277849733829498,
-0.013484327122569084,
-0.011922609061002731,
-0.059867121279239655,
0.036396224051713943,
0.03594468533992767,
0.0596364289522171,
0.004005648195743561,
-0.031525734812021255,
-0.04907754063606262,
-0.011161084286868572,
0.049111440777778625,
0.029080171138048172,
-0.04609940946102142,
-0.026032714173197746,
0.0021918609272688627,
0.01638808287680149,
0.005718542262911797,
-0.03371669724583626,
-0.05463573709130287,
0.07348424941301346,
0.03730073198676109,
0.018640469759702682,
0.006455766037106514,
-0.003478009020909667,
-0.03578050807118416,
-0.02142167277634144,
-0.0400761142373085,
-0.04631585627794266,
-0.0063089411705732346,
-0.036762382835149765,
-0.059553902596235275,
-0.030016852542757988,
-0.06066194176673889,
0.004153145942837,
-0.006494714412838221,
0.0026194679085165262,
0.014377329498529434,
0.01764609105885029,
0.030950475484132767,
0.01628408208489418,
-0.02065788395702839,
-0.016491496935486794,
0.028876960277557373,
-0.005001797340810299,
-0.019184362143278122,
-0.07858138531446457,
-0.04967968910932541,
0.010130621492862701,
0.01830553449690342,
-0.011504312045872211,
-0.002546533942222595,
0.030479058623313904,
0.02701401524245739,
-0.003619228024035692,
0.027359548956155777,
-0.060156263411045074,
0.0094451317563653,
-0.04443350061774254,
-0.044254034757614136,
-0.025507846847176552,
-0.0241300780326128,
-0.025223392993211746,
-0.009120024740695953,
0.04303348436951637,
-0.08471988886594772,
-0.027839573100209236,
-0.009472785517573357,
0.010087331756949425,
0.027230041101574898,
0.005365155171602964,
-0.06074146181344986,
-0.002574486890807748,
-0.03820034861564636,
-0.024975327774882317,
-0.014738118276000023,
-0.018760638311505318,
0.003309394931420684,
0.027584493160247803,
0.035696450620889664,
-0.04446110874414444,
0.055457744747400284,
0.01201973669230938,
0.054593343287706375,
0.06237439811229706,
-0.02545017935335636,
0.028678754344582558,
-0.042907822877168655,
0.04237385466694832,
0.004029444418847561,
-0.038302578032016754,
-0.05407293885946274,
-0.09945599734783173,
-0.049738626927137375,
0.027501428499817848,
-0.007318173069506884,
0.013769119046628475,
0.03807791694998741,
-0.04459625855088234,
-0.03981299325823784,
0.014652399346232414,
0.03556933254003525,
0.04650745540857315,
-0.030582726001739502,
0.048671115189790726,
0.014076363295316696,
0.006929358001798391,
-0.05133192986249924,
0.004024311900138855,
-0.05675031617283821,
-0.028189711272716522,
-0.008334136568009853,
0.04396549612283707,
0.014822578057646751,
0.07016357034444809,
0.07078735530376434,
0.04600750654935837,
-0.0550091415643692,
0.0633951798081398,
0.08126983046531677,
-0.007854865863919258,
-0.0370037816464901,
-0.00683246273547411,
-0.008461668156087399,
0.00026697415160015225,
-0.0014921256806701422,
-0.015141045674681664,
0.026136629283428192,
0.04228907823562622,
0.002971832873299718,
0.000511575082782656,
0.02910141460597515,
-0.015128291212022305,
-0.012436047196388245,
-0.0765959769487381,
0.003240141086280346,
-0.025109948590397835,
-0.032988596707582474,
0.053563691675662994,
0.03872525319457054,
0.005621431395411491,
0.055665239691734314,
0.02230147086083889,
-0.010847399942576885,
-0.04954245686531067,
0.03685743734240532,
0.020767895504832268,
-0.054092735052108765,
-0.04795261099934578,
-0.060947734862565994,
0.036577943712472916,
0.056090518832206726,
-0.011115544475615025,
-0.08585789054632187,
0.020114554092288017,
0.0463884212076664,
-0.055187664926052094,
0.043727390468120575,
0.005179120227694511,
0.0625462457537651,
0.01610247604548931,
0.009406483732163906,
0.03418578580021858,
-0.06436669081449509,
0.015213251113891602,
-0.01087357010692358,
0.04413330927491188,
-0.051138151437044144,
-0.05107389762997627,
-0.06846769154071808,
0.04051796346902847,
0.02092997170984745,
0.026323698461055756,
0.010263866744935513,
-0.05436020717024803,
-0.03328753262758255,
-0.009042704477906227,
0.01446519698947668,
-0.007088584825396538,
0.022031156346201897,
0.018190816044807434,
0.053670696914196014,
-0.07021442800760269,
0.002518772380426526,
0.019050152972340584,
0.02234090305864811,
0.01503245159983635,
-0.02031748741865158,
-0.04864870011806488,
-0.00906241312623024,
0.02697126939892769,
-0.03206959739327431,
0.006005094386637211,
-0.09589268267154694,
0.014080222696065903,
-0.024870790541172028,
-0.024516692385077477,
0.06358795613050461,
0.05623810365796089,
0.05504674091935158,
0.07299677282571793,
-0.007165117189288139,
0.044777099043130875,
-0.018237048760056496,
0.04584973677992821,
-0.039181288331747055,
-0.021183466538786888,
-0.00047419400652870536,
-0.09294061362743378,
-0.02492321841418743,
-0.021984674036502838,
-0.030108176171779633,
-0.04360306262969971,
0.018514156341552734,
-0.004303584340959787,
-0.024323880672454834,
0.0059276605024933815,
0.0015321230748668313,
0.027096256613731384,
-0.026092402637004852,
-0.041854098439216614,
-0.007742679677903652,
-0.011413154192268848,
-0.09150898456573486,
-0.05173996463418007,
0.03062118962407112,
-0.03692939504981041,
0.01228784117847681,
-0.006103224586695433,
0.006334525998681784,
0.0614515095949173,
0.006252205930650234,
-0.013939210213720798,
0.00593399815261364,
0.04069836437702179,
-0.042205825448036194,
-0.013071143999695778,
0.008154459297657013,
0.0029791633132845163,
0.004696348682045937,
-0.03983975201845169,
0.03853620961308479,
0.008949575945734978,
-0.056262169033288956,
-0.032879456877708435,
0.03806540369987488,
0.006613243371248245,
-0.07458451390266418,
-0.005305642727762461,
-0.02504461444914341,
-0.04123532027006149,
0.005882964935153723,
-0.04165685549378395,
-0.02282615937292576,
-0.008985788561403751,
0.029600810259580612,
0.022460684180259705,
-0.0075898985378444195,
-0.021002894267439842,
0.0005975815001875162,
-0.023328198119997978,
0.03661677613854408,
-0.059721387922763824,
0.019072197377681732,
-0.02186872623860836,
0.029988033697009087,
-0.031072435900568962,
0.011503487825393677,
-0.03803470730781555,
0.04737085476517677,
-0.033153094351291656,
-0.008493169210851192,
-0.005506552755832672,
-0.012693780474364758,
0.002941891085356474,
0.03680838644504547,
0.009493740275502205,
0.00685264403000474,
-0.03660181537270546,
0.07498747110366821,
-0.06040522828698158,
0.025039685890078545,
-0.018646037206053734,
-0.02587556466460228,
-0.022121505811810493,
0.010518575087189674,
-0.0024367752484977245,
-0.048959337174892426,
0.025258028879761696,
0.026589440181851387,
0.011251771822571754,
0.05625193938612938,
0.004884401336312294,
0.002131039509549737,
0.042909037321805954,
-0.04708048701286316,
-0.04695259779691696,
0.013714577071368694,
-0.0036854620557278395,
0.010200507007539272,
0.06730146706104279,
0.019656861200928688,
-0.0512692965567112,
-0.03298187255859375,
0.036224614828825,
0.03920777142047882,
0.015473512001335621,
0.01399226300418377,
0.03868846222758293,
0.05340224504470825,
0.06545703858137131,
-0.014284901320934296,
-0.008399683982133865,
0.026320595294237137,
-0.01538968924432993,
-0.010931354016065598,
-0.0011463399277999997,
0.007501415908336639,
0.02187660150229931,
-0.02314271591603756,
-0.017980454489588737,
0.07055879384279251,
-0.0025045862421393394,
0.003662115428596735,
-0.0030914656817913055,
-0.033761415630578995,
0.060096681118011475,
0.009287015534937382,
-0.051856186240911484,
-0.00651794346049428,
0.03370355814695358,
-0.03184325620532036,
0.029390262439846992,
-0.02171219140291214,
0.008781231939792633,
0.04088205844163895,
0.018404239788651466,
0.017135346308350563,
0.022892192006111145,
-0.0216139554977417,
-0.0020908168517053127,
0.02090456709265709,
-0.042144887149333954,
-0.029485339298844337,
-0.04201829805970192,
0.04218033328652382,
-0.052373360842466354,
0.05242588371038437,
0.019476352259516716,
0.03962622955441475,
0.002042831154540181,
-0.04078805446624756,
-0.024650806561112404,
-0.02275155484676361,
-0.04707847908139229,
0.06416257470846176,
-0.02225913107395172,
-0.04111771285533905,
0.07285141944885254,
0.03280995041131973,
-0.07665784657001495,
0.03320397064089775,
0.029545655474066734,
0.04169197008013725,
0.01691337116062641,
0.06123943254351616,
-0.045424684882164,
0.012235899455845356,
-0.0315406396985054,
0.0014443113468587399,
-0.0321371853351593,
-0.029147345572710037,
-0.011141092516481876,
-0.03901994600892067,
0.008258866146206856,
0.03404037281870842,
-0.025944463908672333,
0.020991921424865723,
0.008665471337735653,
-0.03705630078911781,
-0.04209478572010994,
-0.010286758653819561,
0.02757439576089382,
-0.0018828862812370062,
-0.002804412040859461,
-0.0028746509924530983,
0.018827855587005615,
0.029967082664370537,
-0.02068255841732025,
-0.06116575747728348,
0.019078025594353676,
-0.017579685896635056,
-0.05476577207446098,
-0.06269073486328125,
0.054679181426763535,
0.024424757808446884,
-0.021622812375426292,
-0.008607631549239159,
0.03603750839829445,
0.013047623448073864,
0.03396211192011833,
-0.00953170657157898,
0.017315849661827087,
-0.08252567797899246,
0.0007511636940762401,
0.026040880009531975,
0.026170974597334862,
-0.01105874590575695,
-0.012689796276390553,
0.015810227021574974,
0.0690523311495781,
0.05578431859612465,
-0.00024370616301894188,
-0.045822955667972565,
-0.023622281849384308,
-0.0128404526039958,
-0.03822046145796776,
0.05083514750003815,
0.01602904126048088,
-0.0611816868185997,
-0.03173581883311272,
-0.009317194111645222,
0.002656480995938182,
0.02277398854494095,
-0.04440457746386528,
0.02351226657629013,
0.01078673917800188,
-0.0051744780503213406,
-0.03844498097896576,
-0.09174039214849472,
-0.033512674272060394,
-0.019307170063257217,
0.028759799897670746,
0.03961570933461189,
-0.07238276302814484,
0.01423786859959364,
-0.027363315224647522,
-0.022072039544582367,
0.04990082606673241,
0.004135670606046915,
-0.014953582547605038,
0.07735265791416168,
0.04406218230724335,
-0.04539019241929054,
0.05342625826597214,
0.02086866833269596,
-0.053215187042951584,
0.05210849270224571,
0.009516371414065361,
0.0336012989282608,
0.0004953506286256015,
0.014341048896312714,
-0.011908214539289474,
0.006626341957598925,
-0.022978181019425392,
-0.04506203532218933,
-0.0010064436355605721,
0.0033091024961322546,
0.03568395972251892
] |
Contrastive-Tension/BERT-Base-NLI-CT | [
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
language:
- English
-
thumbnail:
tags:
-
-
-
license:
datasets:
- XSUM
- Gigaword
metrics:
- Rouge
-
---
# Pegasus XSUM Gigaword
## Model description
Pegasus XSUM model finetuned to Gigaword Summarization task, significantly better performance than pegasus gigaword, but still doesn't match model paper performance.
## Intended uses & limitations
Produces short summaries with the coherence of the XSUM Model
#### How to use
```python
# You can include sample code which will be formatted
```
#### Limitations and bias
Still has all the biases of any of the abstractive models, but seems a little less prone to hallucination.
## Training data
Initialized with pegasus-XSUM
## Training procedure
Trained for 11500 iterations on Gigaword corpus using OOB seq2seq (from hugging face using the default parameters)
## Eval results
Evaluated on Gigaword test set (from hugging face using the default parameters)
run_summarization.py --model_name_or_path pegasus-xsum/checkpoint-11500/ --do_predict --dataset_name gigaword --dataset_config "3.0.0" --source_prefix "summarize: " --output_dir pegasus-xsum --per_device_train_batch_size=8 --per_device_eval_batch_size=8 --overwrite_output_dir --predict_with_generate
| Metric | Score |
| ----------- | ----------- |
| eval_rouge1 | 34.1958 |
| eval_rouge2 | 15.4033 |
| eval_rougeL | 31.4488 |
run_summarization.py --model_name_or_path google/pegasus-gigaword --do_predict --dataset_name gigaword --dataset_config "3.0.0" --source_prefix "summarize: " --output_dir pegasus-xsum --per_device_train_batch_size=8 --per_device_eval_batch_size=8 --overwrite_output_dir --predict_with_generate
| Metric | Score |
| ----------- | ----------- |
| eval_rouge1 | 20.8111 |
| eval_rouge2 | 8.766 |
| eval_rougeL | 18.4431 |
### BibTeX entry and citation info
```bibtex
@inproceedings{...,
year={2020}
}
```
| [
-0.014561470597982407,
-0.02217971533536911,
0.0041802432388067245,
0.04404415935277939,
0.03817247226834297,
0.006772519089281559,
-0.016911452636122704,
-0.022058703005313873,
-0.027375148609280586,
0.052250053733587265,
0.05036595091223717,
0.019661298021674156,
-0.00513699883595109,
0.04219020530581474,
-0.00576646625995636,
-0.04798252508044243,
-0.021871179342269897,
0.005262169986963272,
-0.048765141516923904,
0.011699878610670567,
0.01746153086423874,
0.009924241341650486,
-0.025482581928372383,
0.023381125181913376,
-0.00447478611022234,
0.016438866034150124,
-0.013728644698858261,
0.01857716031372547,
0.019734935835003853,
-0.06332872062921524,
0.015945404767990112,
-0.020802825689315796,
-0.05216478928923607,
-0.02091844566166401,
-0.0073332106694579124,
-0.0017721353797242045,
-0.012417459860444069,
0.00484868697822094,
0.03403746336698532,
0.05992257967591286,
-0.01265617087483406,
0.005885986145585775,
-0.004751560278236866,
-0.03251214697957039,
0.03631531074643135,
-0.0162261463701725,
-0.038792505860328674,
-0.05092606693506241,
0.031086549162864685,
0.0011670863023027778,
-0.04588678851723671,
-0.0723162442445755,
0.015446164645254612,
0.023907247930765152,
-0.01915193721652031,
-0.026744429022073746,
-0.05139316990971565,
0.02857949025928974,
0.05868513882160187,
-0.030941220000386238,
-0.03942032530903816,
0.01247976440936327,
-0.05486348643898964,
0.049396153539419174,
0.027446245774626732,
-0.01146046631038189,
-0.002499060705304146,
-0.036701079457998276,
0.009839854203164577,
-0.02050791122019291,
0.06260925531387329,
-0.04941094294190407,
0.04281213879585266,
-0.10937612503767014,
-0.002405641134828329,
0.0018200986087322235,
0.012882805429399014,
0.03360195457935333,
-0.031236276030540466,
0.06558627635240555,
0.04558582976460457,
0.006611786782741547,
0.02568499930202961,
0.013439529575407505,
-0.005754665471613407,
0.0530024878680706,
-0.025971515104174614,
0.00015249154239427298,
-0.0006214717286638916,
0.048151645809412,
-0.055956415832042694,
-0.05350684002041817,
-0.013953237794339657,
-0.02795698307454586,
-0.02551279589533806,
0.025885794311761856,
0.0031232996843755245,
-0.023615121841430664,
0.05342831462621689,
0.01765463314950466,
0.006995014846324921,
0.040704481303691864,
-0.007923551835119724,
0.08777063339948654,
-0.019329870119690895,
-0.0069228955544531345,
-0.042659781873226166,
-0.04415138065814972,
-0.020616618916392326,
0.033269476145505905,
0.042975641787052155,
-0.04068659618496895,
-0.07588527351617813,
0.03194362297654152,
0.009162535890936852,
-0.033438604325056076,
0.038886211812496185,
-0.023776279762387276,
-0.04949077218770981,
-0.03651675209403038,
0.020152248442173004,
0.025721943005919456,
0.021624160930514336,
0.02633407898247242,
-0.06652110815048218,
0.006223683711141348,
-0.04265209659934044,
-0.016972266137599945,
-0.006860853172838688,
0.028996363282203674,
-0.02702178992331028,
0.043773312121629715,
0.017842795699834824,
-0.033425647765398026,
0.018705183640122414,
0.0027565830387175083,
-0.0695987120270729,
0.03909820318222046,
0.04728342965245247,
0.12599322199821472,
-0.058401260524988174,
-0.04704403132200241,
0.04189547896385193,
0.007069270592182875,
-0.034365177154541016,
0.01607021875679493,
0.011972984299063683,
-0.046038344502449036,
-0.029897548258304596,
-0.0265737846493721,
0.021616308018565178,
-0.02072766236960888,
-0.011038758791983128,
0.03566913679242134,
0.0008440284873358905,
0.01658465713262558,
-0.031712017953395844,
0.0015445431927219033,
0.019625086337327957,
-0.01607099175453186,
-0.023901864886283875,
0.05508791282773018,
-0.018637357279658318,
-0.020823176950216293,
-0.04646242782473564,
-0.037115633487701416,
0.0021978088188916445,
0.10161369293928146,
0.009696208871901035,
-0.00499107176437974,
-0.0223045963793993,
0.01488565281033516,
0.028061289340257645,
0.06566869467496872,
0.0017121514538303018,
0.01336679421365261,
0.03820114582777023,
0.05774958059191704,
-0.02292501926422119,
0.05037839710712433,
0.02006848156452179,
-0.033564481884241104,
-0.024158639833331108,
0.005261104553937912,
-0.008367149159312248,
-0.01714506186544895,
0.010746627114713192,
0.0501680001616478,
0.03160964697599411,
-0.014984681271016598,
-0.018478216603398323,
0.05514614284038544,
0.0012099790619686246,
-0.006498134229332209,
-0.03141429275274277,
-0.006202357355505228,
-0.023887163028120995,
0.058544132858514786,
-0.03645367920398712,
0.0010455659357830882,
0.009294022805988789,
-0.0407324843108654,
0.013041336089372635,
0.05105121061205864,
0.020502282306551933,
0.04549315944314003,
0.0004627880116458982,
0.08866830915212631,
-0.02644844353199005,
0.022886905819177628,
-0.04811321198940277,
-0.03479598090052605,
-0.005710435565561056,
0.030173735693097115,
0.03830623999238014,
0.06594117730855942,
-0.014863190241158009,
-0.04473142325878143,
0.019149601459503174,
0.06587492674589157,
0.021483847871422768,
0.03433077409863472,
-0.008675809018313885,
-0.02314787171781063,
0.04702504351735115,
0.07081117480993271,
-0.044595614075660706,
-0.04331943020224571,
0.03592945635318756,
0.019645877182483673,
0.010760193690657616,
0.03198574110865593,
-0.011564850807189941,
0.033523332327604294,
-0.025646403431892395,
-0.0654090940952301,
0.023417163640260696,
0.020682591944932938,
-0.030278682708740234,
0.024714861065149307,
-0.025957748293876648,
0.022519128397107124,
0.03409663215279579,
0.004448069259524345,
0.005711305420845747,
-0.05203234776854515,
0.01042200531810522,
0.007761547341942787,
0.047360412776470184,
-0.054905861616134644,
0.035416241735219955,
-0.010202199220657349,
0.008996237069368362,
0.02398053929209709,
-0.03411504626274109,
0.02586296573281288,
0.048012297600507736,
0.011977922171354294,
-0.046675194054841995,
0.04398197680711746,
0.020550929009914398,
0.033914972096681595,
0.07026975601911545,
0.01902923919260502,
0.07502066344022751,
0.005429204553365707,
0.04370003566145897,
0.08789196610450745,
-0.0014647685457020998,
-0.009486671537160873,
0.012370023876428604,
0.096217580139637,
0.012682978995144367,
-0.012330280616879463,
0.05810678005218506,
-0.0708426833152771,
0.02542651630938053,
-0.010415526106953621,
-0.0030012615025043488,
-0.009916565380990505,
-0.006456493400037289,
0.04877687618136406,
0.01573830284178257,
0.0024986909702420235,
0.0259882602840662,
-0.009102697484195232,
-0.030291229486465454,
0.014716985635459423,
-0.033573001623153687,
0.009490723721683025,
0.016086595132946968,
-0.03074236772954464,
0.011547795496881008,
-0.06836909055709839,
-0.04562484845519066,
-0.0020941842813044786,
-0.013418307527899742,
-0.01093645766377449,
-0.08905331790447235,
-0.001995745114982128,
-0.06646257638931274,
-0.008344648405909538,
0.019272835925221443,
-0.004101152066141367,
0.004702111706137657,
-0.036901481449604034,
0.021416129544377327,
-0.01804719865322113,
-0.014808657579123974,
-0.025157684460282326,
-0.029741277918219566,
-0.024979153648018837,
-0.05511690676212311,
0.0362110510468483,
0.03021179884672165,
0.017603928223252296,
0.0038823015056550503,
-0.0077884383499622345,
-0.020570116117596626,
-0.0016080063069239259,
0.039389852434396744,
0.04117079824209213,
-0.02096664533019066,
-0.046681519597768784,
0.021881965920329094,
-0.023229530081152916,
0.013898097909986973,
-0.011660663411021233,
-0.04088546708226204,
0.08292051404714584,
0.0745575800538063,
0.05953799560666084,
0.0038815608713775873,
-0.008264528587460518,
-0.026519836857914925,
-0.04486529901623726,
-0.029637955129146576,
-0.05043196678161621,
-0.03318186104297638,
-0.03950634226202965,
-0.03040720336139202,
-0.008973105810582638,
-0.007120788563042879,
0.007756158243864775,
-0.009806793183088303,
0.026088858023285866,
0.029215866699814796,
-0.009182511828839779,
0.017008300870656967,
0.026402832940220833,
-0.034143246710300446,
-0.034779276698827744,
0.06152183189988136,
0.03631380572915077,
0.019717782735824585,
-0.061608925461769104,
-0.05286609008908272,
0.04694516211748123,
0.01020213682204485,
0.02389870397746563,
-0.02263318933546543,
0.07321418821811676,
0.02887607552111149,
0.012289229780435562,
0.018972305580973625,
-0.0059190248139202595,
-0.02541653998196125,
-0.01559784822165966,
0.0060240100137889385,
-0.03167478367686272,
-0.0561429038643837,
-0.038788408041000366,
-0.0078911567106843,
0.029683981090784073,
-0.047749944031238556,
-0.05387240648269653,
-0.020891744643449783,
0.03126072138547897,
0.04144049808382988,
-0.02496134117245674,
-0.0036379024386405945,
-0.0022926856763660908,
-0.04771734029054642,
-0.025141194462776184,
0.018258405849337578,
-0.010550495237112045,
0.01714540459215641,
0.044411394745111465,
0.04433669149875641,
-0.017113199457526207,
0.06195082888007164,
0.03481479361653328,
0.06600010395050049,
0.023195689544081688,
-0.040906697511672974,
-0.016327794641256332,
-0.010422097519040108,
0.03706066310405731,
0.01677306741476059,
-0.00625977898016572,
-0.050403986126184464,
-0.09241550415754318,
-0.005800167564302683,
0.014758453704416752,
0.01136889960616827,
0.00030382382101379335,
0.048982877284288406,
-0.051944199949502945,
-0.03302234783768654,
-0.019750673323869705,
-0.009048571810126305,
0.033180490136146545,
-0.057431310415267944,
0.06727144867181778,
-0.005172531586140394,
0.009477231651544571,
-0.05327766016125679,
0.02579975686967373,
-0.05044148489832878,
0.015074213966727257,
0.0035033635795116425,
0.04977793246507645,
0.00007376752910204232,
0.06488796323537827,
0.0746820941567421,
0.024306369945406914,
-0.037739746272563934,
0.003955032676458359,
0.04135492444038391,
0.00022280466509982944,
-0.03041856735944748,
0.007641361560672522,
0.018256081268191338,
0.0128201087936759,
-0.03340897709131241,
0.007155438885092735,
0.02145921252667904,
0.009511999785900116,
-0.005192294716835022,
-0.0023951188195496798,
0.039664171636104584,
-0.03673494607210159,
-0.016800308600068092,
-0.05319751799106598,
-0.026840487495064735,
-0.015539337880909443,
-0.034953583031892776,
0.0058634644374251366,
0.03896034136414528,
0.0036640118341892958,
0.07382955402135849,
0.04780227690935135,
-0.012801039963960648,
-0.02537304162979126,
0.036910392343997955,
0.03244733065366745,
-0.03693065419793129,
-0.049087755382061005,
-0.06518841534852982,
0.013650326058268547,
0.0542425811290741,
0.006345044355839491,
-0.06940680742263794,
-0.0069593102671206,
0.05085000768303871,
-0.06242885813117027,
0.039975911378860474,
-0.0026068983133882284,
0.03492546081542969,
0.06864660233259201,
-0.0020045596174895763,
0.024943271651864052,
-0.02025226689875126,
-0.008773142471909523,
0.0006355941877700388,
0.03264472633600235,
-0.017455406486988068,
-0.025469614192843437,
-0.049141913652420044,
0.057164110243320465,
0.021570775657892227,
0.06411606818437576,
0.024137776345014572,
-0.02639765292406082,
-0.04635408893227577,
0.0321388840675354,
0.052186280488967896,
-0.06900335848331451,
0.01229728665202856,
0.02459188736975193,
0.0250081866979599,
-0.060742489993572235,
-0.03756765276193619,
-0.03399217873811722,
0.012866736389696598,
0.051944125443696976,
-0.018298853188753128,
0.015062742866575718,
-0.05690128356218338,
0.007291197776794434,
-0.02012002095580101,
-0.036664869636297226,
-0.08386261016130447,
0.021721750497817993,
-0.004682784900069237,
-0.018496433272957802,
0.033329300582408905,
0.057683080434799194,
0.023969659581780434,
0.04051654413342476,
-0.006475780624896288,
0.022015878930687904,
-0.03442974388599396,
0.035363294184207916,
-0.04309793561697006,
-0.028459571301937103,
0.0009399756090715528,
-0.029246466234326363,
-0.016887793317437172,
-0.03066234290599823,
-0.03925829008221626,
-0.04123009368777275,
-0.005554828327149153,
0.017699049785733223,
-0.023873653262853622,
-0.009877419099211693,
-0.021713847294449806,
0.028418628498911858,
-0.013119393959641457,
-0.011640079319477081,
-0.02872418984770775,
-0.043580543249845505,
-0.07442771643400192,
-0.04249031841754913,
0.014190447516739368,
0.022735176607966423,
0.0398184135556221,
0.01471146009862423,
0.015637634322047234,
0.010559690184891224,
0.0021434850059449673,
-0.04258745163679123,
0.04773595184087753,
-0.0012407819740474224,
-0.041480306535959244,
-0.029444793239235878,
-0.005532504990696907,
0.007825876586139202,
0.04975120350718498,
-0.04785843566060066,
0.026508156210184097,
0.013954649679362774,
-0.021865548565983772,
0.011670708656311035,
0.007081054151058197,
-0.0055216047912836075,
-0.07335644215345383,
-0.0732933059334755,
0.012228447012603283,
-0.020099526271224022,
0.02202470414340496,
-0.025379059836268425,
-0.010493289679288864,
0.0008835640037432313,
0.008920859545469284,
0.028148435056209564,
0.02005283534526825,
-0.022301167249679565,
-0.012747424654662609,
-0.033725690096616745,
0.042357515543699265,
-0.07164157181978226,
0.04561810567975044,
-0.018153803423047066,
-0.001369787030853331,
-0.021309716627001762,
0.014258566312491894,
-0.022769736126065254,
0.031122690066695213,
-0.009690072387456894,
-0.02267700806260109,
-0.008969328366219997,
0.011543476954102516,
-0.03480903431773186,
0.03391103446483612,
-0.029339099302887917,
0.027131423354148865,
-0.023886146023869514,
0.0753679946064949,
-0.04458622634410858,
0.008691421709954739,
-0.015795964747667313,
0.00040329276816919446,
-0.03305460885167122,
-0.018028665333986282,
-0.019421547651290894,
-0.04299711063504219,
0.04063120111823082,
0.05338459089398384,
0.05582540109753609,
0.024704810231924057,
-0.018111400306224823,
-0.0010573217878118157,
0.010044583119452,
-0.03411136567592621,
-0.01800694316625595,
-0.011420725844800472,
0.012493911199271679,
-0.023734962567687035,
0.044261734932661057,
0.0586014948785305,
-0.052719905972480774,
-0.03726893290877342,
0.042070578783750534,
0.001851254957728088,
0.01058555394411087,
-0.01165549736469984,
0.049040600657463074,
0.02050590328872204,
0.032799482345581055,
-0.05254889652132988,
-0.0033327944111078978,
-0.022112924605607986,
-0.03710604086518288,
0.05048505589365959,
-0.03322320431470871,
0.03266904503107071,
0.006763318087905645,
-0.018868429586291313,
-0.034347765147686005,
0.047993022948503494,
0.054721903055906296,
0.03539581224322319,
0.00399858970195055,
-0.034351594746112823,
0.012081712484359741,
0.011736133135855198,
-0.03607717901468277,
0.024811875075101852,
0.01717875525355339,
-0.02031446434557438,
0.06773008406162262,
-0.03539144992828369,
0.012165532447397709,
0.05395021662116051,
0.01699887216091156,
-0.0359824076294899,
0.0404006689786911,
-0.018432416021823883,
0.02442910522222519,
0.04959656298160553,
-0.05132438242435455,
-0.033810969442129135,
-0.047783806920051575,
0.06445877999067307,
-0.07044576853513718,
0.045930806547403336,
0.008201878517866135,
0.018164964392781258,
0.03429596871137619,
0.0013933312147855759,
-0.05043477192521095,
0.014818833209574223,
-0.057114049792289734,
0.0750114917755127,
0.012485790997743607,
-0.061394330114126205,
0.11786534637212753,
0.011031901463866234,
-0.05011720955371857,
0.027696503326296806,
0.03025699406862259,
0.03895130753517151,
0.031503114849328995,
0.05294513702392578,
-0.03282122686505318,
0.04001950845122337,
-0.032485928386449814,
0.0056442078202962875,
-0.04805132374167442,
-0.02724379114806652,
0.04342828318476677,
-0.06535825878381729,
-0.022125473245978355,
0.05841175094246864,
-0.000025894103600876406,
-0.01833515241742134,
0.027476085349917412,
-0.06999678909778595,
-0.06810248643159866,
0.01958475448191166,
0.029550891369581223,
-0.021441811695694923,
0.00009566669905325398,
-0.038545023649930954,
0.021382024511694908,
0.0204436257481575,
-0.003828786313533783,
-0.02491551823914051,
0.012325044721364975,
0.017112987115979195,
-0.06975354254245758,
-0.017390059307217598,
0.021520670503377914,
0.03959322348237038,
-0.017875852063298225,
0.024502215906977654,
0.0025176056660711765,
0.032676681876182556,
0.021138757467269897,
-0.03769873082637787,
0.040464531630277634,
-0.06134825199842453,
-0.010229459032416344,
0.0003120838664472103,
0.00235707126557827,
0.047742556780576706,
-0.021522751078009605,
0.03867765888571739,
0.0300306286662817,
0.016271140426397324,
0.0029498860239982605,
-0.021935146301984787,
-0.009044726379215717,
0.027642803266644478,
-0.030054399743676186,
0.026710644364356995,
-0.00797966867685318,
-0.04040583595633507,
-0.05291781947016716,
0.008263743482530117,
-0.015719255432486534,
0.03024132363498211,
-0.054281916469335556,
0.02469846047461033,
0.017110222950577736,
-0.007300530094653368,
-0.0572955384850502,
-0.08878645300865173,
-0.024483051151037216,
-0.017680972814559937,
0.02929377369582653,
0.040192924439907074,
-0.0505753718316555,
0.019614417105913162,
-0.0705399140715599,
-0.08451998233795166,
0.02694755792617798,
0.02249915711581707,
-0.012149812653660774,
0.064174123108387,
0.017915908247232437,
-0.03931482508778572,
0.006430137436836958,
0.011958034709095955,
-0.02574141137301922,
0.03875063732266426,
0.03054167702794075,
0.008449641056358814,
0.02451254613697529,
0.01862967200577259,
-0.00858022179454565,
-0.035148587077856064,
-0.037699803709983826,
-0.06599993258714676,
-0.052411843091249466,
0.007642321288585663,
0.07493499666452408
] |
Contrastive-Tension/BERT-Base-Swe-CT-STSb | [
"pytorch",
"tf",
"jax",
"bert",
"feature-extraction",
"transformers"
] | feature-extraction | {
"architectures": [
"BertModel"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 126 | null | ---
language:
- en
- es
- eu
datasets:
- squad
widget:
- text: "When was Florence Nightingale born?"
context: "Florence Nightingale, known for being the founder of modern nursing, was born in Florence, Italy, in 1820."
example_title: "English"
- text: "¿Por qué provincias pasa el Tajo?"
context: "El Tajo es el río más largo de la península ibérica, a la que atraviesa en su parte central, siguiendo un rumbo este-oeste, con una leve inclinación hacia el suroeste, que se acentúa cuando llega a Portugal, donde recibe el nombre de Tejo.
Nace en los montes Universales, en la sierra de Albarracín, sobre la rama occidental del sistema Ibérico y, después de recorrer 1007 km, llega al océano Atlántico en la ciudad de Lisboa. En su desembocadura forma el estuario del mar de la Paja, en el que vierte un caudal medio de 456 m³/s. En sus primeros 816 km atraviesa España, donde discurre por cuatro comunidades autónomas (Aragón, Castilla-La Mancha, Madrid y Extremadura) y un total de seis provincias (Teruel, Guadalajara, Cuenca, Madrid, Toledo y Cáceres)."
example_title: "Español"
- text: "Zer beste izenak ditu Tartalo?"
context: "Tartalo euskal mitologiako izaki begibakar artzain erraldoia da. Tartalo izena zenbait euskal hizkeratan herskari-bustidurarekin ahoskatu ohi denez, horrelaxe ere idazten da batzuetan: Ttarttalo. Euskal Herriko zenbait tokitan, Torto edo Anxo ere esaten diote."
example_title: "Euskara"
---
# ixambert-base-cased finetuned for QA
This is a basic implementation of the multilingual model ["ixambert-base-cased"](https://huggingface.co/ixa-ehu/ixambert-base-cased), fine-tuned on SQuAD v1.1 and an experimental version of SQuAD1.1 in Basque (1/3 size of original SQuAD1.1), that is able to answer basic factual questions in English, Spanish and Basque.
## Overview
* **Language model:** ixambert-base-cased
* **Languages:** English, Spanish and Basque
* **Downstream task:** Extractive QA
* **Training data:** SQuAD v1.1 + experimental SQuAD1.1 in Basque
* **Eval data:** SQuAD v1.1 + experimental SQuAD1.1 in Basque
* **Infrastructure:** 1x GeForce RTX 2080
## Outputs
The model outputs the answer to the question, the start and end positions of the answer in the original context, and a score for the probability for that span of text to be the correct answer. For example:
```python
{'score': 0.9667195081710815, 'start': 101, 'end': 105, 'answer': '1820'}
```
## How to use
```python
from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline
model_name = "MarcBrun/ixambert-finetuned-squad-eu-en"
# To get predictions
context = "Florence Nightingale, known for being the founder of modern nursing, was born in Florence, Italy, in 1820"
question = "When was Florence Nightingale born?"
qa = pipeline("question-answering", model=model_name, tokenizer=model_name)
pred = qa(question=question,context=context)
# To load the model and tokenizer
model = AutoModelForQuestionAnswering.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)
```
## Hyperparameters
```
batch_size = 8
n_epochs = 3
learning_rate = 2e-5
optimizer = AdamW
lr_schedule = linear
max_seq_len = 384
doc_stride = 128
``` | [
0.011136142536997795,
-0.0443599671125412,
0.015423878096044064,
0.04613864794373512,
0.03825579211115837,
0.017373304814100266,
-0.018593376502394676,
-0.007669610437005758,
-0.03835129737854004,
0.04735133424401283,
-0.017885882407426834,
-0.016637133434414864,
-0.004196232184767723,
0.039417464286088943,
-0.05431995540857315,
0.000441766285803169,
-0.011376600712537766,
-0.01870356872677803,
-0.08432579785585403,
-0.03356506675481796,
0.016568437218666077,
0.018965765833854675,
-0.013781323097646236,
0.049429044127464294,
0.012249918654561043,
0.016931142657995224,
0.042921282351017,
0.01152455247938633,
0.025556782260537148,
-0.03304990381002426,
-0.0033348414581269026,
-0.03039582632482052,
-0.020327474921941757,
-0.039876047521829605,
-0.042196158319711685,
-0.01453464850783348,
0.009591598995029926,
0.004517377819865942,
0.039902541786432266,
0.04688100144267082,
-0.012169022113084793,
0.006052937358617783,
-0.02024971693754196,
-0.020960193127393723,
0.039594829082489014,
0.017387613654136658,
-0.05668075382709503,
-0.0248356182128191,
0.036810971796512604,
-0.01837482862174511,
-0.0503743439912796,
-0.08672855794429779,
-0.019931593909859657,
0.01465111505240202,
-0.038715582340955734,
-0.04053959622979164,
-0.07628054171800613,
0.014542361721396446,
0.06670500338077545,
-0.06567656248807907,
-0.03860719874501228,
0.029038451611995697,
-0.10419608652591705,
-0.012793531641364098,
0.0357336662709713,
-0.047216545790433884,
0.014550954103469849,
-0.02627705968916416,
0.028056234121322632,
-0.03868139535188675,
0.06253628432750702,
-0.06457404047250748,
0.029959751293063164,
-0.05876665562391281,
-0.01459251157939434,
-0.02422655187547207,
0.027714088559150696,
0.027218105271458626,
-0.051450297236442566,
0.06699713319540024,
0.04671896994113922,
0.008816106244921684,
0.048697568476200104,
-0.031369760632514954,
-0.030567772686481476,
0.058278441429138184,
-0.04646347090601921,
-0.007142191287130117,
0.03259265050292015,
0.07527945190668106,
-0.026608338579535484,
-0.024804238229990005,
0.012955720536410809,
-0.00962655059993267,
0.029740307480096817,
0.023395342752337456,
0.05657403916120529,
-0.023744167760014534,
0.03230591490864754,
0.006972961593419313,
0.02169128693640232,
0.044514000415802,
0.007344367913901806,
0.06567779928445816,
-0.01374329999089241,
0.011638855561614037,
-0.005569339729845524,
-0.0375337228178978,
-0.053318850696086884,
-0.0074474625289440155,
-0.0037412894889712334,
-0.055773742496967316,
-0.015398525632917881,
0.0667664185166359,
0.034757841378450394,
-0.029498443007469177,
0.05557704344391823,
-0.0229796189814806,
-0.0924932062625885,
-0.087712362408638,
0.0320076160132885,
0.03982708230614662,
-0.016193736344575882,
0.006584544666111469,
-0.037805505096912384,
0.018067892640829086,
-0.02577064372599125,
-0.028136329725384712,
-0.0012172478018328547,
0.030475711449980736,
-0.0314321406185627,
0.00838406477123499,
0.041479118168354034,
-0.06404612958431244,
0.017734380438923836,
-0.0014104349538683891,
-0.04738255590200424,
0.027383849024772644,
0.028566449880599976,
0.10589466243982315,
-0.025682123377919197,
-0.025973236188292503,
-0.002175529720261693,
0.004100717604160309,
-0.017291352152824402,
-0.012004743330180645,
0.003313991939648986,
-0.03698829561471939,
-0.01880819909274578,
0.014968093484640121,
0.0402236133813858,
-0.06093594431877136,
0.00014156577526591718,
0.03934309631586075,
0.007890147157013416,
0.01290048286318779,
-0.03924989327788353,
-0.02019485831260681,
0.007093850988894701,
-0.010378837585449219,
-0.0062169102020561695,
0.02022544853389263,
0.007973944768309593,
-0.03278901055455208,
-0.021742263808846474,
-0.04516615346074104,
-0.03008173406124115,
0.07165300101041794,
-0.0039488752372562885,
-0.014907206408679485,
-0.046447109431028366,
0.008602331392467022,
0.009207220748066902,
0.012298247776925564,
-0.009167439304292202,
0.05295993760228157,
0.050759028643369675,
0.04311186447739601,
-0.013259760104119778,
0.055285535752773285,
-0.007344412617385387,
-0.016968777403235435,
-0.04043232277035713,
0.027865126729011536,
0.032750099897384644,
-0.010417417623102665,
0.02728944458067417,
0.033180322498083115,
-0.007790242787450552,
-0.02360696718096733,
-0.016161184757947922,
0.046025559306144714,
-0.007037085946649313,
-0.021730337291955948,
-0.02082534320652485,
-0.014171450398862362,
-0.038979530334472656,
0.0442684032022953,
-0.017713485285639763,
0.017424438148736954,
0.001912746112793684,
-0.030156362801790237,
-0.006799039430916309,
0.0260026678442955,
0.010437790304422379,
0.04070053994655609,
0.007607200648635626,
0.1252242624759674,
-0.03837019205093384,
0.012925239279866219,
-0.04381679370999336,
-0.07134481519460678,
-0.007241178769618273,
0.059379942715168,
0.00273759663105011,
0.04741167277097702,
-0.03283035382628441,
-0.03127501904964447,
0.023606127128005028,
0.07362408936023712,
0.03762267157435417,
0.03398843854665756,
-0.018449692055583,
-0.015086421743035316,
0.04024525731801987,
0.03177069500088692,
-0.04013124853372574,
-0.0682346448302269,
0.007810025010257959,
0.006556791719049215,
-0.05063992738723755,
-0.003980313893407583,
-0.011749640107154846,
0.03739128261804581,
-0.05518291890621185,
-0.09452801197767258,
0.06820794939994812,
0.012234164401888847,
-0.008445625193417072,
0.046783965080976486,
-0.0017539096297696233,
0.025978514924645424,
0.02272357977926731,
0.014418923296034336,
0.013626272790133953,
-0.04466269165277481,
0.016585715115070343,
-0.015733355656266212,
0.047868553549051285,
-0.08240694552659988,
0.033508796244859695,
-0.015601023100316525,
0.028681457042694092,
0.0562417134642601,
-0.05376697704195976,
-0.005526533350348473,
0.04401843249797821,
0.019615059718489647,
-0.0663830041885376,
0.014563985168933868,
0.03606492280960083,
0.003999404609203339,
0.0397709496319294,
-0.009088617749512196,
0.04943887144327164,
-0.01705140247941017,
0.02587093971669674,
0.06992822885513306,
0.026920365169644356,
-0.005360995419323444,
0.021166199818253517,
0.05746269226074219,
-0.04091997444629669,
-0.025005219504237175,
0.04106810688972473,
-0.02493666112422943,
-0.0018839654512703419,
-0.021307410672307014,
-0.0025533654261380434,
0.006632261909544468,
0.0025834960397332907,
0.03653382509946823,
0.020569704473018646,
-0.06800402700901031,
0.019460404291749,
-0.006262240000069141,
0.002307856222614646,
0.027256079018115997,
-0.02613392099738121,
0.005238806828856468,
-0.009822999127209187,
-0.025673557072877884,
0.0049148681573569775,
-0.05215213820338249,
-0.0494268573820591,
-0.015781870111823082,
-0.009858102537691593,
-0.011285800486803055,
-0.05847476050257683,
-0.02315421588718891,
-0.05141529068350792,
-0.027530116960406303,
0.025126691907644272,
0.0379207506775856,
0.0026602037250995636,
-0.005491487216204405,
0.021245643496513367,
-0.031787484884262085,
-0.04421013593673706,
-0.048993516713380814,
-0.014968059957027435,
-0.03404025360941887,
-0.06787867844104767,
0.029066426679491997,
0.041938912123441696,
0.042687300592660904,
0.020044343546032906,
0.01624918356537819,
-0.015538439154624939,
-0.027863474562764168,
0.03609012812376022,
0.0638582855463028,
-0.003570773871615529,
-0.048863597214221954,
0.019946176558732986,
0.013454724103212357,
0.035495445132255554,
0.03274695202708244,
-0.03279849514365196,
0.06868154555559158,
0.06063719093799591,
0.03226933255791664,
-0.00889932457357645,
0.023474281653761864,
-0.008572135120630264,
-0.026408296078443527,
-0.03790629282593727,
-0.0429794006049633,
0.01168236043304205,
-0.00897996872663498,
-0.037311822175979614,
-0.02309613861143589,
-0.03693665936589241,
0.008882956579327583,
-0.016054976731538773,
-0.0009130802354775369,
0.06651060283184052,
0.03407320752739906,
0.03561684861779213,
0.03445739299058914,
-0.05904381349682808,
-0.027081293985247612,
0.07116934657096863,
-0.0016391986282542348,
0.02556401863694191,
-0.06967470794916153,
-0.023055700585246086,
0.03491421788930893,
0.029640953987836838,
-0.018427185714244843,
-0.0006620532367378473,
0.10687015950679779,
0.013918828219175339,
0.001022889744490385,
0.009141411632299423,
-0.02037949673831463,
-0.07504107058048248,
0.011270315386354923,
-0.011336223222315311,
-0.03323892503976822,
-0.04748094826936722,
-0.026820270344614983,
0.01627562753856182,
0.04838874936103821,
-0.04671037197113037,
-0.04102557152509689,
-0.04114961251616478,
0.04006404057145119,
0.02868930622935295,
0.0012353243073448539,
-0.06411625444889069,
0.0074956477619707584,
-0.045432865619659424,
-0.002080164849758148,
0.021002130582928658,
0.005289869382977486,
-0.0008059678948484361,
0.08641291409730911,
0.04335649311542511,
-0.06764017790555954,
0.005858071614056826,
0.033962856978178024,
0.049810975790023804,
0.0033965897746384144,
-0.029098862782120705,
0.02057950384914875,
-0.03512190654873848,
0.00967769417911768,
-0.006903096567839384,
-0.027844130992889404,
-0.045703593641519547,
-0.05213074013590813,
-0.012104718014597893,
0.02641346864402294,
-0.012396890670061111,
-0.02835032530128956,
0.04530194401741028,
0.00005619065632345155,
0.0072271376848220825,
-0.01088347565382719,
-0.025248374789953232,
0.04035244137048721,
-0.07515048235654831,
0.07055924087762833,
0.006453815381973982,
-0.0056324247270822525,
-0.06107711419463158,
0.0111535070464015,
-0.02629460208117962,
-0.002920326543971896,
-0.013785667717456818,
0.04763074219226837,
0.021996870636940002,
0.02845139615237713,
0.06330124288797379,
0.021524807438254356,
-0.028007758781313896,
0.07990463078022003,
0.0005838661454617977,
-0.02865430898964405,
-0.05148386210203171,
-0.006058025639504194,
-0.02225072681903839,
-0.03881179168820381,
-0.007072052918374538,
-0.03800535202026367,
0.019768329337239265,
0.02137565240263939,
0.011130155995488167,
-0.02668658457696438,
-0.008414126932621002,
-0.027516750618815422,
-0.01908348873257637,
-0.02059655822813511,
-0.005100589245557785,
-0.020908737555146217,
0.008752595633268356,
0.012282050214707851,
0.01704186014831066,
0.010028332471847534,
0.048982106149196625,
0.03511263057589531,
-0.032270416617393494,
-0.03520495444536209,
0.032096534967422485,
-0.0030236784368753433,
-0.028930194675922394,
-0.04086189344525337,
0.0005418058717623353,
0.055250782519578934,
0.05804966017603874,
0.027675017714500427,
-0.0979485958814621,
0.023935332894325256,
0.06089840456843376,
-0.031285256147384644,
0.017481662333011627,
-0.011221987195312977,
0.04036017134785652,
0.04309077560901642,
-0.026605771854519844,
0.002783390926197171,
-0.030900759622454643,
0.036596521735191345,
-0.036383677273988724,
0.05128065496683121,
-0.00816367194056511,
-0.034782592207193375,
-0.06311468034982681,
0.04350630193948746,
0.014676405116915703,
0.025939008221030235,
0.02888592705130577,
-0.02423115447163582,
-0.05802210047841072,
-0.018858686089515686,
0.06038539484143257,
-0.053856946527957916,
0.027162907645106316,
0.013408567756414413,
0.04941186308860779,
-0.03624990954995155,
-0.05708865448832512,
0.05182018131017685,
0.015776386484503746,
0.03990540653467178,
-0.01084995549172163,
-0.02892983704805374,
-0.0452263168990612,
0.04501381888985634,
0.00888082291930914,
-0.013123161159455776,
-0.03378837928175926,
0.015833446756005287,
-0.02730906568467617,
-0.012329685501754284,
0.034718792885541916,
0.03484363108873367,
0.031323909759521484,
0.05180493742227554,
0.010507027618587017,
0.008853213861584663,
-0.03453825041651726,
0.03694196790456772,
-0.05214494466781616,
0.005324169062077999,
-0.03968937322497368,
-0.03255806863307953,
-0.01826517842710018,
-0.047221992164850235,
-0.05345064774155617,
-0.03778596594929695,
-0.005307156592607498,
0.04588849097490311,
-0.008152317255735397,
0.004039600025862455,
-0.024416835978627205,
0.03283603861927986,
0.0019599799998104572,
-0.011973685584962368,
-0.011459432542324066,
-0.03104696050286293,
-0.04470246285200119,
-0.028787776827812195,
0.04466569051146507,
-0.006233038380742073,
0.02354040928184986,
0.021910246461629868,
0.008302627131342888,
-0.00037512133712880313,
0.013825478032231331,
-0.0190966185182333,
0.03385644033551216,
0.020968470722436905,
-0.042032256722450256,
-0.017456695437431335,
0.015695052221417427,
0.023873189464211464,
0.045125141739845276,
-0.03215809538960457,
0.035700876265764236,
0.020106732845306396,
-0.03100445866584778,
-0.008092734962701797,
0.007959356531500816,
0.04300583526492119,
-0.06763185560703278,
-0.020305607467889786,
0.004929843358695507,
-0.038646768778562546,
0.014805050566792488,
-0.015156342647969723,
-0.02815130725502968,
0.0037602721713483334,
0.024315625429153442,
0.056160636246204376,
0.007329453248530626,
-0.03637505695223808,
0.013752386905252934,
0.016669392585754395,
0.0108775794506073,
-0.04999295622110367,
0.036317236721515656,
-0.019449912011623383,
-0.001137865474447608,
0.003289497224614024,
-0.027348089963197708,
-0.03276457265019417,
0.0600355826318264,
-0.030281469225883484,
-0.02292884700000286,
0.0099965063855052,
0.046387333422899246,
-0.008367716334760189,
0.03155771642923355,
-0.047247353941202164,
0.004170483909547329,
-0.0289656613022089,
0.06129387766122818,
-0.03743703290820122,
-0.024471117183566093,
0.003541346872225404,
-0.029630422592163086,
-0.029358336701989174,
0.01334906555712223,
-0.008358086459338665,
-0.041748978197574615,
0.040898922830820084,
0.058223094791173935,
-0.0009768614545464516,
-0.0022412235848605633,
-0.03573906794190407,
0.00894237495958805,
-0.011428754776716232,
-0.07983607053756714,
-0.021018045023083687,
-0.0011126192985102534,
-0.017186248674988747,
-0.00385848106816411,
0.028653359040617943,
0.03819098696112633,
-0.048510756343603134,
-0.044642992317676544,
0.04562158137559891,
0.030671272426843643,
-0.003977986052632332,
-0.029188230633735657,
0.030862852931022644,
0.03652285039424896,
0.02939712256193161,
-0.039128292351961136,
0.012152298353612423,
-0.025491788983345032,
-0.05611637607216835,
0.037837956100702286,
-0.02656116895377636,
0.017975470051169395,
0.017804615199565887,
-0.02668338268995285,
0.0026327765081077814,
0.07922393083572388,
0.03733626380562782,
0.006785159464925528,
-0.0221540667116642,
-0.05197781324386597,
0.008270349353551865,
0.010844358243048191,
-0.06447087228298187,
0.021374428644776344,
-0.006399096921086311,
-0.03772098571062088,
0.0840526595711708,
-0.007641880307346582,
0.01157063152641058,
0.06810503453016281,
0.0037731691263616085,
-0.012255976907908916,
0.014845792204141617,
-0.007627887185662985,
0.001007701619528234,
0.04739181697368622,
-0.08096426725387573,
-0.002657880773767829,
-0.03782116249203682,
0.0639282837510109,
-0.07641804218292236,
0.05325724184513092,
0.03611962869763374,
0.015489043667912483,
0.03282224014401436,
-0.016877930611371994,
-0.028484532609581947,
0.03800772875547409,
-0.06339302659034729,
0.06768596917390823,
-0.003378918394446373,
-0.08237811923027039,
0.08202540874481201,
0.045012786984443665,
-0.08243224769830704,
0.0464053750038147,
0.04991545528173447,
0.004371081944555044,
0.03683517500758171,
0.026410283520817757,
-0.05789399519562721,
0.030368495732545853,
-0.006126090418547392,
0.03368302434682846,
-0.02824445441365242,
-0.031242357566952705,
0.012136185541749,
-0.04769882187247276,
-0.011111518368124962,
0.022293414920568466,
-0.0016048515681177378,
-0.020080767571926117,
0.007872072979807854,
-0.04363483563065529,
-0.03207188472151756,
0.017672786489129066,
0.032736632972955704,
-0.029771855100989342,
-0.0203184075653553,
-0.0027218214236199856,
0.034853268414735794,
0.034911710768938065,
0.005474962759763002,
-0.03836754336953163,
0.007867883890867233,
0.011289977468550205,
-0.08481357991695404,
-0.01627539098262787,
0.03631358593702316,
0.017114704474806786,
-0.013670665211975574,
0.025859354063868523,
0.0213376022875309,
0.005652433726936579,
0.012988573871552944,
-0.011740240268409252,
-0.001301914337091148,
-0.050250131636857986,
0.018609218299388885,
-0.0030631122644990683,
0.004359422717243433,
0.01891746185719967,
-0.0233765859156847,
0.037320055067539215,
0.02217477187514305,
0.043618135154247284,
-0.0014025851851329207,
-0.03526504710316658,
-0.028845496475696564,
0.04894125461578369,
-0.06267277151346207,
0.0224794689565897,
0.020896008238196373,
-0.03414139896631241,
-0.03070075996220112,
-0.010288632474839687,
0.008657559752464294,
0.021379979327321053,
-0.055426597595214844,
-0.0030272984877228737,
-0.01095026358962059,
-0.0081817377358675,
-0.016818922013044357,
-0.07091177254915237,
-0.024829737842082977,
-0.034554269164800644,
-0.013645747676491737,
0.01871499978005886,
-0.061737362295389175,
0.018329089507460594,
-0.009043795056641102,
-0.03391265869140625,
0.021982738748192787,
0.017800968140363693,
-0.05755316838622093,
0.021804925054311752,
0.0448450930416584,
-0.0871005430817604,
0.022215355187654495,
0.03410515934228897,
0.00915008969604969,
0.023817211389541626,
-0.00879358034580946,
0.03806392475962639,
0.04632062837481499,
0.028004374355077744,
-0.0009227991104125977,
-0.027469612658023834,
-0.025512423366308212,
-0.021441936492919922,
-0.0019786858465522528,
0.012565269134938717,
0.07904020696878433
] |
Contrastive-Tension/BERT-Distil-CT-STSb | [
"pytorch",
"tf",
"distilbert",
"feature-extraction",
"transformers"
] | feature-extraction | {
"architectures": [
"DistilBertModel"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 1 | null | ---
language:
- en
- es
- eu
widget:
- text: "When was Florence Nightingale born?"
context: "Florence Nightingale, known for being the founder of modern nursing, was born in Florence, Italy, in 1820."
example_title: "English"
- text: "¿Por qué provincias pasa el Tajo?"
context: "El Tajo es el río más largo de la península ibérica, a la que atraviesa en su parte central, siguiendo un rumbo este-oeste, con una leve inclinación hacia el suroeste, que se acentúa cuando llega a Portugal, donde recibe el nombre de Tejo.
Nace en los montes Universales, en la sierra de Albarracín, sobre la rama occidental del sistema Ibérico y, después de recorrer 1007 km, llega al océano Atlántico en la ciudad de Lisboa. En su desembocadura forma el estuario del mar de la Paja, en el que vierte un caudal medio de 456 m³/s. En sus primeros 816 km atraviesa España, donde discurre por cuatro comunidades autónomas (Aragón, Castilla-La Mancha, Madrid y Extremadura) y un total de seis provincias (Teruel, Guadalajara, Cuenca, Madrid, Toledo y Cáceres)."
example_title: "Español"
- text: "Zer beste izenak ditu Tartalo?"
context: "Tartalo euskal mitologiako izaki begibakar artzain erraldoia da. Tartalo izena zenbait euskal hizkeratan herskari-bustidurarekin ahoskatu ohi denez, horrelaxe ere idazten da batzuetan: Ttarttalo. Euskal Herriko zenbait tokitan, Torto edo Anxo ere esaten diote."
example_title: "Euskara"
---
# ixambert-base-cased finetuned for QA
This is a basic implementation of the multilingual model ["ixambert-base-cased"](https://huggingface.co/ixa-ehu/ixambert-base-cased), fine-tuned on an experimental version of SQuAD1.1 in Basque (1/3 size of original SQuAD1.1), that is able to answer basic factual questions.
## Overview
* **Language model:** ixambert-base-cased
* **Languages:** English, Spanish and Basque
* **Downstream task:** Extractive QA
* **Training data:** Experimental SQuAD1.1 in Basque
* **Eval data:** Experimental SQuAD1.1 in Basque
* **Infrastructure:** 1x GeForce RTX 2080
## Outputs
The model outputs the answer to the question, the start and end positions of the answer in the original context, and a score for the probability for that span of text to be the correct answer. For example:
```python
{'score': 0.9667195081710815, 'start': 101, 'end': 105, 'answer': '1820'}
```
## How to use
```python
from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline
model_name = "MarcBrun/ixambert-finetuned-squad-eu"
# To get predictions
context = "Florence Nightingale, known for being the founder of modern nursing, was born in Florence, Italy, in 1820"
question = "When was Florence Nightingale born?"
qa = pipeline("question-answering", model=model_name, tokenizer=model_name)
pred = qa(question=question,context=context)
# To load the model and tokenizer
model = AutoModelForQuestionAnswering.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)
```
## Hyperparameters
```
batch_size = 8
n_epochs = 3
learning_rate = 2e-5
optimizer = AdamW
lr_schedule = linear
max_seq_len = 384
doc_stride = 128
``` | [
0.013727951794862747,
-0.04388338699936867,
0.011702966876327991,
0.04697573184967041,
0.03363692760467529,
0.02696501836180687,
-0.014927771873772144,
-0.007953382097184658,
-0.037886835634708405,
0.04604583606123924,
-0.020309632644057274,
-0.01928674802184105,
-0.004055755212903023,
0.03510568290948868,
-0.056685809046030045,
-0.001271912595257163,
-0.008131282404065132,
-0.01823524758219719,
-0.08021898567676544,
-0.039713017642498016,
0.00903208740055561,
0.019188230857253075,
-0.014046646654605865,
0.050226617604494095,
0.014323699288070202,
0.017927195876836777,
0.044835276901721954,
0.010065771639347076,
0.025796743109822273,
-0.034098654985427856,
-0.004949456080794334,
-0.026460697874426842,
-0.017218174412846565,
-0.039177946746349335,
-0.04412113130092621,
-0.01995667815208435,
0.008860849775373936,
0.004066763445734978,
0.03901165351271629,
0.05106272175908089,
-0.01326471846550703,
0.00880896020680666,
-0.018397917971014977,
-0.03031589835882187,
0.03653288260102272,
0.013869314454495907,
-0.052673742175102234,
-0.021449893712997437,
0.03355855494737625,
-0.019460193812847137,
-0.04742570221424103,
-0.08480150997638702,
-0.023573707789182663,
0.013993368484079838,
-0.037106167525053024,
-0.03872411698102951,
-0.08428950607776642,
0.01301375962793827,
0.06611712276935577,
-0.060348860919475555,
-0.03997540846467018,
0.02599281258881092,
-0.10841794312000275,
-0.013443618081510067,
0.036353301256895065,
-0.0468723438680172,
0.011583328247070312,
-0.023183833807706833,
0.03243987262248993,
-0.036539334803819656,
0.06322486698627472,
-0.06216271594166756,
0.027510711923241615,
-0.06323880702257156,
-0.015567371621727943,
-0.02429996430873871,
0.029127836227416992,
0.030925342813134193,
-0.050557851791381836,
0.062045756727457047,
0.047362376004457474,
0.010446559637784958,
0.044927045702934265,
-0.031019553542137146,
-0.030665695667266846,
0.0550423189997673,
-0.04485128074884415,
-0.01538474578410387,
0.034009650349617004,
0.07878471910953522,
-0.028806200250983238,
-0.028190666809678078,
0.01775221899151802,
-0.008263206109404564,
0.03202293813228607,
0.021478012204170227,
0.05275866016745567,
-0.02690986730158329,
0.03769204393029213,
0.00704722385853529,
0.017390038818120956,
0.047155335545539856,
0.005885222461074591,
0.06478352844715118,
-0.012641706503927708,
0.013004392385482788,
-0.006299873813986778,
-0.036675721406936646,
-0.04820479825139046,
-0.005453606601804495,
0.00029899028595536947,
-0.05866622552275658,
-0.013166921213269234,
0.07341974973678589,
0.03051627241075039,
-0.03691487014293671,
0.05093028023838997,
-0.01793377473950386,
-0.09261442720890045,
-0.09054434299468994,
0.03336865082383156,
0.04210726171731949,
-0.012342176400125027,
0.014861815609037876,
-0.0413786917924881,
0.02346285991370678,
-0.027901560068130493,
-0.029103271663188934,
-0.003469755407422781,
0.030298354104161263,
-0.039486244320869446,
0.008212120272219181,
0.04115120321512222,
-0.05888375639915466,
0.01855507493019104,
-0.006368967238813639,
-0.050632137805223465,
0.026498718187212944,
0.03572329878807068,
0.1054922565817833,
-0.02009803056716919,
-0.022144297137856483,
-0.0010894987499341369,
0.0006925623747520149,
-0.024521762505173683,
-0.012548289261758327,
0.00371141592040658,
-0.03184777498245239,
-0.01690588891506195,
0.01569860614836216,
0.04238026589155197,
-0.058725688606500626,
-0.00027502686134539545,
0.03829009830951691,
0.00837729498744011,
0.01502889022231102,
-0.036208681762218475,
-0.01680348813533783,
0.002820321824401617,
-0.012775283306837082,
-0.00973694771528244,
0.016870036721229553,
0.006047970149666071,
-0.040440045297145844,
-0.02961958944797516,
-0.04830121248960495,
-0.030224952846765518,
0.0692804753780365,
-0.0012609438272193074,
-0.015418785624206066,
-0.04327716305851936,
0.0058939796872437,
0.010276880115270615,
0.011500507593154907,
-0.012679485604166985,
0.05201061815023422,
0.04906737804412842,
0.04355145990848541,
-0.015175651758909225,
0.05854280665516853,
-0.007962451316416264,
-0.012727279216051102,
-0.0394105389714241,
0.02546297200024128,
0.03462126478552818,
-0.011572879739105701,
0.029033418744802475,
0.030729422345757484,
-0.007274911738932133,
-0.02310292236506939,
-0.011632062494754791,
0.0481407530605793,
-0.00594383105635643,
-0.01816606894135475,
-0.02063092589378357,
-0.015163473784923553,
-0.03476492688059807,
0.04074230417609215,
-0.018824540078639984,
0.017407720908522606,
0.005909235216677189,
-0.02925511822104454,
-0.0063277799636125565,
0.028518540784716606,
0.010803613811731339,
0.041266068816185,
0.006101755890995264,
0.1240118220448494,
-0.03224482014775276,
0.013868188485503197,
-0.04736391082406044,
-0.07370775192975998,
-0.00986089650541544,
0.05761561170220375,
0.002301003783941269,
0.04637673497200012,
-0.030880887061357498,
-0.03022110089659691,
0.014857416972517967,
0.07951072603464127,
0.036286816000938416,
0.03325079008936882,
-0.0196796003729105,
-0.014392797835171223,
0.04475909844040871,
0.03374830260872841,
-0.040493305772542953,
-0.06894265860319138,
0.011386945843696594,
0.005510963965207338,
-0.05440712720155716,
-0.0066786035895347595,
-0.00928671844303608,
0.03280598297715187,
-0.048199430108070374,
-0.094467394053936,
0.06655588746070862,
0.011510658077895641,
-0.007860515266656876,
0.043854571878910065,
0.0010036020539700985,
0.022246703505516052,
0.023814022541046143,
0.018681760877370834,
0.014160745777189732,
-0.04631846025586128,
0.010071630589663982,
-0.011699123308062553,
0.04816323146224022,
-0.07792648673057556,
0.029342757537961006,
-0.018107496201992035,
0.029143137857317924,
0.054225970059633255,
-0.05531274527311325,
-0.0012297043576836586,
0.034232426434755325,
0.021462170407176018,
-0.06665366888046265,
0.013568690977990627,
0.03620778024196625,
0.0062278518453240395,
0.04277656972408295,
-0.009181122295558453,
0.04932878911495209,
-0.012475116178393364,
0.026588603854179382,
0.06880141794681549,
0.026154961436986923,
-0.006963993422687054,
0.01702515408396721,
0.056445952504873276,
-0.04536507651209831,
-0.028839537873864174,
0.03916317597031593,
-0.02666841261088848,
0.0007660818519070745,
-0.023260509595274925,
0.0037964568473398685,
0.007928837090730667,
0.003423049347475171,
0.03170211985707283,
0.018751665949821472,
-0.06418639421463013,
0.022212181240320206,
-0.00677687581628561,
0.004349146503955126,
0.024166924878954887,
-0.024511098861694336,
0.00918345432728529,
-0.011583227664232254,
-0.023684004321694374,
0.007293440867215395,
-0.0576743558049202,
-0.055136919021606445,
-0.01627487689256668,
-0.00957768876105547,
-0.00759084103628993,
-0.058214813470840454,
-0.023027608171105385,
-0.05046285316348076,
-0.021267162635922432,
0.02394368313252926,
0.04246238246560097,
0.0010813911212608218,
-0.00684633944183588,
0.018968699499964714,
-0.03624391928315163,
-0.04350610822439194,
-0.04989294707775116,
-0.012562476098537445,
-0.032644204795360565,
-0.06901637464761734,
0.028606703504920006,
0.035834480077028275,
0.04720555990934372,
0.018409622833132744,
0.016720818355679512,
-0.016927752643823624,
-0.028424808755517006,
0.03696852922439575,
0.05809757113456726,
-0.002818197710439563,
-0.05001049116253853,
0.01899717189371586,
0.015188458375632763,
0.03168439120054245,
0.03696155175566673,
-0.02610744535923004,
0.06536010652780533,
0.062354542315006256,
0.030513206496834755,
-0.006655501667410135,
0.02200992777943611,
-0.006887355819344521,
-0.025551509112119675,
-0.039478059858083725,
-0.0419568195939064,
0.009264550171792507,
-0.009210161864757538,
-0.036579910665750504,
-0.02215954102575779,
-0.03911856189370155,
0.009446204639971256,
-0.02123827114701271,
-0.0011043054983019829,
0.06213001161813736,
0.035352472215890884,
0.03499187156558037,
0.04028119519352913,
-0.057871103286743164,
-0.027168652042746544,
0.07260241359472275,
-0.0022440003231167793,
0.031228553503751755,
-0.06714804470539093,
-0.017603794112801552,
0.03222039341926575,
0.026424605399370193,
-0.02332177571952343,
-0.0017527815653011203,
0.10072152316570282,
0.01498710922896862,
-0.00036572423414327204,
0.00011129576887469739,
-0.01804528944194317,
-0.07515610009431839,
0.005589843261986971,
-0.018064100295305252,
-0.03336082771420479,
-0.04205936938524246,
-0.02917100489139557,
0.016017990186810493,
0.04677409678697586,
-0.04757338762283325,
-0.04243036359548569,
-0.04156189784407616,
0.03918100520968437,
0.021267138421535492,
0.0020023586694151163,
-0.0625382661819458,
0.007887516170740128,
-0.04657512530684471,
-0.0043618641793727875,
0.012192051857709885,
0.002405694918707013,
0.003485496388748288,
0.09014123678207397,
0.043865833431482315,
-0.06877925992012024,
0.00035815368755720556,
0.03434775397181511,
0.040797118097543716,
0.00565795972943306,
-0.027487926185131073,
0.02687002718448639,
-0.03742465376853943,
0.007210920099169016,
-0.004510025028139353,
-0.027009297162294388,
-0.049255311489105225,
-0.054087717086076736,
-0.00297494325786829,
0.025762058794498444,
-0.014497517608106136,
-0.027397820726037025,
0.04362818971276283,
-0.008243612945079803,
0.010928328149020672,
-0.00706961564719677,
-0.021046830341219902,
0.03932718560099602,
-0.07330165058374405,
0.07431865483522415,
0.003914868459105492,
0.003568503772839904,
-0.059142980724573135,
0.015587562695145607,
-0.025907084345817566,
-0.00341986445710063,
-0.013942156918346882,
0.051009368151426315,
0.025672681629657745,
0.02750534936785698,
0.06125698238611221,
0.02532581239938736,
-0.029447205364704132,
0.07983804494142532,
-0.003443449502810836,
-0.022231269627809525,
-0.05083340033888817,
-0.0037457062862813473,
-0.019776687026023865,
-0.044497404247522354,
-0.009884179569780827,
-0.03384873643517494,
0.01331381406635046,
0.018089551478624344,
0.014463589526712894,
-0.022817865014076233,
-0.013273865915834904,
-0.02768734283745289,
-0.02096022479236126,
-0.025520961731672287,
-0.0007236558012664318,
-0.019899018108844757,
0.009685095399618149,
0.01901794783771038,
0.015153028070926666,
0.008761920034885406,
0.04835062474012375,
0.04192781075835228,
-0.02915961481630802,
-0.030324971303343773,
0.03335237875580788,
-0.0013917378382757306,
-0.02428143285214901,
-0.0350193977355957,
-0.0015296610072255135,
0.05255864933133125,
0.06539156287908554,
0.025869373232126236,
-0.10154544562101364,
0.023063572123646736,
0.06019623205065727,
-0.02582373097538948,
0.015618591569364071,
-0.011872923001646996,
0.03747996315360069,
0.042091600596904755,
-0.026755178347229958,
0.0074236332438886166,
-0.027223797515034676,
0.03842666372656822,
-0.03620583191514015,
0.051678527146577835,
-0.010325588285923004,
-0.0338921956717968,
-0.06493766605854034,
0.041570406407117844,
0.01074310950934887,
0.027910713106393814,
0.0334758535027504,
-0.02136661857366562,
-0.0576932467520237,
-0.02306206338107586,
0.056857261806726456,
-0.05490122362971306,
0.026339776813983917,
0.009612884372472763,
0.04964642599225044,
-0.033409688621759415,
-0.051008615642786026,
0.05058800429105759,
0.016124384477734566,
0.03988248482346535,
-0.009636549279093742,
-0.027028299868106842,
-0.04801344871520996,
0.04442625865340233,
0.0025019377935677767,
-0.014054007828235626,
-0.03430511802434921,
0.011539348401129246,
-0.030459009110927582,
-0.013036337681114674,
0.03338446840643883,
0.02999233826994896,
0.029257914051413536,
0.05089189484715462,
0.015123496763408184,
0.00998101755976677,
-0.037286221981048584,
0.03602750226855278,
-0.0484415628015995,
0.008129559457302094,
-0.04123367369174957,
-0.029494915157556534,
-0.015892019495368004,
-0.04593001678586006,
-0.05337520316243172,
-0.04109262302517891,
-0.0023117547389119864,
0.05410853028297424,
-0.009497438557446003,
0.0032754705753177404,
-0.024202212691307068,
0.03127945587038994,
-0.0007066027610562742,
-0.012803767807781696,
-0.009202309884130955,
-0.035546306520700455,
-0.051735371351242065,
-0.028975049033761024,
0.04440359026193619,
-0.0022922807838767767,
0.021144352853298187,
0.021163541823625565,
0.004976543132215738,
0.0032438484486192465,
0.013668108731508255,
-0.020301755517721176,
0.04094170406460762,
0.02036551758646965,
-0.04322223365306854,
-0.01884823478758335,
0.016826776787638664,
0.024618463590741158,
0.043311648070812225,
-0.03663407638669014,
0.037565767765045166,
0.02438870444893837,
-0.03462526202201843,
-0.013413133099675179,
0.0036023252177983522,
0.037063125520944595,
-0.06403543800115585,
-0.01772620715200901,
-0.00015455078391823918,
-0.04614613950252533,
0.017291564494371414,
-0.009873522445559502,
-0.03088722564280033,
0.00023636111291125417,
0.02487182803452015,
0.055566541850566864,
0.005726679228246212,
-0.03854900971055031,
0.01839439757168293,
0.020618082955479622,
0.009998166002333164,
-0.04749257490038872,
0.0392879918217659,
-0.017794189974665642,
-0.0020064557902514935,
0.0002207520155934617,
-0.02495361492037773,
-0.03268139064311981,
0.05397280305624008,
-0.02696560136973858,
-0.020564209669828415,
0.012037640437483788,
0.043619342148303986,
-0.010845969431102276,
0.03575478494167328,
-0.048067860305309296,
0.002753300592303276,
-0.03364410996437073,
0.052112117409706116,
-0.041744414716959,
-0.028147583827376366,
0.004310230724513531,
-0.028789665549993515,
-0.02428320236504078,
0.005095010157674551,
-0.007795863784849644,
-0.047424860298633575,
0.04135062173008919,
0.055147670209407806,
-0.004332011565566063,
-0.0028610227163881063,
-0.03374946862459183,
0.011485325172543526,
-0.011836427263915539,
-0.07693172246217728,
-0.02362825535237789,
-0.005883185658603907,
-0.019394077360630035,
-0.00695263035595417,
0.030684420838952065,
0.04311234503984451,
-0.05263995751738548,
-0.042305998504161835,
0.0472743846476078,
0.03324029594659805,
0.0007895287708379328,
-0.022628091275691986,
0.03807342052459717,
0.0414460152387619,
0.02525019645690918,
-0.03766776993870735,
0.015756968408823013,
-0.023440999910235405,
-0.0513477586209774,
0.03534257784485817,
-0.02750283293426037,
0.012606161646544933,
0.014482373371720314,
-0.022125346586108208,
0.006443386431783438,
0.07935237139463425,
0.03858004882931709,
0.005544988438487053,
-0.018991844728589058,
-0.05236566811800003,
0.008293169550597668,
0.007153194397687912,
-0.06537145376205444,
0.023492924869060516,
-0.009057316929101944,
-0.041389349848032,
0.08410559594631195,
-0.013375284150242805,
0.011381792835891247,
0.07118380814790726,
0.0015693912282586098,
-0.009060501120984554,
0.013717131689190865,
-0.007621896918863058,
0.00022163144603837281,
0.04053958132863045,
-0.07735221832990646,
-0.0052976785227656364,
-0.041253652423620224,
0.06590189039707184,
-0.07450347393751144,
0.04992731660604477,
0.03666463866829872,
0.017769794911146164,
0.039764270186424255,
-0.016089359298348427,
-0.02743593417108059,
0.046141114085912704,
-0.06276042759418488,
0.0686512365937233,
-0.005142950918525457,
-0.08342943340539932,
0.07903935760259628,
0.041526373475790024,
-0.09179086983203888,
0.046689875423908234,
0.04826686158776283,
-0.0003736423677764833,
0.03754713758826256,
0.031992360949516296,
-0.054582588374614716,
0.035861190408468246,
-0.008034851402044296,
0.03129434585571289,
-0.02688058651983738,
-0.027585888281464577,
0.012270943261682987,
-0.047480564564466476,
-0.009909332729876041,
0.021596476435661316,
-0.007158288732171059,
-0.02481619268655777,
0.007687164470553398,
-0.04899781197309494,
-0.034694086760282516,
0.022323623299598694,
0.031117036938667297,
-0.02756660431623459,
-0.022185195237398148,
-0.0028725939337164164,
0.035027697682380676,
0.035348936915397644,
0.00021902802109252661,
-0.044907424598932266,
0.007583166006952524,
0.016281243413686752,
-0.08494960516691208,
-0.015353945083916187,
0.03613273799419403,
0.01811128854751587,
-0.016893820837140083,
0.022637085989117622,
0.0222262442111969,
0.003322162665426731,
0.013471205718815327,
-0.011586914770305157,
-0.000348057335941121,
-0.05609963834285736,
0.022275956347584724,
-0.005586084444075823,
0.0073944092728197575,
0.017021363601088524,
-0.027665136381983757,
0.035386644303798676,
0.023450640961527824,
0.04612887650728226,
-0.002133687725290656,
-0.04161074012517929,
-0.026225456967949867,
0.04714534059166908,
-0.061428505927324295,
0.025630980730056763,
0.026560204103589058,
-0.03854069858789444,
-0.03118547797203064,
-0.011484627611935139,
0.01118028350174427,
0.024330319836735725,
-0.054724399000406265,
-0.00542879244312644,
-0.009495380334556103,
-0.0047593070194125175,
-0.009993229992687702,
-0.0731324777007103,
-0.027675161138176918,
-0.03320196643471718,
-0.011930194683372974,
0.019215960055589676,
-0.06289995461702347,
0.01474646758288145,
-0.009694093838334084,
-0.03569289296865463,
0.021153515204787254,
0.018804805353283882,
-0.05602620169520378,
0.02022453211247921,
0.04436429589986801,
-0.08370628952980042,
0.02024831809103489,
0.03206517547369003,
0.009114071726799011,
0.02578044682741165,
-0.003824917832389474,
0.03646257147192955,
0.04282371699810028,
0.028581896796822548,
0.0021591007243841887,
-0.021250585094094276,
-0.02399836666882038,
-0.02119743451476097,
-0.000779081485234201,
0.004040413536131382,
0.07914038747549057
] |
Contrastive-Tension/BERT-Distil-CT | [
"pytorch",
"tf",
"distilbert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"DistilBertForMaskedLM"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
language:
- en
- es
- eu
datasets:
- squad
widget:
- text: "When was Florence Nightingale born?"
context: "Florence Nightingale, known for being the founder of modern nursing, was born in Florence, Italy, in 1820."
example_title: "English"
- text: "¿Por qué provincias pasa el Tajo?"
context: "El Tajo es el río más largo de la península ibérica, a la que atraviesa en su parte central, siguiendo un rumbo este-oeste, con una leve inclinación hacia el suroeste, que se acentúa cuando llega a Portugal, donde recibe el nombre de Tejo.
Nace en los montes Universales, en la sierra de Albarracín, sobre la rama occidental del sistema Ibérico y, después de recorrer 1007 km, llega al océano Atlántico en la ciudad de Lisboa. En su desembocadura forma el estuario del mar de la Paja, en el que vierte un caudal medio de 456 m³/s. En sus primeros 816 km atraviesa España, donde discurre por cuatro comunidades autónomas (Aragón, Castilla-La Mancha, Madrid y Extremadura) y un total de seis provincias (Teruel, Guadalajara, Cuenca, Madrid, Toledo y Cáceres)."
example_title: "Español"
- text: "Zer beste izenak ditu Tartalo?"
context: "Tartalo euskal mitologiako izaki begibakar artzain erraldoia da. Tartalo izena zenbait euskal hizkeratan herskari-bustidurarekin ahoskatu ohi denez, horrelaxe ere idazten da batzuetan: Ttarttalo. Euskal Herriko zenbait tokitan, Torto edo Anxo ere esaten diote."
example_title: "Euskara"
---
# ixambert-base-cased finetuned for QA
This is a basic implementation of the multilingual model ["ixambert-base-cased"](https://huggingface.co/ixa-ehu/ixambert-base-cased), fine-tuned on SQuAD v1.1, that is able to answer basic factual questions in English, Spanish and Basque.
## Overview
* **Language model:** ixambert-base-cased
* **Languages:** English, Spanish and Basque
* **Downstream task:** Extractive QA
* **Training data:** SQuAD v1.1
* **Eval data:** SQuAD v1.1
* **Infrastructure:** 1x GeForce RTX 2080
## Outputs
The model outputs the answer to the question, the start and end positions of the answer in the original context, and a score for the probability for that span of text to be the correct answer. For example:
```python
{'score': 0.9667195081710815, 'start': 101, 'end': 105, 'answer': '1820'}
```
## How to use
```python
from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline
model_name = "MarcBrun/ixambert-finetuned-squad"
# To get predictions
context = "Florence Nightingale, known for being the founder of modern nursing, was born in Florence, Italy, in 1820"
question = "When was Florence Nightingale born?"
qa = pipeline("question-answering", model=model_name, tokenizer=model_name)
pred = qa(question=question,context=context)
# To load the model and tokenizer
model = AutoModelForQuestionAnswering.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)
```
## Hyperparameters
```
batch_size = 8
n_epochs = 3
learning_rate = 2e-5
optimizer = AdamW
lr_schedule = linear
max_seq_len = 384
doc_stride = 128
``` | [
0.011136142536997795,
-0.0443599671125412,
0.015423878096044064,
0.04613864794373512,
0.03825579211115837,
0.017373304814100266,
-0.018593376502394676,
-0.007669610437005758,
-0.03835129737854004,
0.04735133424401283,
-0.017885882407426834,
-0.016637133434414864,
-0.004196232184767723,
0.039417464286088943,
-0.05431995540857315,
0.000441766285803169,
-0.011376600712537766,
-0.01870356872677803,
-0.08432579785585403,
-0.03356506675481796,
0.016568437218666077,
0.018965765833854675,
-0.013781323097646236,
0.049429044127464294,
0.012249918654561043,
0.016931142657995224,
0.042921282351017,
0.01152455247938633,
0.025556782260537148,
-0.03304990381002426,
-0.0033348414581269026,
-0.03039582632482052,
-0.020327474921941757,
-0.039876047521829605,
-0.042196158319711685,
-0.01453464850783348,
0.009591598995029926,
0.004517377819865942,
0.039902541786432266,
0.04688100144267082,
-0.012169022113084793,
0.006052937358617783,
-0.02024971693754196,
-0.020960193127393723,
0.039594829082489014,
0.017387613654136658,
-0.05668075382709503,
-0.0248356182128191,
0.036810971796512604,
-0.01837482862174511,
-0.0503743439912796,
-0.08672855794429779,
-0.019931593909859657,
0.01465111505240202,
-0.038715582340955734,
-0.04053959622979164,
-0.07628054171800613,
0.014542361721396446,
0.06670500338077545,
-0.06567656248807907,
-0.03860719874501228,
0.029038451611995697,
-0.10419608652591705,
-0.012793531641364098,
0.0357336662709713,
-0.047216545790433884,
0.014550954103469849,
-0.02627705968916416,
0.028056234121322632,
-0.03868139535188675,
0.06253628432750702,
-0.06457404047250748,
0.029959751293063164,
-0.05876665562391281,
-0.01459251157939434,
-0.02422655187547207,
0.027714088559150696,
0.027218105271458626,
-0.051450297236442566,
0.06699713319540024,
0.04671896994113922,
0.008816106244921684,
0.048697568476200104,
-0.031369760632514954,
-0.030567772686481476,
0.058278441429138184,
-0.04646347090601921,
-0.007142191287130117,
0.03259265050292015,
0.07527945190668106,
-0.026608338579535484,
-0.024804238229990005,
0.012955720536410809,
-0.00962655059993267,
0.029740307480096817,
0.023395342752337456,
0.05657403916120529,
-0.023744167760014534,
0.03230591490864754,
0.006972961593419313,
0.02169128693640232,
0.044514000415802,
0.007344367913901806,
0.06567779928445816,
-0.01374329999089241,
0.011638855561614037,
-0.005569339729845524,
-0.0375337228178978,
-0.053318850696086884,
-0.0074474625289440155,
-0.0037412894889712334,
-0.055773742496967316,
-0.015398525632917881,
0.0667664185166359,
0.034757841378450394,
-0.029498443007469177,
0.05557704344391823,
-0.0229796189814806,
-0.0924932062625885,
-0.087712362408638,
0.0320076160132885,
0.03982708230614662,
-0.016193736344575882,
0.006584544666111469,
-0.037805505096912384,
0.018067892640829086,
-0.02577064372599125,
-0.028136329725384712,
-0.0012172478018328547,
0.030475711449980736,
-0.0314321406185627,
0.00838406477123499,
0.041479118168354034,
-0.06404612958431244,
0.017734380438923836,
-0.0014104349538683891,
-0.04738255590200424,
0.027383849024772644,
0.028566449880599976,
0.10589466243982315,
-0.025682123377919197,
-0.025973236188292503,
-0.002175529720261693,
0.004100717604160309,
-0.017291352152824402,
-0.012004743330180645,
0.003313991939648986,
-0.03698829561471939,
-0.01880819909274578,
0.014968093484640121,
0.0402236133813858,
-0.06093594431877136,
0.00014156577526591718,
0.03934309631586075,
0.007890147157013416,
0.01290048286318779,
-0.03924989327788353,
-0.02019485831260681,
0.007093850988894701,
-0.010378837585449219,
-0.0062169102020561695,
0.02022544853389263,
0.007973944768309593,
-0.03278901055455208,
-0.021742263808846474,
-0.04516615346074104,
-0.03008173406124115,
0.07165300101041794,
-0.0039488752372562885,
-0.014907206408679485,
-0.046447109431028366,
0.008602331392467022,
0.009207220748066902,
0.012298247776925564,
-0.009167439304292202,
0.05295993760228157,
0.050759028643369675,
0.04311186447739601,
-0.013259760104119778,
0.055285535752773285,
-0.007344412617385387,
-0.016968777403235435,
-0.04043232277035713,
0.027865126729011536,
0.032750099897384644,
-0.010417417623102665,
0.02728944458067417,
0.033180322498083115,
-0.007790242787450552,
-0.02360696718096733,
-0.016161184757947922,
0.046025559306144714,
-0.007037085946649313,
-0.021730337291955948,
-0.02082534320652485,
-0.014171450398862362,
-0.038979530334472656,
0.0442684032022953,
-0.017713485285639763,
0.017424438148736954,
0.001912746112793684,
-0.030156362801790237,
-0.006799039430916309,
0.0260026678442955,
0.010437790304422379,
0.04070053994655609,
0.007607200648635626,
0.1252242624759674,
-0.03837019205093384,
0.012925239279866219,
-0.04381679370999336,
-0.07134481519460678,
-0.007241178769618273,
0.059379942715168,
0.00273759663105011,
0.04741167277097702,
-0.03283035382628441,
-0.03127501904964447,
0.023606127128005028,
0.07362408936023712,
0.03762267157435417,
0.03398843854665756,
-0.018449692055583,
-0.015086421743035316,
0.04024525731801987,
0.03177069500088692,
-0.04013124853372574,
-0.0682346448302269,
0.007810025010257959,
0.006556791719049215,
-0.05063992738723755,
-0.003980313893407583,
-0.011749640107154846,
0.03739128261804581,
-0.05518291890621185,
-0.09452801197767258,
0.06820794939994812,
0.012234164401888847,
-0.008445625193417072,
0.046783965080976486,
-0.0017539096297696233,
0.025978514924645424,
0.02272357977926731,
0.014418923296034336,
0.013626272790133953,
-0.04466269165277481,
0.016585715115070343,
-0.015733355656266212,
0.047868553549051285,
-0.08240694552659988,
0.033508796244859695,
-0.015601023100316525,
0.028681457042694092,
0.0562417134642601,
-0.05376697704195976,
-0.005526533350348473,
0.04401843249797821,
0.019615059718489647,
-0.0663830041885376,
0.014563985168933868,
0.03606492280960083,
0.003999404609203339,
0.0397709496319294,
-0.009088617749512196,
0.04943887144327164,
-0.01705140247941017,
0.02587093971669674,
0.06992822885513306,
0.026920365169644356,
-0.005360995419323444,
0.021166199818253517,
0.05746269226074219,
-0.04091997444629669,
-0.025005219504237175,
0.04106810688972473,
-0.02493666112422943,
-0.0018839654512703419,
-0.021307410672307014,
-0.0025533654261380434,
0.006632261909544468,
0.0025834960397332907,
0.03653382509946823,
0.020569704473018646,
-0.06800402700901031,
0.019460404291749,
-0.006262240000069141,
0.002307856222614646,
0.027256079018115997,
-0.02613392099738121,
0.005238806828856468,
-0.009822999127209187,
-0.025673557072877884,
0.0049148681573569775,
-0.05215213820338249,
-0.0494268573820591,
-0.015781870111823082,
-0.009858102537691593,
-0.011285800486803055,
-0.05847476050257683,
-0.02315421588718891,
-0.05141529068350792,
-0.027530116960406303,
0.025126691907644272,
0.0379207506775856,
0.0026602037250995636,
-0.005491487216204405,
0.021245643496513367,
-0.031787484884262085,
-0.04421013593673706,
-0.048993516713380814,
-0.014968059957027435,
-0.03404025360941887,
-0.06787867844104767,
0.029066426679491997,
0.041938912123441696,
0.042687300592660904,
0.020044343546032906,
0.01624918356537819,
-0.015538439154624939,
-0.027863474562764168,
0.03609012812376022,
0.0638582855463028,
-0.003570773871615529,
-0.048863597214221954,
0.019946176558732986,
0.013454724103212357,
0.035495445132255554,
0.03274695202708244,
-0.03279849514365196,
0.06868154555559158,
0.06063719093799591,
0.03226933255791664,
-0.00889932457357645,
0.023474281653761864,
-0.008572135120630264,
-0.026408296078443527,
-0.03790629282593727,
-0.0429794006049633,
0.01168236043304205,
-0.00897996872663498,
-0.037311822175979614,
-0.02309613861143589,
-0.03693665936589241,
0.008882956579327583,
-0.016054976731538773,
-0.0009130802354775369,
0.06651060283184052,
0.03407320752739906,
0.03561684861779213,
0.03445739299058914,
-0.05904381349682808,
-0.027081293985247612,
0.07116934657096863,
-0.0016391986282542348,
0.02556401863694191,
-0.06967470794916153,
-0.023055700585246086,
0.03491421788930893,
0.029640953987836838,
-0.018427185714244843,
-0.0006620532367378473,
0.10687015950679779,
0.013918828219175339,
0.001022889744490385,
0.009141411632299423,
-0.02037949673831463,
-0.07504107058048248,
0.011270315386354923,
-0.011336223222315311,
-0.03323892503976822,
-0.04748094826936722,
-0.026820270344614983,
0.01627562753856182,
0.04838874936103821,
-0.04671037197113037,
-0.04102557152509689,
-0.04114961251616478,
0.04006404057145119,
0.02868930622935295,
0.0012353243073448539,
-0.06411625444889069,
0.0074956477619707584,
-0.045432865619659424,
-0.002080164849758148,
0.021002130582928658,
0.005289869382977486,
-0.0008059678948484361,
0.08641291409730911,
0.04335649311542511,
-0.06764017790555954,
0.005858071614056826,
0.033962856978178024,
0.049810975790023804,
0.0033965897746384144,
-0.029098862782120705,
0.02057950384914875,
-0.03512190654873848,
0.00967769417911768,
-0.006903096567839384,
-0.027844130992889404,
-0.045703593641519547,
-0.05213074013590813,
-0.012104718014597893,
0.02641346864402294,
-0.012396890670061111,
-0.02835032530128956,
0.04530194401741028,
0.00005619065632345155,
0.0072271376848220825,
-0.01088347565382719,
-0.025248374789953232,
0.04035244137048721,
-0.07515048235654831,
0.07055924087762833,
0.006453815381973982,
-0.0056324247270822525,
-0.06107711419463158,
0.0111535070464015,
-0.02629460208117962,
-0.002920326543971896,
-0.013785667717456818,
0.04763074219226837,
0.021996870636940002,
0.02845139615237713,
0.06330124288797379,
0.021524807438254356,
-0.028007758781313896,
0.07990463078022003,
0.0005838661454617977,
-0.02865430898964405,
-0.05148386210203171,
-0.006058025639504194,
-0.02225072681903839,
-0.03881179168820381,
-0.007072052918374538,
-0.03800535202026367,
0.019768329337239265,
0.02137565240263939,
0.011130155995488167,
-0.02668658457696438,
-0.008414126932621002,
-0.027516750618815422,
-0.01908348873257637,
-0.02059655822813511,
-0.005100589245557785,
-0.020908737555146217,
0.008752595633268356,
0.012282050214707851,
0.01704186014831066,
0.010028332471847534,
0.048982106149196625,
0.03511263057589531,
-0.032270416617393494,
-0.03520495444536209,
0.032096534967422485,
-0.0030236784368753433,
-0.028930194675922394,
-0.04086189344525337,
0.0005418058717623353,
0.055250782519578934,
0.05804966017603874,
0.027675017714500427,
-0.0979485958814621,
0.023935332894325256,
0.06089840456843376,
-0.031285256147384644,
0.017481662333011627,
-0.011221987195312977,
0.04036017134785652,
0.04309077560901642,
-0.026605771854519844,
0.002783390926197171,
-0.030900759622454643,
0.036596521735191345,
-0.036383677273988724,
0.05128065496683121,
-0.00816367194056511,
-0.034782592207193375,
-0.06311468034982681,
0.04350630193948746,
0.014676405116915703,
0.025939008221030235,
0.02888592705130577,
-0.02423115447163582,
-0.05802210047841072,
-0.018858686089515686,
0.06038539484143257,
-0.053856946527957916,
0.027162907645106316,
0.013408567756414413,
0.04941186308860779,
-0.03624990954995155,
-0.05708865448832512,
0.05182018131017685,
0.015776386484503746,
0.03990540653467178,
-0.01084995549172163,
-0.02892983704805374,
-0.0452263168990612,
0.04501381888985634,
0.00888082291930914,
-0.013123161159455776,
-0.03378837928175926,
0.015833446756005287,
-0.02730906568467617,
-0.012329685501754284,
0.034718792885541916,
0.03484363108873367,
0.031323909759521484,
0.05180493742227554,
0.010507027618587017,
0.008853213861584663,
-0.03453825041651726,
0.03694196790456772,
-0.05214494466781616,
0.005324169062077999,
-0.03968937322497368,
-0.03255806863307953,
-0.01826517842710018,
-0.047221992164850235,
-0.05345064774155617,
-0.03778596594929695,
-0.005307156592607498,
0.04588849097490311,
-0.008152317255735397,
0.004039600025862455,
-0.024416835978627205,
0.03283603861927986,
0.0019599799998104572,
-0.011973685584962368,
-0.011459432542324066,
-0.03104696050286293,
-0.04470246285200119,
-0.028787776827812195,
0.04466569051146507,
-0.006233038380742073,
0.02354040928184986,
0.021910246461629868,
0.008302627131342888,
-0.00037512133712880313,
0.013825478032231331,
-0.0190966185182333,
0.03385644033551216,
0.020968470722436905,
-0.042032256722450256,
-0.017456695437431335,
0.015695052221417427,
0.023873189464211464,
0.045125141739845276,
-0.03215809538960457,
0.035700876265764236,
0.020106732845306396,
-0.03100445866584778,
-0.008092734962701797,
0.007959356531500816,
0.04300583526492119,
-0.06763185560703278,
-0.020305607467889786,
0.004929843358695507,
-0.038646768778562546,
0.014805050566792488,
-0.015156342647969723,
-0.02815130725502968,
0.0037602721713483334,
0.024315625429153442,
0.056160636246204376,
0.007329453248530626,
-0.03637505695223808,
0.013752386905252934,
0.016669392585754395,
0.0108775794506073,
-0.04999295622110367,
0.036317236721515656,
-0.019449912011623383,
-0.001137865474447608,
0.003289497224614024,
-0.027348089963197708,
-0.03276457265019417,
0.0600355826318264,
-0.030281469225883484,
-0.02292884700000286,
0.0099965063855052,
0.046387333422899246,
-0.008367716334760189,
0.03155771642923355,
-0.047247353941202164,
0.004170483909547329,
-0.0289656613022089,
0.06129387766122818,
-0.03743703290820122,
-0.024471117183566093,
0.003541346872225404,
-0.029630422592163086,
-0.029358336701989174,
0.01334906555712223,
-0.008358086459338665,
-0.041748978197574615,
0.040898922830820084,
0.058223094791173935,
-0.0009768614545464516,
-0.0022412235848605633,
-0.03573906794190407,
0.00894237495958805,
-0.011428754776716232,
-0.07983607053756714,
-0.021018045023083687,
-0.0011126192985102534,
-0.017186248674988747,
-0.00385848106816411,
0.028653359040617943,
0.03819098696112633,
-0.048510756343603134,
-0.044642992317676544,
0.04562158137559891,
0.030671272426843643,
-0.003977986052632332,
-0.029188230633735657,
0.030862852931022644,
0.03652285039424896,
0.02939712256193161,
-0.039128292351961136,
0.012152298353612423,
-0.025491788983345032,
-0.05611637607216835,
0.037837956100702286,
-0.02656116895377636,
0.017975470051169395,
0.017804615199565887,
-0.02668338268995285,
0.0026327765081077814,
0.07922393083572388,
0.03733626380562782,
0.006785159464925528,
-0.0221540667116642,
-0.05197781324386597,
0.008270349353551865,
0.010844358243048191,
-0.06447087228298187,
0.021374428644776344,
-0.006399096921086311,
-0.03772098571062088,
0.0840526595711708,
-0.007641880307346582,
0.01157063152641058,
0.06810503453016281,
0.0037731691263616085,
-0.012255976907908916,
0.014845792204141617,
-0.007627887185662985,
0.001007701619528234,
0.04739181697368622,
-0.08096426725387573,
-0.002657880773767829,
-0.03782116249203682,
0.0639282837510109,
-0.07641804218292236,
0.05325724184513092,
0.03611962869763374,
0.015489043667912483,
0.03282224014401436,
-0.016877930611371994,
-0.028484532609581947,
0.03800772875547409,
-0.06339302659034729,
0.06768596917390823,
-0.003378918394446373,
-0.08237811923027039,
0.08202540874481201,
0.045012786984443665,
-0.08243224769830704,
0.0464053750038147,
0.04991545528173447,
0.004371081944555044,
0.03683517500758171,
0.026410283520817757,
-0.05789399519562721,
0.030368495732545853,
-0.006126090418547392,
0.03368302434682846,
-0.02824445441365242,
-0.031242357566952705,
0.012136185541749,
-0.04769882187247276,
-0.011111518368124962,
0.022293414920568466,
-0.0016048515681177378,
-0.020080767571926117,
0.007872072979807854,
-0.04363483563065529,
-0.03207188472151756,
0.017672786489129066,
0.032736632972955704,
-0.029771855100989342,
-0.0203184075653553,
-0.0027218214236199856,
0.034853268414735794,
0.034911710768938065,
0.005474962759763002,
-0.03836754336953163,
0.007867883890867233,
0.011289977468550205,
-0.08481357991695404,
-0.01627539098262787,
0.03631358593702316,
0.017114704474806786,
-0.013670665211975574,
0.025859354063868523,
0.0213376022875309,
0.005652433726936579,
0.012988573871552944,
-0.011740240268409252,
-0.001301914337091148,
-0.050250131636857986,
0.018609218299388885,
-0.0030631122644990683,
0.004359422717243433,
0.01891746185719967,
-0.0233765859156847,
0.037320055067539215,
0.02217477187514305,
0.043618135154247284,
-0.0014025851851329207,
-0.03526504710316658,
-0.028845496475696564,
0.04894125461578369,
-0.06267277151346207,
0.0224794689565897,
0.020896008238196373,
-0.03414139896631241,
-0.03070075996220112,
-0.010288632474839687,
0.008657559752464294,
0.021379979327321053,
-0.055426597595214844,
-0.0030272984877228737,
-0.01095026358962059,
-0.0081817377358675,
-0.016818922013044357,
-0.07091177254915237,
-0.024829737842082977,
-0.034554269164800644,
-0.013645747676491737,
0.01871499978005886,
-0.061737362295389175,
0.018329089507460594,
-0.009043795056641102,
-0.03391265869140625,
0.021982738748192787,
0.017800968140363693,
-0.05755316838622093,
0.021804925054311752,
0.0448450930416584,
-0.0871005430817604,
0.022215355187654495,
0.03410515934228897,
0.00915008969604969,
0.023817211389541626,
-0.00879358034580946,
0.03806392475962639,
0.04632062837481499,
0.028004374355077744,
-0.0009227991104125977,
-0.027469612658023834,
-0.025512423366308212,
-0.021441936492919922,
-0.0019786858465522528,
0.012565269134938717,
0.07904020696878433
] |
Contrastive-Tension/RoBerta-Large-CT-STSb | [
"pytorch",
"tf",
"jax",
"roberta",
"feature-extraction",
"transformers"
] | feature-extraction | {
"architectures": [
"RobertaModel"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: distilbert-base-uncased-finetuned-legal_data
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# distilbert-base-uncased-finetuned-legal_data
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 6.9101
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100
### Training results
| Training Loss | Epoch | Step | Validation Loss |
|:-------------:|:-----:|:----:|:---------------:|
| No log | 1.0 | 26 | 5.3529 |
| No log | 2.0 | 52 | 5.4226 |
| No log | 3.0 | 78 | 5.2550 |
| No log | 4.0 | 104 | 5.1011 |
| No log | 5.0 | 130 | 5.1857 |
| No log | 6.0 | 156 | 5.5119 |
| No log | 7.0 | 182 | 5.4480 |
| No log | 8.0 | 208 | 5.6993 |
| No log | 9.0 | 234 | 5.9614 |
| No log | 10.0 | 260 | 5.6987 |
| No log | 11.0 | 286 | 5.6679 |
| No log | 12.0 | 312 | 5.9850 |
| No log | 13.0 | 338 | 5.6065 |
| No log | 14.0 | 364 | 5.3162 |
| No log | 15.0 | 390 | 5.7856 |
| No log | 16.0 | 416 | 5.5786 |
| No log | 17.0 | 442 | 5.6028 |
| No log | 18.0 | 468 | 5.7649 |
| No log | 19.0 | 494 | 5.5382 |
| 1.8345 | 20.0 | 520 | 6.3654 |
| 1.8345 | 21.0 | 546 | 5.3575 |
| 1.8345 | 22.0 | 572 | 5.3808 |
| 1.8345 | 23.0 | 598 | 5.9340 |
| 1.8345 | 24.0 | 624 | 6.1475 |
| 1.8345 | 25.0 | 650 | 6.2188 |
| 1.8345 | 26.0 | 676 | 5.7651 |
| 1.8345 | 27.0 | 702 | 6.2629 |
| 1.8345 | 28.0 | 728 | 6.1356 |
| 1.8345 | 29.0 | 754 | 5.9255 |
| 1.8345 | 30.0 | 780 | 6.4252 |
| 1.8345 | 31.0 | 806 | 5.6967 |
| 1.8345 | 32.0 | 832 | 6.4324 |
| 1.8345 | 33.0 | 858 | 6.5087 |
| 1.8345 | 34.0 | 884 | 6.1113 |
| 1.8345 | 35.0 | 910 | 6.7443 |
| 1.8345 | 36.0 | 936 | 6.6970 |
| 1.8345 | 37.0 | 962 | 6.5578 |
| 1.8345 | 38.0 | 988 | 6.1963 |
| 0.2251 | 39.0 | 1014 | 6.4893 |
| 0.2251 | 40.0 | 1040 | 6.6347 |
| 0.2251 | 41.0 | 1066 | 6.7106 |
| 0.2251 | 42.0 | 1092 | 6.8129 |
| 0.2251 | 43.0 | 1118 | 6.6386 |
| 0.2251 | 44.0 | 1144 | 6.4134 |
| 0.2251 | 45.0 | 1170 | 6.6883 |
| 0.2251 | 46.0 | 1196 | 6.6406 |
| 0.2251 | 47.0 | 1222 | 6.3065 |
| 0.2251 | 48.0 | 1248 | 7.0281 |
| 0.2251 | 49.0 | 1274 | 7.3646 |
| 0.2251 | 50.0 | 1300 | 7.1086 |
| 0.2251 | 51.0 | 1326 | 6.4749 |
| 0.2251 | 52.0 | 1352 | 6.3303 |
| 0.2251 | 53.0 | 1378 | 6.2919 |
| 0.2251 | 54.0 | 1404 | 6.3855 |
| 0.2251 | 55.0 | 1430 | 6.9501 |
| 0.2251 | 56.0 | 1456 | 6.8714 |
| 0.2251 | 57.0 | 1482 | 6.9856 |
| 0.0891 | 58.0 | 1508 | 6.9910 |
| 0.0891 | 59.0 | 1534 | 6.9293 |
| 0.0891 | 60.0 | 1560 | 7.3493 |
| 0.0891 | 61.0 | 1586 | 7.1834 |
| 0.0891 | 62.0 | 1612 | 7.0479 |
| 0.0891 | 63.0 | 1638 | 6.7674 |
| 0.0891 | 64.0 | 1664 | 6.7553 |
| 0.0891 | 65.0 | 1690 | 7.3074 |
| 0.0891 | 66.0 | 1716 | 6.8071 |
| 0.0891 | 67.0 | 1742 | 7.6622 |
| 0.0891 | 68.0 | 1768 | 6.9555 |
| 0.0891 | 69.0 | 1794 | 7.0153 |
| 0.0891 | 70.0 | 1820 | 7.2085 |
| 0.0891 | 71.0 | 1846 | 6.7582 |
| 0.0891 | 72.0 | 1872 | 6.7989 |
| 0.0891 | 73.0 | 1898 | 6.7012 |
| 0.0891 | 74.0 | 1924 | 7.0088 |
| 0.0891 | 75.0 | 1950 | 7.1024 |
| 0.0891 | 76.0 | 1976 | 6.6968 |
| 0.058 | 77.0 | 2002 | 7.5249 |
| 0.058 | 78.0 | 2028 | 6.9199 |
| 0.058 | 79.0 | 2054 | 7.1995 |
| 0.058 | 80.0 | 2080 | 6.9349 |
| 0.058 | 81.0 | 2106 | 7.4025 |
| 0.058 | 82.0 | 2132 | 7.4199 |
| 0.058 | 83.0 | 2158 | 6.8081 |
| 0.058 | 84.0 | 2184 | 7.4777 |
| 0.058 | 85.0 | 2210 | 7.1990 |
| 0.058 | 86.0 | 2236 | 7.0062 |
| 0.058 | 87.0 | 2262 | 7.5724 |
| 0.058 | 88.0 | 2288 | 6.9362 |
| 0.058 | 89.0 | 2314 | 7.1368 |
| 0.058 | 90.0 | 2340 | 7.2183 |
| 0.058 | 91.0 | 2366 | 6.8684 |
| 0.058 | 92.0 | 2392 | 7.1433 |
| 0.058 | 93.0 | 2418 | 7.2161 |
| 0.058 | 94.0 | 2444 | 7.1442 |
| 0.058 | 95.0 | 2470 | 7.3098 |
| 0.058 | 96.0 | 2496 | 7.1264 |
| 0.0512 | 97.0 | 2522 | 6.9424 |
| 0.0512 | 98.0 | 2548 | 6.9155 |
| 0.0512 | 99.0 | 2574 | 6.9038 |
| 0.0512 | 100.0 | 2600 | 6.9101 |
### Framework versions
- Transformers 4.11.3
- Pytorch 1.9.0+cu102
- Datasets 1.12.1
- Tokenizers 0.10.3
| [
-0.014229599386453629,
0.008308842778205872,
-0.03343968093395233,
0.03903746232390404,
0.04653002321720123,
0.022082017734646797,
-0.01855849102139473,
-0.022166939452290535,
-0.0527847483754158,
0.06542926281690598,
0.02353108860552311,
-0.036872606724500656,
0.029839370399713516,
0.034591421484947205,
-0.014274249784648418,
-0.03887755051255226,
0.002687981817871332,
-0.014502384699881077,
-0.041751082986593246,
0.0026988289318978786,
0.006977863609790802,
-0.012684652581810951,
-0.008242002688348293,
0.00427274638786912,
-0.0129481116309762,
0.006645288784056902,
0.00799337588250637,
0.019535478204488754,
0.04819382354617119,
-0.07350979745388031,
0.003130190772935748,
-0.02806289680302143,
-0.053245943039655685,
-0.035054001957178116,
-0.015038643963634968,
-0.0151407765224576,
0.00796255562454462,
0.043009452521800995,
0.0215822234749794,
0.036352068185806274,
0.006110549438744783,
0.029767829924821854,
0.011976031586527824,
-0.016513561829924583,
0.0560346283018589,
0.007538746111094952,
-0.03644399717450142,
-0.0070059834979474545,
0.04343857988715172,
-0.023204946890473366,
-0.07657597213983536,
-0.060409028083086014,
-0.020787937566637993,
0.03326030448079109,
-0.01473181415349245,
0.0034892975818365812,
-0.07434284687042236,
0.02191452495753765,
0.0628880113363266,
-0.03912610188126564,
-0.04220322147011757,
0.010243222117424011,
-0.08151397109031677,
0.010148504748940468,
0.0312749445438385,
-0.018871624022722244,
0.011931495741009712,
-0.04496011510491371,
0.037112366408109665,
-0.0023772921413183212,
0.05665227770805359,
-0.0223554540425539,
0.021494707092642784,
-0.06950852274894714,
-0.01637912169098854,
-0.007715356070548296,
0.0426294170320034,
0.054596059024333954,
-0.030466802418231964,
0.03870326280593872,
0.0258609801530838,
0.0005800822982564569,
0.04146457463502884,
-0.03165086731314659,
0.008609713055193424,
0.027712227776646614,
-0.04225479066371918,
-0.007410649210214615,
0.022120019420981407,
0.01844760775566101,
-0.04727143794298172,
-0.0364365316927433,
-0.03689391165971756,
-0.03267401456832886,
0.0026448615826666355,
0.021243330091238022,
0.01931268535554409,
0.02547309920191765,
0.041506391018629074,
0.008492776192724705,
0.02107176184654236,
0.04257569834589958,
-0.03685625642538071,
0.06707266718149185,
-0.0029119919054210186,
-0.017907515168190002,
0.003133116289973259,
-0.021513579413294792,
-0.053251396864652634,
0.024775469675660133,
0.02023431845009327,
-0.020411919802427292,
-0.021957285702228546,
0.032438233494758606,
0.0046551586128771305,
-0.004565270617604256,
0.07639864832162857,
-0.027586951851844788,
-0.039683129638433456,
-0.02432745136320591,
0.02793930470943451,
0.015957148745656013,
-0.005650635808706284,
0.01610540971159935,
-0.04297848045825958,
-0.0212775319814682,
-0.028904607519507408,
-0.034060072153806686,
-0.02587333880364895,
0.020637260749936104,
0.009552091360092163,
0.071641705930233,
0.03327447548508644,
-0.08170268684625626,
0.0041433461010456085,
0.015907656401395798,
-0.05684361606836319,
0.04205821081995964,
0.01479396689683199,
0.11418939381837845,
-0.051522430032491684,
-0.06381017714738846,
-0.008969093672931194,
-0.0012037245323881507,
-0.03592967242002487,
0.009099293500185013,
-0.01128336787223816,
-0.04663252457976341,
0.007367911748588085,
0.0036960032302886248,
0.06614422053098679,
-0.03643913194537163,
-0.010240043513476849,
0.07039247453212738,
0.002625055145472288,
0.042664751410484314,
-0.04815521091222763,
-0.02886500582098961,
0.016677463427186012,
-0.026895642280578613,
-0.04425967112183571,
0.04730185493826866,
-0.024459155276417732,
-0.02815818227827549,
-0.024087265133857727,
-0.024491095915436745,
0.013247231021523476,
0.06624014675617218,
-0.01286284625530243,
-0.032689761370420456,
-0.018591977655887604,
0.02279960922896862,
0.050872594118118286,
0.051767583936452866,
-0.020071372389793396,
0.02938215807080269,
0.04667762666940689,
0.03151295706629753,
-0.021089734509587288,
0.03493646904826164,
0.029567979276180267,
-0.02830146998167038,
-0.021099722012877464,
0.028692202642560005,
0.011865904554724693,
-0.048734717071056366,
0.045309580862522125,
0.023266427218914032,
0.0044951727613806725,
-0.06530223786830902,
-0.048918716609478,
0.04860961437225342,
-0.011278937570750713,
-0.02165236882865429,
0.005402342416346073,
0.029936764389276505,
-0.02170584909617901,
0.04738013818860054,
-0.02128947712481022,
0.008847945369780064,
-0.03294193744659424,
-0.011518888175487518,
0.02218492515385151,
-0.02781149186193943,
0.028128731995821,
0.055124230682849884,
-0.00980326533317566,
0.09668692201375961,
-0.049617454409599304,
0.016036314889788628,
-0.03922746330499649,
-0.037452757358551025,
0.030345577746629715,
0.06036293879151344,
0.05544671043753624,
0.05121666193008423,
0.0031130025163292885,
-0.04312726855278015,
0.03791087493300438,
0.07191247493028641,
0.04755859449505806,
-0.0011432755272835493,
-0.03303612768650055,
-0.012495012022554874,
0.06494253873825073,
0.061286311596632004,
-0.0492846742272377,
-0.008709903806447983,
0.005923478398472071,
0.039836566895246506,
-0.0014083508867770433,
0.014288120903074741,
-0.016538752242922783,
0.03431389108300209,
-0.044666875153779984,
-0.04739055037498474,
0.050356555730104446,
0.013414999470114708,
0.00446686428040266,
0.021549178287386894,
0.03226169943809509,
0.013402694836258888,
0.01926763355731964,
0.01988816075026989,
0.005159701220691204,
-0.06543855369091034,
0.01981552131474018,
0.00010710703645600006,
0.05651519447565079,
-0.058996256440877914,
0.042118508368730545,
-0.02250814624130726,
0.018042022362351418,
0.0399165153503418,
-0.043352097272872925,
0.03005022369325161,
0.048778340220451355,
0.031913433223962784,
-0.03571142628788948,
0.03449718654155731,
0.008434277959167957,
0.04760114476084709,
0.03413448855280876,
0.005767227150499821,
0.07478330284357071,
0.02382885478436947,
0.046407245099544525,
0.06802740693092346,
0.019429029896855354,
0.024655770510435104,
0.010804553516209126,
0.054556090384721756,
0.016100620850920677,
-0.013473757542669773,
0.05238752067089081,
-0.05712848901748657,
0.03195543214678764,
-0.05194169282913208,
-0.009286432527005672,
-0.019848231226205826,
-0.015832651406526566,
0.040120985358953476,
0.03339964151382446,
-0.029974032193422318,
-0.01275600865483284,
0.016677482053637505,
-0.016587549820542336,
0.01221348438411951,
-0.004175984300673008,
0.017525356262922287,
-0.012151184491813183,
-0.022227155044674873,
-0.025986848399043083,
-0.06436046212911606,
-0.052094440907239914,
-0.022586245089769363,
-0.012326480820775032,
-0.03079877607524395,
-0.08229285478591919,
-0.01098787970840931,
-0.07810761034488678,
-0.010595890693366528,
0.03851392865180969,
0.022736672312021255,
-0.030217032879590988,
-0.042727116495370865,
0.020331650972366333,
-0.05173303186893463,
-0.03316245600581169,
-0.06459898501634598,
-0.052099552005529404,
-0.04720544442534447,
-0.08395551145076752,
0.030761778354644775,
0.02130134217441082,
0.021744031459093094,
0.007962838746607304,
0.024106992408633232,
0.003221336519345641,
-0.031210843473672867,
0.03478093072772026,
0.059410348534584045,
-0.03569290414452553,
-0.03509192541241646,
0.02913779765367508,
0.005206570960581303,
0.016489284113049507,
0.02301584929227829,
-0.029203614220023155,
0.09372459352016449,
0.05943624675273895,
0.018176864832639694,
0.03058432973921299,
-0.010442182421684265,
-0.0627622902393341,
-0.07434621453285217,
-0.031053772196173668,
-0.04980134963989258,
-0.011499444954097271,
-0.0321616530418396,
-0.03581467270851135,
-0.037928346544504166,
-0.03972753509879112,
0.0019416236318647861,
-0.015407446771860123,
0.023690519854426384,
0.014004524797201157,
0.03816428408026695,
0.029208892956376076,
0.03758295997977257,
-0.03741402551531792,
-0.04792949929833412,
0.051433078944683075,
0.02091364748775959,
-0.0017009013099595904,
-0.08802549540996552,
-0.02054497040808201,
0.021356182172894478,
0.02663392573595047,
0.019913088530302048,
-0.002752928761765361,
0.06815039366483688,
-0.010820917785167694,
0.0016772636445239186,
0.03142501041293144,
-0.014047712087631226,
-0.01309401635080576,
0.0018509264336898923,
0.0011026767315343022,
0.0011403727112337947,
-0.024424225091934204,
-0.02215372584760189,
-0.008658024482429028,
0.02508472092449665,
-0.0593937523663044,
-0.05569809675216675,
-0.0014139818958938122,
0.013724747113883495,
0.04425998032093048,
-0.004135796334594488,
-0.05067054182291031,
-0.011293817311525345,
-0.06982381641864777,
-0.0008821713272482157,
0.024755332618951797,
0.01770830899477005,
0.007239177357405424,
0.03675083816051483,
0.021997183561325073,
-0.004139239434152842,
0.01845204457640648,
0.05769314989447594,
0.06137420982122421,
0.012366743758320808,
-0.08645684272050858,
0.0034306359011679888,
-0.013337265700101852,
0.015745030716061592,
-0.01633906550705433,
-0.013470703735947609,
-0.023458851501345634,
-0.08928735554218292,
-0.02799268066883087,
0.005204690154641867,
0.023055769503116608,
-0.02057081088423729,
0.030334049835801125,
-0.0009608057443983853,
-0.03029617853462696,
0.005232253111898899,
0.01239736657589674,
0.04859090968966484,
-0.038235414773225784,
0.05439458042383194,
-0.036743078380823135,
0.0038855827879160643,
-0.05187315493822098,
0.0076350015588104725,
-0.0486159473657608,
-0.02847004123032093,
0.01877989061176777,
0.04970363527536392,
-0.024800630286335945,
0.05281921103596687,
0.06949778646230698,
0.03514113277196884,
-0.0530383475124836,
0.04060646519064903,
0.07006877660751343,
-0.04253818467259407,
-0.04327269643545151,
0.004196925554424524,
0.0028790635988116264,
-0.01191833894699812,
0.0021731106098741293,
-0.014242301695048809,
0.048840396106243134,
0.020120903849601746,
0.009611410088837147,
0.001147426082752645,
-0.0014161189319565892,
0.000737078778911382,
-0.02043849602341652,
-0.05072425678372383,
-0.01904119923710823,
0.004170607775449753,
-0.031793590635061264,
0.018391286954283714,
0.032005153596401215,
0.045507993549108505,
0.09518066048622131,
0.02152789942920208,
-0.03463730961084366,
-0.0020623537711799145,
0.02571098320186138,
0.006519028916954994,
-0.028408553451299667,
-0.07172063738107681,
-0.04602401331067085,
0.034228913486003876,
0.05974416062235832,
-0.019782233983278275,
-0.07095766812562943,
0.015879182144999504,
0.044223275035619736,
-0.05350862070918083,
0.05127212777733803,
-0.010008152574300766,
0.03883373737335205,
0.05354395881295204,
0.00004223439464112744,
0.04076310992240906,
-0.021858414635062218,
-0.003677385626360774,
0.00200266158208251,
0.039715662598609924,
-0.010437247343361378,
-0.028450069949030876,
-0.040474388748407364,
0.0228409543633461,
0.038954105228185654,
0.03681326285004616,
0.03831065818667412,
-0.0378960445523262,
-0.03412714973092079,
0.013973131775856018,
0.021363025531172752,
-0.049907345324754715,
-0.0035275595728307962,
0.030874410644173622,
0.03337143361568451,
-0.045435573905706406,
-0.02908848412334919,
-0.014715572819113731,
-0.008949501439929008,
0.0356309674680233,
0.007333301939070225,
-0.023586047813296318,
-0.04520824924111366,
0.03349662944674492,
-0.006496916990727186,
-0.036175280809402466,
-0.06421184539794922,
0.06251692026853561,
-0.008976739831268787,
-0.024642067030072212,
0.05566847324371338,
0.03631142899394035,
0.027551325038075447,
0.07126275449991226,
0.028191836550831795,
0.016284126788377762,
-0.03940358757972717,
0.03760272637009621,
-0.022689836099743843,
-0.022679945454001427,
0.012749669142067432,
-0.03397006168961525,
-0.04513947293162346,
-0.00011566374450922012,
-0.07233576476573944,
-0.032900724560022354,
-0.028774170204997063,
0.014546087011694908,
-0.002367007778957486,
-0.002476249821484089,
0.00045165876508690417,
0.05173714458942413,
-0.002089856658130884,
-0.044814664870500565,
-0.03681040555238724,
-0.01822814904153347,
-0.06644018739461899,
-0.042722903192043304,
-0.006134638097137213,
0.017831318080425262,
0.040127504616975784,
0.0354594849050045,
0.009193840436637402,
0.01712787337601185,
0.026847628876566887,
-0.05517541989684105,
0.005232653114944696,
0.012607067823410034,
-0.036330319941043854,
-0.023981941863894463,
0.028765622526407242,
0.01306132972240448,
0.022716300562024117,
-0.03577937185764313,
0.04055509716272354,
0.0031363535672426224,
-0.009460384957492352,
-0.01815757341682911,
0.02272634021937847,
0.03220915421843529,
-0.05458998680114746,
-0.031137965619564056,
-0.02192319743335247,
-0.02184460312128067,
0.041383519768714905,
-0.021398289129137993,
-0.008838290348649025,
0.021850742399692535,
0.004786865785717964,
0.03123713657259941,
-0.03044804371893406,
-0.011920735239982605,
0.020245477557182312,
0.0061155338771641254,
0.01876412145793438,
-0.052822668105363846,
0.07794032990932465,
-0.03796122968196869,
0.03331848606467247,
-0.023378541693091393,
-0.00606341939419508,
-0.02850651741027832,
0.04142312332987785,
-0.021107099950313568,
-0.030745752155780792,
-0.008306731469929218,
0.07180628180503845,
-0.01079083513468504,
0.011746767908334732,
-0.02734827809035778,
0.03402173891663551,
-0.019966665655374527,
0.0657220110297203,
-0.03958660364151001,
0.013093292713165283,
-0.04205930978059769,
0.024546056985855103,
-0.029677441343665123,
0.009922962635755539,
-0.0025789644569158554,
-0.019191669300198555,
0.03811091557145119,
0.06662291288375854,
0.03369686007499695,
0.028029561042785645,
-0.009749345481395721,
-0.016806069761514664,
0.0005626222118735313,
-0.04812394827604294,
-0.01624186336994171,
-0.012542670592665672,
-0.0006531074177473783,
-0.01997283287346363,
0.05736662074923515,
0.031718023121356964,
-0.042629145085811615,
-0.06825076043605804,
0.04145693778991699,
0.014133422635495663,
0.005821193102747202,
0.0018698694184422493,
0.04459347948431969,
0.026698265224695206,
0.031196895986795425,
-0.011577023193240166,
-0.008673295378684998,
0.005457056220620871,
-0.043802905827760696,
0.013500664383172989,
-0.007138451095670462,
0.02956954389810562,
0.022720323875546455,
-0.038210831582546234,
-0.008810887113213539,
0.050446100533008575,
0.026440585032105446,
0.020214593037962914,
-0.0044374666176736355,
-0.03871125727891922,
0.022627076134085655,
0.012424681335687637,
-0.01795104518532753,
0.021970590576529503,
0.01844535581767559,
-0.029864363372325897,
0.03791523724794388,
-0.0020201506558805704,
-0.0026783233042806387,
0.06093873456120491,
0.005347072146832943,
-0.0062483204528689384,
0.0621531642973423,
-0.03372705355286598,
0.013979497365653515,
0.03925474360585213,
-0.09073123335838318,
0.0000858774728840217,
-0.06365552544593811,
0.0675906389951706,
-0.06220042333006859,
0.009603572078049183,
0.0590815544128418,
0.003138913307338953,
0.028316734358668327,
-0.05303828418254852,
-0.056125953793525696,
0.02192993275821209,
-0.038045842200517654,
0.060749344527721405,
0.01118785422295332,
-0.07034272700548172,
0.05108228698372841,
0.00472624646499753,
-0.049573805183172226,
0.03141213208436966,
0.03460567817091942,
0.06025465577840805,
0.025034595280885696,
0.04113403335213661,
-0.036083776503801346,
-0.00021726306295022368,
-0.03694184124469757,
0.0194858368486166,
-0.06182398274540901,
-0.009106452576816082,
0.02584501914680004,
-0.04719435051083565,
-0.01790418103337288,
0.030542289838194847,
-0.029180649667978287,
-0.009481982327997684,
0.05443676561117172,
-0.03620144724845886,
-0.03245195373892784,
0.012781690806150436,
0.011222366243600845,
-0.03834128752350807,
-0.024200359359383583,
-0.039146699011325836,
0.01259045209735632,
-0.0020817755721509457,
0.000668168650008738,
-0.01645543985068798,
-0.014510467648506165,
0.020536087453365326,
-0.04295418784022331,
-0.028748050332069397,
0.024822285398840904,
-0.019233915954828262,
-0.03224033862352371,
0.03885386884212494,
0.013222521170973778,
0.013705109246075153,
0.02523055672645569,
-0.01739676110446453,
0.017757447436451912,
-0.047389257699251175,
-0.013129127211868763,
0.027369339019060135,
-0.011903509497642517,
0.032770395278930664,
0.0074715823866426945,
0.028408542275428772,
0.044469501823186874,
0.025144679471850395,
-0.010772508569061756,
-0.03286130726337433,
-0.025615457445383072,
0.018765095621347427,
-0.025936106219887733,
0.01523294486105442,
-0.018525905907154083,
-0.04163269326090813,
-0.02440766431391239,
0.0008468942833133042,
-0.04565374553203583,
0.027319299057126045,
-0.07607033103704453,
0.01433165930211544,
0.052064888179302216,
-0.011881210841238499,
-0.046476420015096664,
-0.1031607985496521,
-0.007649251259863377,
-0.046297114342451096,
-0.008541122078895569,
0.036271240562200546,
-0.030294325202703476,
0.04281342402100563,
-0.05272578448057175,
-0.03143664076924324,
0.03833114355802536,
0.04439415782690048,
-0.06514639407396317,
0.06048407405614853,
0.04171700030565262,
-0.040481723845005035,
0.015331028960645199,
0.004536746069788933,
-0.051961854100227356,
0.006547669414430857,
0.013831601478159428,
0.004606590140610933,
0.02357502467930317,
0.0016288617625832558,
-0.06728517264127731,
-0.03792541101574898,
-0.06920172274112701,
-0.03275460749864578,
-0.04230225086212158,
0.003800505306571722,
0.06528691947460175
] |
Cooker/cicero-similis | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language: english
datasets:
- legal dataset
pipeline_tag: question-answering
--- | [
0.0036085022147744894,
-0.0030924594029784203,
0.0071596065536141396,
0.025724593549966812,
0.0526113398373127,
0.0049222190864384174,
-0.0012905565090477467,
0.012925522401928902,
-0.05253135412931442,
0.046340618282556534,
0.03133604675531387,
0.006673884578049183,
0.02072085626423359,
0.03918255865573883,
-0.04317234084010124,
-0.020691977813839912,
-0.02906608022749424,
-0.012285253964364529,
-0.060300759971141815,
-0.01285882294178009,
0.018670612946152687,
0.015277465805411339,
-0.002402242738753557,
0.028386816382408142,
0.0007623660494573414,
0.005485013127326965,
-0.014819158241152763,
0.016370221972465515,
0.04872327670454979,
-0.036722950637340546,
0.0022944125812500715,
-0.04717361554503441,
-0.016387728974223137,
-0.04566771164536476,
-0.016701413318514824,
-0.012470073997974396,
0.028558088466525078,
0.0077140601351857185,
0.018298132345080376,
0.03461382910609245,
-0.021586410701274872,
0.018513787537813187,
0.010469924658536911,
-0.04022396355867386,
0.04331871122121811,
-0.02112041413784027,
-0.026128489524126053,
-0.03913136199116707,
-0.0014771134592592716,
-0.03448531776666641,
-0.05927145853638649,
-0.09358178079128265,
-0.02644694410264492,
-0.006606950890272856,
0.005805748514831066,
-0.03186020255088806,
-0.049081213772296906,
0.0118340365588665,
0.07515737414360046,
-0.046083174645900726,
-0.059565845876932144,
-0.01238958165049553,
-0.06510023027658463,
-0.004369227681308985,
0.025697406381368637,
-0.07326219230890274,
0.018784254789352417,
-0.058738719671964645,
0.026939986273646355,
-0.0016053022118285298,
0.08231407403945923,
-0.04321064054965973,
0.04463174194097519,
-0.07427330315113068,
-0.007426727097481489,
-0.00043316552182659507,
0.04490084573626518,
0.014542019926011562,
-0.01663917489349842,
0.06213388964533806,
0.024628935381770134,
0.010884630493819714,
0.04225656017661095,
-0.02970743365585804,
-0.0029527698643505573,
0.031790390610694885,
-0.05683548375964165,
-0.027297742664813995,
0.0014259908348321915,
0.03446535766124725,
-0.012830001302063465,
-0.05406588315963745,
-0.02388392761349678,
-0.012057147920131683,
-0.017020640894770622,
0.008440778590738773,
0.032712727785110474,
-0.013969874009490013,
-0.009648970328271389,
0.021181130781769753,
0.016299549490213394,
0.060549747198820114,
-0.04055103287100792,
0.04553810879588127,
-0.006122086197137833,
0.013249702751636505,
0.02415723353624344,
-0.015495195053517818,
-0.05776610225439072,
0.051072847098112106,
-0.0037641434464603662,
-0.03086903691291809,
-0.017965737730264664,
0.03284809738397598,
0.03158579766750336,
-0.010940865613520145,
0.07689874619245529,
-0.04687093570828438,
-0.016968393698334694,
-0.025626247748732567,
0.052316635847091675,
0.0010405193315818906,
-0.012864524498581886,
0.01335619855672121,
-0.05130415037274361,
-0.0017169256461784244,
-0.04801603779196739,
-0.0451277494430542,
0.02758202888071537,
-0.03158852458000183,
0.0019204702693969011,
0.043261151760816574,
0.010822591371834278,
-0.07162481546401978,
0.011340546421706676,
0.028609536588191986,
-0.08053916692733765,
0.0008904174901545048,
0.02356117032468319,
0.0889948308467865,
-0.06090632081031799,
-0.044593337923288345,
-0.003984441049396992,
0.03735865652561188,
-0.033998001366853714,
0.0005882971454411745,
0.0008762406650930643,
-0.03729422017931938,
-0.04013664647936821,
-0.011498144827783108,
0.04527723416686058,
-0.04768598452210426,
0.01074382197111845,
0.043464694172143936,
0.002641460858285427,
0.035177912563085556,
-0.014501514844596386,
-0.00048362938105128706,
0.007436803542077541,
-0.014615277759730816,
-0.048516981303691864,
0.027019161731004715,
-0.02285749465227127,
0.002016704296693206,
-0.04425618052482605,
-0.021634696051478386,
-0.0007917924667708576,
0.0777236670255661,
-0.01173457968980074,
-0.03677370399236679,
-0.06537776440382004,
0.007725974079221487,
0.052940014749765396,
0.013585628941655159,
-0.01997361332178116,
0.01549522951245308,
0.02717656083405018,
0.02583804354071617,
-0.00646910909563303,
0.05268164351582527,
0.017106303945183754,
-0.035040706396102905,
-0.042489197105169296,
0.017248861491680145,
0.033835191279649734,
-0.0146857388317585,
0.008136264979839325,
0.050476182252168655,
-0.015173523686826229,
-0.02456669881939888,
-0.01620953157544136,
0.05151686072349548,
-0.03233683481812477,
-0.027721932157874107,
0.009860057383775711,
0.02470669150352478,
-0.018477588891983032,
0.016010161489248276,
-0.05141819640994072,
0.031482797116041183,
-0.0372137725353241,
0.01805853098630905,
0.055642347782850266,
0.0206062700599432,
0.0014828670537099242,
0.04849853739142418,
-0.011076266877353191,
0.07870423048734665,
-0.05676630511879921,
0.0025493043940514326,
-0.026607181876897812,
-0.027559438720345497,
-0.014039209112524986,
0.038639895617961884,
0.04459385573863983,
0.038542091846466064,
-0.03178352117538452,
-0.05269702896475792,
0.054233185946941376,
0.09019428491592407,
0.06813593208789825,
0.015054788440465927,
-0.016925422474741936,
0.01048912201076746,
0.030661966651678085,
0.05222811922430992,
-0.03785320371389389,
-0.02642287127673626,
0.0015988597879186273,
0.05452367663383484,
-0.011949216946959496,
-0.009321849793195724,
-0.002453992608934641,
0.013262223452329636,
-0.028883928433060646,
-0.06377605348825455,
0.04313842952251434,
-0.003926634322851896,
0.015597459860146046,
0.01920780912041664,
0.005210377275943756,
0.005921401083469391,
0.03890179097652435,
-0.005531179253011942,
0.003641658928245306,
-0.05253153666853905,
0.00639615673571825,
-0.003382741706445813,
0.07385538518428802,
-0.06668665260076523,
0.009492307901382446,
0.01545710675418377,
0.023158909752964973,
0.05862772837281227,
-0.032272737473249435,
0.04610762745141983,
0.053113944828510284,
0.027482185512781143,
-0.032885853201150894,
0.02655668556690216,
0.033387281000614166,
0.020824315026402473,
0.09230685234069824,
0.03032996878027916,
0.06524418294429779,
-0.002124915597960353,
0.040139246731996536,
0.07073277980089188,
0.02421466074883938,
0.001168070244602859,
0.04390564188361168,
0.05418836697936058,
-0.01150784082710743,
0.015449747443199158,
0.04605806618928909,
-0.054418958723545074,
0.017952442169189453,
-0.0445675291121006,
0.004934402648359537,
-0.02780000865459442,
-0.016394538804888725,
0.037018876522779465,
0.024209873750805855,
-0.030523739755153656,
0.03731298819184303,
-0.023606568574905396,
-0.011368139646947384,
0.04613843560218811,
-0.007605429273098707,
0.02455480396747589,
-0.03400055319070816,
-0.02420741133391857,
0.02913416363298893,
-0.037685900926589966,
-0.04593249782919884,
-0.01003169547766447,
-0.02645043097436428,
0.021139178425073624,
-0.043272651731967926,
-0.04261257126927376,
-0.06632985174655914,
-0.029895538464188576,
0.05160075053572655,
0.047646693885326385,
0.00878030527383089,
-0.03003878891468048,
0.012631402350962162,
-0.038732822984457016,
-0.03481152281165123,
-0.06536349654197693,
-0.0464627780020237,
-0.03190124034881592,
-0.05099386349320412,
0.048994116485118866,
0.037522487342357635,
0.04579862579703331,
0.01842721551656723,
-0.012706729583442211,
-0.04652731865644455,
-0.021863317117094994,
0.0201175045222044,
0.018435422331094742,
-0.03034309856593609,
-0.018954051658511162,
0.016304530203342438,
0.02552550844848156,
0.03105466067790985,
-0.014926674775779247,
-0.02797846682369709,
0.08927954733371735,
0.03631589934229851,
0.04949755594134331,
-0.014828614890575409,
-0.007034008391201496,
-0.03960667550563812,
-0.017027700319886208,
-0.0735248476266861,
-0.039382047951221466,
-0.0312713123857975,
-0.025037609040737152,
-0.04997037351131439,
-0.019944744184613228,
-0.03780606761574745,
-0.013002868741750717,
0.003375827334821224,
-0.0011068950407207012,
0.023355258628726006,
0.0486028715968132,
0.0268564336001873,
0.021226266399025917,
-0.047270771116018295,
-0.011805476620793343,
0.0800514742732048,
-0.010459964163601398,
0.009344464167952538,
-0.07829760760068893,
-0.055120307952165604,
0.05307832360267639,
0.013825668022036552,
0.019081706181168556,
-0.02721336856484413,
0.044855665415525436,
-0.004793661180883646,
0.007416928187012672,
0.03396596759557724,
-0.04242238402366638,
-0.02354517951607704,
0.005487464368343353,
0.0016864134231582284,
-0.038170136511325836,
-0.055742666125297546,
-0.007391192950308323,
0.003307758131995797,
0.02699272334575653,
-0.06153303384780884,
-0.026871711015701294,
-0.021219981834292412,
0.011142191477119923,
0.022667132318019867,
-0.019366102293133736,
-0.038159891963005066,
0.011544885113835335,
-0.012543938122689724,
-0.0180930495262146,
-0.0036208874080330133,
-0.003946461249142885,
0.0032405529636889696,
0.03161418065428734,
-0.003260947298258543,
-0.010842494666576385,
0.04959847405552864,
0.02683902531862259,
0.051316868513822556,
0.052771903574466705,
-0.04250326007604599,
0.0308146383613348,
-0.013811761513352394,
0.01782725565135479,
-0.0008175650727935135,
-0.03126639872789383,
-0.054466042667627335,
-0.06332321465015411,
-0.00320984423160553,
0.019756009802222252,
-0.025412870571017265,
0.005516580305993557,
0.05447904393076897,
-0.030045391991734505,
-0.00712007749825716,
-0.009210823103785515,
0.017060980200767517,
0.05074799433350563,
-0.03382621705532074,
0.0543166883289814,
-0.005612968932837248,
0.029311228543519974,
-0.028072403743863106,
0.006826543249189854,
-0.03220824897289276,
-0.0036926246248185635,
0.003945515025407076,
0.05553789436817169,
0.017034966498613358,
0.04459655284881592,
0.060540974140167236,
0.015082575380802155,
-0.03708875924348831,
0.058922410011291504,
0.0505201481282711,
-0.027189044281840324,
-0.04108382388949394,
0.006860719528049231,
0.011940247379243374,
-0.01663849875330925,
-0.009819069877266884,
-0.050674211233854294,
0.03107735514640808,
0.03769410774111748,
-0.008771891705691814,
-0.013217777945101261,
0.012740889564156532,
-0.012832428328692913,
-0.036434732377529144,
-0.028031805530190468,
0.01458723284304142,
-0.013438791036605835,
-0.0022862041369080544,
0.046883389353752136,
0.06161666661500931,
0.021172646433115005,
0.06143756955862045,
0.025999214500188828,
-0.022869426757097244,
-0.06722038239240646,
0.037212520837783813,
0.034487284719944,
-0.058709483593702316,
-0.07764040678739548,
-0.040733639150857925,
0.04563310742378235,
0.03282177075743675,
0.0020475073251873255,
-0.0874113216996193,
0.038026951253414154,
0.02586277201771736,
-0.05186444893479347,
0.052193693816661835,
0.011700615286827087,
0.021412555128335953,
0.05927111580967903,
-0.028206083923578262,
0.016840793192386627,
-0.03420763090252876,
0.03926907852292061,
-0.012537582777440548,
0.035724807530641556,
-0.020667577162384987,
-0.038241177797317505,
-0.059444427490234375,
0.044512152671813965,
0.035333238542079926,
0.04970615729689598,
0.04673018679022789,
-0.03542410209774971,
-0.048802174627780914,
-0.009725125506520271,
0.05245843529701233,
-0.058627914637327194,
0.036597840487957,
0.03158246725797653,
0.05907271057367325,
-0.058185748755931854,
-0.011480052955448627,
0.010576097294688225,
0.012591001577675343,
0.026425449177622795,
-0.021436234936118126,
-0.025066107511520386,
-0.0525677390396595,
0.026829583570361137,
-0.04439319670200348,
-0.04546080902218819,
-0.0862988755106926,
0.02918260172009468,
-0.02189704403281212,
-0.04768781736493111,
0.057112786918878555,
0.05747544765472412,
0.0381925143301487,
0.06123677268624306,
-0.03980033099651337,
0.030478131026029587,
-0.04319729283452034,
0.04271593317389488,
-0.03471125662326813,
-0.01436452567577362,
-0.007181454449892044,
-0.04186327010393143,
-0.02500428445637226,
-0.031237030401825905,
-0.05299046263098717,
-0.04183309152722359,
0.0024781436659395695,
0.017586929723620415,
-0.009383196011185646,
0.015340005047619343,
-0.012814458459615707,
0.012208458967506886,
-0.023740805685520172,
-0.02776431478559971,
0.009691407904028893,
-0.024617591872811317,
-0.08027750998735428,
-0.02914390340447426,
0.02783295325934887,
-0.003300812328234315,
0.036888688802719116,
0.013981743715703487,
-0.0003119059547316283,
0.016795793548226357,
0.018997106701135635,
-0.020909029990434647,
0.014384058304131031,
0.0003404364106245339,
-0.03481558710336685,
-0.024480510503053665,
0.004335758276283741,
0.00698375329375267,
0.01177720632404089,
-0.008139029145240784,
0.030890122056007385,
-0.0018858654657378793,
-0.04070820286870003,
-0.020284490659832954,
0.001129003008827567,
0.046116024255752563,
-0.0864017978310585,
-0.04380650073289871,
-0.04519636556506157,
-0.0314815416932106,
0.03922614827752113,
-0.006517354398965836,
-0.04310224950313568,
0.015178723260760307,
0.018299521878361702,
0.024533921852707863,
0.008510855957865715,
-0.026927098631858826,
0.033760733902454376,
-0.0025581740774214268,
0.02229708805680275,
-0.05933374911546707,
0.037134960293769836,
0.004644904285669327,
-0.01860811561346054,
-0.019830336794257164,
0.018178585916757584,
-0.05934666097164154,
0.055972956120967865,
0.002572649624198675,
-0.03905854746699333,
-0.03955182805657387,
0.0016745225293561816,
-0.015911702066659927,
0.014766943641006947,
-0.01926106959581375,
0.016886092722415924,
-0.012763574719429016,
0.014745108783245087,
-0.0937771275639534,
0.022876698523759842,
-0.01494610495865345,
-0.009838036261498928,
-0.03849262744188309,
0.01306789182126522,
-0.027851693332195282,
-0.03549288585782051,
0.0006799668190069497,
0.007138983812183142,
-0.004211419261991978,
0.005902428645640612,
-0.005333134904503822,
0.007026068400591612,
0.009271134622395039,
-0.056420646607875824,
-0.010487152263522148,
-0.048290617763996124,
-0.03170860558748245,
0.003487751819193363,
0.07588697224855423,
0.01947600580751896,
-0.04298726096749306,
-0.05915709212422371,
0.06245363876223564,
0.012891644611954689,
-0.009212406352162361,
0.02958785742521286,
-0.0099671995267272,
0.06526260077953339,
0.022345149889588356,
-0.00299663795158267,
-0.014490170404314995,
0.0004763313627336174,
0.0018071610247716308,
-0.02898103930056095,
-0.028199439868330956,
0.005415376275777817,
0.002192840212956071,
-0.016688114032149315,
-0.012479037046432495,
0.05913296714425087,
0.02475595660507679,
0.016381610184907913,
-0.004952607676386833,
-0.04302716255187988,
0.023800838738679886,
0.022120380774140358,
-0.014745728112757206,
-0.010022069327533245,
0.004734556190669537,
-0.026241924613714218,
0.04507533460855484,
-0.007574559189379215,
-0.01391702238470316,
0.05777524411678314,
0.0009053830872289836,
-0.01712992787361145,
0.015913305804133415,
-0.028871610760688782,
0.01655440591275692,
0.04746817797422409,
-0.07575786113739014,
-0.005192221608012915,
-0.042142368853092194,
0.05012855306267738,
-0.052129171788692474,
0.040811069309711456,
0.0303098876029253,
0.04554015025496483,
0.05660328269004822,
-0.04253008961677551,
-0.034336671233177185,
0.018156500533223152,
-0.023181067779660225,
0.05022754147648811,
-0.012431438080966473,
-0.06245799735188484,
0.07158198952674866,
0.02716412954032421,
-0.07596611231565475,
0.0034643893595784903,
0.01655290089547634,
0.0562465600669384,
0.02419571578502655,
0.012389986775815487,
-0.04329623281955719,
0.022579120472073555,
-0.02113497257232666,
0.03306327015161514,
-0.06608124822378159,
-0.05397319793701172,
-0.0003604387165978551,
-0.03721250221133232,
-0.016753867268562317,
0.00024013788788579404,
-0.030336806550621986,
0.011453918181359768,
-0.0013869022950530052,
-0.04226917400956154,
-0.05294260382652283,
0.013060781173408031,
0.03255348652601242,
-0.03694700077176094,
0.006166019011288881,
-0.03766174986958504,
0.011458296328783035,
0.02791634202003479,
-0.01707993820309639,
-0.022570732980966568,
-0.0027753422036767006,
-0.002450490603223443,
-0.0631273165345192,
-0.04599301517009735,
0.011248162016272545,
0.0008754234295338392,
-0.041894130408763885,
0.02916485071182251,
-0.01229269988834858,
0.027405995875597,
0.03282923996448517,
-0.02304944209754467,
0.013614391908049583,
-0.07068804651498795,
0.02875947766005993,
0.02050427533686161,
0.027064837515354156,
0.010510643012821674,
-0.03814546391367912,
0.0406251922249794,
0.05392676964402199,
0.057096436619758606,
-0.02050958201289177,
-0.04325266554951668,
-0.007857711985707283,
0.033893462270498276,
-0.03397175669670105,
0.040673110634088516,
-0.010846573859453201,
-0.04863204061985016,
-0.027722815051674843,
-0.01016830001026392,
0.012655640952289104,
0.027222061529755592,
-0.06016920134425163,
0.012135598808526993,
0.04346631094813347,
0.006926279980689287,
-0.034318044781684875,
-0.09780573844909668,
-0.024008123204112053,
-0.0425294004380703,
0.06938816606998444,
0.019918255507946014,
-0.04971110820770264,
0.014901721850037575,
-0.042659908533096313,
-0.02584977075457573,
0.05549216270446777,
0.006625107489526272,
-0.06837991625070572,
0.06616126000881195,
0.0531034879386425,
-0.034147169440984726,
0.05618613213300705,
0.05673598870635033,
-0.05612236633896828,
0.04410873353481293,
0.002357370685786009,
0.030357085168361664,
0.0257316492497921,
0.03485395014286041,
-0.0038456188049167395,
-0.03174973279237747,
-0.02391514740884304,
-0.022346993908286095,
-0.017274538055062294,
0.0004674481169786304,
0.08894159644842148
] |
CouchCat/ma_sa_v7_distil | [
"pytorch",
"distilbert",
"text-classification",
"en",
"transformers",
"sentiment-analysis",
"license:mit"
] | text-classification | {
"architectures": [
"DistilBertForSequenceClassification"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 38 | null | ---
license: apache-2.0
tags:
- generated_from_keras_callback
model-index:
- name: bert-model-english
results: []
---
<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->
# bert-model-english
This model is a fine-tuned version of [bert-base-cased](https://huggingface.co/bert-base-cased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 0.1408
- Train Sparse Categorical Accuracy: 0.9512
- Validation Loss: nan
- Validation Sparse Categorical Accuracy: 0.0
- Epoch: 4
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- optimizer: {'name': 'Adam', 'learning_rate': 5e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
- training_precision: float32
### Training results
| Train Loss | Train Sparse Categorical Accuracy | Validation Loss | Validation Sparse Categorical Accuracy | Epoch |
|:----------:|:---------------------------------:|:---------------:|:--------------------------------------:|:-----:|
| 0.2775 | 0.8887 | nan | 0.0 | 0 |
| 0.1702 | 0.9390 | nan | 0.0 | 1 |
| 0.1300 | 0.9555 | nan | 0.0 | 2 |
| 0.1346 | 0.9544 | nan | 0.0 | 3 |
| 0.1408 | 0.9512 | nan | 0.0 | 4 |
### Framework versions
- Transformers 4.16.2
- TensorFlow 2.7.0
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.018342500552535057,
0.002568736905232072,
-0.014079204760491848,
0.0430905818939209,
0.043298330157995224,
0.011785810813307762,
-0.016594713553786278,
-0.02729501761496067,
-0.04609312862157822,
0.05908414348959923,
0.004553746432065964,
-0.03298640251159668,
0.01667872443795204,
0.047918081283569336,
-0.012330915778875351,
-0.024912290275096893,
0.0017432697350159287,
-0.007566685322672129,
-0.03927461802959442,
-0.0025361268781125546,
-0.0032882678788155317,
0.005734561011195183,
-0.017367210239171982,
0.0023066115099936724,
-0.006536194588989019,
0.01789074018597603,
-0.0005608106730505824,
0.024129291996359825,
0.028754225000739098,
-0.06608529388904572,
0.009624507278203964,
-0.049629081040620804,
-0.0610896460711956,
-0.02519267424941063,
-0.0035045803524553776,
-0.006312704645097256,
-0.006044376641511917,
0.01658727414906025,
0.04237790033221245,
0.04761761799454689,
-0.0034313409123569727,
0.02581747993826866,
-0.01280488632619381,
-0.02940843254327774,
0.04254114255309105,
-0.00012044994218740612,
-0.04281305894255638,
-0.010153818875551224,
0.048240695148706436,
-0.022631226107478142,
-0.060616809874773026,
-0.052378956228494644,
-0.029405951499938965,
0.03923799470067024,
-0.018552588298916817,
-0.020266788080334663,
-0.04965367168188095,
0.0034353076480329037,
0.07281652092933655,
-0.0409027636051178,
-0.05500447750091553,
0.007157730869948864,
-0.06513020396232605,
0.015150687657296658,
0.04496645927429199,
-0.0333222821354866,
0.023646237328648567,
-0.03978867456316948,
0.04012226313352585,
-0.021350068971514702,
0.05686997249722481,
-0.018255533650517464,
0.006013691425323486,
-0.10236852616071701,
-0.022448373958468437,
-0.004319132771342993,
0.05428941920399666,
0.048403773456811905,
-0.028013721108436584,
0.05794578790664673,
0.014319106936454773,
-0.0061426591128110886,
0.03526169806718826,
-0.02394380047917366,
-0.007522415369749069,
0.047110915184020996,
-0.03598600998520851,
-0.0033129751682281494,
0.007957709953188896,
0.0374404601752758,
-0.04252457246184349,
-0.022107800468802452,
-0.024859163910150528,
-0.026930315420031548,
-0.03223781660199165,
0.011424788273870945,
0.03497205302119255,
-0.007122046314179897,
0.049549657851457596,
0.020969685167074203,
0.01766914501786232,
0.051693253219127655,
-0.02046673186123371,
0.07200338691473007,
-0.0029547240119427443,
-0.02866416610777378,
-0.014959853142499924,
-0.020275132730603218,
-0.03348710760474205,
0.014968661591410637,
0.029784325510263443,
-0.032950080931186676,
-0.04231428727507591,
0.05810604244470596,
0.012631515972316265,
-0.0012935693375766277,
0.07575663924217224,
-0.015443703159689903,
-0.04927166923880577,
-0.04276575520634651,
0.019307447597384453,
0.008207855746150017,
0.006955538876354694,
0.014432137832045555,
-0.053554974496364594,
-0.021051855757832527,
-0.029096683487296104,
-0.029736734926700592,
0.0034447330981492996,
0.009407133795320988,
0.00840202160179615,
0.05887408182024956,
0.031659290194511414,
-0.09217541664838791,
-0.015328285284340382,
0.008251199498772621,
-0.040762610733509064,
0.04636745527386665,
0.0023511997424066067,
0.10508853942155838,
-0.04981457069516182,
-0.07222052663564682,
0.016185997053980827,
0.01688118651509285,
-0.025913076475262642,
0.01940290443599224,
0.035507988184690475,
-0.019848421216011047,
-0.002825987059623003,
0.01568453013896942,
0.04498526081442833,
-0.05816582217812538,
-0.014372388832271099,
0.06644219905138016,
-0.007521441206336021,
0.033531829714775085,
-0.05401843413710594,
-0.015525574795901775,
0.009881199337542057,
-0.013439984060823917,
-0.027708832174539566,
0.03764296695590019,
-0.0347442664206028,
-0.01332103367894888,
-0.04115160182118416,
-0.04098360612988472,
0.003468624548986554,
0.07755590975284576,
-0.006625414825975895,
-0.012428966350853443,
-0.032059572637081146,
0.02175099030137062,
0.05266754329204559,
0.03274737298488617,
-0.04660462588071823,
0.022986583411693573,
0.057524170726537704,
0.030086783692240715,
-0.02680337242782116,
0.04903935268521309,
0.016331885010004044,
-0.03240809217095375,
-0.03213570639491081,
0.04769814386963844,
-0.003068201942369342,
-0.035401180386543274,
0.04265986382961273,
0.028221892192959785,
0.003066449658945203,
-0.042857419699430466,
-0.038250017911195755,
0.05444478243589401,
-0.002468290738761425,
-0.02062811702489853,
0.010202771052718163,
0.02073531411588192,
-0.02218470349907875,
0.0488724410533905,
-0.020155498757958412,
0.019269999116659164,
-0.024458926171064377,
-0.02626408264040947,
0.02683216519653797,
0.022603854537010193,
0.026848124340176582,
0.052418407052755356,
-0.007854958064854145,
0.08059865236282349,
-0.039758335798978806,
0.028802793473005295,
-0.05879081413149834,
-0.04275578632950783,
0.021280551329255104,
0.05951228365302086,
0.046392038464546204,
0.05267145112156868,
0.007308884058147669,
-0.054055940359830856,
0.03167707845568657,
0.0650620236992836,
0.041560400277376175,
0.00030255739693529904,
-0.026249181479215622,
-0.025437595322728157,
0.03829701989889145,
0.044918492436409,
-0.06047086790204048,
-0.03658953309059143,
0.006043225061148405,
0.0687965676188469,
-0.010638792999088764,
0.009250141680240631,
-0.002936899196356535,
0.04769466444849968,
-0.034023627638816833,
-0.06099415943026543,
0.03965364396572113,
0.029986724257469177,
-0.009875372983515263,
0.04158434644341469,
0.002311898861080408,
0.019619543105363846,
0.02077985368669033,
0.025815453380346298,
0.0021197316236793995,
-0.021170955151319504,
0.013375349342823029,
0.009110523387789726,
0.06032358482480049,
-0.04897685348987579,
0.04904365539550781,
-0.00825037807226181,
0.018588142469525337,
0.040489692240953445,
-0.03192581981420517,
0.042173292487859726,
0.048092540353536606,
0.029218532145023346,
-0.037313662469387054,
0.01841895468533039,
0.01801488734781742,
0.033710770308971405,
0.03892594575881958,
-0.006323927082121372,
0.053732775151729584,
0.008949559181928635,
0.0645977109670639,
0.08406031131744385,
0.02405996061861515,
0.04133147746324539,
0.02034405618906021,
0.0819891095161438,
0.016685662791132927,
-0.02796117588877678,
0.05383097752928734,
-0.05459634214639664,
0.008346885442733765,
-0.04158404469490051,
0.0148840406909585,
-0.009096316993236542,
-0.0013841321924701333,
0.02841152437031269,
0.021832047030329704,
-0.014913322404026985,
0.007296526804566383,
-0.008779330179095268,
-0.01157833356410265,
0.02647585980594158,
0.015079878270626068,
-0.0008833046304062009,
-0.007614459842443466,
-0.019936656579375267,
-0.010913638398051262,
-0.06977453827857971,
-0.046565573662519455,
-0.012828485108911991,
-0.03783591836690903,
-0.012317636050283909,
-0.08995293080806732,
-0.011533429846167564,
-0.08026234060525894,
-0.01478112954646349,
0.020137090235948563,
0.0030628754757344723,
-0.0003512786061037332,
-0.05568181723356247,
0.011510832235217094,
-0.036509331315755844,
-0.038968075066804886,
-0.03974301740527153,
-0.031258996576070786,
-0.04753327742218971,
-0.06775788217782974,
0.028015336021780968,
0.03261357545852661,
0.009021950885653496,
0.009692731313407421,
0.009775467216968536,
0.0019257336389273405,
-0.03411988541483879,
0.040117260068655014,
0.059781238436698914,
-0.05052218213677406,
-0.058428242802619934,
0.025077221915125847,
-0.016567619517445564,
0.03216136246919632,
0.002307682065293193,
-0.026090165600180626,
0.08737776428461075,
0.06701676547527313,
0.00885037798434496,
0.028853029012680054,
-0.017264889553189278,
-0.03896375000476837,
-0.057971321046352386,
-0.021366318687796593,
-0.036038588732481,
-0.019706357270479202,
-0.05046286806464195,
-0.053649675101041794,
-0.027647703886032104,
-0.04240475967526436,
0.0014307093806564808,
-0.006883898749947548,
0.012291117571294308,
0.021609777584671974,
0.03724454343318939,
0.020737944170832634,
0.028373507782816887,
-0.013472584076225758,
-0.043527085334062576,
0.07000909745693207,
0.0118323415517807,
0.002401886507868767,
-0.08992143720388412,
-0.018702689558267593,
0.027409441769123077,
0.033959247171878815,
0.007458590902388096,
-0.02237565442919731,
0.07085668295621872,
-0.012610365636646748,
0.011185459792613983,
0.0052191331051290035,
-0.007137260399758816,
-0.047182194888591766,
-0.00457041896879673,
-0.0015048483619466424,
-0.02165764570236206,
-0.06022867560386658,
-0.029694736003875732,
0.007322906516492367,
0.033026073127985,
-0.05467991158366203,
-0.054660625755786896,
-0.014288175851106644,
0.04446499049663544,
0.041287533938884735,
-0.008042748086154461,
-0.048689164221286774,
-0.0211787112057209,
-0.05130729451775551,
-0.024750245735049248,
0.030908754095435143,
0.013765597715973854,
0.01324766967445612,
0.04436500743031502,
0.0043722824193537235,
-0.03627759590744972,
0.04148056358098984,
0.03224235773086548,
0.05682343617081642,
0.008929801173508167,
-0.07233720272779465,
0.017277326434850693,
-0.03253954276442528,
0.026224646717309952,
-0.002644560532644391,
-0.02335972711443901,
-0.03721493110060692,
-0.09723762422800064,
-0.004796105902642012,
0.010792716406285763,
-0.0027240486815571785,
-0.020261093974113464,
0.04720298573374748,
-0.008113740012049675,
-0.015526806935667992,
-0.006932152900844812,
0.004455326125025749,
0.031178545206785202,
-0.03989679738879204,
0.052504539489746094,
-0.027609096840023994,
0.014649185352027416,
-0.04915889725089073,
0.013814833015203476,
-0.03211841359734535,
-0.00782725028693676,
0.00774009432643652,
0.060095421969890594,
-0.00008070328476605937,
0.04794638976454735,
0.08834894746541977,
0.03768136352300644,
-0.04633715748786926,
0.044731903821229935,
0.05167916417121887,
-0.019634105265140533,
-0.052637722343206406,
0.007242596708238125,
-0.01920013502240181,
-0.027718262746930122,
-0.012189344502985477,
-0.024408752098679543,
0.052311334758996964,
0.04610450565814972,
-0.0016338618006557226,
0.012513332068920135,
0.007157112937420607,
-0.012964134104549885,
-0.027501028031110764,
-0.05882777273654938,
-0.026612140238285065,
-0.006789288017898798,
-0.022561410441994667,
0.03042195364832878,
0.033469703048467636,
-0.0006589863332919776,
0.0735311508178711,
0.026482222601771355,
-0.013651244342327118,
-0.010753407143056393,
0.04140171781182289,
0.005330467596650124,
-0.03667697682976723,
-0.07194947451353073,
-0.033005304634571075,
0.04804373160004616,
0.04060377553105354,
-0.018290666863322258,
-0.0612584687769413,
0.008083933964371681,
0.0675358772277832,
-0.03941485285758972,
0.049068011343479156,
-0.019038865342736244,
0.04868074879050255,
0.0648961067199707,
-0.01351968664675951,
0.029689785093069077,
-0.015215128660202026,
-0.009234495460987091,
-0.006703577470034361,
0.0248428862541914,
-0.017143428325653076,
-0.04569097235798836,
-0.06489042937755585,
0.013723314739763737,
0.032704029232263565,
0.03932395949959755,
0.0466524176299572,
-0.02782880701124668,
-0.042928460985422134,
0.00403424259275198,
0.03333067521452904,
-0.049966491758823395,
0.016349492594599724,
0.03214237093925476,
0.03605133295059204,
-0.05304556339979172,
-0.0243850015103817,
-0.032636404037475586,
-0.019851308315992355,
0.025792576372623444,
0.004124400205910206,
-0.042220793664455414,
-0.04521618038415909,
0.029419461265206337,
-0.009597070515155792,
-0.030874552205204964,
-0.054695386439561844,
0.04905152693390846,
-0.017268814146518707,
-0.02044902928173542,
0.03736244514584541,
0.036585576832294464,
0.021402493119239807,
0.06401904672384262,
0.008709168992936611,
-0.004196240566670895,
-0.04559888318181038,
0.04928860440850258,
-0.03189487382769585,
-0.026731455698609352,
-0.014808090403676033,
-0.0300894845277071,
-0.021015439182519913,
-0.028785306960344315,
-0.03953605890274048,
-0.04847131296992302,
-0.01734716072678566,
0.0243537500500679,
-0.0037586591206490993,
-0.01794847846031189,
-0.016602177172899246,
0.04145178198814392,
-0.02687178924679756,
-0.04668764770030975,
-0.024106333032250404,
-0.03334087133407593,
-0.06582760065793991,
-0.05529142916202545,
0.00448065809905529,
0.008789228275418282,
0.032349083572626114,
0.03509160131216049,
0.01131864171475172,
0.008279632776975632,
-0.004384483210742474,
-0.041973453015089035,
0.013284406624734402,
-0.008668183349072933,
-0.034689586609601974,
-0.03300929814577103,
0.040944069623947144,
0.018207114189863205,
0.03142396733164787,
-0.030250726267695427,
0.0373724102973938,
0.013164355419576168,
-0.011238711886107922,
-0.017628761008381844,
0.03752727061510086,
0.02878953516483307,
-0.0687849298119545,
-0.03310685232281685,
-0.004429626278579235,
-0.0407586507499218,
0.04040610045194626,
-0.027352070435881615,
-0.024307189509272575,
0.013149329461157322,
0.018136272206902504,
0.0414140522480011,
-0.008415652438998222,
-0.029196923598647118,
0.03046620450913906,
-0.017646782100200653,
0.014992386102676392,
-0.039146676659584045,
0.05964168906211853,
-0.041981738060712814,
0.0287591814994812,
-0.024334240704774857,
-0.001638941583223641,
-0.058026544749736786,
0.03229827433824539,
-0.027379048988223076,
-0.037003014236688614,
-0.0049140797927975655,
0.04299889877438545,
-0.022272411733865738,
0.03185288608074188,
-0.011338967829942703,
0.028931230306625366,
-0.032982632517814636,
0.07028277963399887,
-0.04921102523803711,
0.020922455936670303,
-0.024624688550829887,
0.010887378826737404,
-0.03225883096456528,
0.015189416706562042,
-0.001164266257546842,
-0.02925347350537777,
0.03224623575806618,
0.04859334975481033,
0.033899351954460144,
0.03846355527639389,
-0.005128305405378342,
-0.011063076555728912,
0.030046502128243446,
-0.040438760071992874,
-0.017465539276599884,
-0.0011034748749807477,
0.010585103183984756,
0.01244102418422699,
0.06597967445850372,
0.043363384902477264,
-0.07536517083644867,
-0.06302927434444427,
0.047403786331415176,
0.019419709220528603,
-0.013974917121231556,
0.009539013728499413,
0.03390785679221153,
0.0416872538626194,
0.036747127771377563,
-0.01707221195101738,
-0.01613560877740383,
-0.008847953751683235,
-0.04898260906338692,
0.02944149821996689,
0.0013545205583795905,
0.02753022499382496,
0.017738692462444305,
-0.027034251019358635,
-0.02491926960647106,
0.06026525795459747,
0.01796596683561802,
0.01668655499815941,
-0.002713053720071912,
-0.03448380157351494,
0.019656172022223473,
0.004230005666613579,
-0.03977564349770546,
0.012287236750125885,
0.011997698806226254,
-0.0233348049223423,
0.07241770625114441,
-0.007402184884995222,
0.011250087060034275,
0.05090779438614845,
0.028240611776709557,
-0.007010455243289471,
0.07153981178998947,
-0.01826545037329197,
0.008510741405189037,
0.03444244712591171,
-0.05985965579748154,
-0.02006409876048565,
-0.03671137988567352,
0.06381947547197342,
-0.06534050405025482,
0.02668081969022751,
0.040095165371894836,
0.009882528334856033,
0.020541081205010414,
-0.02784856967628002,
-0.04045905917882919,
0.01939869299530983,
-0.059705641120672226,
0.0754992663860321,
0.010532147251069546,
-0.05770648643374443,
0.05842190608382225,
0.008697054348886013,
-0.06377406418323517,
0.03073403798043728,
0.03087572008371353,
0.04357419162988663,
0.0323357880115509,
0.04143131896853447,
-0.05856560170650482,
0.020033052191138268,
-0.037415340542793274,
0.03146740421652794,
-0.0442042276263237,
-0.03611036017537117,
0.045507676899433136,
-0.03859781473875046,
-0.01458625216037035,
0.030499452725052834,
-0.02497338503599167,
-0.030045606195926666,
0.05176769196987152,
-0.045864712446928024,
-0.04397162050008774,
-0.0041414364241063595,
0.009833212941884995,
-0.03341750428080559,
0.005344467703253031,
-0.053868696093559265,
0.025800906121730804,
-0.0014327721437439322,
-0.0064147780649363995,
-0.02302432619035244,
0.011022739112377167,
0.0433996319770813,
-0.045176878571510315,
-0.04587647691369057,
0.04130684211850166,
-0.006374582182615995,
-0.024747489020228386,
0.03903176262974739,
0.015714488923549652,
0.0006882441230118275,
0.016275612637400627,
-0.006499237380921841,
0.013488860800862312,
-0.03401685133576393,
-0.013489306904375553,
0.007401384878903627,
-0.003120859619230032,
0.03888662904500961,
-0.005422977730631828,
0.033729296177625656,
0.0393945537507534,
0.02976013906300068,
-0.012348434887826443,
-0.03857433795928955,
-0.040803294628858566,
0.03428779914975166,
-0.02187025360763073,
0.002953385002911091,
-0.014343488961458206,
-0.04518508538603783,
-0.04941676929593086,
0.001534219365566969,
-0.028191061690449715,
0.023494703695178032,
-0.075569748878479,
0.017404451966285706,
0.024096431210637093,
-0.028156204149127007,
-0.06565122306346893,
-0.09282408654689789,
-0.00993044301867485,
-0.052176445722579956,
-0.0009665562538430095,
0.040630459785461426,
-0.029015714302659035,
0.03650699183344841,
-0.04549938440322876,
-0.04696137085556984,
0.03613779693841934,
0.03360192850232124,
-0.05233021080493927,
0.050617750734090805,
0.04401874169707298,
-0.04541799798607826,
0.009737859480082989,
0.031209858134388924,
-0.04292746260762215,
0.0149837676435709,
0.010623827576637268,
0.007504267152398825,
0.018515991047024727,
0.020850803703069687,
-0.04649191349744797,
-0.011018806137144566,
-0.08013687282800674,
-0.0452662818133831,
-0.046616263687610626,
0.015808405354619026,
0.04979190230369568
] |
CoveJH/ConBot | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
license: apache-2.0
tags:
- generated_from_keras_callback
model-index:
- name: bert-model-english1
results: []
---
<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->
# bert-model-english1
This model is a fine-tuned version of [bert-base-cased](https://huggingface.co/bert-base-cased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 0.0274
- Train Accuracy: 0.9914
- Validation Loss: 0.3493
- Validation Accuracy: 0.9303
- Epoch: 2
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- optimizer: {'name': 'Adam', 'learning_rate': 5e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
- training_precision: float32
### Training results
| Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
|:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
| 0.0366 | 0.9885 | 0.3013 | 0.9299 | 0 |
| 0.0261 | 0.9912 | 0.3445 | 0.9351 | 1 |
| 0.0274 | 0.9914 | 0.3493 | 0.9303 | 2 |
### Framework versions
- Transformers 4.16.2
- TensorFlow 2.7.0
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.021995021030306816,
-0.0022206315770745277,
-0.014966467395424843,
0.043107327073812485,
0.04158063232898712,
0.015001513995230198,
-0.013961730524897575,
-0.023333324119448662,
-0.04401536285877228,
0.056560300290584564,
0.003874467918649316,
-0.02927091345191002,
0.013060632161796093,
0.04547860473394394,
-0.019222969189286232,
-0.032564617693424225,
-0.0024393696803599596,
-0.009090765379369259,
-0.0353567898273468,
-0.003825453342869878,
-0.002262122230604291,
0.006597569212317467,
-0.010511673055589199,
0.008977008052170277,
-0.006526329554617405,
0.024786924943327904,
-0.0010848520323634148,
0.023510592058300972,
0.02536293864250183,
-0.0748707503080368,
0.007325185928493738,
-0.047325652092695236,
-0.056589093059301376,
-0.020489687100052834,
-0.011297904886305332,
0.00018155857105739415,
-0.005153857171535492,
0.007804833352565765,
0.04464692622423172,
0.045606065541505814,
-0.0006103122723288834,
0.025981778278946877,
-0.006894799415022135,
-0.034486956894397736,
0.04995071515440941,
-0.0012257442576810718,
-0.04042337089776993,
-0.007298927288502455,
0.041393522173166275,
-0.023605801165103912,
-0.06601660698652267,
-0.04914117604494095,
-0.030777083709836006,
0.03466483950614929,
-0.021429011598229408,
-0.017306173220276833,
-0.052157577127218246,
-0.00826930720359087,
0.06503412127494812,
-0.03606833517551422,
-0.04617118090391159,
0.008688484318554401,
-0.05701150372624397,
0.02324102260172367,
0.04953166842460632,
-0.02719767577946186,
0.019560204818844795,
-0.041599709540605545,
0.041897568851709366,
-0.022366512566804886,
0.05178917571902275,
-0.013363824225962162,
0.004157710820436478,
-0.1045629233121872,
-0.016029737889766693,
-0.0035484505351632833,
0.0547240786254406,
0.0455663800239563,
-0.029352907091379166,
0.060049235820770264,
0.017870264127850533,
-0.0032970369793474674,
0.03456747531890869,
-0.020968137308955193,
-0.0033263021614402533,
0.04949343577027321,
-0.03440224379301071,
-0.0021767690777778625,
0.008908182382583618,
0.04307941347360611,
-0.04458506777882576,
-0.019753187894821167,
-0.029232125729322433,
-0.03390341252088547,
-0.034059371799230576,
0.017484724521636963,
0.0433192178606987,
0.0015822702553123236,
0.04614938423037529,
0.021375747397542,
0.020936258137226105,
0.0493653379380703,
-0.016419844701886177,
0.061172615736722946,
-0.000370158813893795,
-0.02941260114312172,
-0.007086574099957943,
-0.02319488488137722,
-0.03556971251964569,
0.019667070358991623,
0.027553623542189598,
-0.030691735446453094,
-0.03908337280154228,
0.05603685975074768,
0.017758961766958237,
-0.006392533890902996,
0.07589150220155716,
-0.01417444460093975,
-0.04792940989136696,
-0.034959081560373306,
0.027775801718235016,
0.012582484632730484,
0.005734656471759081,
0.011121171526610851,
-0.05050318315625191,
-0.01504561211913824,
-0.026055127382278442,
-0.031244860962033272,
0.004480497445911169,
0.0070582423359155655,
0.008095464669167995,
0.05886887386441231,
0.03150242194533348,
-0.08817830681800842,
-0.010041190311312675,
0.012270587496459484,
-0.040844451636075974,
0.04986733943223953,
0.00476748077198863,
0.1029587909579277,
-0.05704372748732567,
-0.07173573970794678,
0.021436845883727074,
0.01494076568633318,
-0.02107279933989048,
0.02440333180129528,
0.033496733754873276,
-0.027566861361265182,
-0.005731571931391954,
0.013531255535781384,
0.05243441462516785,
-0.06523643434047699,
-0.00939133856445551,
0.06595616787672043,
-0.010057826526463032,
0.033026956021785736,
-0.04543214291334152,
-0.01824244298040867,
0.015144463628530502,
-0.011044235900044441,
-0.029647480696439743,
0.04364775866270065,
-0.03204133361577988,
-0.008553977124392986,
-0.039365556091070175,
-0.03596799820661545,
0.015842255204916,
0.07808538526296616,
-0.0017713928828015924,
-0.01186780072748661,
-0.03053874336183071,
0.026518218219280243,
0.05520780012011528,
0.028903324156999588,
-0.04687213525176048,
0.025959907099604607,
0.05780581012368202,
0.028005151078104973,
-0.0217191893607378,
0.04390554875135422,
0.016254477202892303,
-0.03172742575407028,
-0.03540587052702904,
0.04311203584074974,
-0.008981102146208286,
-0.03270024433732033,
0.03703898563981056,
0.02479400672018528,
-0.0016641129041090608,
-0.04440166801214218,
-0.033451735973358154,
0.0544707216322422,
0.002440964337438345,
-0.007885868661105633,
0.01447509415447712,
0.011195543222129345,
-0.024149766191840172,
0.043166518211364746,
-0.02193654701113701,
0.021330269053578377,
-0.026349466294050217,
-0.02710496261715889,
0.022782130166888237,
0.01867547817528248,
0.03196975588798523,
0.04976501688361168,
-0.013619312085211277,
0.08087543398141861,
-0.038988735526800156,
0.027203118428587914,
-0.05445646122097969,
-0.04784621298313141,
0.021562661975622177,
0.057631827890872955,
0.04292767867445946,
0.05253837630152702,
0.009327895939350128,
-0.05282878130674362,
0.029620055109262466,
0.06817607581615448,
0.04167953506112099,
0.005790459457784891,
-0.026416877284646034,
-0.018529655411839485,
0.041848499327898026,
0.04526613652706146,
-0.05748679116368294,
-0.041216738522052765,
0.005928198806941509,
0.06842811405658722,
0.0015999707393348217,
0.019978106021881104,
-0.006935494020581245,
0.04526573419570923,
-0.03712935745716095,
-0.06192902848124504,
0.035933151841163635,
0.028949173167347908,
-0.013436122797429562,
0.04345206916332245,
0.0031602224335074425,
0.021641848608851433,
0.01538730226457119,
0.017986390739679337,
0.005435217637568712,
-0.02185627818107605,
0.011998527683317661,
0.010352110490202904,
0.0525137297809124,
-0.052783817052841187,
0.04615604877471924,
-0.00797323975712061,
0.017764536663889885,
0.04584283381700516,
-0.03271937370300293,
0.039575546979904175,
0.048466604202985764,
0.03379099816083908,
-0.04016365483403206,
0.01971300318837166,
0.015633225440979004,
0.04209441319108009,
0.04216523468494415,
0.00020763745123986155,
0.05282338336110115,
0.004003523848950863,
0.06276407092809677,
0.08302932232618332,
0.02251327410340309,
0.03705715388059616,
0.028518373146653175,
0.08535599708557129,
0.01886783167719841,
-0.031380198895931244,
0.052324842661619186,
-0.05716995149850845,
0.012996050529181957,
-0.0436374731361866,
0.015089653432369232,
-0.007143131457269192,
-0.0020945759024471045,
0.02866853028535843,
0.026255130767822266,
-0.016500787809491158,
0.00441764248535037,
-0.009634193032979965,
-0.010909568518400192,
0.03034224733710289,
0.017312007024884224,
-0.003995542414486408,
-0.011433440260589123,
-0.018254807218909264,
-0.01499621570110321,
-0.07537441700696945,
-0.03782035782933235,
-0.012474731542170048,
-0.04104870930314064,
-0.014198556542396545,
-0.08681140094995499,
-0.018909363076090813,
-0.07736572623252869,
-0.022963685914874077,
0.02630053274333477,
0.0033315401524305344,
-0.0027272708248347044,
-0.054550651460886,
0.010795152746140957,
-0.04598844423890114,
-0.04293108358979225,
-0.04831243306398392,
-0.03635294735431671,
-0.04837662726640701,
-0.07081089168787003,
0.03223605081439018,
0.0252571739256382,
0.004824532195925713,
0.009804891422390938,
0.00937181618064642,
-0.0018411302007734776,
-0.032089147716760635,
0.04465987905859947,
0.05460192635655403,
-0.05114218592643738,
-0.052421603351831436,
0.032912686467170715,
-0.022994140163064003,
0.027567900717258453,
0.0026002635713666677,
-0.02680773101747036,
0.0923089012503624,
0.06808112561702728,
0.01115434244275093,
0.02824268490076065,
-0.01952713541686535,
-0.045632340013980865,
-0.05499928444623947,
-0.020907927304506302,
-0.03205849975347519,
-0.01638456992805004,
-0.047359649091959,
-0.05583921819925308,
-0.026697298511862755,
-0.040339212864637375,
0.0055233449675142765,
0.002556823892518878,
0.019606394693255424,
0.020511385053396225,
0.04046115279197693,
0.020383624359965324,
0.027648547664284706,
-0.019827712327241898,
-0.04400446265935898,
0.06681044399738312,
0.006142565049231052,
-0.0007853786810301244,
-0.1006053015589714,
-0.01330603938549757,
0.027327731251716614,
0.03263305127620697,
0.00978571455925703,
-0.016595033928751945,
0.06525951623916626,
-0.016247529536485672,
0.009150756523013115,
0.01042860746383667,
-0.010141433216631413,
-0.039916105568408966,
0.0029784550424665213,
0.005949962884187698,
-0.02160743437707424,
-0.06121108680963516,
-0.027429206296801567,
0.008592398837208748,
0.035194870084524155,
-0.05421590059995651,
-0.05596187710762024,
-0.01912359707057476,
0.055249832570552826,
0.040847063064575195,
-0.00719436863437295,
-0.04257861524820328,
-0.024297673255205154,
-0.06042543426156044,
-0.031321510672569275,
0.03364957123994827,
0.019392527639865875,
0.018064163625240326,
0.04128800332546234,
0.005758627317845821,
-0.0357438288629055,
0.04127436876296997,
0.033812448382377625,
0.05893560126423836,
0.009611178189516068,
-0.06250906735658646,
0.010646977461874485,
-0.033558089286088943,
0.02277940697968006,
-0.005635449662804604,
-0.02441798895597458,
-0.035487424582242966,
-0.09812050312757492,
-0.01032114028930664,
0.01208276767283678,
-0.008216902613639832,
-0.011223946698009968,
0.03935718163847923,
-0.000016692869394319132,
-0.01709822565317154,
-0.004071690607815981,
0.010736695490777493,
0.03437943384051323,
-0.0354425311088562,
0.049930181354284286,
-0.023611705750226974,
0.02007254958152771,
-0.048697493970394135,
0.010653301142156124,
-0.023552723228931427,
-0.012269057333469391,
0.004769158083945513,
0.06253781914710999,
0.005827474873512983,
0.04808764159679413,
0.08763416111469269,
0.03176791965961456,
-0.04794679209589958,
0.04980681464076042,
0.05462463200092316,
-0.021822288632392883,
-0.050112709403038025,
0.010926434770226479,
-0.02344045788049698,
-0.0356932170689106,
-0.012710469774901867,
-0.024778425693511963,
0.04953477904200554,
0.052495069801807404,
0.005608143284916878,
0.013427761383354664,
0.004848899785429239,
-0.016619203612208366,
-0.031750671565532684,
-0.06284158676862717,
-0.02346375770866871,
0.0009239917853847146,
-0.02886079251766205,
0.02786930650472641,
0.03433593735098839,
0.007626785896718502,
0.0757540687918663,
0.02840399742126465,
-0.02196824550628662,
-0.015347125008702278,
0.042333509773015976,
0.010868686251342297,
-0.03487886115908623,
-0.06946590542793274,
-0.03687845170497894,
0.04605260118842125,
0.03902643173933029,
-0.02207234501838684,
-0.059941258281469345,
0.006438639014959335,
0.060751352459192276,
-0.0317293256521225,
0.05567164719104767,
-0.023775147274136543,
0.04540912061929703,
0.06872659176588058,
-0.012281946837902069,
0.031688518822193146,
-0.018581172451376915,
-0.008975476957857609,
-0.0044152927584946156,
0.028525231406092644,
-0.022094545885920525,
-0.04241938143968582,
-0.06618597358465195,
0.009263110347092152,
0.03630733862519264,
0.039863940328359604,
0.05215837061405182,
-0.028005503118038177,
-0.04982810094952583,
0.007928655482828617,
0.03374350816011429,
-0.047324322164058685,
0.021172991022467613,
0.02230943739414215,
0.03456086665391922,
-0.053444329649209976,
-0.023915518075227737,
-0.036814212799072266,
-0.019777799025177956,
0.022837357595562935,
0.007064439356327057,
-0.0448719784617424,
-0.042672645300626755,
0.03306465968489647,
-0.010801393538713455,
-0.023659439757466316,
-0.06175496056675911,
0.0510241836309433,
-0.010284963063895702,
-0.019180957227945328,
0.036879926919937134,
0.029654840007424355,
0.028729159384965897,
0.05997428670525551,
0.014238403178751469,
0.005439430940896273,
-0.044037867337465286,
0.042505573481321335,
-0.04231899604201317,
-0.02688121236860752,
-0.01410951092839241,
-0.028583761304616928,
-0.020542241632938385,
-0.026767199859023094,
-0.0416615791618824,
-0.05098222568631172,
-0.01741163432598114,
0.016747962683439255,
-0.005952030420303345,
-0.00865630991756916,
-0.01890750043094158,
0.04317604377865791,
-0.036579687148332596,
-0.04401261359453201,
-0.023834092542529106,
-0.03778023645281792,
-0.06974607706069946,
-0.05610541254281998,
0.009647121652960777,
0.010231412947177887,
0.034137316048145294,
0.02975957840681076,
0.007681872695684433,
0.006068904418498278,
-0.007119073066860437,
-0.044929906725883484,
0.013387387618422508,
-0.011999251320958138,
-0.031278129667043686,
-0.031117990612983704,
0.03615911677479744,
0.016019431874155998,
0.029340393841266632,
-0.029761724174022675,
0.040829479694366455,
0.012786231003701687,
-0.00895707868039608,
-0.016092726960778236,
0.03156927227973938,
0.021703680977225304,
-0.07273095846176147,
-0.03190328925848007,
-0.010164103470742702,
-0.04154141619801521,
0.03667036071419716,
-0.019728194922208786,
-0.018419308587908745,
0.007177315186709166,
0.023462485522031784,
0.04491133987903595,
-0.007088698912411928,
-0.02588074654340744,
0.03228255733847618,
-0.019239984452724457,
0.016373105347156525,
-0.037699732929468155,
0.06091584265232086,
-0.04006190598011017,
0.026705335825681686,
-0.016204746440052986,
0.00462702801451087,
-0.05567996948957443,
0.035441093146800995,
-0.025915831327438354,
-0.03268158808350563,
-0.0071990005671978,
0.041721414774656296,
-0.030571747571229935,
0.03309344872832298,
-0.011908234097063541,
0.027688762173056602,
-0.03339932858943939,
0.06748273223638535,
-0.04619552567601204,
0.02620077319443226,
-0.02981301210820675,
0.019246062263846397,
-0.0282781720161438,
0.009327475912868977,
0.00278447731398046,
-0.030947910621762276,
0.03752350062131882,
0.05262400582432747,
0.02882365696132183,
0.030476626008749008,
-0.009512602351605892,
-0.007004269398748875,
0.029606115072965622,
-0.0431378148496151,
-0.017901761457324028,
-0.004531471990048885,
0.007630677428096533,
0.008616060949862003,
0.06396450847387314,
0.04066336154937744,
-0.06276333332061768,
-0.06656923145055771,
0.0460728220641613,
0.013591106049716473,
-0.01708645187318325,
0.011235165409743786,
0.035667553544044495,
0.03618064522743225,
0.03709270805120468,
-0.013787640258669853,
-0.012782883830368519,
-0.010746042244136333,
-0.047138724476099014,
0.029515961185097694,
-0.0053757731802761555,
0.027335919439792633,
0.002517940942198038,
-0.029373014345765114,
-0.024145718663930893,
0.060839589685201645,
0.014956098049879074,
0.01959979720413685,
-0.00629173219203949,
-0.0417143777012825,
0.01923263631761074,
0.0019108629785478115,
-0.03951328992843628,
0.012133551761507988,
0.015397346578538418,
-0.027163803577423096,
0.07904219627380371,
-0.004275014158338308,
0.010436617769300938,
0.04658779501914978,
0.029255783185362816,
-0.004958284553140402,
0.06824174523353577,
-0.018725726753473282,
0.004442053847014904,
0.03487269952893257,
-0.057023730129003525,
-0.02203533612191677,
-0.028749927878379822,
0.06692087650299072,
-0.06092074140906334,
0.025583958253264427,
0.03720790147781372,
0.01058228313922882,
0.020313093438744545,
-0.02663608267903328,
-0.04633612185716629,
0.021470937877893448,
-0.06068115308880806,
0.07804670929908752,
0.0030557760037481785,
-0.0606035552918911,
0.0561160109937191,
0.01387179084122181,
-0.07043101638555527,
0.03563297539949417,
0.03345384821295738,
0.03999163210391998,
0.031430672854185104,
0.052290868014097214,
-0.057354386895895004,
0.019749579951167107,
-0.04473884031176567,
0.02033309079706669,
-0.05206868425011635,
-0.028755556792020798,
0.04825802519917488,
-0.0323273204267025,
-0.016561541706323624,
0.030598487704992294,
-0.021200496703386307,
-0.02644376829266548,
0.04684590920805931,
-0.04607389122247696,
-0.030611710622906685,
0.004550307057797909,
0.01573828049004078,
-0.03458843007683754,
0.022162403911352158,
-0.05000147223472595,
0.027272656559944153,
-0.0011466870782896876,
-0.008605170994997025,
-0.02724938839673996,
0.007348819635808468,
0.04008098319172859,
-0.04293486103415489,
-0.04479505494236946,
0.03369010239839554,
0.0018726657144725323,
-0.021738428622484207,
0.044420547783374786,
0.016426602378487587,
0.0068350969813764095,
0.017458494752645493,
-0.0014346432872116566,
0.018399979919195175,
-0.03370808809995651,
-0.008852976374328136,
-0.0043510994873940945,
0.0022831810638308525,
0.04392911493778229,
-0.0028572394512593746,
0.03793387860059738,
0.04041331633925438,
0.02491185814142227,
-0.016512233763933182,
-0.04257556423544884,
-0.03826390206813812,
0.034170765429735184,
-0.024420443922281265,
0.0016080433269962668,
-0.009283577091991901,
-0.04271642863750458,
-0.04483739286661148,
-0.005238612648099661,
-0.029347490519285202,
0.02505185641348362,
-0.07376832515001297,
0.021223735064268112,
0.035572949796915054,
-0.02522103115916252,
-0.06666584312915802,
-0.08883961290121078,
-0.012618567794561386,
-0.046216294169425964,
0.000556525366846472,
0.03870414197444916,
-0.02873101644217968,
0.027768580242991447,
-0.05221810191869736,
-0.046961408108472824,
0.043093908578157425,
0.03674884885549545,
-0.04646768793463707,
0.05358990281820297,
0.03733834996819496,
-0.04782438278198242,
0.00859955046325922,
0.030400745570659637,
-0.04449833929538727,
0.016058793291449547,
0.00802051741629839,
0.005998901557177305,
0.02133512683212757,
0.023675743490457535,
-0.047455381602048874,
-0.015190397389233112,
-0.07845337688922882,
-0.04334429278969765,
-0.05060345679521561,
0.009518987499177456,
0.051217470318078995
] |
Coyotl/DialoGPT-test-last-arthurmorgan | [
"conversational"
] | conversational | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- generated_from_keras_callback
model-index:
- name: beto_amazon_posneu
results: []
---
<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->
# beto_amazon_posneu
This model is a fine-tuned version of [dccuchile/bert-base-spanish-wwm-uncased](https://huggingface.co/dccuchile/bert-base-spanish-wwm-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 0.1277
- Train Accuracy: 0.9550
- Validation Loss: 0.3439
- Validation Accuracy: 0.8905
- Epoch: 2
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- optimizer: {'name': 'Adam', 'learning_rate': 5e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
- training_precision: float32
### Training results
| Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
|:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
| 0.3195 | 0.8712 | 0.3454 | 0.8580 | 0 |
| 0.1774 | 0.9358 | 0.3258 | 0.8802 | 1 |
| 0.1277 | 0.9550 | 0.3439 | 0.8905 | 2 |
### Framework versions
- Transformers 4.16.2
- TensorFlow 2.7.0
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.02741965278983116,
-0.018750865012407303,
0.013068661093711853,
0.04303599148988724,
0.022290484979748726,
0.013835268095135689,
0.005887783132493496,
-0.008975706994533539,
-0.043910276144742966,
0.04883071035146713,
0.003679948393255472,
-0.02828815206885338,
-0.011799974367022514,
0.03161945566534996,
-0.046592824161052704,
-0.03587987273931503,
-0.00783978495746851,
-0.007344755344092846,
-0.04157393425703049,
-0.015503023751080036,
-0.0029200429562479258,
0.0014250136446207762,
-0.015274451114237309,
0.011609602719545364,
-0.03213617950677872,
0.017257707193493843,
-0.014899570494890213,
0.013505936600267887,
0.0076116882264614105,
-0.07250691950321198,
-0.012224053964018822,
-0.05500605329871178,
-0.06192323565483093,
-0.026429984718561172,
-0.031994327902793884,
-0.015657097101211548,
0.0044433921575546265,
0.004149958491325378,
0.044425830245018005,
0.06668460369110107,
-0.00416918657720089,
0.020325051620602608,
-0.026384079828858376,
-0.015555762685835361,
0.05141942575573921,
0.005192715674638748,
-0.04814795032143593,
-0.014458748511970043,
0.056445568799972534,
-0.010390659794211388,
-0.06108586862683296,
-0.04141457751393318,
-0.02600564807653427,
0.03364536538720131,
-0.04355592653155327,
-0.016198575496673584,
-0.07257300615310669,
0.022771257907152176,
0.053399305790662766,
-0.050857365131378174,
-0.05375412106513977,
0.015649454668164253,
-0.0811539813876152,
0.016416452825069427,
0.035175621509552,
-0.0278168972581625,
0.020457595586776733,
-0.01192293781787157,
0.0457298569381237,
-0.03490811586380005,
0.06618127971887589,
-0.0292521920055151,
0.012581606395542622,
-0.08836285769939423,
-0.01666088216006756,
-0.021245725452899933,
0.03464771434664726,
0.049832358956336975,
-0.022155459970235825,
0.0569973960518837,
0.031309548765420914,
0.005042278673499823,
0.042190734297037125,
-0.006410482805222273,
-0.014878541231155396,
0.06994487345218658,
-0.05861779302358627,
0.0017867175629362464,
0.020914612337946892,
0.03873231261968613,
-0.028472574427723885,
-0.035615790635347366,
-0.010844281874597073,
-0.028976159170269966,
-0.004949805326759815,
0.027620818465948105,
0.04341758415102959,
-0.010071864351630211,
0.05339440703392029,
0.02392045222222805,
0.0027073565870523453,
0.04418548569083214,
-0.005743592977523804,
0.08580140769481659,
-0.0281071774661541,
-0.007070440798997879,
-0.0033127055503427982,
-0.029947446659207344,
-0.022520413622260094,
0.0248253233730793,
0.008568535558879375,
-0.018789883702993393,
-0.043276987969875336,
0.05333580821752548,
0.011966082267463207,
-0.02385060116648674,
0.05673981457948685,
-0.009755853563547134,
-0.07095637172460556,
-0.02264275774359703,
0.04478498175740242,
0.024691306054592133,
-0.0031076311133801937,
0.02613203227519989,
-0.03368747606873512,
-0.03220667317509651,
-0.04299412667751312,
-0.03610027953982353,
0.009945894591510296,
0.012539173476397991,
-0.00686177471652627,
0.024591822177171707,
0.02227318286895752,
-0.07211267948150635,
0.002257421612739563,
-0.00409848103299737,
-0.05766495689749718,
0.030312107875943184,
0.03009883500635624,
0.10435933619737625,
-0.06750388443470001,
-0.046893160790205,
0.006968808826059103,
0.014841166324913502,
-0.009574116207659245,
0.0140453539788723,
0.02185601182281971,
-0.027340775355696678,
0.0007445444352924824,
0.012551669962704182,
0.06817963719367981,
-0.05409601703286171,
-0.023919429630041122,
0.05826602503657341,
-0.023313011974096298,
0.034715112298727036,
-0.0616830475628376,
-0.008078326471149921,
0.015724634751677513,
-0.03403981775045395,
-0.02155354432761669,
0.034609418362379074,
-0.025824790820479393,
-0.017466088756918907,
-0.05865458399057388,
-0.043961357325315475,
0.014974049292504787,
0.0807885155081749,
-0.010556048713624477,
-0.022572191432118416,
-0.016846422106027603,
0.026709046214818954,
0.05510871857404709,
0.015046657994389534,
-0.039762962609529495,
0.06405498832464218,
0.053569238632917404,
0.03194977343082428,
-0.012611997313797474,
0.050934210419654846,
0.03575722128152847,
-0.032912496477365494,
-0.04707656800746918,
0.01907072588801384,
0.004716760013252497,
-0.048941388726234436,
0.022372424602508545,
0.019591862335801125,
0.0026999739930033684,
-0.01738988421857357,
-0.018849961459636688,
0.0474078543484211,
0.012445187196135521,
0.017319895327091217,
0.006043147761374712,
-0.0056825065985322,
-0.014300791546702385,
0.0828559473156929,
-0.004795702174305916,
0.013025441206991673,
-0.020687678828835487,
-0.021640153601765633,
0.0025028244126588106,
0.04092211648821831,
0.033018968999385834,
0.03169058635830879,
0.012793743051588535,
0.09763079136610031,
-0.0319240503013134,
0.04666004329919815,
-0.051056869328022,
-0.048452235758304596,
-0.0009424640447832644,
0.052590664476156235,
0.02071460522711277,
0.05088788643479347,
0.00458923215046525,
-0.054456677287817,
0.02742442861199379,
0.07819811254739761,
0.020075226202607155,
0.004834431689232588,
-0.033290982246398926,
-0.0213764701038599,
0.0444473996758461,
0.030743243172764778,
-0.05180082097649574,
-0.041970688849687576,
0.007874527014791965,
0.058917198330163956,
-0.03582409396767616,
0.00730146374553442,
-0.009245023131370544,
0.04129971191287041,
-0.032889097929000854,
-0.05834535136818886,
0.04967541992664337,
0.011002473533153534,
-0.00715800141915679,
0.04726797714829445,
0.006400459911674261,
0.008765249513089657,
0.004891900345683098,
0.030666310340166092,
-0.013201911002397537,
-0.03130485489964485,
0.01763341762125492,
-0.00010754922550404444,
0.04738609865307808,
-0.06146049499511719,
0.029551422223448753,
-0.019716959446668625,
0.017204951494932175,
0.04655878618359566,
-0.04015539959073067,
0.01612633280456066,
0.06430353224277496,
0.02811366692185402,
-0.023364726454019547,
0.009617655538022518,
0.023993711918592453,
0.04449465498328209,
0.04098544642329216,
0.0021836613304913044,
0.060637734830379486,
-0.0009659903589636087,
0.04184665158390999,
0.0791015625,
0.020700830966234207,
0.030058471485972404,
0.02904846891760826,
0.08150482922792435,
0.006307297386229038,
-0.008771565742790699,
0.04256509244441986,
-0.04410943388938904,
0.012125679291784763,
-0.03368590399622917,
0.007878697477281094,
-0.00068132602609694,
-0.010731582529842854,
0.027061782777309418,
0.02284887619316578,
-0.03647630661725998,
-0.010817712172865868,
-0.01762998290359974,
-0.029763564467430115,
0.030172642320394516,
0.005676279775798321,
-0.0058606513775885105,
0.00903233140707016,
-0.002255480969324708,
-0.006203992757946253,
-0.0488753579556942,
-0.03323255106806755,
-0.019462525844573975,
-0.03439696878194809,
-0.015370983630418777,
-0.06782322376966476,
0.0008782570948824286,
-0.05042469874024391,
-0.009051849134266376,
0.04514450952410698,
0.003868653904646635,
0.002725525526329875,
-0.04448910802602768,
0.014872199855744839,
-0.01329475361853838,
-0.04984143748879433,
-0.026894018054008484,
-0.046587564051151276,
-0.054798275232315063,
-0.06273358315229416,
0.03004448115825653,
0.029638567939400673,
0.02230653166770935,
0.009637800976634026,
0.01888873055577278,
0.0049111065454781055,
-0.020884716883301735,
0.04738346114754677,
0.048402853310108185,
-0.027869028970599174,
-0.05423889309167862,
0.03571686893701553,
-0.02915421687066555,
0.027627643197774887,
0.01646711304783821,
-0.012043682858347893,
0.07245051115751266,
0.07388550043106079,
0.00740409828722477,
0.01912149414420128,
-0.02145269140601158,
-0.015345276333391666,
-0.04244105890393257,
-0.018258968368172646,
-0.03582925722002983,
-0.0028524245135486126,
-0.056215714663267136,
-0.03623713552951813,
-0.015293094329535961,
-0.042827025055885315,
0.028837427496910095,
0.004771149251610041,
0.023473531007766724,
0.04630735144019127,
0.031069615855813026,
0.02831360138952732,
0.042854636907577515,
-0.03272081911563873,
-0.03702937066555023,
0.0646689310669899,
0.010261175222694874,
-0.010136774741113186,
-0.09442710876464844,
-0.02409319020807743,
0.028922485187649727,
0.015528285875916481,
0.01900332421064377,
-0.019046461209654808,
0.08440076559782028,
-0.007272421382367611,
-0.004296723287552595,
0.019622627645730972,
-0.02778070792555809,
-0.04995293170213699,
-0.004350098315626383,
-0.017299950122833252,
-0.021164484322071075,
-0.04731785133481026,
-0.030102629214525223,
0.014159002341330051,
0.049060773104429245,
-0.056390970945358276,
-0.051683127880096436,
-0.0279283095151186,
0.042861949652433395,
0.037823304533958435,
0.00903537031263113,
-0.04756089299917221,
-0.02057686448097229,
-0.0420977808535099,
-0.032066460698843,
0.031664490699768066,
0.023777134716510773,
0.010880952700972557,
0.04788724705576897,
0.018891917541623116,
-0.0406014584004879,
0.024595724418759346,
0.0326392725110054,
0.0693984404206276,
0.015121201984584332,
-0.05096014216542244,
0.017350710928440094,
-0.035091277211904526,
0.02345987781882286,
0.002662640530616045,
-0.02524072490632534,
-0.02724025584757328,
-0.0809127613902092,
-0.014653139747679234,
0.0023059872910380363,
-0.0059177465736866,
-0.019766364246606827,
0.030897608026862144,
-0.005837162025272846,
-0.008924368768930435,
-0.010128162801265717,
0.0015658680349588394,
0.04530007392168045,
-0.051641229540109634,
0.07630761712789536,
0.0026810504496097565,
0.020117539912462234,
-0.03755342960357666,
0.021074937656521797,
-0.024735476821660995,
-0.04348362237215042,
-0.0048957038670778275,
0.061927951872348785,
0.012796896509826183,
0.05670084059238434,
0.09443254768848419,
0.035498764365911484,
-0.03776809200644493,
0.040781717747449875,
0.044746268540620804,
-0.029274124652147293,
-0.04776797443628311,
0.0058404142037034035,
0.000923030951526016,
-0.03837864100933075,
0.00330089102499187,
-0.012997639365494251,
0.04771267622709274,
0.04006624221801758,
-0.0007207626476883888,
0.01101480983197689,
-0.002144530415534973,
0.0012452355585992336,
-0.03738493472337723,
-0.06978989392518997,
-0.014781464822590351,
-0.014750869944691658,
-0.021115457639098167,
0.015231908299028873,
0.02877744659781456,
-0.007576381787657738,
0.06161706522107124,
0.03025493212044239,
-0.020297903567552567,
-0.027882618829607964,
0.02920643240213394,
0.002808226039633155,
-0.014440908096730709,
-0.07651594281196594,
-0.04269219934940338,
0.05944741889834404,
0.039632271975278854,
-0.004256316926330328,
-0.09447859972715378,
-0.008736273273825645,
0.06253963708877563,
-0.03920872136950493,
0.050364140421152115,
-0.010952082462608814,
0.04259142279624939,
0.045263029634952545,
-0.011923703365027905,
0.045489948242902756,
-0.029302123934030533,
-0.0157257579267025,
0.0008743961225263774,
0.038858696818351746,
0.003856837749481201,
-0.03370077535510063,
-0.06694380939006805,
0.003837279509752989,
0.03181997314095497,
0.061036206781864166,
0.02685733325779438,
-0.022937925532460213,
-0.0676942840218544,
-0.014428039081394672,
0.036429259926080704,
-0.06793085485696793,
-0.016103124246001244,
0.029859349131584167,
0.02760905958712101,
-0.05595458671450615,
-0.035428375005722046,
-0.02262292616069317,
-0.008384494110941887,
0.03811287507414818,
0.01582019403576851,
-0.0558626689016819,
-0.04098793491721153,
0.029161226004362106,
-0.005625379271805286,
-0.031337086111307144,
-0.06142997369170189,
0.042499374598264694,
0.003330145264044404,
-0.013154534623026848,
0.05224660784006119,
0.04486819729208946,
0.03523106127977371,
0.07178591191768646,
0.010898095555603504,
0.0022011934779584408,
-0.03671397268772125,
0.04034587740898132,
-0.06242700293660164,
-0.03091336414217949,
-0.0025712386704981327,
-0.05453820899128914,
-0.023579325526952744,
-0.03917818143963814,
-0.027306174859404564,
-0.04389271140098572,
0.009500756859779358,
0.023679744452238083,
-0.009263252839446068,
-0.008662867359817028,
-0.024468353018164635,
0.03652564063668251,
-0.030981408432126045,
-0.025391116738319397,
-0.04087015986442566,
-0.03471215069293976,
-0.05454857274889946,
-0.041332341730594635,
0.024803509935736656,
0.005761220585554838,
0.046277813613414764,
0.037738677114248276,
0.00859036110341549,
0.02303311415016651,
-0.0083885807543993,
-0.03155560791492462,
0.0197601355612278,
-0.0009454259416088462,
-0.021172678098082542,
-0.020987315103411674,
0.033493563532829285,
0.027147993445396423,
0.039890989661216736,
-0.05494166538119316,
0.018973931670188904,
0.02452210709452629,
-0.011827095411717892,
-0.00953564140945673,
0.036743585020303726,
0.0168846994638443,
-0.04460366815328598,
-0.028083356097340584,
0.025852609425783157,
-0.05735570564866066,
0.028690649196505547,
-0.03721367567777634,
-0.03022928722202778,
0.0005713478894904256,
0.0014833253808319569,
0.05610600858926773,
-0.02849346213042736,
-0.04012954980134964,
0.023531537503004074,
-0.014248351566493511,
0.026950446888804436,
-0.03911743685603142,
0.07016298919916153,
-0.04204791039228439,
0.01542818732559681,
0.0035864426754415035,
-0.001483558677136898,
-0.0433519147336483,
0.048349570482969284,
-0.007099815644323826,
-0.035726506263017654,
-0.03063257597386837,
0.055129289627075195,
-0.009663835167884827,
0.022243021056056023,
-0.0023630389478057623,
0.009936388581991196,
-0.022132406011223793,
0.0710696130990982,
-0.055151503533124924,
0.010135069489479065,
-0.02449825219810009,
0.017353352159261703,
-0.040873199701309204,
0.01370143610984087,
0.0004289302451070398,
-0.03770757466554642,
0.02509164810180664,
0.045216720551252365,
0.04227032512426376,
0.02006455697119236,
-0.030479177832603455,
-0.001234392519108951,
0.027722951024770737,
-0.033320654183626175,
-0.020327337086200714,
-0.016281181946396828,
-0.003709691809490323,
0.015588298439979553,
0.04330053552985191,
0.0641222894191742,
-0.06271611154079437,
-0.059386588633060455,
0.03153832629323006,
0.027463259175419807,
-0.005962788593024015,
-0.0015787399606779218,
0.03695536404848099,
0.018062444403767586,
0.04468071833252907,
-0.03722827136516571,
0.001179383834823966,
-0.0054299961775541306,
-0.044594019651412964,
0.0399874672293663,
-0.010133063420653343,
0.04114508628845215,
-0.0010106074623763561,
-0.03468075767159462,
-0.01006565522402525,
0.05618329718708992,
0.023182645440101624,
0.0003955871507059783,
-0.005498588550835848,
-0.039647746831178665,
0.0190743338316679,
0.0007009744876995683,
-0.059874653816223145,
0.027426239103078842,
0.016787583008408546,
-0.02556733600795269,
0.08574475347995758,
0.00020768945978488773,
0.01040919590741396,
0.05349238961935043,
0.031554706394672394,
-0.024898428469896317,
0.06693359464406967,
-0.02785341814160347,
-0.009645936079323292,
0.02745520882308483,
-0.054525937885046005,
-0.019502032548189163,
-0.019852936267852783,
0.058908119797706604,
-0.054506368935108185,
0.026502851396799088,
0.04489263519644737,
0.0012960948515683413,
0.012106512673199177,
-0.02359800599515438,
-0.060728322714567184,
0.0005262886988930404,
-0.06631886959075928,
0.057213958352804184,
0.001192765193991363,
-0.060987647622823715,
0.04146217182278633,
0.032513804733753204,
-0.06039879843592644,
0.04052437096834183,
0.020777627825737,
0.048621319234371185,
0.034792449325323105,
0.04669758304953575,
-0.055449288338422775,
0.03218456730246544,
-0.04411095753312111,
0.04542798176407814,
-0.04349911957979202,
-0.009792398661375046,
0.03699127212166786,
-0.028902387246489525,
-0.0019112828886136413,
0.044226229190826416,
-0.011839572340250015,
-0.014009518548846245,
0.03730207309126854,
-0.04596143588423729,
-0.0344531275331974,
0.00528661860153079,
0.026653166860342026,
-0.016799088567495346,
0.009305567480623722,
-0.02864043600857258,
0.0327240489423275,
0.007838090881705284,
-0.008140623569488525,
-0.04022795334458351,
0.02201681211590767,
0.023845229297876358,
-0.07395501434803009,
-0.0425366535782814,
0.01608712412416935,
-0.014051936566829681,
-0.023358101025223732,
0.03057476319372654,
0.036329276859760284,
0.009777558967471123,
0.009496672078967094,
0.0006075205164961517,
0.02267959900200367,
-0.057600803673267365,
-0.011202435940504074,
0.0003399464476387948,
-0.0053462558425962925,
0.040114134550094604,
-0.004145956598222256,
0.02932543121278286,
0.04338816553354263,
0.04070873185992241,
-0.004549751058220863,
-0.00947247352451086,
-0.03621792420744896,
0.04229963198304176,
-0.021792558953166008,
0.009095810353755951,
0.002320327330380678,
-0.04607264697551727,
-0.056040119379758835,
-0.005291047040373087,
-0.01063191145658493,
0.0016271580243483186,
-0.06356139481067657,
0.004294399172067642,
0.028033308684825897,
-0.02147793211042881,
-0.054571088403463364,
-0.1018393337726593,
-0.036624085158109665,
-0.042668867856264114,
-0.02106752246618271,
0.04078178107738495,
-0.050172220915555954,
0.02505197934806347,
-0.03772838041186333,
-0.052505332976579666,
0.02609325386583805,
0.01672784611582756,
-0.03717505559325218,
0.037042975425720215,
0.03834417089819908,
-0.06125585362315178,
0.013307700864970684,
0.04206828400492668,
-0.04291326925158501,
-0.017765017226338387,
0.0030184397473931313,
0.009503716602921486,
0.02947077341377735,
0.0043068923987448215,
-0.03686754032969475,
-0.004372125491499901,
-0.057359542697668076,
-0.028025031089782715,
-0.037476491183042526,
-0.001961789559572935,
0.05481647700071335
] |
Coyotl/DialoGPT-test3-arthurmorgan | [
"conversational"
] | conversational | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- generated_from_trainer
metrics:
- accuracy
model-index:
- name: finetuned-model
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# finetuned-model
This model is a fine-tuned version of [cardiffnlp/twitter-roberta-base-sentiment](https://huggingface.co/cardiffnlp/twitter-roberta-base-sentiment) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.8601
- Accuracy: 0.6117
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 64
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 2
### Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| No log | 1.0 | 84 | 0.8663 | 0.5914 |
| No log | 2.0 | 168 | 0.8601 | 0.6117 |
### Framework versions
- Transformers 4.16.1
- Pytorch 1.10.0+cu111
- Datasets 1.18.2
- Tokenizers 0.11.0
| [
-0.02907327562570572,
-0.01268637366592884,
-0.011373934336006641,
0.043370556086301804,
0.03451158478856087,
0.03689379617571831,
-0.02154584787786007,
-0.016756268218159676,
-0.05057047680020332,
0.04185100272297859,
0.04149294272065163,
-0.030942924320697784,
-0.005148313473910093,
0.03764037787914276,
-0.02941705286502838,
-0.03507718816399574,
-0.02598457969725132,
-0.021005066111683846,
-0.02094535529613495,
-0.0041061588563025,
0.001615641638636589,
0.0015559999737888575,
0.018436402082443237,
-0.002971226116642356,
-0.011315940879285336,
0.007236978504806757,
-0.0138478958979249,
0.01196847204118967,
0.020030109211802483,
-0.07671879231929779,
-0.003978312481194735,
-0.03653979301452637,
-0.03589785471558571,
0.00959008652716875,
0.00121595140080899,
0.0013414814602583647,
0.02147807739675045,
0.029592758044600487,
0.03723587468266487,
0.05673305690288544,
0.020187145099043846,
0.011113774962723255,
-0.018877053633332253,
-0.04156157374382019,
0.07314784079790115,
-0.0033956835977733135,
-0.043416719883680344,
0.011200533248484135,
0.04558845981955528,
-0.042787451297044754,
-0.05422353371977806,
-0.06681102514266968,
-0.024876561015844345,
0.03953913599252701,
-0.016346454620361328,
-0.01466085109859705,
-0.06831297278404236,
-0.009857424534857273,
0.0711662545800209,
-0.029146956279873848,
-0.04367098584771156,
0.01461092196404934,
-0.05008693039417267,
0.004969497211277485,
0.028867850080132484,
-0.03334319591522217,
0.005224819760769606,
-0.04193425551056862,
0.04999767988920212,
-0.016715750098228455,
0.06480833888053894,
-0.020523512735962868,
0.033307742327451706,
-0.060800701379776,
-0.027163065969944,
-0.011525046080350876,
0.05682939663529396,
0.05310812592506409,
-0.01947620138525963,
0.044175885617733,
0.019646987318992615,
-0.000340297439834103,
0.04891279339790344,
-0.007250645197927952,
0.0029450589790940285,
0.027638811618089676,
-0.05272761359810829,
0.008727937936782837,
0.0328805111348629,
0.038686007261276245,
-0.04065922647714615,
-0.03695657476782799,
-0.03094983845949173,
-0.01488500740379095,
-0.020473292097449303,
0.035791102796792984,
0.031682319939136505,
0.023347148671746254,
0.029907802119851112,
0.0353609174489975,
0.03624175116419792,
0.034521494060754776,
-0.027543842792510986,
0.06557782739400864,
0.006104614119976759,
-0.026143383234739304,
-0.006012890487909317,
-0.01301912683993578,
-0.038023460656404495,
0.03860633820295334,
0.018211044371128082,
-0.04183187335729599,
-0.049945734441280365,
0.019682787358760834,
0.024864869192242622,
-0.014454535208642483,
0.052732232958078384,
-0.03510739281773567,
-0.033159248530864716,
-0.03137609735131264,
0.05223914235830307,
0.019623462110757828,
0.0011971228523179889,
0.003273280104622245,
-0.05125872790813446,
-0.010525678284466267,
-0.015832608565688133,
-0.04264151304960251,
-0.008319317363202572,
0.013615097850561142,
-0.0030084073077887297,
0.0323997437953949,
0.019475385546684265,
-0.05189879983663559,
0.002821369795128703,
0.02133471705019474,
-0.04548879712820053,
0.03707713261246681,
0.01944725401699543,
0.10801395773887634,
-0.060251448303461075,
-0.07225534319877625,
0.018612433224916458,
-0.0056798881851136684,
-0.02519780769944191,
0.018441518768668175,
0.026188522577285767,
-0.033788226544857025,
-0.020988669246435165,
0.004730838350951672,
0.04373960942029953,
-0.05120467022061348,
-0.02445327490568161,
0.04679728299379349,
0.016808005049824715,
0.027100207284092903,
-0.07730378210544586,
-0.02742498554289341,
0.012244037352502346,
-0.024584557861089706,
-0.027084605768322945,
0.06601976603269577,
-0.021037321537733078,
-0.015003406442701817,
-0.022473668679594994,
-0.028262466192245483,
-0.009520077146589756,
0.07609215378761292,
-0.018318412825465202,
-0.029300635680556297,
-0.003986278083175421,
0.03544588387012482,
0.03919035196304321,
0.03668145090341568,
-0.022537555545568466,
0.04587988182902336,
0.0609060600399971,
0.05011550337076187,
-0.016882507130503654,
0.022151801735162735,
0.02094165049493313,
-0.04706364870071411,
-0.038807936012744904,
0.010415707714855671,
0.0014575861860066652,
-0.047948580235242844,
0.04546169936656952,
0.02313653938472271,
-0.01366922166198492,
-0.0601557232439518,
-0.04879555478692055,
0.064058817923069,
-0.010248311795294285,
0.016648737713694572,
-0.008779828436672688,
-0.008048493415117264,
-0.02204981818795204,
0.05474589020013809,
-0.006395290605723858,
0.00930057093501091,
-0.03501362353563309,
-0.058849237859249115,
0.0037021308671683073,
-0.0017775048036128283,
0.028452135622501373,
0.04466697946190834,
-0.019725317135453224,
0.10141345113515854,
-0.03493744507431984,
0.02908734604716301,
-0.03821798786520958,
-0.05381263419985771,
0.027181433513760567,
0.059918444603681564,
0.03334240987896919,
0.05739082396030426,
0.004996180068701506,
-0.03847116231918335,
0.021218759939074516,
0.059715140610933304,
0.035768721252679825,
0.03205493837594986,
-0.014589822851121426,
0.00854080356657505,
0.027779392898082733,
0.03382224962115288,
-0.06039838492870331,
-0.029651189222931862,
-0.015874316915869713,
0.024421725422143936,
-0.006307135336101055,
-0.0018490367801859975,
-0.030744655057787895,
0.03578532487154007,
-0.05410125479102135,
-0.09729082882404327,
0.06916533410549164,
0.02624199353158474,
0.008023067377507687,
0.027427304536104202,
0.003854986745864153,
-0.019719742238521576,
0.009224935434758663,
-0.004498156253248453,
-0.0014904058771207929,
-0.03699563816189766,
-0.00009853962546912953,
0.009602947160601616,
0.05530884116888046,
-0.04822801798582077,
0.015529530122876167,
-0.014797322452068329,
-0.0006671436131000519,
0.0521717369556427,
-0.04689968004822731,
0.01770535111427307,
0.061704423278570175,
0.03835917264223099,
-0.025569817051291466,
0.005664387252181768,
0.02557985670864582,
0.03330053761601448,
0.026961352676153183,
-0.006690106354653835,
0.06749192625284195,
0.005706517957150936,
0.03132731840014458,
0.0786345899105072,
0.02235502190887928,
0.025388410314917564,
0.02940642461180687,
0.07453909516334534,
0.010804149322211742,
-0.010481661185622215,
0.04564351215958595,
-0.060785096138715744,
0.03572576865553856,
-0.05040096864104271,
0.010500329546630383,
-0.028531456366181374,
-0.019497517496347427,
0.03650904446840286,
0.02857883647084236,
-0.018028801307082176,
-0.01788249798119068,
-0.007435119245201349,
-0.018919453024864197,
0.03683973103761673,
-0.005821124650537968,
-0.009217980317771435,
-0.020135512575507164,
-0.01768030785024166,
0.013181634247303009,
-0.060991428792476654,
-0.029629165306687355,
0.010940111242234707,
-0.0144914286211133,
-0.025841491296887398,
-0.09523487836122513,
-0.04041586071252823,
-0.056856777518987656,
-0.016891896724700928,
0.03370070457458496,
0.017294103279709816,
-0.010844812728464603,
-0.04407854750752449,
0.019406376406550407,
-0.0540618970990181,
-0.0517301931977272,
-0.04328658804297447,
-0.06259189546108246,
-0.031140100210905075,
-0.06847786158323288,
0.038200221955776215,
0.03676137328147888,
0.015895912423729897,
-0.01068058144301176,
0.013708112761378288,
-0.02636035904288292,
0.0021262215450406075,
0.06273472309112549,
0.04915892705321312,
-0.015083858743309975,
-0.04805248603224754,
0.011653738096356392,
0.009960278868675232,
0.034772805869579315,
0.023358076810836792,
-0.021740278229117393,
0.07044679671525955,
0.06160029396414757,
0.0029436685144901276,
0.028112147003412247,
-0.03664476051926613,
-0.0468166247010231,
-0.028153644874691963,
-0.020703144371509552,
-0.035820670425891876,
-0.006802142597734928,
-0.04966592788696289,
-0.04674718156456947,
-0.01773896813392639,
-0.02859717421233654,
-0.010972056537866592,
-0.010633864440023899,
0.012722693383693695,
0.022791488096117973,
0.0273499246686697,
0.03606567531824112,
0.028319573029875755,
-0.02486300654709339,
-0.05102088674902916,
0.06524620950222015,
-0.006786733865737915,
-0.008096074685454369,
-0.10227732360363007,
-0.006225543562322855,
0.04572821781039238,
0.024632830172777176,
-0.004636895377188921,
-0.016836224123835564,
0.07572849094867706,
-0.010868847370147705,
-0.004335959441959858,
-0.0047620609402656555,
0.0015170271508395672,
-0.001982435816898942,
0.003287234343588352,
-0.015102706849575043,
-0.0075346967205405235,
-0.025379879400134087,
-0.016029367223381996,
-0.01104027684777975,
0.03812927007675171,
-0.056623607873916626,
-0.0514964684844017,
-0.01221249159425497,
0.04181087017059326,
0.06336865574121475,
0.007907084189355373,
-0.04804901033639908,
-0.018169337883591652,
-0.05557631328701973,
-0.03574846312403679,
0.05162431672215462,
0.008855695836246014,
0.03171941265463829,
0.043515730649232864,
0.028033969923853874,
-0.026234624907374382,
0.04161389544606209,
0.0357084758579731,
0.07012384384870529,
0.009617445059120655,
-0.05899476259946823,
0.008394114673137665,
-0.04470768943428993,
0.03472169488668442,
-0.000500793568789959,
-0.03201184794306755,
-0.030968239530920982,
-0.09633244574069977,
-0.03104543127119541,
-0.015215703286230564,
-0.010119050741195679,
-0.003025277052074671,
0.04062725231051445,
-0.010080085135996342,
-0.02349068969488144,
0.0020202642772346735,
0.00935289729386568,
0.06819064915180206,
-0.05412757396697998,
0.07997424155473709,
-0.0021764168050140142,
0.02188641019165516,
-0.04941713064908981,
0.015954893082380295,
-0.04518134891986847,
-0.02847045473754406,
0.004571077413856983,
0.05824502184987068,
-0.01639782264828682,
0.06856397539377213,
0.07715010643005371,
0.04482506960630417,
-0.05301833525300026,
0.034597963094711304,
0.0518074594438076,
-0.03071635775268078,
-0.028721479699015617,
0.008283345028758049,
0.006275789812207222,
-0.04107299819588661,
-0.0017133794026449323,
-0.016996121034026146,
0.045226600021123886,
0.03076625056564808,
-0.006648712791502476,
0.030340202152729034,
-0.00018180989718530327,
-0.003054520580917597,
-0.044077012687921524,
-0.08179309964179993,
-0.02805071324110031,
-0.0006965622305870056,
-0.027829507365822792,
0.0042772782035171986,
0.021134845912456512,
0.005490429699420929,
0.05816279351711273,
0.03380683809518814,
-0.024811482056975365,
-0.03745105117559433,
0.040209103375673294,
0.03960457444190979,
-0.0396369993686676,
-0.07832155376672745,
-0.02271305024623871,
0.028029106557369232,
0.055281754583120346,
-0.019136551767587662,
-0.06719251722097397,
0.021107830107212067,
0.0429852157831192,
-0.03142957389354706,
0.06854454427957535,
0.006810429040342569,
0.039708830416202545,
0.05907566100358963,
-0.03181540220975876,
0.0367298424243927,
-0.031998489052057266,
-0.005941873416304588,
0.0045907809399068356,
0.030091093853116035,
-0.026712574064731598,
-0.011313769966363907,
-0.03859833627939224,
0.02872088924050331,
0.04766419529914856,
0.03969592973589897,
0.050269465893507004,
-0.01617811806499958,
-0.04187436029314995,
0.00024054035020526499,
0.026134822517633438,
-0.05088663846254349,
0.011193903163075447,
0.03467947617173195,
0.044167421758174896,
-0.0538167841732502,
-0.049229808151721954,
-0.017903966829180717,
-0.02589784562587738,
0.028099998831748962,
-0.004803458694368601,
-0.049873702228069305,
-0.024459917098283768,
0.04957502707839012,
-0.002026363741606474,
0.0028283672872930765,
-0.07332480698823929,
0.043731287121772766,
0.000274574471404776,
-0.0015107273356989026,
0.04647416993975639,
0.023979470133781433,
0.03829940780997276,
0.04993142932653427,
0.02889174036681652,
0.011320974677801132,
-0.03875454142689705,
0.020202599465847015,
-0.019729824736714363,
-0.0198539886623621,
0.005868831649422646,
-0.05022631958127022,
-0.02768681012094021,
-0.02061532624065876,
-0.04237876832485199,
-0.056919846683740616,
-0.02224358730018139,
-0.009274158626794815,
0.003331195330247283,
-0.005175561644136906,
-0.010875708423554897,
0.04414737969636917,
-0.037741769105196,
-0.007572769653052092,
-0.04326104745268822,
-0.04257588088512421,
-0.06737502664327621,
-0.05345035716891289,
0.02719726413488388,
0.008928801864385605,
0.049496524035930634,
0.03446485847234726,
0.02826247736811638,
0.029418587684631348,
0.0013867511879652739,
-0.0484483502805233,
0.02247021719813347,
0.010581419803202152,
-0.009069082327187061,
-0.03541061654686928,
0.01239734049886465,
0.02289874665439129,
0.04263309761881828,
-0.02103996090590954,
0.04071405902504921,
0.020385976880788803,
-0.013439521193504333,
-0.03044436313211918,
0.01267433911561966,
0.02046150155365467,
-0.07682490348815918,
-0.030034590512514114,
0.0016995506593957543,
-0.027764927595853806,
0.013551594689488411,
-0.03632364422082901,
-0.0023381465580314398,
-0.013647711835801601,
0.015784043818712234,
0.021389096975326538,
-0.0193475354462862,
-0.02672654390335083,
0.011433809995651245,
-0.01697332225739956,
0.020648669451475143,
-0.0539453849196434,
0.037933219224214554,
-0.0638800635933876,
-0.01298615150153637,
-0.01724167913198471,
0.01552946213632822,
-0.047761816531419754,
0.046036191284656525,
0.009852145798504353,
-0.011021236889064312,
0.0028918180614709854,
0.04644535854458809,
-0.019975431263446808,
0.005026375409215689,
-0.023238617926836014,
0.01688573509454727,
-0.04302115738391876,
0.060207925736904144,
-0.0451086051762104,
0.001983758993446827,
-0.04029582068324089,
0.033317454159259796,
-0.031629666686058044,
-0.021634742617607117,
-0.00820323545485735,
-0.025739561766386032,
0.031047174707055092,
0.048885561525821686,
0.036617908626794815,
0.03560813143849373,
0.008594666607677937,
-0.0061421263962984085,
0.025565290823578835,
-0.06764098256826401,
-0.023038359358906746,
-0.006349275819957256,
0.0054884422570466995,
-0.006682416424155235,
0.039885494858026505,
0.049563709646463394,
-0.047967858612537384,
-0.07295602560043335,
0.02628912962973118,
0.012542889453470707,
0.009990662336349487,
-0.002011164091527462,
0.0399739071726799,
0.024935228750109673,
0.031161047518253326,
-0.029681161046028137,
-0.0009490809752605855,
-0.008064369671046734,
-0.05137230083346367,
0.02374936081469059,
-0.018186673521995544,
0.025033092126250267,
0.008517567999660969,
-0.06002163887023926,
-0.007215064950287342,
0.045985959470272064,
0.023644916713237762,
0.021618196740746498,
0.011557266116142273,
-0.061735428869724274,
0.0363144688308239,
-0.006258247420191765,
-0.05577642470598221,
-0.007639803923666477,
-0.0034706387668848038,
-0.0331449918448925,
0.05325587838888168,
-0.007742075715214014,
0.005856080912053585,
0.03440983220934868,
0.029602566733956337,
-0.0048418655060231686,
0.0479855015873909,
-0.01782456785440445,
0.020570749416947365,
0.04735669493675232,
-0.0709635317325592,
-0.0075127435848116875,
-0.05018743500113487,
0.06232478842139244,
-0.049738410860300064,
0.03192601352930069,
0.05832288786768913,
0.002119337674230337,
0.006269777659326792,
-0.028058674186468124,
-0.06327623128890991,
0.0154358996078372,
-0.04183018580079079,
0.07440340518951416,
-0.00307654426433146,
-0.07608791440725327,
0.0721149817109108,
0.010951987467706203,
-0.06296385824680328,
0.0452079176902771,
0.039185620844364166,
0.02379024401307106,
0.01119624450802803,
0.043160684406757355,
-0.04076730087399483,
0.013000225648283958,
-0.05636538565158844,
0.04129127785563469,
-0.04108887538313866,
-0.02129947766661644,
0.034123681485652924,
-0.02397942915558815,
-0.01717357151210308,
0.05936086177825928,
-0.020316485315561295,
-0.013357503339648247,
0.05666963383555412,
-0.025060392916202545,
-0.0012179604964330792,
0.0038840381894260645,
-0.0017312377458438277,
-0.020073669031262398,
-0.0041252728551626205,
-0.02170867845416069,
0.022527383640408516,
0.014547495171427727,
0.007011715322732925,
-0.024202078580856323,
-0.004018350038677454,
0.009355003945529461,
-0.03567550703883171,
-0.059386853128671646,
0.04449455440044403,
-0.009083813987672329,
-0.013113290071487427,
0.04403715580701828,
0.014401146210730076,
0.012382341548800468,
0.04362703114748001,
-0.00897936150431633,
0.029075585305690765,
-0.0594928152859211,
-0.00047798542072996497,
0.026747308671474457,
-0.00401631323620677,
0.021089086309075356,
-0.0014538646209985018,
0.028267711400985718,
0.045220937579870224,
0.02097419649362564,
-0.013194439001381397,
-0.018042460083961487,
-0.04350638762116432,
0.03526865318417549,
-0.027058277279138565,
-0.00571210915222764,
0.024060357362031937,
-0.044422831386327744,
-0.04275854304432869,
-0.004751565866172314,
-0.027590349316596985,
0.014485951513051987,
-0.06040598824620247,
0.005508439149707556,
0.05455227568745613,
-0.013991892337799072,
-0.04200243204832077,
-0.08317545056343079,
-0.0366438664495945,
-0.03405657783150673,
-0.005907491315156221,
0.029957735911011696,
-0.038845863193273544,
0.020535293966531754,
-0.0451621487736702,
-0.03361962363123894,
0.051975831389427185,
0.04390331357717514,
-0.03339255228638649,
0.03983931615948677,
0.04458941891789436,
-0.037231866270303726,
0.0024314001202583313,
0.025021307170391083,
-0.044543150812387466,
0.009039631113409996,
0.018381405621767044,
0.005668841302394867,
0.03152019530534744,
0.03476916253566742,
-0.04846247658133507,
-0.006973388604819775,
-0.07224802672863007,
-0.04298083484172821,
-0.05936645716428757,
0.02322663553059101,
0.06383458524942398
] |
Craak/GJ0001 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
license: mit
tags:
- generated_from_keras_callback
model-index:
- name: roberta-model-english
results: []
---
<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->
# roberta-model-english
This model is a fine-tuned version of [roberta-base](https://huggingface.co/roberta-base) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 0.1140
- Train Accuracy: 0.9596
- Validation Loss: 0.2166
- Validation Accuracy: 0.9301
- Epoch: 2
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- optimizer: {'name': 'Adam', 'learning_rate': 5e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
- training_precision: float32
### Training results
| Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
|:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
| 0.2922 | 0.8804 | 0.2054 | 0.9162 | 0 |
| 0.1710 | 0.9352 | 0.1879 | 0.9353 | 1 |
| 0.1140 | 0.9596 | 0.2166 | 0.9301 | 2 |
### Framework versions
- Transformers 4.16.2
- TensorFlow 2.7.0
- Tokenizers 0.11.0
| [
-0.034833069890737534,
-0.005043090786784887,
-0.0011150363134220243,
0.03252238407731056,
0.03647012636065483,
0.02495611272752285,
-0.010077808052301407,
-0.01299342792481184,
-0.05043022334575653,
0.05602767691016197,
0.01662513241171837,
-0.03460876643657684,
0.010284234769642353,
0.048082541674375534,
-0.027431121096014977,
-0.029820213094353676,
-0.015937654301524162,
-0.006562824826687574,
-0.02814187854528427,
-0.01187730859965086,
0.0069426605477929115,
-0.0002532131620682776,
-0.00486292690038681,
0.006056349258869886,
-0.013521811924874783,
0.010513680055737495,
-0.0005013549234718084,
0.010651666671037674,
0.0320478230714798,
-0.07023536413908005,
0.007337885908782482,
-0.059538088738918304,
-0.04473372548818588,
-0.012122007086873055,
-0.01017292495816946,
-0.0010651657357811928,
0.008797727525234222,
0.01142665185034275,
0.04061107337474823,
0.05780315026640892,
0.0071439798921346664,
0.032902393490076065,
-0.01944814994931221,
-0.04355444386601448,
0.055016711354255676,
-0.018077341839671135,
-0.04346948117017746,
-0.006086241453886032,
0.04138762503862381,
-0.028440307825803757,
-0.06284060329198837,
-0.05276145786046982,
-0.020225275307893753,
0.028787923976778984,
-0.029522310942411423,
-0.012787709943950176,
-0.050104789435863495,
-0.011674754321575165,
0.06362108886241913,
-0.044278912246227264,
-0.05084528401494026,
0.007658139802515507,
-0.06786911934614182,
0.024039769545197487,
0.05423985794186592,
-0.03578097000718117,
0.018194058910012245,
-0.04058544710278511,
0.04746919870376587,
-0.01641201786696911,
0.05811996012926102,
-0.017470909282565117,
0.0025300791021436453,
-0.09606578946113586,
-0.016089417040348053,
-0.012587318196892738,
0.047654442489147186,
0.04559862241148949,
-0.028196755796670914,
0.056993842124938965,
0.02025366760790348,
-0.012729832902550697,
0.0341595895588398,
-0.008829090744256973,
-0.010413466952741146,
0.04040011763572693,
-0.048546794801950455,
-0.006682343780994415,
0.017284132540225983,
0.04735787212848663,
-0.05126459524035454,
-0.028085269033908844,
-0.02235441282391548,
-0.02191952057182789,
-0.03171912580728531,
0.0237473975867033,
0.057437870651483536,
0.002185265766456723,
0.04165375605225563,
0.01846657693386078,
0.01689993217587471,
0.04268786311149597,
-0.027397463098168373,
0.05699821934103966,
-0.0005456719663925469,
-0.029893148690462112,
-0.009276487864553928,
-0.02122150920331478,
-0.033990975469350815,
0.02378702536225319,
0.01873011514544487,
-0.032260239124298096,
-0.033701635897159576,
0.05131296068429947,
0.021938666701316833,
-0.009778639301657677,
0.0590970553457737,
-0.022197287529706955,
-0.049645330756902695,
-0.042844049632549286,
0.04908265173435211,
0.029369087889790535,
0.0005850823363289237,
0.009341082535684109,
-0.04297993332147598,
-0.018192067742347717,
-0.027204720303416252,
-0.04274176061153412,
0.01933785155415535,
0.007514333818107843,
-0.010715454816818237,
0.052259571850299835,
0.026770979166030884,
-0.08148770034313202,
-0.009790400974452496,
0.015674518421292305,
-0.03579527884721756,
0.045840512961149216,
0.00842990167438984,
0.10354386270046234,
-0.055992238223552704,
-0.06980970501899719,
0.022763341665267944,
0.012535636313259602,
-0.016019627451896667,
0.027959108352661133,
0.0178359467536211,
-0.032656293362379074,
-0.010785452090203762,
0.01071950513869524,
0.04177621752023697,
-0.06621380150318146,
-0.008681893348693848,
0.062116365879774094,
-0.008412877097725868,
0.03227102756500244,
-0.041577789932489395,
-0.02449413388967514,
0.007247106172144413,
-0.015479703433811665,
-0.022204510867595673,
0.04929455742239952,
-0.02243655174970627,
0.0011840821243822575,
-0.04292646422982216,
-0.02604374848306179,
0.021247508004307747,
0.095723956823349,
-0.010263350792229176,
-0.019762931391596794,
-0.017652181908488274,
0.024126237258315086,
0.046426236629486084,
0.021352292969822884,
-0.034615274518728256,
0.03334682807326317,
0.04412701725959778,
0.03955487906932831,
-0.020613521337509155,
0.035753969103097916,
0.02880154736340046,
-0.028936848044395447,
-0.03663114085793495,
0.04866115748882294,
-0.0004167089646216482,
-0.03561786562204361,
0.02291770465672016,
0.03291967511177063,
0.0062794010154902935,
-0.03775995224714279,
-0.03543459624052048,
0.061226580291986465,
-0.007265336811542511,
-0.006086614448577166,
-0.0007934510940685868,
0.004884499125182629,
-0.02819732576608658,
0.05515565723180771,
-0.009863299317657948,
0.016480451449751854,
-0.01804528571665287,
-0.02614305540919304,
0.02431001514196396,
0.03155931830406189,
0.033719126135110855,
0.04558630660176277,
-0.01498444750905037,
0.08860111236572266,
-0.03508109226822853,
0.0269927941262722,
-0.04689391702413559,
-0.05384879186749458,
0.02181626670062542,
0.062214888632297516,
0.04414388909935951,
0.05303516611456871,
0.004404730629175901,
-0.04823155328631401,
0.02970724180340767,
0.07313767075538635,
0.046974167227745056,
0.013134200125932693,
-0.023830663412809372,
-0.013553678058087826,
0.024321701377630234,
0.0320543609559536,
-0.044029463082551956,
-0.03901342302560806,
0.010995488613843918,
0.07593027502298355,
-0.010652630589902401,
0.021074624732136726,
-0.010245027020573616,
0.044496841728687286,
-0.05236532911658287,
-0.07213949412107468,
0.03677889704704285,
0.021813498809933662,
-0.01189700048416853,
0.041818875819444656,
0.0022887922823429108,
0.01506328396499157,
0.0016116704791784286,
0.008150359615683556,
0.013076494447886944,
-0.01935105212032795,
0.007581440731883049,
0.011518274433910847,
0.0645982101559639,
-0.04233910143375397,
0.04350066930055618,
0.0007516220211982727,
0.014198388904333115,
0.048371460288763046,
-0.03920203074812889,
0.021876702085137367,
0.059894856065511703,
0.03294925019145012,
-0.0401005856692791,
0.014848574064671993,
0.023450175300240517,
0.039985183626413345,
0.03392063453793526,
-0.0011103005381301045,
0.04464254155755043,
0.0036004462745040655,
0.05724988505244255,
0.08637131005525589,
0.006532308179885149,
0.03293878957629204,
0.032921068370342255,
0.08492209762334824,
0.0142739312723279,
-0.020380157977342606,
0.050418466329574585,
-0.05794825404882431,
0.020630570128560066,
-0.050564274191856384,
0.02242991328239441,
-0.026185253635048866,
-0.004155752714723349,
0.03472517430782318,
0.01932109147310257,
-0.03247781842947006,
0.004333581309765577,
-0.018129635602235794,
-0.02185569703578949,
0.02718438394367695,
0.011715345084667206,
-0.007624748628586531,
-0.021790916100144386,
-0.00043584281229414046,
-0.012902786023914814,
-0.08771675825119019,
-0.028299864381551743,
-0.005004108417779207,
-0.0390109121799469,
-0.029633404687047005,
-0.08011624217033386,
-0.011852117255330086,
-0.05099855363368988,
-0.03522507846355438,
0.020994603633880615,
-0.004838201217353344,
0.0000665413390379399,
-0.048374854028224945,
0.0062165213748812675,
-0.050469107925891876,
-0.046376168727874756,
-0.0404646210372448,
-0.04894731938838959,
-0.031715553253889084,
-0.06498400121927261,
0.027607399970293045,
0.022369517013430595,
0.023555569350719452,
0.019870419055223465,
0.009021534584462643,
0.001365256728604436,
-0.03966139256954193,
0.042015429586172104,
0.05886127054691315,
-0.032500606030225754,
-0.04851555451750755,
0.028775079175829887,
-0.01487789023667574,
0.026140784844756126,
0.010694503784179688,
-0.017720287665724754,
0.0904562845826149,
0.06408442556858063,
0.008591851219534874,
0.025553176179528236,
-0.017953014001250267,
-0.05021124705672264,
-0.043251123279333115,
-0.02521158754825592,
-0.04160980507731438,
-0.017442354932427406,
-0.05242933705449104,
-0.053195204585790634,
-0.02005172334611416,
-0.03217706084251404,
0.003728471463546157,
0.0013950103893876076,
0.01076467614620924,
0.03141552954912186,
0.037294741719961166,
0.039122164249420166,
0.01874670945107937,
-0.016616933047771454,
-0.04618380591273308,
0.06080444157123566,
0.015519645996391773,
-0.0027622722554951906,
-0.09143134206533432,
-0.018075818195939064,
0.034636322408914566,
0.03322003781795502,
0.0061948662623763084,
-0.021721677854657173,
0.06883012503385544,
-0.014118429273366928,
0.01220773532986641,
0.01106131449341774,
-0.018550755456089973,
-0.03997176140546799,
0.012993384152650833,
-0.0056424858048558235,
-0.028115620836615562,
-0.06030231714248657,
-0.021509399637579918,
0.004072221461683512,
0.050004325807094574,
-0.05283582955598831,
-0.05584627762436867,
-0.029121682047843933,
0.045010313391685486,
0.05655786022543907,
-0.0033564448822289705,
-0.02943584881722927,
-0.022059081122279167,
-0.045489802956581116,
-0.031011907383799553,
0.046050116419792175,
0.022541401907801628,
0.007663820870220661,
0.05304285138845444,
0.010000952519476414,
-0.04173911362886429,
0.04570191353559494,
0.032338958233594894,
0.05710454657673836,
0.02346290834248066,
-0.05056067183613777,
0.015155533328652382,
-0.0356486476957798,
0.02714146487414837,
-0.0047059436328709126,
-0.02249903976917267,
-0.03947576880455017,
-0.08967287838459015,
-0.006762813776731491,
0.004445718601346016,
-0.007936480455100536,
-0.011290421709418297,
0.04867108538746834,
0.00469848932698369,
-0.01601799763739109,
-0.005912691820412874,
0.011962342076003551,
0.054727427661418915,
-0.03925604000687599,
0.061946358531713486,
-0.004033614881336689,
0.025334814563393593,
-0.04292839393019676,
0.0060655781999230385,
-0.027261706069111824,
-0.01985515095293522,
0.009693018160760403,
0.07167451083660126,
0.0011852823663502932,
0.052189480513334274,
0.09283319860696793,
0.025271732360124588,
-0.05168638378381729,
0.04863245040178299,
0.05830119177699089,
-0.019888944923877716,
-0.04430510476231575,
0.007830767892301083,
-0.018574818968772888,
-0.04717143625020981,
-0.012217720039188862,
-0.021824147552251816,
0.06209106370806694,
0.05047163367271423,
0.004283420741558075,
0.021996058523654938,
0.008765817619860172,
-0.01587129570543766,
-0.028481462970376015,
-0.05981966480612755,
-0.021207261830568314,
-0.0037080910988152027,
-0.023763392120599747,
0.007536015938967466,
0.03677336499094963,
0.006740798242390156,
0.06654205918312073,
0.034480851143598557,
-0.026335017755627632,
-0.0317474901676178,
0.03684021160006523,
0.014056986197829247,
-0.03865950182080269,
-0.06445151567459106,
-0.04596130922436714,
0.04513861611485481,
0.033392585813999176,
-0.020618434995412827,
-0.06215311959385872,
0.012606619857251644,
0.05176617205142975,
-0.04220966994762421,
0.05228615179657936,
-0.01777072809636593,
0.0344555489718914,
0.054473698139190674,
-0.022033721208572388,
0.0324668288230896,
-0.013567372225224972,
-0.005269542336463928,
-0.0061981575563549995,
0.037707071751356125,
-0.003222464816644788,
-0.037553414702415466,
-0.0688643828034401,
0.005112141836434603,
0.03522052615880966,
0.04310303181409836,
0.045273952186107635,
-0.026877468451857567,
-0.05336633324623108,
0.01042183954268694,
0.03403086215257645,
-0.057784613221883774,
0.04529639706015587,
0.026588039472699165,
0.017610199749469757,
-0.049376338720321655,
-0.033921074122190475,
-0.026916926726698875,
-0.017261262983083725,
0.01894211582839489,
0.0030268824193626642,
-0.04355841130018234,
-0.03600829467177391,
0.028852496296167374,
-0.014659416861832142,
-0.019098574295639992,
-0.07245054841041565,
0.042060792446136475,
-0.0014831202570348978,
-0.010237977840006351,
0.05208401381969452,
0.02352979965507984,
0.03557779639959335,
0.05189037322998047,
0.012722548097372055,
0.018653303384780884,
-0.04355427250266075,
0.04189710691571236,
-0.03676941245794296,
-0.014511811546981335,
-0.01197934988886118,
-0.035672299563884735,
-0.0316099189221859,
-0.03091713972389698,
-0.039408959448337555,
-0.05898718535900116,
-0.0049112834967672825,
0.018761709332466125,
-0.007603099569678307,
-0.004387021530419588,
-0.020247500389814377,
0.043336156755685806,
-0.03131634369492531,
-0.03890574723482132,
-0.02201361209154129,
-0.037684645503759384,
-0.06922981888055801,
-0.0429198294878006,
0.030315492302179337,
0.010896986350417137,
0.03775201737880707,
0.030129047110676765,
0.007798041682690382,
0.014885172247886658,
-0.011454560793936253,
-0.0500020757317543,
0.013357154093682766,
-0.014937465079128742,
-0.01630677655339241,
-0.04002152010798454,
0.02774803154170513,
0.0185958631336689,
0.01723516173660755,
-0.040702421218156815,
0.041818875819444656,
0.018888434395194054,
-0.005147567018866539,
-0.01155749149620533,
0.022038104012608528,
0.025142131373286247,
-0.06551407277584076,
-0.04052431136369705,
0.004577010869979858,
-0.042355187237262726,
0.03287810459733009,
-0.025716068223118782,
-0.004408464767038822,
0.0031511527486145496,
0.013857184909284115,
0.03652036935091019,
-0.0017379125347360969,
-0.019767098128795624,
0.02533295378088951,
-0.026847166940569878,
0.013868598267436028,
-0.03721127286553383,
0.06087370961904526,
-0.033004406839609146,
0.015565285459160805,
-0.02378149703145027,
-0.0003701857349369675,
-0.04783979803323746,
0.03835929557681084,
-0.018035324290394783,
-0.033594243228435516,
-0.015449765138328075,
0.0441901758313179,
-0.033249810338020325,
0.030383160337805748,
-0.008914419449865818,
0.015775280073285103,
-0.04123922064900398,
0.0803973451256752,
-0.04594186693429947,
0.02635980024933815,
-0.028727712109684944,
0.013308712281286716,
-0.021812062710523605,
0.004747580271214247,
-0.01635606586933136,
-0.031637948006391525,
0.03032994456589222,
0.05373664200305939,
0.03311200439929962,
0.018528711050748825,
-0.009379234164953232,
-0.0033579773735255003,
0.02427797205746174,
-0.05030912160873413,
-0.016809960827231407,
-0.008346838876605034,
-0.004665027838200331,
0.010809456929564476,
0.059449683874845505,
0.03973134607076645,
-0.04855823516845703,
-0.06969231367111206,
0.038906991481781006,
0.008399597369134426,
-0.004243302159011364,
0.016908694058656693,
0.029747270047664642,
0.03249431401491165,
0.034119803458452225,
-0.022806044667959213,
-0.0019571275915950537,
-0.013712403364479542,
-0.04348185285925865,
0.025443216785788536,
-0.008359362371265888,
0.02235911786556244,
-0.0065749455243349075,
-0.0416998565196991,
-0.01781986840069294,
0.057469189167022705,
0.016687342897057533,
0.015767604112625122,
-0.0026763456407934427,
-0.04948297142982483,
0.025975627824664116,
0.0009405860910192132,
-0.03970839083194733,
0.003734637750312686,
0.008295759558677673,
-0.020760199055075645,
0.0706242099404335,
-0.012548944912850857,
0.011045854538679123,
0.055524203926324844,
0.03541233018040657,
-0.012315827421844006,
0.0551145039498806,
-0.00756083894520998,
0.011248455382883549,
0.04015355184674263,
-0.07248478382825851,
-0.02908213809132576,
-0.031751129776239395,
0.07151243835687637,
-0.06259016692638397,
0.02877848967909813,
0.0399363748729229,
0.009803345426917076,
0.017678629606962204,
-0.02425352856516838,
-0.04416412487626076,
0.006760179530829191,
-0.05012762174010277,
0.07052259892225266,
0.003823569742962718,
-0.06843158602714539,
0.06671970337629318,
0.020115403458476067,
-0.07509367913007736,
0.03991994634270668,
0.013769476674497128,
0.03410329297184944,
0.032252177596092224,
0.04783674702048302,
-0.05630955845117569,
0.039398547261953354,
-0.04338657855987549,
0.024303393438458443,
-0.053282491862773895,
-0.03121691383421421,
0.05484364181756973,
-0.029571296647191048,
-0.0287078395485878,
0.022912487387657166,
-0.008002555929124355,
-0.01580098457634449,
0.04347428306937218,
-0.046925585716962814,
-0.034184228628873825,
0.0027653719298541546,
0.0049985856749117374,
-0.026007819920778275,
0.0285489484667778,
-0.04755827412009239,
0.02794455550611019,
0.018693964928388596,
-0.01308247447013855,
-0.023321328684687614,
0.0025694179348647594,
0.042552076280117035,
-0.04806823283433914,
-0.06067829206585884,
0.034009773284196854,
-0.00024139804008882493,
-0.015292136929929256,
0.04576881229877472,
0.01847505010664463,
0.014457689598202705,
0.01668781042098999,
-0.002470203908160329,
0.011589071713387966,
-0.05503281205892563,
-0.01007286086678505,
0.003222609870135784,
0.0028900110628455877,
0.04781676083803177,
0.005041975062340498,
0.035454630851745605,
0.04305446147918701,
0.020616276189684868,
-0.022935744374990463,
-0.03435559943318367,
-0.043480101972818375,
0.053600989282131195,
-0.029903696849942207,
0.0017022809479385614,
-0.005454404279589653,
-0.04435516893863678,
-0.05116548761725426,
-0.022699374705553055,
-0.01991659216582775,
0.020034803077578545,
-0.0708765983581543,
0.0189315564930439,
0.03262858837842941,
-0.025198208168148994,
-0.05679594725370407,
-0.07771901786327362,
-0.024896834045648575,
-0.025860367342829704,
-0.01605118438601494,
0.03005312569439411,
-0.029624832794070244,
0.0314176008105278,
-0.04654305428266525,
-0.06006428226828575,
0.04260259121656418,
0.03590281680226326,
-0.031472280621528625,
0.053316012024879456,
0.026512961834669113,
-0.04615698754787445,
-0.0007283279555849731,
0.041875869035720825,
-0.04815254732966423,
0.014072165824472904,
0.0031778926495462656,
-0.0046338583342731,
0.01895725168287754,
0.012379402294754982,
-0.06327788531780243,
-0.011776115745306015,
-0.06779507547616959,
-0.04655378684401512,
-0.05776899307966232,
0.007400817237794399,
0.05924796313047409
] |
CrisLeaf/generador-de-historias-de-tolkien | [
"pytorch",
"gpt2",
"text-generation",
"transformers"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 8 | null | # albertZero
albertZero is a PyTorch model with a prediction head fine-tuned for SQuAD 2.0.
Based on Hugging Face's albert-base-v2, albertZero employs a novel method to speed up fine-tuning. It re-initializes weights of final linear layer in the shared albert transformer block, resulting in a 2% point improvement during the early epochs of fine-tuning.
## Usage
albertZero can be loaded like this:
```python
tokenizer = AutoTokenizer.from_pretrained('MarshallHo/albertZero-squad2-base-v2')
model = AutoModel.from_pretrained('MarshallHo/albertZero-squad2-base-v2')
```
or
```python
from transformers import AlbertModel, AlbertTokenizer, AlbertForQuestionAnswering, AlbertPreTrainedModel
mytokenizer = AlbertTokenizer.from_pretrained('albert-base-v2')
model = AlbertForQuestionAnsweringAVPool.from_pretrained('albert-base-v2')
model.load_state_dict(torch.load('albertZero-squad2-base-v2.bin'))
```
## References
The goal of [ALBERT](https://arxiv.org/abs/1909.11942) is to reduce the memory requirement of the groundbreaking
language model [BERT](https://arxiv.org/abs/1810.04805), while providing a similar level of performance. ALBERT mainly uses 2 methods to reduce the number of parameters – parameter sharing and factorized embedding.
The field of NLP has undergone major improvements in recent years. The
replacement of recurrent architectures by attention-based models has allowed NLP tasks such as
question-answering to approach human level performance. In order to push the limits further, the
[SQuAD2.0](https://arxiv.org/abs/1806.03822) dataset was created in 2018 with 50,000 additional unanswerable questions, addressing a major weakness of the original version of the dataset.
At the time of writing, near the top of the [SQuAD2.0 leaderboard](https://rajpurkar.github.io/SQuAD-explorer/) is Shanghai Jiao Tong University’s [Retro-Reader](http://arxiv.org/abs/2001.09694).
We have re-implemented their non-ensemble ALBERT model with the SQUAD2.0 prediction head.
## Acknowledgments
Thanks to the generosity of the team at Hugging Face and all the groups referenced above ! | [
-0.025107938796281815,
-0.020168855786323547,
-0.031238313764333725,
0.06430969387292862,
0.03102634847164154,
0.0036003871355205774,
-0.0158437117934227,
-0.016883673146367073,
-0.01307509746402502,
0.04394833743572235,
0.0429808534681797,
-0.004598103929311037,
0.003371796105057001,
0.03907269611954689,
-0.06390726566314697,
-0.04677775129675865,
0.004705376457422972,
-0.009260402992367744,
-0.021412355825304985,
-0.04561030492186546,
0.000007445104529324453,
0.006454490125179291,
0.013044266030192375,
0.01502822432667017,
-0.007724877446889877,
0.02628655731678009,
-0.03254920616745949,
0.04003984481096268,
0.024248844012618065,
-0.06046150624752045,
0.009302480146288872,
-0.03301400691270828,
-0.025396833196282387,
-0.026716556400060654,
-0.026769112795591354,
-0.024122657254338264,
0.006585161667317152,
-0.003642251482233405,
0.028806695714592934,
0.03426993265748024,
-0.018436647951602936,
0.002123679965734482,
-0.013352414593100548,
-0.00998693611472845,
0.05013798922300339,
0.015154983848333359,
-0.028489459306001663,
-0.02157033607363701,
0.048333462327718735,
-0.03549165651202202,
-0.04977196827530861,
-0.05768519639968872,
-0.02990916557610035,
0.022769451141357422,
-0.008137919008731842,
-0.02069883979856968,
-0.05034729093313217,
-0.02267833612859249,
0.08199098706245422,
-0.05476336181163788,
-0.04112892225384712,
0.015323083847761154,
-0.05980902537703514,
0.014607016928493977,
0.05874558538198471,
-0.02575746737420559,
0.017279203981161118,
-0.03209967166185379,
0.04716623201966286,
-0.013383970595896244,
0.07812069356441498,
-0.01757621392607689,
0.01950436271727085,
-0.07391893863677979,
0.01762087270617485,
-0.0045258039608597755,
0.029752884060144424,
0.01988913305103779,
-0.03439948707818985,
0.05154705420136452,
0.004494484979659319,
0.011039194650948048,
0.022256003692746162,
-0.035058747977018356,
-0.010344679467380047,
0.03500654548406601,
-0.034009598195552826,
0.02108187787234783,
-0.00571163184940815,
0.045282237231731415,
-0.02881503850221634,
-0.03764801844954491,
-0.03431255742907524,
-0.029067276045680046,
-0.012783689424395561,
0.021107176318764687,
0.03788992390036583,
-0.010717135854065418,
0.013695609755814075,
0.002456758636981249,
0.052518509328365326,
0.042784079909324646,
-0.013924580998718739,
0.05627218261361122,
0.004101418890058994,
-0.01096898503601551,
-0.0051056817173957825,
-0.022647904232144356,
-0.041497405618429184,
0.04051125794649124,
0.046211980283260345,
-0.03904827684164047,
-0.032736148685216904,
0.04385817423462868,
0.026448270305991173,
-0.020658478140830994,
0.043216973543167114,
-0.015998438000679016,
-0.04185520485043526,
-0.06014648824930191,
0.040009114891290665,
0.0003134018334094435,
0.011657513678073883,
0.0023925085552036762,
-0.060315679758787155,
0.0037426333874464035,
-0.047448668628931046,
-0.03743637725710869,
-0.012292155995965004,
0.026297545060515404,
0.006060259882360697,
0.028014082461595535,
0.03382740542292595,
-0.04861301928758621,
0.013822095468640327,
0.016810592263936996,
-0.07648247480392456,
0.05485037714242935,
0.01581924594938755,
0.12867826223373413,
-0.04366147518157959,
-0.0662558451294899,
0.04077931493520737,
-0.0002490702026989311,
-0.027298131957650185,
-0.010735897347331047,
-0.005957157351076603,
-0.02940233424305916,
-0.010230896063148975,
0.017046527937054634,
0.08489913493394852,
-0.05892693251371384,
0.020905928686261177,
0.05719015374779701,
-0.008104688487946987,
0.049734193831682205,
-0.05986468493938446,
0.0018722339300438762,
-0.022594962269067764,
0.012470315210521221,
-0.034411486238241196,
0.05127658694982529,
-0.029944954439997673,
-0.02974933199584484,
-0.036305952817201614,
-0.02691045217216015,
0.010329977609217167,
0.08805856853723526,
0.006425198167562485,
-0.011827405542135239,
-0.027055848389863968,
0.013089253567159176,
0.032879482954740524,
0.06742881238460541,
-0.020559852942824364,
0.06296316534280777,
0.049716465175151825,
0.005637232214212418,
-0.02275088056921959,
0.043974678963422775,
0.026435675099492073,
-0.014069963246583939,
-0.018420349806547165,
0.01937061920762062,
-0.004136947449296713,
-0.02924881875514984,
0.03438102453947067,
0.005499797407537699,
-0.018221165984869003,
-0.039876215159893036,
-0.04491870850324631,
0.0387081541121006,
-0.005308760330080986,
-0.0045516048558056355,
-0.0073999217711389065,
0.002846438204869628,
-0.002971310168504715,
0.041026655584573746,
-0.028621820732951164,
0.00589015195146203,
-0.0362854078412056,
-0.03560289740562439,
0.01887139491736889,
-0.005109395366162062,
0.04784642532467842,
0.07227510213851929,
0.014730682596564293,
0.08613643795251846,
-0.03154975175857544,
0.013341870158910751,
-0.06130987033247948,
-0.014497688040137291,
0.021818434819579124,
0.06338197737932205,
0.051638729870319366,
0.045675959438085556,
0.00947044137865305,
-0.03379594162106514,
0.03641537204384804,
0.05582324415445328,
0.04839703068137169,
0.013571598567068577,
-0.03384067863225937,
-0.027442628517746925,
0.0268834438174963,
0.07939460873603821,
-0.046099066734313965,
-0.017556337639689445,
0.008755650371313095,
0.025998199358582497,
0.009315458126366138,
0.02993863821029663,
-0.01755681075155735,
0.0029104789718985558,
-0.04561207816004753,
-0.06218449026346207,
0.027186205610632896,
0.046487778425216675,
-0.007518040016293526,
0.04715200141072273,
-0.028719522058963776,
-0.003320398973301053,
0.024106211960315704,
0.02386905625462532,
-0.002296501537784934,
-0.03279324248433113,
0.017295880243182182,
-0.0014008398866280913,
0.03883505240082741,
-0.04865647852420807,
0.03428242728114128,
0.010348708368837833,
0.015267965383827686,
0.00988326407968998,
-0.02046683430671692,
0.05186808854341507,
0.031090209260582924,
0.025266101583838463,
-0.017767762765288353,
0.04505222663283348,
0.0065060812048614025,
0.061424314975738525,
0.08727256953716278,
-0.001081983675248921,
0.07775915414094925,
0.003012076485902071,
0.04203139990568161,
0.060645271092653275,
0.031301092356443405,
0.023549897596240044,
0.03703157231211662,
0.05184752121567726,
0.02787678688764572,
-0.010138630867004395,
0.050197992473840714,
-0.05159379169344902,
0.011438078247010708,
-0.012413439340889454,
0.01707540638744831,
0.0004015826270915568,
-0.011338216252624989,
0.052017826586961746,
0.028768327087163925,
0.018375461921095848,
-0.0005817313212901354,
-0.0010004303185269237,
-0.004362371284514666,
0.03174063563346863,
-0.023384444415569305,
0.004759473260492086,
-0.0017106096493080258,
-0.008526722900569439,
-0.01606575958430767,
-0.0873502716422081,
-0.03481219708919525,
-0.005374223925173283,
-0.009945222176611423,
-0.0187920480966568,
-0.07137038558721542,
-0.017746489495038986,
-0.07944678515195847,
-0.012500785291194916,
0.036185503005981445,
0.0019461250631138682,
0.009497416205704212,
-0.012858293019235134,
0.03349299728870392,
-0.047010667622089386,
-0.017554234713315964,
-0.043736208230257034,
-0.05062885209918022,
-0.015876680612564087,
-0.0525815486907959,
0.030664434656500816,
-0.006413744762539864,
0.03268233686685562,
-0.0076649365946650505,
0.0015666793333366513,
-0.022186078131198883,
-0.04672907292842865,
0.0549042783677578,
0.04179297387599945,
-0.023295706138014793,
-0.06086630001664162,
0.0028773320373147726,
0.00047776871360838413,
0.037960026413202286,
0.010136342607438564,
-0.022686224430799484,
0.10340651124715805,
0.093875952064991,
0.0357775054872036,
0.017389433458447456,
-0.05087883397936821,
-0.07159236818552017,
-0.06828626990318298,
-0.044408418238162994,
-0.023042697459459305,
-0.01569337584078312,
-0.048290714621543884,
-0.010367408394813538,
-0.009381510317325592,
-0.04216426983475685,
0.008885643444955349,
-0.015993857756257057,
0.007306497544050217,
0.05059653893113136,
0.041377585381269455,
0.012209138832986355,
0.034358758479356766,
-0.04240497201681137,
-0.04295508936047554,
0.07048296928405762,
0.006493472494184971,
0.0332830511033535,
-0.07140609622001648,
-0.02688835747539997,
0.04427861422300339,
0.036307092756032944,
0.0016740389401093125,
0.0011131525970995426,
0.07384427636861801,
-0.0012740417150780559,
-0.012746895663440228,
-0.0019836619030684233,
0.0007281363941729069,
-0.03750740736722946,
0.0021997925359755754,
-0.010583754628896713,
-0.008488543331623077,
-0.04209433123469353,
-0.03077116794884205,
-0.01121536735445261,
0.02191999740898609,
-0.05698810890316963,
-0.05561818554997444,
-0.019861025735735893,
0.05241784080862999,
0.012032995000481606,
0.002331916242837906,
-0.048304781317710876,
-0.0009827157482504845,
-0.06438980996608734,
-0.005187826696783304,
-0.01103815995156765,
-0.0005988329066894948,
-0.010254893451929092,
0.03168921545147896,
0.02970289997756481,
-0.021710703149437904,
0.02693937160074711,
0.04131435975432396,
0.07578619569540024,
-0.008655508048832417,
-0.07617960125207901,
0.011964172124862671,
-0.025471294298768044,
0.01025673933327198,
0.01495831087231636,
-0.03986514359712601,
-0.03666117787361145,
-0.09602116048336029,
0.010900333523750305,
-0.003132385667413473,
-0.022336799651384354,
-0.008318389765918255,
0.009385993704199791,
-0.01296203676611185,
-0.02757471799850464,
-0.0008062082342803478,
0.015824832022190094,
0.04973146691918373,
-0.03481542319059372,
0.06402985751628876,
-0.00039745550020597875,
0.03955455124378204,
-0.016494033858180046,
0.01412357296794653,
-0.03172605484724045,
-0.015802372246980667,
0.013438199646770954,
0.05043191835284233,
0.038317129015922546,
0.04963548481464386,
0.04777543991804123,
0.022606106474995613,
-0.04185662418603897,
0.049832407385110855,
0.052371010184288025,
-0.01574873737990856,
-0.04231854900717735,
-0.015292883850634098,
-0.01434844546020031,
-0.02632836624979973,
-0.010882536880671978,
0.0026887618005275726,
0.019201960414648056,
0.04159390553832054,
-0.004129613284021616,
-0.005480625666677952,
0.013855663128197193,
0.013219046406447887,
-0.028709974139928818,
-0.03848018869757652,
0.001174713484942913,
0.016104931011795998,
-0.010706509463489056,
0.04521225392818451,
0.016157139092683792,
0.03172679245471954,
0.059224724769592285,
0.06714770197868347,
0.009770571254193783,
-0.04795375093817711,
0.05139065533876419,
0.018962595611810684,
-0.034143611788749695,
-0.07690934091806412,
-0.04301869869232178,
0.03919477388262749,
0.04792722687125206,
-0.013238897547125816,
-0.08501847088336945,
-0.01435950119048357,
0.04144835099577904,
-0.04282660782337189,
0.05821499601006508,
-0.02258213981986046,
0.03542114049196243,
0.06383068859577179,
-0.017495300620794296,
0.03847599774599075,
-0.01897658035159111,
-0.005265543702989817,
0.0158472191542387,
0.03871169313788414,
-0.022132566198706627,
-0.03520513325929642,
-0.05475505441427231,
0.02539391629397869,
0.0502607636153698,
0.03708558902144432,
0.05338878557085991,
-0.015734978020191193,
-0.05835673585534096,
0.012050487101078033,
0.04400113224983215,
-0.031970225274562836,
0.01687471568584442,
0.0377093143761158,
0.02723608911037445,
-0.05893472954630852,
-0.019886484369635582,
-0.016202101483941078,
-0.00907351728528738,
0.013095054775476456,
-0.0012183143990114331,
-0.016803089529275894,
-0.052684519439935684,
0.02082209289073944,
-0.026971368119120598,
-0.019380517303943634,
-0.06945987790822983,
0.02998941019177437,
-0.023491375148296356,
-0.007670262362807989,
0.046404968947172165,
0.05477580055594444,
0.03477072715759277,
0.05987018346786499,
-0.024192269891500473,
-0.006878721062093973,
-0.0406697541475296,
0.04871639236807823,
-0.01568474806845188,
-0.02211301401257515,
0.00922410935163498,
-0.044928066432476044,
0.01525827869772911,
-0.023503735661506653,
-0.03068820759654045,
-0.04332723096013069,
-0.023419126868247986,
0.02193952165544033,
0.006802436895668507,
0.0012320646783336997,
-0.012002050876617432,
0.06318256258964539,
-0.012956899590790272,
-0.04507291316986084,
-0.0265506561845541,
-0.022836893796920776,
-0.05782844126224518,
-0.05307618901133537,
0.021550506353378296,
0.000435760390246287,
0.03447593003511429,
0.005921460222452879,
0.020396903157234192,
0.0011436038184911013,
-0.01584991067647934,
-0.02770220674574375,
0.0023240766022354364,
-0.016768574714660645,
-0.03919890522956848,
-0.045116961002349854,
0.019021742045879364,
0.002405294682830572,
0.02410576120018959,
-0.02653007209300995,
0.03837387263774872,
0.02324593812227249,
-0.015112334862351418,
-0.010775355622172356,
0.028191981837153435,
0.019385874271392822,
-0.07432269304990768,
-0.007130310870707035,
-0.04068021848797798,
-0.05778747797012329,
0.005082680378109217,
-0.013689191080629826,
-0.0038054604083299637,
0.013499131426215172,
0.02064579352736473,
0.03440217673778534,
-0.006868265103548765,
-0.03636873513460159,
0.03624921292066574,
-0.039100855588912964,
0.03221425041556358,
-0.053591661155223846,
0.03750569000840187,
-0.017980631440877914,
-0.001935099600814283,
-0.01684769056737423,
0.0007054092711769044,
-0.043925970792770386,
0.04105445370078087,
-0.035828810185194016,
-0.00528864236548543,
-0.03741036728024483,
-0.0095285689458251,
-0.048721008002758026,
0.048275791108608246,
-0.009629018604755402,
0.03553086146712303,
-0.03789559379220009,
0.03957821801304817,
-0.041435930877923965,
-0.010916763916611671,
-0.03137560561299324,
0.03530534356832504,
-0.044853344559669495,
-0.007837623357772827,
-0.01435435563325882,
-0.01628180779516697,
0.019765207543969154,
0.05761455371975899,
0.03188982605934143,
0.022234221920371056,
-0.008291068486869335,
0.008804171346127987,
-0.003078412264585495,
-0.05484411120414734,
-0.011837506666779518,
0.00005550710193347186,
0.010503698140382767,
-0.009166821837425232,
0.05061338469386101,
0.044084109365940094,
-0.045429784804582596,
-0.04050062596797943,
0.05732734128832817,
0.019826136529445648,
0.019431710243225098,
-0.0028356981929391623,
0.044433459639549255,
0.02271561697125435,
0.036681193858385086,
-0.03891990706324577,
0.000790678255725652,
-0.009957017377018929,
-0.040317222476005554,
0.025771450251340866,
-0.019939115270972252,
0.025665167719125748,
0.019766999408602715,
-0.012975198216736317,
-0.04515260457992554,
0.07635802775621414,
0.028529595583677292,
0.019962461665272713,
0.011239323765039444,
-0.010099981911480427,
0.031590089201927185,
0.0055450634099543095,
-0.047635648399591446,
0.0012893864186480641,
-0.01888871006667614,
-0.03275826945900917,
0.0705505758523941,
-0.004831801634281874,
0.0065359314903616905,
0.02279374748468399,
0.024602236226201057,
0.003260117257013917,
0.07650669664144516,
-0.03331645950675011,
0.0347353033721447,
0.05135402828454971,
-0.03346304967999458,
-0.015646949410438538,
-0.030508140102028847,
0.06302885711193085,
-0.05009962245821953,
0.056345134973526,
0.04452120140194893,
0.01698394864797592,
0.03364209830760956,
-0.03993731737136841,
-0.047277726233005524,
0.00704816821962595,
-0.049487970769405365,
0.06533506512641907,
0.012093654833734035,
-0.043591007590293884,
0.049617692828178406,
0.02957085892558098,
-0.07126877456903458,
0.03976256027817726,
0.03863585740327835,
0.051551949232816696,
0.03922333940863609,
0.060986489057540894,
-0.08236465603113174,
-0.008311384357511997,
-0.0239823330193758,
0.022727522999048233,
-0.0544150285422802,
-0.023850703611969948,
0.02407025545835495,
-0.03577122837305069,
-0.026241781190037727,
0.03443007916212082,
-0.010692134499549866,
-0.005365013610571623,
0.032224807888269424,
-0.08389757573604584,
-0.045635927468538284,
0.005456958431750536,
0.011486840434372425,
-0.038484785705804825,
0.018522176891565323,
-0.05443974584341049,
0.017242027446627617,
0.004523700103163719,
0.000081315403804183,
-0.04747935011982918,
0.0036773004103451967,
0.010747791267931461,
-0.04917449876666069,
-0.026398638263344765,
0.043901246041059494,
0.010970487259328365,
-0.0478951521217823,
0.04474677890539169,
-0.0014608153142035007,
0.03010730817914009,
0.03040648065507412,
0.013988849706947803,
0.021060222759842873,
-0.019145624712109566,
-0.013378441333770752,
0.013152172788977623,
-0.0036475651431828737,
0.0335405133664608,
-0.03290707617998123,
0.039866384118795395,
0.027299072593450546,
0.03704424202442169,
-0.032783590257167816,
-0.040028318762779236,
-0.027027171105146408,
0.027540838345885277,
-0.01390143483877182,
0.00009598400356480852,
0.0014646328054368496,
-0.04435988515615463,
-0.02590557187795639,
-0.02076006680727005,
-0.04770845174789429,
0.018543723970651627,
-0.03287488967180252,
-0.0007273959927260876,
0.038231171667575836,
-0.016958851367235184,
-0.06707727164030075,
-0.07161504775285721,
-0.017964515835046768,
-0.025302451103925705,
0.047417156398296356,
0.03725901618599892,
-0.04486962780356407,
0.0065315901301801205,
-0.059786394238471985,
-0.05216715484857559,
0.058226339519023895,
0.011864537373185158,
-0.06468178331851959,
0.044585563242435455,
0.03614794835448265,
-0.04564952850341797,
0.018431520089507103,
0.03709476813673973,
-0.05005110055208206,
0.03286799043416977,
-0.002804962219670415,
0.02629048191010952,
0.03902282938361168,
0.013843638822436333,
-0.02964727208018303,
-0.027377111837267876,
-0.06170596182346344,
-0.04944807291030884,
-0.044969990849494934,
0.006939378567039967,
0.07867036759853363
] |
Cthyllax/DialoGPT-medium-PaladinDanse | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 10 | null | ---
language: ru
tags:
- text-generation
---
# GPT2 - RUS | [
-0.0026336517184972763,
-0.025689490139484406,
0.008156620897352695,
0.028504010289907455,
0.06971412897109985,
0.024564720690250397,
-0.0006217712652869523,
0.009744532406330109,
-0.04644349589943886,
0.04404054954648018,
0.04610273987054825,
-0.023592712357640266,
-0.008634181693196297,
0.042474232614040375,
-0.010595716536045074,
-0.02290862239897251,
-0.014210261404514313,
0.0028353803791105747,
-0.049615249037742615,
-0.014971857890486717,
-0.0037048389203846455,
-0.017206914722919464,
-0.009382950142025948,
0.028487402945756912,
0.010631831362843513,
0.06221267953515053,
-0.02075902186334133,
-0.012879407964646816,
0.046946652233600616,
-0.04895983636379242,
0.003028478939086199,
-0.022253254428505898,
-0.03176593407988548,
-0.02096899226307869,
-0.019444245845079422,
-0.04763270914554596,
-0.004038271494209766,
0.0017106336308643222,
0.021512459963560104,
0.05734230950474739,
-0.018048109486699104,
0.007467323914170265,
0.01396740972995758,
-0.06550809741020203,
0.01615191251039505,
-0.00045714894076809287,
-0.03354164585471153,
-0.0392499677836895,
0.02433551661670208,
-0.012611995451152325,
-0.040418483316898346,
-0.07827375084161758,
-0.02667880803346634,
-0.043383631855249405,
0.001996334409341216,
-0.058803703635931015,
-0.04728974401950836,
0.011845488101243973,
0.06955385208129883,
-0.038797564804553986,
-0.04131046682596207,
-0.012624325230717659,
-0.0683213397860527,
0.012542299926280975,
0.03363853693008423,
-0.05671669542789459,
0.025010274723172188,
-0.052865613251924515,
0.02333645708858967,
-0.017989713698625565,
0.0394127294421196,
-0.02289877086877823,
0.03576631471514702,
-0.09167616069316864,
-0.0358479842543602,
-0.011296810582280159,
0.025757918134331703,
0.048938218504190445,
-0.03997286409139633,
0.05445472523570061,
0.039001837372779846,
-0.004672899842262268,
0.03393131494522095,
-0.02722754515707493,
-0.03629978746175766,
0.04650065302848816,
-0.03092101588845253,
-0.03512066975235939,
0.012712230905890465,
0.04429525509476662,
-0.02121543325483799,
-0.01339734997600317,
-0.022994201630353928,
-0.012090341188013554,
-0.011864468455314636,
0.03995169326663017,
0.04439983889460564,
-0.04080857336521149,
0.021000200882554054,
0.02983403205871582,
0.01137543749064207,
0.05249917879700661,
-0.01919349655508995,
0.025491230189800262,
0.030184723436832428,
-0.001777531229890883,
-0.004139854572713375,
-0.02629893086850643,
-0.05057883635163307,
0.013417286798357964,
0.02483328804373741,
-0.03717824071645737,
-0.043864015489816666,
0.028741272166371346,
-0.013052918948233128,
-0.011002433486282825,
0.062418852001428604,
-0.04041057452559471,
-0.022315727546811104,
-0.06921885162591934,
0.06168831139802933,
0.017906097695231438,
0.020309744402766228,
0.0250175092369318,
-0.023909877985715866,
0.02202160656452179,
-0.060365740209817886,
-0.009565586224198341,
-0.009778248146176338,
-0.000998089206404984,
-0.016237054020166397,
0.025034524500370026,
0.029353758320212364,
-0.06558432430028915,
0.011450069956481457,
0.026468226686120033,
-0.063202865421772,
0.03905636444687843,
0.0065149287693202496,
0.11481186002492905,
-0.05910757929086685,
-0.0594899021089077,
0.011480582877993584,
0.017711041495203972,
-0.03723837062716484,
-0.013562783598899841,
-0.006491170264780521,
-0.04326695203781128,
-0.03703319653868675,
-0.03580019250512123,
0.03105376474559307,
-0.04721269756555557,
-0.027805477380752563,
0.06345751881599426,
0.010970888659358025,
0.01804973930120468,
-0.008814452216029167,
0.0007695992244407535,
0.019717857241630554,
-0.029612544924020767,
-0.03908393159508705,
0.02393953502178192,
0.025338809937238693,
-0.01344074122607708,
-0.05599003657698631,
-0.04200081154704094,
0.007320720702409744,
0.043451063334941864,
0.03926926851272583,
-0.02000976912677288,
-0.04277052730321884,
0.017227498814463615,
0.050586599856615067,
0.03730660304427147,
-0.016030116006731987,
0.017941465601325035,
0.014030132442712784,
0.017622431740164757,
0.005413690581917763,
0.06748795509338379,
0.00034555772435851395,
-0.037132419645786285,
-0.031353045254945755,
0.007744853850454092,
0.03220212087035179,
-0.029400888830423355,
0.0012517101131379604,
0.031642306596040726,
0.014513403177261353,
-0.06312566250562668,
-0.0002744708035606891,
0.01710541918873787,
-0.01836383529007435,
-0.018431322649121284,
0.03414187952876091,
-0.021101688966155052,
-0.022625913843512535,
0.06279698014259338,
-0.02554020844399929,
-0.030127456411719322,
-0.013215037062764168,
-0.012337331660091877,
0.025710754096508026,
0.0366559661924839,
0.01690293289721012,
0.029942920431494713,
-0.049935486167669296,
0.07312328368425369,
-0.015489907003939152,
0.01697232946753502,
-0.038885097950696945,
-0.04813437908887863,
-0.03178238123655319,
0.022763898596167564,
0.016123468056321144,
0.0437990166246891,
-0.01422837283462286,
-0.06844095885753632,
0.03368242457509041,
0.061087898910045624,
0.06623309850692749,
0.03220099210739136,
-0.022406185045838356,
0.009001187048852444,
0.00442776782438159,
0.03069755621254444,
-0.019830580800771713,
-0.028744008392095566,
0.04017820581793785,
0.05666910111904144,
-0.02365061268210411,
0.008799678646028042,
-0.013351702131330967,
0.01684446819126606,
-0.01908141002058983,
-0.041879184544086456,
0.02266336977481842,
0.008130029775202274,
0.008595497347414494,
0.00780315138399601,
-0.024128561839461327,
0.00911647453904152,
0.041287411004304886,
-0.0000670805893605575,
0.01721195876598358,
-0.05859370529651642,
-0.00010836905858013779,
0.018115241080522537,
0.08250846713781357,
-0.0260955560952425,
0.011500034481287003,
0.014570353552699089,
0.0023394888266921043,
0.0376567468047142,
-0.05314634367823601,
0.0101303206756711,
0.028075244277715683,
0.04641729220747948,
-0.022909648716449738,
0.00197846838273108,
-0.005543119739741087,
0.00438648508861661,
0.06564617902040482,
-0.008365043438971043,
0.07100449502468109,
-0.010164743289351463,
0.036461032927036285,
0.10001713037490845,
0.040563542395830154,
0.0029905715491622686,
0.034987885504961014,
0.059221766889095306,
-0.0011063388083130121,
-0.0021240825299173594,
0.045209500938653946,
-0.0269180741161108,
0.006666623055934906,
-0.03981774300336838,
-0.001644666539505124,
-0.018720218911767006,
-0.022775528952479362,
0.06423381716012955,
0.0013977765338495374,
0.0013848282396793365,
0.028041359037160873,
-0.020251378417015076,
-0.009032392874360085,
0.0305539071559906,
0.02936871349811554,
0.012555732391774654,
-0.011740654706954956,
-0.03260183706879616,
0.027029966935515404,
-0.057184167206287384,
-0.047587182372808456,
-0.00909409113228321,
-0.020603138953447342,
0.02489805780351162,
-0.07790149003267288,
-0.062427934259176254,
-0.06321209669113159,
-0.022821128368377686,
0.06039227917790413,
0.038525279611349106,
0.022093920037150383,
-0.04718819633126259,
0.006179267540574074,
-0.0027160386089235544,
-0.04111170768737793,
-0.04470176622271538,
-0.028345858678221703,
-0.01323243323713541,
-0.039317212998867035,
0.0325293093919754,
0.019763557240366936,
0.05146173760294914,
0.02080906555056572,
0.005331102758646011,
-0.010801632888615131,
-0.019051583483815193,
0.03603547438979149,
0.043061647564172745,
-0.039999306201934814,
-0.04336632415652275,
0.02092665620148182,
0.02229476347565651,
0.00031995392055250704,
-0.011149829253554344,
-0.0414871983230114,
0.08703729510307312,
0.08117275685071945,
0.02331380732357502,
0.010359623469412327,
0.029809797182679176,
-0.05790307745337486,
-0.03825189918279648,
-0.022274907678365707,
-0.05741209164261818,
-0.028724731877446175,
-0.035866424441337585,
-0.05126122757792473,
-0.02722538262605667,
-0.029849842190742493,
-0.019247200340032578,
0.003611193038523197,
-0.0019535040482878685,
0.04161965101957321,
0.029050985351204872,
0.022010842338204384,
0.007006945554167032,
-0.024638984352350235,
-0.002551293233409524,
0.0688263550400734,
-0.0023714913986623287,
-0.011220295913517475,
-0.045156121253967285,
-0.023382678627967834,
0.03129810839891434,
0.021817253902554512,
0.016431303694844246,
-0.033480238169431686,
0.047393813729286194,
0.025594297796487808,
0.030720388516783714,
0.030481833964586258,
-0.059729933738708496,
-0.018814004957675934,
-0.036688096821308136,
-0.009650223888456821,
-0.04366829991340637,
-0.031193850561976433,
-0.021848667412996292,
-0.010839183814823627,
0.04324444755911827,
-0.06972001492977142,
-0.03705544024705887,
-0.0033911627251654863,
0.024927645921707153,
0.020465552806854248,
-0.0013376775896176696,
-0.036146536469459534,
0.004201425705105066,
-0.03717122599482536,
-0.021568872034549713,
0.0025868124794214964,
-0.013753045350313187,
0.019551608711481094,
0.04104394093155861,
0.05891738459467888,
-0.020176824182271957,
0.07753871381282806,
0.03201673924922943,
0.050126880407333374,
0.028948653489351273,
-0.028665389865636826,
0.042044613510370255,
-0.013517451472580433,
0.04665759950876236,
-0.0007970055448822677,
-0.034513138234615326,
-0.06203404441475868,
-0.12375431507825851,
-0.0004937608609907329,
-0.007237700745463371,
-0.009643691591918468,
-0.0036380356177687645,
0.06299246847629547,
-0.02411811053752899,
0.0013602141989395022,
-0.024630574509501457,
0.04877457395195961,
0.052529700100421906,
-0.051838282495737076,
0.035507120192050934,
-0.004753437824547291,
0.03531937673687935,
-0.03441295772790909,
0.0022312167566269636,
-0.028777338564395905,
-0.01507424283772707,
0.003056507557630539,
0.0616927444934845,
0.021186545491218567,
0.03180425986647606,
0.05477561429142952,
-0.0031324157025665045,
-0.027430109679698944,
0.05075520649552345,
0.03883032128214836,
0.004914634861052036,
-0.04107397049665451,
0.0030438555404543877,
0.0011113291839137673,
-0.032501332461833954,
-0.030627518892288208,
-0.03229564055800438,
0.01441231183707714,
0.06505201756954193,
0.015918554738163948,
0.0074921222403645515,
-0.005761428736150265,
-0.06345057487487793,
-0.056878238916397095,
-0.041831858456134796,
-0.020749278366565704,
0.002678130054846406,
-0.016326550394296646,
0.018877187743782997,
0.07685750722885132,
0.008523677475750446,
0.06417347490787506,
0.03731255978345871,
-0.02600494772195816,
-0.05372687056660652,
0.025436758995056152,
0.02979021891951561,
-0.041997555643320084,
-0.07680660486221313,
-0.043858133256435394,
0.027931760996580124,
0.0213632695376873,
-0.026033086702227592,
-0.0643606036901474,
0.015033685602247715,
0.02347194217145443,
-0.03861531987786293,
0.05631408467888832,
0.004721883684396744,
0.05468985438346863,
0.05692172423005104,
-0.02076384611427784,
-0.0017848375719040632,
-0.021051649004220963,
0.04922778904438019,
0.004150232765823603,
0.03995809331536293,
-0.01951521635055542,
-0.01809091866016388,
-0.03961915150284767,
0.04045899584889412,
0.016617778688669205,
0.0344432070851326,
0.027044041082262993,
-0.03657587617635727,
-0.05738528072834015,
-0.004232964478433132,
0.032731249928474426,
-0.08789512515068054,
0.03051484003663063,
0.02305772341787815,
0.05147363245487213,
-0.030415711924433708,
-0.01529690995812416,
-0.020677953958511353,
0.016212178394198418,
0.05136815086007118,
-0.02150588482618332,
-0.0262022465467453,
-0.07115814834833145,
0.011790474876761436,
-0.033419348299503326,
-0.040059514343738556,
-0.10302721709012985,
0.021637720987200737,
-0.018955083563923836,
-0.04362160339951515,
0.04021596163511276,
0.04139406979084015,
0.040791768580675125,
0.03683989867568016,
0.02296709455549717,
0.0447440929710865,
-0.047247521579265594,
0.0033732540905475616,
-0.03576381132006645,
-0.025858499109745026,
0.00006865881732665002,
-0.03526235744357109,
-0.015826530754566193,
-0.02062784507870674,
-0.01742679812014103,
-0.0656338557600975,
-0.0019624915439635515,
0.0211647879332304,
-0.016113772988319397,
0.009094186127185822,
0.0012707662535831332,
0.014873030595481396,
0.006737083662301302,
-0.006710637826472521,
0.013569195754826069,
-0.02138090506196022,
-0.08462497591972351,
-0.05218810960650444,
0.025016814470291138,
-0.030645066872239113,
0.03275720402598381,
-0.0025808990467339754,
-0.004262898582965136,
0.04756048694252968,
0.011882902123034,
-0.015372104942798615,
0.04074107110500336,
0.01578504778444767,
-0.017698144540190697,
-0.045225732028484344,
0.015279967337846756,
0.01006489060819149,
0.03510938212275505,
-0.007603595498949289,
0.04249051958322525,
0.007761372718960047,
-0.02297987788915634,
-0.024242771789431572,
0.017305174842476845,
-0.004594296682626009,
-0.07259257137775421,
-0.03675113618373871,
-0.04103952273726463,
-0.01198652945458889,
0.04115200787782669,
-0.023458421230316162,
-0.054654113948345184,
0.007456884253770113,
0.06752680987119675,
0.04107602313160896,
0.04439619556069374,
-0.015405736863613129,
0.02502838522195816,
-0.03424263745546341,
0.010589045472443104,
-0.05397064983844757,
0.03278057277202606,
-0.013682521879673004,
0.02026103250682354,
-0.03694136068224907,
-0.0029654072131961584,
-0.04280200973153114,
0.01878892444074154,
-0.010064218193292618,
-0.005891421809792519,
-0.0120654022321105,
0.01707646995782852,
-0.008469955064356327,
0.046703189611434937,
0.020624404773116112,
0.022174740210175514,
-0.014567235484719276,
0.02783784456551075,
-0.06957610696554184,
0.010325850918889046,
-0.03866523504257202,
-0.005247658118605614,
-0.03225267305970192,
-0.02892962284386158,
-0.005413772538304329,
-0.0721791684627533,
0.02333642914891243,
0.023644553497433662,
0.007770651951432228,
0.00451187277212739,
-0.012288514524698257,
0.011015859432518482,
0.04204337298870087,
-0.03867253661155701,
-0.011076780967414379,
-0.03910085931420326,
-0.04326489195227623,
0.018123788759112358,
0.040621332824230194,
0.043890129774808884,
-0.05251123756170273,
-0.04992128536105156,
0.04230887070298195,
-0.0008552998770028353,
0.00023283374321181327,
-0.004060986451804638,
0.014320624992251396,
0.07565055787563324,
0.053206294775009155,
-0.01708986982703209,
0.002717360155656934,
0.016535131260752678,
-0.008876862935721874,
0.005726690404117107,
0.004996140953153372,
0.016481006518006325,
-0.015426849946379662,
-0.05560911074280739,
-0.029684875160455704,
0.08483447134494781,
0.03022177703678608,
0.021951718255877495,
0.00805489532649517,
-0.04019348695874214,
0.04701479896903038,
0.01401680987328291,
-0.01273029949516058,
-0.0065015763975679874,
0.03762078657746315,
-0.024073710665106773,
0.07356322556734085,
-0.045333608984947205,
0.013330623507499695,
0.05899490788578987,
0.014258859679102898,
-0.009751461446285248,
0.019492173567414284,
-0.00607043132185936,
-0.020170949399471283,
0.032265134155750275,
-0.0405118353664875,
-0.009376049973070621,
-0.03478805348277092,
0.06634621322154999,
-0.07583984732627869,
0.0320073701441288,
0.03621964156627655,
0.039090584963560104,
0.02224212884902954,
-0.03993893787264824,
-0.017252909019589424,
-0.005793549586087465,
-0.06070442497730255,
0.04718700423836708,
-0.038398925215005875,
-0.05506592243909836,
0.06389771401882172,
-0.002913949079811573,
-0.06525162607431412,
0.03479332849383354,
0.04312904551625252,
0.019785599783062935,
0.026098640635609627,
0.03017144836485386,
-0.038059525191783905,
0.03080061264336109,
-0.02458716742694378,
0.02363877184689045,
-0.07017011940479279,
-0.006252144929021597,
-0.00440302025526762,
-0.034823186695575714,
-0.023724975064396858,
0.018788127228617668,
-0.04882364347577095,
0.00659202178940177,
0.0341695100069046,
-0.031050413846969604,
-0.08909586071968079,
0.041146498173475266,
0.04457505792379379,
-0.0025823512114584446,
-0.002753203036263585,
-0.04308606684207916,
0.01790378987789154,
0.027862856164574623,
-0.02556300349533558,
-0.02374439686536789,
0.01860646903514862,
0.0031908361706882715,
-0.07834950089454651,
-0.028396928682923317,
0.04750993847846985,
0.013975458219647408,
-0.02952747792005539,
0.013554954901337624,
0.018648196011781693,
0.018037406727671623,
0.028897499665617943,
-0.012770825065672398,
0.019748594611883163,
-0.054951261729002,
-0.01560190599411726,
0.009554837830364704,
-0.006181471515446901,
0.021175643429160118,
-0.02883221209049225,
0.023283714428544044,
0.05704803764820099,
0.05044747143983841,
-0.007159072905778885,
-0.043218694627285004,
-0.030932338908314705,
-0.00651196576654911,
-0.0627380758523941,
0.03597982972860336,
-0.006587462034076452,
-0.08130066096782684,
-0.052344176918268204,
0.003004693193361163,
0.008869914337992668,
0.047078490257263184,
-0.03103974461555481,
0.01172641757875681,
0.04640170931816101,
-0.00678203534334898,
-0.031045274809002876,
-0.0879548192024231,
-0.02743695117533207,
-0.03410309925675392,
0.04984217509627342,
0.04283177852630615,
-0.05236203223466873,
0.00897247064858675,
-0.03676821291446686,
-0.04659619927406311,
0.03787006810307503,
0.003610849380493164,
-0.0482158288359642,
0.056096844375133514,
0.05995843559503555,
-0.022821716964244843,
-0.0035419613122940063,
0.031138719990849495,
-0.05093904584646225,
0.05140259489417076,
0.03046293370425701,
0.029409613460302353,
0.022695807740092278,
0.05847503989934921,
-0.017131807282567024,
-0.021356604993343353,
-0.040583740919828415,
-0.025855209678411484,
-0.012764872051775455,
-0.0129950400441885,
0.038598787039518356
] |
Culmenus/checkpoint-168500-finetuned-de-to-is_nr2 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language: ru
tags:
- text-generation
license: apache-2.0
datasets:
- bookcorpus
- wikipedia
---
# LSTM
| [
-0.011017815209925175,
-0.034104522317647934,
-0.001380978268571198,
0.019655875861644745,
0.039511196315288544,
0.005251193884760141,
-0.02520238421857357,
0.010021625086665154,
-0.052708689123392105,
0.041895125061273575,
0.05151892080903053,
-0.0035905255936086178,
0.016662346199154854,
0.021337460726499557,
-0.017687352374196053,
-0.029487838968634605,
-0.005820194724947214,
-0.017422616481781006,
-0.039413612335920334,
-0.006493385415524244,
-0.0015551956603303552,
0.0025626083370298147,
-0.026916267350316048,
0.03588065877556801,
0.017578406259417534,
0.04078518599271774,
-0.02779255621135235,
0.024740662425756454,
0.019538119435310364,
-0.053892940282821655,
0.0060432665050029755,
-0.01461908407509327,
-0.04125481843948364,
-0.025412553921341896,
-0.009272675961256027,
-0.026651645079255104,
0.005184727255254984,
-0.023528940975666046,
0.032897595316171646,
0.03367215394973755,
-0.01298520341515541,
0.007527281530201435,
-0.017863769084215164,
-0.057073406875133514,
0.041324011981487274,
0.001840338809415698,
-0.04814429208636284,
-0.03460429236292839,
0.01681898906826973,
-0.01731131225824356,
-0.06533976644277573,
-0.06289679557085037,
-0.011238306760787964,
-0.009613167494535446,
-0.00791723933070898,
-0.029677987098693848,
-0.030920296907424927,
0.015288534574210644,
0.060043953359127045,
-0.037568483501672745,
-0.054129648953676224,
0.0007294995593838394,
-0.10654617100954056,
0.03294038772583008,
0.05130839720368385,
-0.06740891188383102,
0.02051582746207714,
-0.04464167729020119,
0.025913752615451813,
-0.01627669483423233,
0.05981909856200218,
-0.02192392759025097,
0.007245778571814299,
-0.08609499782323837,
-0.021182212978601456,
-0.006518553476780653,
0.024354033172130585,
0.047244422137737274,
-0.04020174592733383,
0.06093987822532654,
0.05019308254122734,
-0.012445644475519657,
0.021055448800325394,
-0.010289021767675877,
-0.023958781734108925,
0.06277637928724289,
-0.04728363826870918,
-0.02032758854329586,
0.00033244836959056556,
0.05531666427850723,
-0.037271760404109955,
-0.014559655450284481,
-0.013487630523741245,
-0.013385862112045288,
-0.0030569927766919136,
0.04687780886888504,
0.04537583515048027,
-0.044256579130887985,
0.014657159335911274,
0.015789629891514778,
0.0314776636660099,
0.06584498286247253,
-0.02470487356185913,
0.029269549995660782,
0.005998784676194191,
-0.004742016084492207,
-0.013496500439941883,
-0.02838081680238247,
-0.04383043199777603,
0.043320197612047195,
0.011035535484552383,
-0.049335382878780365,
-0.03416871652007103,
0.028578516095876694,
-0.0029390142299234867,
-0.03332472965121269,
0.06510891020298004,
-0.019560888409614563,
-0.032177336513996124,
-0.04265102371573448,
0.07120367884635925,
-0.01156451553106308,
0.003107652999460697,
-0.007468456402420998,
-0.04809875786304474,
0.01111563015729189,
-0.04498504102230072,
-0.018256839364767075,
0.014569872058928013,
0.0012537800939753652,
-0.006897476967424154,
0.03113306313753128,
0.026181364431977272,
-0.08511898666620255,
0.011258866637945175,
0.026143990457057953,
-0.06256693601608276,
0.04489431902766228,
0.025695154443383217,
0.13392554223537445,
-0.05745648220181465,
-0.044874127954244614,
0.022418497130274773,
0.011391973122954369,
-0.04126783460378647,
0.016267597675323486,
-0.0038917683996260166,
-0.03676389902830124,
-0.023736581206321716,
-0.050021812319755554,
0.039628610014915466,
-0.05829225108027458,
-0.016622355207800865,
0.07500526309013367,
0.0029268881771713495,
0.03412192314863205,
-0.006049600895494223,
-0.0051987385377287865,
0.02524956502020359,
-0.017206691205501556,
-0.029129143804311752,
0.03452996537089348,
0.026454411447048187,
0.0035491902381181717,
-0.04002813249826431,
-0.03889291733503342,
0.007068438455462456,
0.06839751452207565,
0.016010837629437447,
-0.016113096848130226,
-0.04400680959224701,
0.02411658875644207,
0.0802101194858551,
0.03455246984958649,
-0.026129718869924545,
0.01809689588844776,
0.04275589808821678,
0.04369088634848595,
0.007824051193892956,
0.04069564864039421,
-0.0016136841150000691,
-0.0352548323571682,
-0.019683901220560074,
0.004064279608428478,
0.028961369767785072,
-0.018471969291567802,
-0.017065774649381638,
0.05607594922184944,
0.017665574327111244,
-0.043818891048431396,
-0.02102312259376049,
0.04014873504638672,
-0.012639634311199188,
-0.021655745804309845,
0.04915532097220421,
-0.030536536127328873,
-0.02508184127509594,
0.04595143720507622,
-0.015204677358269691,
-0.015118214301764965,
0.00908124353736639,
-0.024875452741980553,
0.02741522528231144,
0.04411030933260918,
0.025005482137203217,
0.03378549590706825,
-0.024457154795527458,
0.07377869635820389,
-0.035485826432704926,
0.004327250644564629,
-0.024059414863586426,
-0.035628367215394974,
0.005704536102712154,
0.026792485266923904,
0.014647353440523148,
0.05577986314892769,
-0.01560383103787899,
-0.05016288161277771,
0.04592138156294823,
0.08582576364278793,
0.05089251697063446,
0.017228055745363235,
-0.02529052644968033,
-0.020916350185871124,
-0.004764050245285034,
0.044705137610435486,
-0.03952803090214729,
-0.045126110315322876,
0.02892315946519375,
0.0655621886253357,
-0.019857747480273247,
0.008548654615879059,
-0.01895681954920292,
0.0028484126087278128,
-0.023288525640964508,
-0.05746576562523842,
0.03913629427552223,
0.019070442765951157,
0.01897324249148369,
0.013597111217677593,
-0.017143825069069862,
0.014972429722547531,
0.04083430767059326,
0.016238346695899963,
0.018211722373962402,
-0.03349531814455986,
0.0004984356928616762,
0.019086260348558426,
0.05051971599459648,
-0.034009210765361786,
0.0411609411239624,
0.0058008464984595776,
0.002606643596664071,
0.02072867564857006,
-0.05704276263713837,
0.03308688849210739,
0.041892241686582565,
0.029974408447742462,
-0.017514189705252647,
0.026255404576659203,
-0.011165331117808819,
0.009592492133378983,
0.07292461395263672,
0.0035454872995615005,
0.0409957654774189,
0.007492308970540762,
0.040124449878931046,
0.0719272643327713,
0.026240849867463112,
0.005901867989450693,
0.03905986249446869,
0.08529851585626602,
-0.008038658648729324,
-0.015162394382059574,
0.07065998762845993,
-0.045708753168582916,
0.0024149271193891764,
-0.0487736277282238,
0.010427472181618214,
-0.029263591393828392,
-0.011087696999311447,
0.06360125541687012,
-0.0031783906742930412,
-0.016728876158595085,
0.01204687636345625,
-0.021646136417984962,
-0.0065571097657084465,
0.01498101744800806,
0.017483681440353394,
0.015472657047212124,
-0.03878622502088547,
-0.028031175956130028,
0.025780804455280304,
-0.06550756841897964,
-0.057334043085575104,
0.011865864507853985,
-0.029828423634171486,
0.023434627801179886,
-0.059719935059547424,
-0.04461546987295151,
-0.06364445388317108,
-0.05809563398361206,
0.0411517433822155,
0.018546808511018753,
0.0122791463509202,
-0.025755608454346657,
0.010864680632948875,
-0.01776469126343727,
-0.03472168371081352,
-0.0451032854616642,
-0.03811575099825859,
-0.012894042767584324,
-0.05468281731009483,
0.040436822921037674,
0.006098473444581032,
0.03992829471826553,
0.007097141817212105,
-0.0048007057048380375,
-0.019074028357863426,
-0.03319639712572098,
0.048382051289081573,
0.051474884152412415,
-0.036007508635520935,
-0.026575349271297455,
0.04108988121151924,
0.008418763056397438,
0.025868140161037445,
-0.025450265035033226,
-0.03756555914878845,
0.09168033301830292,
0.06311523914337158,
0.023194726556539536,
-0.006630966905504465,
0.02533549815416336,
-0.05352345481514931,
-0.03444894030690193,
-0.02863829955458641,
-0.054412614554166794,
-0.03757162019610405,
-0.03570055216550827,
-0.049657244235277176,
-0.019689450040459633,
-0.027576588094234467,
-0.00441012904047966,
-0.030179809778928757,
0.006620289757847786,
0.038525890558958054,
0.04454275220632553,
0.03137561306357384,
-0.0008998537668958306,
-0.03523439168930054,
-0.010092126205563545,
0.0699867233633995,
0.026542460545897484,
-0.029681334272027016,
-0.051834750920534134,
-0.04033292457461357,
0.02557407319545746,
0.0135481683537364,
-0.003020257456228137,
-0.022875919938087463,
0.043585848063230515,
0.018923023715615273,
0.004341312684118748,
0.009663860313594341,
-0.025562478229403496,
-0.017537124454975128,
-0.022171998396515846,
-0.02675492875277996,
-0.034078896045684814,
-0.04182865470647812,
-0.01848495751619339,
-0.001367301563732326,
0.04260660707950592,
-0.06791166961193085,
-0.010796651244163513,
0.00035033022868447006,
0.019473766908049583,
0.015163720585405827,
-0.007325900252908468,
-0.03688507154583931,
0.006064829416573048,
-0.043860334903001785,
-0.02626696042716503,
0.011440500617027283,
-0.0059358649887144566,
0.014674040488898754,
0.05739492177963257,
0.02983226254582405,
-0.0157194621860981,
0.0716097354888916,
0.024571910500526428,
0.07836790382862091,
0.0355704203248024,
-0.05144954100251198,
0.015499209985136986,
-0.034391697496175766,
0.0208505280315876,
-0.011707824654877186,
-0.030327847227454185,
-0.03858282044529915,
-0.08971963077783585,
-0.010518129914999008,
0.0006374714430421591,
-0.008533886633813381,
-0.011691337451338768,
0.05311999097466469,
-0.009368852712213993,
-0.030465206131339073,
-0.00017426811973564327,
0.029288485646247864,
0.02784302830696106,
-0.041122596710920334,
0.025801002979278564,
-0.0032853269949555397,
0.036921847611665726,
-0.042430613189935684,
-0.010747766122221947,
-0.05986105650663376,
-0.003133352380245924,
0.016837747767567635,
0.0392836295068264,
0.037018030881881714,
0.042495641857385635,
0.05477087199687958,
-0.003533027833327651,
-0.037521544843912125,
0.07029028981924057,
0.035998523235321045,
0.00596999516710639,
-0.04313100874423981,
0.010988827794790268,
-0.02074394002556801,
-0.035072360187768936,
-0.01951792649924755,
-0.028135046362876892,
0.030461175367236137,
0.0642336905002594,
0.009416184388101101,
0.002578391693532467,
0.0028512426652014256,
-0.03997685760259628,
-0.029936408624053,
-0.046170663088560104,
-0.028307707980275154,
-0.00948825478553772,
-0.026759769767522812,
0.043824877589941025,
0.06554637104272842,
0.012453468516469002,
0.053703904151916504,
0.0444662943482399,
-0.037716981023550034,
-0.05111726373434067,
0.024482227861881256,
0.02792992815375328,
-0.05434141308069229,
-0.06656349450349808,
-0.032847851514816284,
0.02958468720316887,
0.03199883922934532,
-0.01984318345785141,
-0.08909893035888672,
0.035292670130729675,
0.03296966478228569,
-0.05194539204239845,
0.05953444540500641,
0.012420018203556538,
0.046495385468006134,
0.043200284242630005,
-0.013772629201412201,
0.018810154870152473,
-0.02617054060101509,
0.018410775810480118,
0.005054491106420755,
0.053591545671224594,
-0.018927205353975296,
-0.04091354459524155,
-0.053976159542798996,
0.03903334587812424,
0.017302580177783966,
0.06464305520057678,
0.02180042490363121,
-0.044621460139751434,
-0.0542389452457428,
-0.013595926575362682,
0.036635465919971466,
-0.07055692374706268,
0.019091397523880005,
0.01857737824320793,
0.04162123426795006,
-0.0397883765399456,
-0.021768376231193542,
-0.015523003414273262,
0.014384226873517036,
0.05926999822258949,
-0.0030812218319624662,
-0.0231929924339056,
-0.06450096517801285,
0.02212803065776825,
-0.009139983914792538,
-0.019244370982050896,
-0.08320755511522293,
0.003939445596188307,
0.010179292410612106,
-0.036388248205184937,
0.04584600776433945,
0.035042453557252884,
0.05132139474153519,
0.042679816484451294,
0.018868668004870415,
0.04079815745353699,
-0.028330376371741295,
0.03783903270959854,
-0.026636827737092972,
-0.007634219713509083,
0.012250548228621483,
-0.05407328903675079,
-0.013138789683580399,
-0.026471320539712906,
-0.04156878963112831,
-0.0663440153002739,
0.006758893374353647,
0.0052611068822443485,
-0.019445111975073814,
0.017485756427049637,
0.009197498671710491,
0.043446049094200134,
-0.01526422705501318,
-0.003797998884692788,
-0.020479418337345123,
-0.025162382051348686,
-0.1023595929145813,
-0.040283918380737305,
0.009919704869389534,
-0.006678219884634018,
0.03926730528473854,
0.009636701084673405,
0.005433991551399231,
0.05499838665127754,
0.013514155521988869,
-0.011531957425177097,
0.037863876670598984,
0.030604686588048935,
-0.04606699198484421,
-0.01566658541560173,
-0.00019518991757649928,
0.022077960893511772,
0.02740636095404625,
-0.027276113629341125,
0.02179226279258728,
0.0016058033797889948,
-0.01844814419746399,
-0.025314785540103912,
-0.0021223919466137886,
0.008698438294231892,
-0.08207295089960098,
-0.03993495926260948,
-0.03251311555504799,
-0.034588877111673355,
0.030613400042057037,
-0.013590065762400627,
-0.044829461723566055,
0.003701445646584034,
0.021222669631242752,
0.03277359530329704,
0.01369871012866497,
-0.045985765755176544,
0.006822159513831139,
-0.03998583182692528,
0.007629367057234049,
-0.0636679083108902,
0.029687004163861275,
-0.017390858381986618,
0.03294225037097931,
-0.015112698078155518,
-0.0005126232281327248,
-0.05342712625861168,
0.02753428928554058,
-0.017248939722776413,
-0.00838080421090126,
-0.016895519569516182,
0.012896308675408363,
-0.03530324622988701,
0.04454796761274338,
-0.0029778298921883106,
0.012737083248794079,
-0.0044581349939107895,
0.03500668331980705,
-0.061828192323446274,
0.024682076647877693,
-0.035547614097595215,
-0.008760632947087288,
-0.053143247961997986,
-0.027313511818647385,
-0.015193858183920383,
-0.04644468054175377,
0.02203403040766716,
0.04482818767428398,
0.020545564591884613,
0.037280820310115814,
0.0015064425533637404,
0.001881618401966989,
0.018238835036754608,
-0.06600426882505417,
0.000595611403696239,
-0.02435988560318947,
-0.009345768950879574,
0.005702234338968992,
0.054739270359277725,
0.023545188829302788,
-0.04631680250167847,
-0.042330753058195114,
0.04804070666432381,
0.0015134975546970963,
-0.0017040062230080366,
-0.0013266688911244273,
0.029008103534579277,
0.06902550160884857,
0.06167733296751976,
-0.023075198754668236,
-0.0061572762206196785,
0.003716581966727972,
0.010346264578402042,
0.01329321600496769,
-0.0014945451403036714,
0.027942374348640442,
-0.01215466856956482,
-0.056477323174476624,
-0.027266306802630424,
0.07470153272151947,
0.024565337225794792,
0.03413383662700653,
0.0015252315206453204,
-0.05046813189983368,
0.044030461460351944,
0.022748561576008797,
-0.03615643456578255,
0.027731645852327347,
0.05292556807398796,
-0.038005463778972626,
0.06669013947248459,
-0.03270042687654495,
0.003492716932669282,
0.030193235725164413,
0.04702023044228554,
-0.022497957572340965,
0.020421013236045837,
-0.021062958985567093,
0.012091665528714657,
0.03057902306318283,
-0.030017858371138573,
-0.012403969652950764,
-0.035810135304927826,
0.048517629504203796,
-0.0713246688246727,
0.06608223170042038,
0.05763838812708855,
0.032398633658885956,
0.02742159552872181,
-0.01944867894053459,
-0.0032287356443703175,
-0.01518282201141119,
-0.055218614637851715,
0.07093944400548935,
-0.013580389320850372,
-0.0746210366487503,
0.05606157332658768,
0.0016976807964965701,
-0.06779322773218155,
0.030697748064994812,
0.028790796175599098,
0.026258861646056175,
0.010427200235426426,
0.023517966270446777,
-0.044457871466875076,
0.047452233731746674,
-0.044723235070705414,
-0.0010258068796247244,
-0.05453783646225929,
0.004888450261205435,
0.00613841786980629,
-0.037002746015787125,
-0.025022538378834724,
0.02174541726708412,
-0.04278291016817093,
0.016723396256566048,
0.04130331426858902,
-0.038278475403785706,
-0.06381677836179733,
0.02604273147881031,
0.04107256606221199,
-0.007673695217818022,
0.0034109915141016245,
-0.039426010102033615,
0.0444800890982151,
0.030899152159690857,
0.005372700281441212,
-0.0524454340338707,
0.015515809878706932,
0.009576614946126938,
-0.07571472972631454,
-0.03321171551942825,
0.027499176561832428,
0.028294507414102554,
-0.053589463233947754,
0.011971504427492619,
0.021434901282191277,
0.013375302776694298,
0.03203404322266579,
-0.013678312301635742,
0.020566442981362343,
-0.06118156388401985,
-0.016322491690516472,
0.01066194474697113,
-0.00643085828050971,
0.03386626020073891,
-0.016497958451509476,
0.014915482141077518,
0.0341048426926136,
0.05301221087574959,
-0.008287958800792694,
-0.02940409816801548,
0.0006558601162396371,
0.01563609577715397,
-0.04902198165655136,
0.03200454264879227,
-0.007430511526763439,
-0.05445725843310356,
-0.04088190570473671,
0.0021807923913002014,
-0.02935962751507759,
0.03915286809206009,
-0.05612058937549591,
0.020036373287439346,
0.04160117357969284,
-0.006552422884851694,
-0.03995881602168083,
-0.0756693184375763,
-0.0315202921628952,
-0.022853320464491844,
0.05208306759595871,
0.009832192212343216,
-0.03910156339406967,
-0.0053817518055438995,
-0.0228382907807827,
-0.06522171199321747,
0.020101655274629593,
0.00973588041961193,
-0.04532933607697487,
0.08016035705804825,
0.04300938919186592,
-0.030919212847948074,
-0.0005444687558338046,
0.03306688368320465,
-0.05420991778373718,
0.038452308624982834,
0.0199643075466156,
0.030428092926740646,
0.019433695822954178,
0.03883848711848259,
-0.01490616425871849,
-0.027836911380290985,
-0.04627673327922821,
-0.03931030258536339,
-0.013192103244364262,
0.012600990012288094,
0.08037504553794861
] |
Culmenus/opus-mt-de-is-finetuned-de-to-is_nr2-finetuned-de-to-is_nr2 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- generated_from_trainer
datasets:
- opus_wikipedia
model-index:
- name: opus-mt-ar-en-finetuned-ar-to-en
results:
- task:
name: Sequence-to-sequence Language Modeling
type: text2text-generation
dataset:
name: opus_wikipedia
type: opus_wikipedia
args: ar-en
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# opus-mt-ar-en-finetuned-ar-to-en
This model is a fine-tuned version of [Helsinki-NLP/opus-mt-ar-en](https://huggingface.co/Helsinki-NLP/opus-mt-ar-en) on the opus_wikipedia dataset.
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
- mixed_precision_training: Native AMP
### Framework versions
- Transformers 4.10.0
- Pytorch 1.9.0+cu102
- Datasets 1.11.0
- Tokenizers 0.10.3
| [
-0.012898249551653862,
-0.021344389766454697,
-0.00012891758524347097,
0.038695525377988815,
0.02398638054728508,
0.01477919053286314,
-0.0035863553639501333,
-0.017288753762841225,
-0.03264756500720978,
0.053322359919548035,
0.027797747403383255,
0.008781787939369678,
-0.009177159518003464,
0.049841661006212234,
-0.05920732393860817,
-0.03822281211614609,
-0.017086714506149292,
0.009486415423452854,
-0.03372647240757942,
0.004448867868632078,
-0.004317029844969511,
0.00030756599153392017,
-0.010610553435981274,
0.02231578156352043,
-0.0030765736009925604,
-0.0011949398322030902,
-0.017872078344225883,
0.0164507944136858,
0.01383775845170021,
-0.07000318169593811,
-0.002166859805583954,
-0.03026430681347847,
-0.0403161458671093,
0.001021188567392528,
-0.05754266679286957,
0.011723151430487633,
0.011244307272136211,
0.022437218576669693,
0.04351664334535599,
0.052554260939359665,
-0.011884436011314392,
0.014861570671200752,
0.014673075638711452,
-0.024165963754057884,
0.04067124053835869,
0.003476829035207629,
-0.03528793528676033,
-0.023836804553866386,
0.03917936608195305,
-0.03295215591788292,
-0.05247173458337784,
-0.031043170019984245,
-0.034071240574121475,
0.04342932626605034,
-0.02564878948032856,
0.004591451492160559,
-0.08160895854234695,
-0.009349205531179905,
0.07473419606685638,
-0.04567716643214226,
-0.035033077001571655,
0.02282062917947769,
-0.04878329113125801,
0.015997134149074554,
0.04491308704018593,
-0.01850336790084839,
-0.000358082412276417,
-0.07819507271051407,
0.050038062036037445,
-0.040959592908620834,
0.037022657692432404,
-0.03407411649823189,
0.019206298515200615,
-0.08897300064563751,
-0.04202139377593994,
0.00923354271799326,
0.030962515622377396,
0.05353189632296562,
-0.03410163149237633,
0.05381018668413162,
0.0316004604101181,
-0.011953593231737614,
0.025597145780920982,
-0.024057375267148018,
-0.0019433691632002592,
0.05522048845887184,
-0.02673732303082943,
0.011312849819660187,
0.0000447678794444073,
0.036635544151067734,
-0.039006754755973816,
-0.014027314260601997,
-0.02345922216773033,
-0.021337511017918587,
-0.021087108179926872,
0.02785690315067768,
0.03201615810394287,
-0.0010318950517103076,
0.01981205865740776,
0.031243188306689262,
0.01727365516126156,
0.05119480565190315,
-0.007146635092794895,
0.07007341086864471,
-0.012646119110286236,
0.0026437442284077406,
-0.012574070133268833,
-0.032061994075775146,
-0.045137010514736176,
0.027745380997657776,
0.03185206279158592,
-0.032152701169252396,
-0.01885329745709896,
0.0375143438577652,
0.017387470230460167,
-0.04811082407832146,
0.06523590534925461,
-0.015926677733659744,
-0.054863348603248596,
-0.034168221056461334,
0.04464607313275337,
0.005337948445230722,
0.015295794233679771,
-0.005187478847801685,
-0.052331190556287766,
-0.0018674732418730855,
-0.04339936748147011,
-0.03202230855822563,
0.004614746663719416,
0.011976060457527637,
-0.010742947459220886,
0.03383104130625725,
0.009463334456086159,
-0.0612296424806118,
0.004910593386739492,
0.011796987615525723,
-0.0513041689991951,
0.06057076156139374,
0.031790830194950104,
0.10640852153301239,
-0.041077762842178345,
-0.0506238155066967,
0.0029688281938433647,
0.0011150359641760588,
-0.027615932747721672,
-0.002687530592083931,
0.0007494660676456988,
-0.03957363963127136,
-0.01834646426141262,
-0.004107894841581583,
0.04901085048913956,
-0.050391312688589096,
-0.004843275062739849,
0.05692026764154434,
-0.019203899428248405,
0.04098349064588547,
-0.05742328613996506,
-0.021503495052456856,
0.020738421007990837,
-0.0008901103865355253,
-0.013810121454298496,
0.03515014052391052,
0.008368730545043945,
0.00563556794077158,
-0.047217316925525665,
-0.05815193057060242,
0.004465160425752401,
0.07761938869953156,
-0.011313393712043762,
-0.02254665270447731,
-0.03864840418100357,
0.023603137582540512,
0.05737955495715141,
0.015302523039281368,
-0.032822296023368835,
0.03974710404872894,
0.04774665832519531,
0.042679447680711746,
-0.013802075758576393,
0.05286699905991554,
-0.0008384368848055601,
-0.038972433656454086,
-0.02874244563281536,
0.026078077033162117,
0.01928236521780491,
-0.023768074810504913,
0.004574836231768131,
0.034777116030454636,
0.01056168507784605,
-0.015295283868908882,
-0.03449087589979172,
0.06653905659914017,
-0.0007619454408995807,
0.013434212654829025,
0.020415836945176125,
-0.011204966343939304,
-0.016783559694886208,
0.0227831844240427,
-0.024435464292764664,
0.011800953187048435,
-0.027973433956503868,
-0.0247544813901186,
0.01596095971763134,
0.03666175529360771,
0.030753102153539658,
0.05339421331882477,
-0.007421647198498249,
0.10941138863563538,
-0.018328102305531502,
0.01842423342168331,
-0.03155100345611572,
-0.039636485278606415,
0.011427229270339012,
0.07702472805976868,
0.04037025570869446,
0.04412480816245079,
-0.0016882778145372868,
-0.05804654583334923,
0.03522193804383278,
0.06111912801861763,
0.043766818940639496,
0.02034197747707367,
-0.04835835471749306,
-0.029198376461863518,
0.03790633752942085,
0.03991495817899704,
-0.0478072427213192,
-0.057913295924663544,
0.02309681847691536,
0.047265827655792236,
-0.030174482613801956,
0.027696916833519936,
-0.02583283931016922,
0.044760897755622864,
-0.047497302293777466,
-0.05416717380285263,
0.04134552553296089,
0.033609554171562195,
-0.002003581030294299,
0.02553090639412403,
0.0067136394791305065,
0.013211999088525772,
0.015667909756302834,
0.011906187050044537,
-0.012836353853344917,
-0.04570523649454117,
0.010691676288843155,
0.012289994396269321,
0.0675075501203537,
-0.03436081111431122,
0.05020114779472351,
-0.04100250452756882,
-0.008823000825941563,
0.034397151321172714,
-0.06475161015987396,
0.015135616064071655,
0.03233148157596588,
0.011511069722473621,
-0.04080447554588318,
0.016208821907639503,
0.0243078600615263,
0.05208869278430939,
0.07230157405138016,
0.010276371613144875,
0.06623400747776031,
-0.000667972897645086,
0.06026420742273331,
0.053380317986011505,
0.027723446488380432,
0.00604336429387331,
0.03855696693062782,
0.07882121205329895,
-0.020360538735985756,
-0.01601891592144966,
0.052474480122327805,
-0.049892812967300415,
0.011854122392833233,
-0.03627495840191841,
0.0028588322456926107,
-0.006161447148770094,
-0.0074311173520982265,
0.0405891090631485,
0.017945654690265656,
-0.00414647813886404,
0.00007711523358011618,
-0.022090880200266838,
-0.02103489451110363,
0.025860656052827835,
0.01354372687637806,
0.004391683731228113,
-0.017463786527514458,
0.00172172742895782,
-0.006855340674519539,
-0.05984516814351082,
-0.06585343927145004,
0.017943885177373886,
-0.009634954854846,
-0.0346289724111557,
-0.07954118400812149,
-0.03332353010773659,
-0.058885589241981506,
-0.021690301597118378,
0.047241151332855225,
0.01781005598604679,
-0.0009690632577985525,
-0.04300684481859207,
-0.01133769005537033,
-0.025742480531334877,
-0.03287052735686302,
-0.0523996539413929,
-0.03509628772735596,
-0.056854065507650375,
-0.06449563801288605,
0.044228509068489075,
0.033898286521434784,
0.016903361305594444,
0.010633869096636772,
0.007389448583126068,
-0.015649260953068733,
-0.009522492066025734,
0.05948792025446892,
0.07342968881130219,
-0.04894968867301941,
-0.01959529146552086,
0.03316665440797806,
-0.020931271836161613,
0.019652506336569786,
-0.019168080762028694,
-0.019641268998384476,
0.07069723308086395,
0.06458397209644318,
0.026830364018678665,
0.007911172695457935,
-0.008217631839215755,
-0.04181002080440521,
-0.0432775504887104,
-0.03142965957522392,
-0.028536289930343628,
-0.025332774966955185,
-0.033944472670555115,
-0.05003872141242027,
-0.013065975159406662,
-0.041168708354234695,
0.00830421969294548,
-0.029842784628272057,
0.023315273225307465,
0.03354141116142273,
0.035596948117017746,
0.016513867303729057,
0.0189040657132864,
-0.05128020420670509,
-0.059895578771829605,
0.07063073664903641,
-0.00021407229360193014,
-0.0066282860934734344,
-0.06026056781411171,
-0.021988682448863983,
0.041122179478406906,
0.02252928726375103,
0.010770057328045368,
0.03317391872406006,
0.05704975500702858,
-0.002266688970848918,
-0.0115679781883955,
0.01270017959177494,
-0.029129302129149437,
-0.023450246080756187,
-0.010637620463967323,
0.006176736671477556,
-0.03141406178474426,
-0.02019958198070526,
-0.01655729115009308,
0.017852531746029854,
0.04221712425351143,
-0.07002339512109756,
-0.01642671227455139,
0.015257628634572029,
0.0360867902636528,
0.0121493861079216,
0.01510065421462059,
-0.04250900074839592,
0.0009446340845897794,
-0.05646219849586487,
-0.010087121278047562,
0.0014389189891517162,
0.028883175924420357,
0.026479477062821388,
0.04561443626880646,
0.025136373937129974,
-0.03326816111803055,
0.05817786231637001,
0.008217262104153633,
0.06041451916098595,
0.01735074445605278,
-0.04620400443673134,
0.030053069815039635,
-0.03741750866174698,
0.02199660986661911,
-0.011849462985992432,
-0.019071944057941437,
-0.03533973544836044,
-0.05349649861454964,
-0.0015913343522697687,
0.007533719763159752,
-0.024418625980615616,
0.012805257923901081,
0.019621048122644424,
-0.04585549607872963,
-0.009630702435970306,
0.003868828294798732,
0.01373354997485876,
0.04972270876169205,
-0.06550997495651245,
0.05986076220870018,
0.00803749356418848,
0.01783176325261593,
-0.05937356874346733,
0.014963367022573948,
-0.00002499258152965922,
-0.03196755424141884,
0.011340886354446411,
0.07397005707025528,
0.012336675077676773,
0.048187319189310074,
0.09269756078720093,
0.030630700290203094,
-0.0152018116787076,
0.04175616428256035,
0.05492909625172615,
-0.003542378544807434,
-0.0632946789264679,
-0.002072271890938282,
-0.005721255671232939,
-0.04356386885046959,
-0.0022573769092559814,
-0.004694234114140272,
0.03322004899382591,
0.03602825850248337,
-0.010774288326501846,
-0.0035276722628623247,
-0.005968456156551838,
-0.004865637514740229,
-0.03819875791668892,
-0.07700412720441818,
-0.016191329807043076,
-0.0030858032405376434,
-0.027705388143658638,
0.03179340809583664,
0.032846733927726746,
0.001221437705680728,
0.05157897621393204,
0.06841500848531723,
-0.020882414653897285,
-0.0249271672219038,
0.028802532702684402,
0.03251181170344353,
-0.029475348070263863,
-0.05442170426249504,
-0.0236516110599041,
0.035621415823698044,
0.04608118161559105,
-0.02119375392794609,
-0.07582704722881317,
-0.019137270748615265,
0.053856268525123596,
-0.02681206911802292,
0.05560306832194328,
-0.003527966560795903,
0.032388389110565186,
0.07314574718475342,
-0.006716805975884199,
0.027375511825084686,
-0.03003428690135479,
0.02122020162642002,
0.02289849892258644,
0.02223832719027996,
-0.03452455624938011,
-0.05131278932094574,
-0.054463211447000504,
0.025485454127192497,
0.021074414253234863,
0.05311974138021469,
0.05299369990825653,
-0.04738978296518326,
-0.04319826886057854,
-0.00589104974642396,
0.04868184030056,
-0.05852692946791649,
-0.0007383715710602701,
0.01856447570025921,
0.03473502770066261,
-0.06061376631259918,
-0.036185648292303085,
-0.0490855798125267,
0.006460303906351328,
0.03232555836439133,
0.011821313761174679,
-0.046887703239917755,
-0.04008239135146141,
0.029109971597790718,
-0.01547554973512888,
-0.0207127146422863,
-0.10073969513177872,
0.013445541262626648,
-0.013296196237206459,
-0.013162734918296337,
0.05840364471077919,
0.027438543736934662,
0.028935061767697334,
0.05178307369351387,
0.02092919684946537,
0.010558843612670898,
-0.041610218584537506,
0.03964872658252716,
-0.05027109757065773,
-0.020569689571857452,
0.017048446461558342,
-0.04678799957036972,
-0.026833996176719666,
-0.045469027012586594,
-0.028507303446531296,
-0.046706631779670715,
0.0012547681108117104,
0.016561971977353096,
-0.030850406736135483,
-0.006741314195096493,
-0.0247142743319273,
0.052003007382154465,
-0.027675537392497063,
-0.005747959949076176,
-0.0307988952845335,
-0.048833463340997696,
-0.06713838130235672,
-0.03974733501672745,
0.024604473263025284,
0.002387224230915308,
0.032104961574077606,
0.03351379930973053,
0.0100813377648592,
0.01982593908905983,
-0.0034199573565274477,
-0.04893112927675247,
0.02844836562871933,
-0.004444905091077089,
-0.010659702122211456,
-0.036531783640384674,
0.03627053648233414,
0.03761731833219528,
0.02199367620050907,
-0.04000122472643852,
0.03195219859480858,
-0.0005560354911722243,
-0.015406652353703976,
-0.021699752658605576,
0.01881631277501583,
0.022704392671585083,
-0.07808458805084229,
-0.030493739992380142,
-0.0011594053357839584,
-0.07026872038841248,
0.03160325065255165,
-0.01610400713980198,
-0.010485292412340641,
-0.011987302452325821,
-0.0016480892663821578,
0.015010599978268147,
-0.006901947315782309,
-0.03860998526215553,
0.03131414204835892,
-0.01803724281489849,
0.04426383972167969,
-0.06294608116149902,
0.05541006103157997,
-0.03962462395429611,
0.0057764542289078236,
-0.0022113907616585493,
-0.006300672888755798,
-0.03169636055827141,
0.04065176844596863,
0.0008473149500787258,
-0.018927859142422676,
-0.00611136294901371,
0.002002205466851592,
-0.038173653185367584,
0.04506293311715126,
-0.007960665039718151,
0.0176150631159544,
-0.028233524411916733,
0.047226425260305405,
-0.05103113129734993,
0.003126884112134576,
-0.060040853917598724,
0.01355289202183485,
-0.025846322998404503,
-0.004047717433422804,
-0.03115791827440262,
-0.02233646810054779,
0.011740314774215221,
0.04541219025850296,
0.041258908808231354,
0.015709294006228447,
-0.014412812888622284,
0.010068333707749844,
0.03895435482263565,
-0.06347692012786865,
-0.01858818717300892,
0.00041057466296479106,
-0.002826852723956108,
0.008916649036109447,
0.05999556556344032,
0.05030199885368347,
-0.04230055958032608,
-0.0750545859336853,
0.03485127165913582,
0.017156347632408142,
-0.006490993779152632,
-0.0006725265993736684,
0.019765889272093773,
0.011853452771902084,
0.05503840744495392,
-0.04553813487291336,
0.0005346527323126793,
0.0024577858857810497,
-0.033736322075128555,
0.04122260585427284,
-0.013248764909803867,
0.023841900750994682,
0.010320390574634075,
-0.02911107800900936,
-0.020420651882886887,
0.06440172344446182,
0.023782216012477875,
0.0196977648884058,
0.0013315543765202165,
-0.0366300605237484,
0.035053566098213196,
-0.028065746650099754,
-0.08084751665592194,
0.002641132101416588,
0.04242856800556183,
-0.06011408567428589,
0.07963715493679047,
-0.007447505369782448,
0.014120464213192463,
0.03289894014596939,
0.04369622841477394,
-0.019192826002836227,
0.059963617473840714,
-0.016496164724230766,
-0.023568524047732353,
0.05508100241422653,
-0.05249329283833504,
-0.016369225457310677,
-0.010532244108617306,
0.07841053605079651,
-0.02351219207048416,
0.0395219549536705,
0.04475349187850952,
0.02361672930419445,
0.008787641301751137,
-0.020488664507865906,
-0.02594362013041973,
0.009236455895006657,
-0.026075784116983414,
0.08245650678873062,
0.01882859133183956,
-0.03595248609781265,
0.07331486791372299,
0.014570396393537521,
-0.06851235777139664,
0.04337456822395325,
0.028540613129734993,
0.019793903455138206,
0.021421965211629868,
0.04414522647857666,
-0.056696586310863495,
0.008968360722064972,
-0.06830739974975586,
0.01532711274921894,
-0.04249907284975052,
0.007448922842741013,
0.029965555295348167,
-0.041943538933992386,
-0.008078891783952713,
0.032807327806949615,
-0.047476187348365784,
0.01105059776455164,
0.01896858587861061,
-0.05584931746125221,
-0.036028120666742325,
0.014132360927760601,
0.03781798109412193,
-0.04248634725809097,
0.025478150695562363,
-0.031548552215099335,
0.002532569458708167,
0.012224524281919003,
0.019683420658111572,
-0.051148004829883575,
0.0023433221504092216,
0.016543952748179436,
-0.05423133820295334,
-0.04232729226350784,
0.009950429201126099,
0.018229974433779716,
-0.03780129924416542,
0.026430539786815643,
0.03188735991716385,
0.018174780532717705,
0.04444894194602966,
-0.011540211737155914,
0.04521310701966286,
-0.06717455387115479,
0.0007318745483644307,
0.023261573165655136,
-0.009349137544631958,
0.02779128961265087,
-0.009456127882003784,
0.023251967504620552,
0.026474973186850548,
0.04218437522649765,
-0.002636898308992386,
-0.06440955400466919,
-0.004832753911614418,
0.021204467862844467,
-0.03629901632666588,
-0.0009605959639884531,
-0.00651945685967803,
-0.07022377103567123,
-0.04194677248597145,
0.00252795172855258,
-0.02800450287759304,
0.00991624966263771,
-0.06626074761152267,
0.023171404376626015,
0.006854178849607706,
-0.003685516305267811,
-0.031117403879761696,
-0.0797022357583046,
-0.020645227283239365,
-0.02201445773243904,
0.014360347762703896,
0.01452135480940342,
-0.03869399055838585,
0.015379301272332668,
-0.04633263498544693,
-0.04887920618057251,
0.06784272193908691,
-0.018116582185029984,
-0.030543992295861244,
0.057254333049058914,
0.036689210683107376,
-0.04988688603043556,
0.023417921736836433,
0.07549577206373215,
-0.03418797254562378,
0.012085503898561,
0.006529724691063166,
0.012053834274411201,
0.011957969516515732,
0.016009164974093437,
-0.032839737832546234,
-0.016554946079850197,
-0.06987267732620239,
-0.04949592798948288,
-0.038639266043901443,
-0.0014504097634926438,
0.06930903345346451
] |
CurtisBowser/DialoGPT-small-sora | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- syssr_en_ar
model-index:
- name: opus-mt-en-ar-finetuned-Math-13-10-en-to-ar
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# opus-mt-en-ar-finetuned-Math-13-10-en-to-ar
This model is a fine-tuned version of [Helsinki-NLP/opus-mt-en-ar](https://huggingface.co/Helsinki-NLP/opus-mt-en-ar) on the syssr_en_ar dataset.
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
- mixed_precision_training: Native AMP
### Framework versions
- Transformers 4.11.3
- Pytorch 1.9.0+cu111
- Datasets 1.13.0
- Tokenizers 0.10.3
| [
-0.017927974462509155,
-0.012483123689889908,
0.005856023635715246,
0.03334986791014671,
0.03187565878033638,
0.017430834472179413,
-0.004934494383633137,
-0.015619607642292976,
-0.033000800758600235,
0.054804638028144836,
0.034008968621492386,
-0.0023528735619038343,
0.006850323639810085,
0.044766876846551895,
-0.05197693035006523,
-0.03335542231798172,
-0.008645828813314438,
0.009066271595656872,
-0.0387289859354496,
0.010442235507071018,
-0.004003219772130251,
-0.0018972406396642327,
-0.028759760782122612,
0.020206080749630928,
-0.007286015432327986,
-0.0009442297741770744,
-0.010287853889167309,
0.008194192312657833,
0.027754155918955803,
-0.07288533449172974,
-0.001378812943585217,
-0.043093785643577576,
-0.035600610077381134,
-0.010557102039456367,
-0.05107733607292175,
0.017343496903777122,
0.01876997761428356,
0.026073545217514038,
0.059442296624183655,
0.058990322053432465,
-0.01697590760886669,
0.021023765206336975,
-0.003265922889113426,
-0.027192167937755585,
0.03045271523296833,
0.010068205185234547,
-0.02253868617117405,
-0.019745349884033203,
0.03872598707675934,
-0.02853883057832718,
-0.050352443009614944,
-0.031615663319826126,
-0.02477402240037918,
0.034547097980976105,
-0.018216393887996674,
0.010497535578906536,
-0.07599671185016632,
-0.01162792183458805,
0.06307759881019592,
-0.05469821020960808,
-0.02688726969063282,
0.013356517069041729,
-0.06442383676767349,
0.01916234940290451,
0.056441742926836014,
-0.017600947991013527,
0.001955089159309864,
-0.07055612653493881,
0.04483070224523544,
-0.03279619663953781,
0.04490787535905838,
-0.036934804171323776,
0.01733086071908474,
-0.09436183422803879,
-0.04012314975261688,
-0.005352704785764217,
0.038997869938611984,
0.05154024064540863,
-0.03969539329409599,
0.052208129316568375,
0.042693331837654114,
-0.008290265686810017,
0.03174012154340744,
-0.03637492284178734,
-0.0027462870348244905,
0.04562146216630936,
-0.023954791948199272,
0.00854448601603508,
0.0048977346159517765,
0.03785858303308487,
-0.0450381338596344,
-0.02866799756884575,
-0.023022759705781937,
-0.029399646446108818,
-0.002327382331714034,
0.021824315190315247,
0.04757804423570633,
0.003921215888112783,
0.03144568204879761,
0.0302333515137434,
0.031749069690704346,
0.056543152779340744,
-0.004639724735170603,
0.08053548634052277,
-0.02219693548977375,
-0.0121388491243124,
-0.02513144537806511,
-0.04028439149260521,
-0.041900958865880966,
0.029843201860785484,
0.03415913134813309,
-0.035175222903490067,
-0.02452910877764225,
0.05130467936396599,
0.01647663488984108,
-0.03959035873413086,
0.08312611281871796,
-0.010360155254602432,
-0.04735824093222618,
-0.0401889868080616,
0.03390807658433914,
0.008698279969394207,
0.01657169871032238,
-0.005851172376424074,
-0.061647653579711914,
-0.0019745712634176016,
-0.04083728790283203,
-0.04378128796815872,
0.006309278309345245,
0.005048253573477268,
-0.011401567608118057,
0.032148681581020355,
0.012923680245876312,
-0.06952167302370071,
0.000512952683493495,
0.014402953907847404,
-0.03491433337330818,
0.05181651934981346,
0.029946010559797287,
0.10210023820400238,
-0.03638840094208717,
-0.06858211010694504,
0.00916498526930809,
0.005990504287183285,
-0.03163079917430878,
0.006028551142662764,
-0.002470699604600668,
-0.05730925500392914,
-0.023521877825260162,
-0.007862107828259468,
0.05036918446421623,
-0.05220148712396622,
-0.009486518800258636,
0.053763266652822495,
-0.003916523419320583,
0.03906857594847679,
-0.04217010736465454,
-0.03136984258890152,
-0.0033451279159635305,
-0.008800975047051907,
-0.01237240806221962,
0.04311533272266388,
0.0022768648341298103,
0.005267012398689985,
-0.04550328478217125,
-0.061624009162187576,
0.01872692070901394,
0.06731722503900528,
-0.009259264916181564,
-0.024630652740597725,
-0.03681030124425888,
0.025272540748119354,
0.04012110456824303,
0.021173793822526932,
-0.04176487401127815,
0.03946651518344879,
0.048414818942546844,
0.0354880765080452,
-0.009536989033222198,
0.05140172690153122,
0.0115092433989048,
-0.03180190175771713,
-0.02405865304172039,
0.019509369507431984,
0.02688899077475071,
-0.03465618938207626,
-0.0011018229415640235,
0.024860341101884842,
0.01754414103925228,
-0.03208064287900925,
-0.04139288514852524,
0.05743228271603584,
-0.003915125038474798,
0.01621256396174431,
0.02621614746749401,
-0.025298871099948883,
-0.015263943001627922,
0.02884713187813759,
-0.010682404972612858,
0.005937246605753899,
-0.04067398980259895,
-0.029223959892988205,
0.009095149114727974,
0.037014566361904144,
0.03176812455058098,
0.07058881968259811,
-0.020481275394558907,
0.10415324568748474,
-0.026522954925894737,
0.01418680977076292,
-0.026106229051947594,
-0.046955231577157974,
0.01608274132013321,
0.07743087410926819,
0.052401382476091385,
0.03793516010046005,
0.0040424116887152195,
-0.05875039100646973,
0.04909439757466316,
0.06805535405874252,
0.03914402797818184,
0.007999750785529613,
-0.05134182050824165,
-0.021821122616529465,
0.027978654950857162,
0.041701462119817734,
-0.049167364835739136,
-0.049529194831848145,
0.020487898960709572,
0.05155735835433006,
-0.02187953144311905,
0.03614538908004761,
-0.025746868923306465,
0.043391622602939606,
-0.058567486703395844,
-0.05824942886829376,
0.030997082591056824,
0.02815815806388855,
-0.011484715156257153,
0.03202064707875252,
0.009277562610805035,
0.008350430056452751,
0.019105087965726852,
0.02011866308748722,
-0.010504374280571938,
-0.04343691095709801,
0.014362417161464691,
0.005696280859410763,
0.06295488029718399,
-0.03794746845960617,
0.037094198167324066,
-0.03723716363310814,
-0.011676805093884468,
0.04649268835783005,
-0.07568489015102386,
0.018864404410123825,
0.03867000713944435,
0.015106848441064358,
-0.038295380771160126,
0.02455928549170494,
0.028039755299687386,
0.048956498503685,
0.06556037813425064,
0.007757356856018305,
0.06628376245498657,
0.009068199433386326,
0.05715009942650795,
0.06538975238800049,
0.030507637187838554,
0.026087159290909767,
0.03341520205140114,
0.08119788765907288,
-0.004177520051598549,
-0.012986453250050545,
0.059971969574689865,
-0.06305762380361557,
0.004303346388041973,
-0.02993018925189972,
0.015170196071267128,
-0.006602444685995579,
0.000624590553343296,
0.04637495055794716,
0.007001857738941908,
-0.012438010424375534,
-0.01850835606455803,
-0.01709763891994953,
-0.012638257816433907,
0.030177051201462746,
0.010185993276536465,
-0.006582224741578102,
-0.026473890990018845,
-0.011616752482950687,
-0.00020843761740252376,
-0.06409355998039246,
-0.04948730021715164,
0.013469268567860126,
-0.015605880878865719,
-0.025843815878033638,
-0.06700189411640167,
-0.014133649878203869,
-0.049308232963085175,
-0.01270303875207901,
0.049209147691726685,
0.008744744583964348,
0.0088193379342556,
-0.05393047258257866,
0.004792705178260803,
-0.027463579550385475,
-0.02662109024822712,
-0.042548663914203644,
-0.04613563418388367,
-0.037587203085422516,
-0.06889961659908295,
0.04598984867334366,
0.03616579249501228,
0.02298201061785221,
0.004817969165742397,
0.025265322998166084,
0.0069200946018099785,
-0.008811451494693756,
0.06842909008264542,
0.07727430760860443,
-0.037643130868673325,
-0.030973725020885468,
0.03405366092920303,
-0.014242307282984257,
0.008434681221842766,
-0.024666951969265938,
-0.020158318802714348,
0.08551577478647232,
0.06135815754532814,
0.024479921907186508,
0.005829652305692434,
-0.00930114183574915,
-0.044649578630924225,
-0.053299982100725174,
-0.024623699486255646,
-0.025764191523194313,
-0.0180437620729208,
-0.020222358405590057,
-0.041037142276763916,
-0.01066556479781866,
-0.049038663506507874,
0.002816873835399747,
-0.029571110382676125,
0.041902851313352585,
0.029102418571710587,
0.03940402716398239,
0.031771816313266754,
0.027658527716994286,
-0.0326397642493248,
-0.05300673842430115,
0.06815402209758759,
0.008758364245295525,
-0.010448804125189781,
-0.05326640233397484,
-0.028771787881851196,
0.03447260335087776,
0.024718523025512695,
0.01331647764891386,
0.014048299752175808,
0.06511055678129196,
-0.009572080336511135,
-0.002879434498026967,
0.029187560081481934,
-0.017438704147934914,
-0.018998445942997932,
-0.01387081015855074,
0.006067883223295212,
-0.025551335886120796,
-0.014611868187785149,
-0.011801150627434254,
0.01689203828573227,
0.04239508882164955,
-0.06261134892702103,
-0.02293900027871132,
0.00546020595356822,
0.032794129103422165,
0.01616394706070423,
-0.0012779106618836522,
-0.044333383440971375,
-0.0051040323451161385,
-0.062082454562187195,
-0.0029565799050033092,
0.014164845459163189,
0.03253021836280823,
0.02375020459294319,
0.043549906462430954,
0.020015345886349678,
-0.01899515464901924,
0.05356234684586525,
0.0068423994816839695,
0.07007769495248795,
0.017915939912199974,
-0.04184891656041145,
0.02020306885242462,
-0.032919008284807205,
0.02175835333764553,
-0.006860238034278154,
-0.03275582194328308,
-0.03139720484614372,
-0.08158843964338303,
-0.00022340143914334476,
0.0072903563268482685,
-0.03501748666167259,
0.012703531421720982,
0.03165788576006889,
-0.026878781616687775,
0.0011350519489496946,
0.0024897849652916193,
0.01565973088145256,
0.05577639117836952,
-0.0583648756146431,
0.06610476970672607,
-0.003333170898258686,
0.009025391191244125,
-0.03837355226278305,
0.02084951288998127,
-0.003709263401106,
-0.03321511670947075,
0.022510714828968048,
0.07065169513225555,
0.011844364926218987,
0.046533193439245224,
0.09138570725917816,
0.026479564607143402,
-0.027027828618884087,
0.04234420135617256,
0.05449729785323143,
-0.010200370103120804,
-0.06454119831323624,
-0.003145199501886964,
-0.01100174244493246,
-0.04068327322602272,
0.00005750087075284682,
-0.004221153911203146,
0.039845772087574005,
0.05119938403367996,
-0.0025766855105757713,
-0.000412438646890223,
-0.008242789655923843,
-0.012936689890921116,
-0.03209046274423599,
-0.06765899062156677,
-0.021053023636341095,
0.008713236078619957,
-0.02412732131779194,
0.026848891749978065,
0.017512070015072823,
0.0023244712501764297,
0.051824506372213364,
0.05404186248779297,
-0.015005983412265778,
-0.035323187708854675,
0.008662720210850239,
0.007121518719941378,
-0.03806295245885849,
-0.05808315426111221,
-0.020352190360426903,
0.03398144617676735,
0.05153309553861618,
-0.006318781059235334,
-0.0609249509871006,
-0.013593980111181736,
0.0472014918923378,
-0.01870070770382881,
0.04758846014738083,
-0.01785852573812008,
0.03545320779085159,
0.057198382914066315,
-0.005400612019002438,
0.02595262974500656,
-0.03833942487835884,
0.01600753329694271,
0.021080778911709785,
0.023245735093951225,
-0.03055061772465706,
-0.05385799705982208,
-0.061565931886434555,
0.006684768013656139,
0.02584940567612648,
0.05383952334523201,
0.06283552199602127,
-0.03871627897024155,
-0.04676193371415138,
-0.010904215276241302,
0.051613207906484604,
-0.05607602372765541,
0.0036830208264291286,
0.022425608709454536,
0.03352421149611473,
-0.04922746121883392,
-0.04508893936872482,
-0.044540416449308395,
-0.00859946757555008,
0.026093389838933945,
0.017906218767166138,
-0.04368533939123154,
-0.03485783189535141,
0.02953268215060234,
-0.024876870214939117,
-0.017150472849607468,
-0.09860403090715408,
0.02596963755786419,
-0.017074156552553177,
-0.010436243377625942,
0.052038080990314484,
0.02444840408861637,
0.02326251193881035,
0.06267692893743515,
0.034542977809906006,
0.023059403523802757,
-0.047351084649562836,
0.04016038402915001,
-0.04375047609210014,
-0.012704841792583466,
0.010821900330483913,
-0.043262459337711334,
-0.03363455459475517,
-0.04053132236003876,
-0.028906678780913353,
-0.04570244997739792,
0.002096394542604685,
0.011123773641884327,
-0.019822314381599426,
-0.000351728725945577,
-0.01892506144940853,
0.05788930505514145,
-0.011672931723296642,
-0.01512245461344719,
-0.01974039524793625,
-0.04298251122236252,
-0.06780855357646942,
-0.05525396391749382,
0.029248951002955437,
0.004739462863653898,
0.03426771238446236,
0.025160837918519974,
0.007249556481838226,
0.016516515985131264,
-0.003973177634179592,
-0.045059189200401306,
0.026058262214064598,
-0.014176509343087673,
-0.007430875673890114,
-0.03076082468032837,
0.04152070730924606,
0.04197891056537628,
0.028205158188939095,
-0.0408957414329052,
0.04887432977557182,
0.006608183495700359,
-0.016172293573617935,
-0.008056548424065113,
0.022802965715527534,
0.03601650148630142,
-0.07728100568056107,
-0.030723730102181435,
0.0010875217849388719,
-0.06589818000793457,
0.0204311553388834,
-0.025807106867432594,
0.007271880749613047,
0.0025989008136093616,
-0.004245636519044638,
0.024761991575360298,
0.0082588791847229,
-0.04056379199028015,
0.01576339267194271,
-0.017761562019586563,
0.03793646767735481,
-0.05134131759405136,
0.05721565708518028,
-0.036334868520498276,
0.024238670244812965,
-0.006334476172924042,
-0.0010692136129364371,
-0.035598061978816986,
0.04174661263823509,
-0.011925831437110901,
-0.010988335125148296,
-0.0032839716877788305,
0.0017998184775933623,
-0.03782007843255997,
0.04534609615802765,
-0.011151302605867386,
0.024060629308223724,
-0.03427041321992874,
0.05949178710579872,
-0.03416116535663605,
0.007464711554348469,
-0.042809613049030304,
0.023109693080186844,
-0.03305211663246155,
0.0022321713622659445,
-0.01987743005156517,
-0.02231467142701149,
0.010298661887645721,
0.059555768966674805,
0.042043205350637436,
0.015023439191281796,
-0.021909603849053383,
-0.009151369333267212,
0.0259100329130888,
-0.050764378160238266,
-0.006187924183905125,
-0.008391909301280975,
-0.01073556486517191,
0.017129622399806976,
0.05453800410032272,
0.055168576538562775,
-0.04326160252094269,
-0.08366227895021439,
0.03288168087601662,
0.013536281883716583,
-0.007217854261398315,
0.0014520874246954918,
0.03177833557128906,
0.016629355028271675,
0.0638197734951973,
-0.03550276532769203,
-0.0031590545549988747,
-0.006059895735234022,
-0.028971273452043533,
0.0406232550740242,
-0.021013813093304634,
0.021912697702646255,
0.008461374789476395,
-0.028101475909352303,
-0.005784677341580391,
0.06823636591434479,
0.03329671919345856,
0.018174588680267334,
0.0006007461342960596,
-0.031680647283792496,
0.039225827902555466,
0.00031263145501725376,
-0.07561995834112167,
-0.0019813706167042255,
0.027439648285508156,
-0.04151516780257225,
0.0762859582901001,
-0.003978785593062639,
0.02520064450800419,
0.03783535584807396,
0.02661088854074478,
-0.014744493179023266,
0.0686120018362999,
-0.021442163735628128,
-0.006392042152583599,
0.05549022927880287,
-0.05936189740896225,
-0.016384068876504898,
-0.019629519432783127,
0.075141541659832,
-0.03246501088142395,
0.04697650298476219,
0.042620714753866196,
0.023994719609618187,
0.00931783951818943,
-0.03082430176436901,
-0.03791554272174835,
0.01223689690232277,
-0.03008350171148777,
0.06870284676551819,
0.022928854450583458,
-0.04326626658439636,
0.070848748087883,
0.007520144805312157,
-0.0700555294752121,
0.04539979249238968,
0.028896955773234367,
0.02833196520805359,
0.02078716829419136,
0.04457541182637215,
-0.05668262392282486,
0.011967861093580723,
-0.067278191447258,
0.025310754776000977,
-0.04986843094229698,
-0.008695511147379875,
0.036293111741542816,
-0.030952829867601395,
-0.021794691681861877,
0.040002647787332535,
-0.03982984274625778,
0.009286501444876194,
0.04047776386141777,
-0.04342278838157654,
-0.023301448673009872,
0.020166270434856415,
0.03351334482431412,
-0.04142804816365242,
0.01834365911781788,
-0.03607354313135147,
-0.0010151207679882646,
0.014954574406147003,
0.023596998304128647,
-0.04758057743310928,
-0.010431795381009579,
0.0293112900108099,
-0.04262954741716385,
-0.032406676560640335,
0.022705983370542526,
0.011502590961754322,
-0.03636254370212555,
0.022252392023801804,
0.031857311725616455,
0.02672252431511879,
0.04292996600270271,
-0.016475792974233627,
0.04074428230524063,
-0.050158675760030746,
-0.013873832300305367,
0.01618296094238758,
-0.015371184796094894,
0.02702987939119339,
-0.01544202957302332,
0.029458796605467796,
0.03412167355418205,
0.04500776529312134,
-0.005535011645406485,
-0.051104836165905,
-0.011363192461431026,
0.02261180803179741,
-0.03044433332979679,
0.0005024676211178303,
-0.012105326168239117,
-0.05473509058356285,
-0.04293438047170639,
-0.004119566176086664,
-0.031526222825050354,
0.002235430059954524,
-0.05139658600091934,
0.015557938255369663,
0.01845836266875267,
0.003625576151534915,
-0.04406340420246124,
-0.08568266034126282,
-0.02021060138940811,
-0.008985712192952633,
0.01768837869167328,
0.018143972381949425,
-0.03754119202494621,
0.02371368557214737,
-0.04884231835603714,
-0.045786600559949875,
0.06845205277204514,
-0.014911752194166183,
-0.028965622186660767,
0.05129143223166466,
0.030305800959467888,
-0.04584319517016411,
0.015827815979719162,
0.058365486562252045,
-0.051235511898994446,
0.009087012149393559,
0.0004183720448054373,
0.00882424134761095,
0.015353146940469742,
0.0012764224084094167,
-0.03711608052253723,
-0.028377888724207878,
-0.06827737390995026,
-0.051869068294763565,
-0.04151187464594841,
0.006856661755591631,
0.07926623523235321
] |
D3xter1922/distilbert-base-uncased-finetuned-cola | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
license: apache-2.0
tags:
- generated_from_keras_callback
model-index:
- name: MaryaAI/opus-mt-en-ar-finetunedSTEM-v4-en-to-ar
results: []
---
<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->
# MaryaAI/opus-mt-en-ar-finetunedSTEM-v4-en-to-ar
This model is a fine-tuned version of [Helsinki-NLP/opus-mt-en-ar](https://huggingface.co/Helsinki-NLP/opus-mt-en-ar) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 2.0589
- Validation Loss: 5.3227
- Epoch: 0
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': 2e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False, 'weight_decay_rate': 0.01}
- training_precision: float32
### Training results
| Train Loss | Validation Loss | Epoch |
|:----------:|:---------------:|:-----:|
| 2.0589 | 5.3227 | 0 |
### Framework versions
- Transformers 4.17.0.dev0
- TensorFlow 2.7.0
- Datasets 1.18.3.dev0
- Tokenizers 0.10.3
| [
-0.03868965804576874,
-0.02440854348242283,
0.01333460584282875,
0.026288600638508797,
0.04143894836306572,
0.006433607079088688,
-0.004035477992147207,
-0.0067217350006103516,
-0.038364000618457794,
0.05718664452433586,
0.021457171067595482,
-0.009212596341967583,
0.022500278428196907,
0.05020223557949066,
-0.03869844600558281,
-0.04300253838300705,
-0.014518055133521557,
-0.0072338758036494255,
-0.035395726561546326,
0.01638958975672722,
-0.007018428295850754,
-0.0007932322332635522,
-0.03698134794831276,
0.014040693640708923,
-0.020514296367764473,
0.007444647140800953,
-0.012338274158537388,
0.008624372072517872,
0.027056563645601273,
-0.07471463829278946,
0.0043737138621509075,
-0.06488285958766937,
-0.03640633821487427,
-0.0076483567245304585,
-0.04356735199689865,
0.022657355293631554,
-0.000371160072972998,
0.01328680757433176,
0.03594300523400307,
0.06376422941684723,
-0.02915377728641033,
0.010862256400287151,
-0.007136245258152485,
-0.01764252968132496,
0.03600023686885834,
0.0002528420591261238,
-0.02751414105296135,
-0.013364325277507305,
0.04176215082406998,
-0.021276326850056648,
-0.06984206289052963,
-0.04483405128121376,
-0.013699246570467949,
0.034662459045648575,
-0.0317571796476841,
-0.004609233234077692,
-0.04545348882675171,
-0.01644403114914894,
0.05138726532459259,
-0.04966427758336067,
-0.04609370604157448,
0.02659556455910206,
-0.06049785017967224,
0.030240396037697792,
0.058054011315107346,
-0.02837529592216015,
0.007768678944557905,
-0.060296546667814255,
0.03370355814695358,
-0.019118281081318855,
0.048961080610752106,
-0.03952353447675705,
0.012852032668888569,
-0.09009824693202972,
-0.020634666085243225,
0.0034082382917404175,
0.03793589398264885,
0.03543034568428993,
-0.03927791118621826,
0.07018215209245682,
0.03563310578465462,
-0.0031665542628616095,
0.04065689072012901,
-0.03339655324816704,
0.008314150385558605,
0.05062774568796158,
-0.018920375034213066,
0.010193252936005592,
0.007293424569070339,
0.027851788327097893,
-0.04645199701189995,
-0.015703238546848297,
-0.02581626921892166,
-0.030372004956007004,
-0.015795916318893433,
0.0312868133187294,
0.05206030607223511,
-0.006504040211439133,
0.0389622300863266,
0.02515164390206337,
0.020149506628513336,
0.03855356201529503,
-0.007275568787008524,
0.07071973383426666,
-0.012931385077536106,
-0.022791972383856773,
-0.01634119264781475,
-0.024893159046769142,
-0.048382941633462906,
0.017564119771122932,
0.024724004790186882,
-0.03842036426067352,
-0.027685057371854782,
0.04622480273246765,
0.022831911221146584,
-0.015707341954112053,
0.0898190513253212,
-0.009318909607827663,
-0.04168633744120598,
-0.050147201865911484,
0.04395996034145355,
0.02255641296505928,
0.0016020778566598892,
-0.017307212576270103,
-0.04118025675415993,
-0.0014127417234703898,
-0.03380470350384712,
-0.038496170192956924,
0.0013173739425837994,
0.011212269775569439,
-0.004677031189203262,
0.031770434230566025,
0.02265705168247223,
-0.07972141355276108,
-0.006347354501485825,
0.022434335201978683,
-0.03859937936067581,
0.042136598378419876,
0.009338493458926678,
0.10304703563451767,
-0.050819240510463715,
-0.0689580962061882,
0.019711347296833992,
0.013774311169981956,
-0.029277440160512924,
0.01811061054468155,
0.0012321047252044082,
-0.04261307418346405,
-0.017636021599173546,
-0.011216448619961739,
0.04686389118432999,
-0.06511720269918442,
-0.014717163518071175,
0.05224617198109627,
-0.007598015479743481,
0.03275443986058235,
-0.047775235027074814,
-0.01983846351504326,
-0.002936482662335038,
-0.006850286852568388,
-0.0017233892576768994,
0.03799254447221756,
-0.015016754157841206,
0.02117098681628704,
-0.04784373193979263,
-0.05231478437781334,
0.02204802818596363,
0.08211059868335724,
-0.007216148544102907,
-0.018292784690856934,
-0.03771336376667023,
0.013740298338234425,
0.03734413906931877,
0.02896190620958805,
-0.033889442682266235,
0.03833995759487152,
0.04253235459327698,
0.023271895945072174,
-0.01611923612654209,
0.04781612381339073,
0.01115800254046917,
-0.014958285726606846,
-0.029340069741010666,
0.033457834273576736,
0.02688438445329666,
-0.017614614218473434,
0.003105016192421317,
0.027792004868388176,
0.00805760733783245,
-0.04676893353462219,
-0.053957242518663406,
0.0544508621096611,
0.007120996247977018,
0.0013813866535201669,
0.018688321113586426,
-0.012008746154606342,
-0.016382450237870216,
0.03801286965608597,
-0.015918955206871033,
0.007815022021532059,
-0.027807872742414474,
-0.024349357932806015,
0.0469684973359108,
0.028207166120409966,
0.02388962358236313,
0.0637865960597992,
-0.00372167956084013,
0.10115283727645874,
-0.02366609498858452,
0.02178276516497135,
-0.021732240915298462,
-0.056819476187229156,
0.015983475372195244,
0.07307754456996918,
0.04388916492462158,
0.045300811529159546,
-0.004229027312248945,
-0.0377662293612957,
0.04505741223692894,
0.07063774764537811,
0.05543038249015808,
0.011992636136710644,
-0.04098658636212349,
-0.013409338891506195,
0.0276081170886755,
0.028445417061448097,
-0.05254361405968666,
-0.04467170685529709,
0.023954259231686592,
0.06879173219203949,
-0.012435388751327991,
0.018496975302696228,
-0.0012347750598564744,
0.037630345672369,
-0.04662472382187843,
-0.06747352331876755,
0.032409586012363434,
0.02816212922334671,
-0.02463255263864994,
0.032366618514060974,
-0.0032535770442336798,
0.008569492027163506,
0.023824850097298622,
0.024353133514523506,
-0.0035392858553677797,
-0.021703168749809265,
0.014487857930362225,
0.008131745271384716,
0.06810726970434189,
-0.04372168704867363,
0.05001944303512573,
-0.025336511433124542,
0.005728650372475386,
0.033596985042095184,
-0.06609846651554108,
0.017324883490800858,
0.05438627302646637,
0.03670867159962654,
-0.02458876557648182,
0.025194672867655754,
0.02934754267334938,
0.03205776587128639,
0.04729025065898895,
-0.001175631652586162,
0.058066226541996,
-0.0013025618391111493,
0.06215450167655945,
0.07210633158683777,
0.012572916224598885,
0.027751745656132698,
0.023081397637724876,
0.09211038053035736,
0.0013578893849626184,
-0.027518082410097122,
0.06678997725248337,
-0.07007432729005814,
0.011179179884493351,
-0.036661747843027115,
0.003927653655409813,
-0.010660498403012753,
0.011956237256526947,
0.055576980113983154,
0.027891667559742928,
-0.019218647852540016,
-0.0022290267515927553,
-0.011555804871022701,
-0.009398830123245716,
0.024575309827923775,
0.013248848728835583,
-0.010095572099089622,
-0.018959637731313705,
-0.003982559312134981,
-0.010202174074947834,
-0.07128992676734924,
-0.04058216139674187,
-0.005622513126581907,
-0.03601640462875366,
-0.03450958430767059,
-0.07963849604129791,
-0.00756032345816493,
-0.05892716720700264,
-0.030785851180553436,
0.04970588907599449,
0.004928590264171362,
0.00782014150172472,
-0.07017103582620621,
0.006989994086325169,
-0.03305815905332565,
-0.03625912591814995,
-0.04758602753281593,
-0.035022538155317307,
-0.03311008960008621,
-0.08190490305423737,
0.03050488978624344,
0.032289743423461914,
0.009293404407799244,
0.01184541080147028,
0.012948216870427132,
-0.0014128595357760787,
-0.029046673327684402,
0.05892327055335045,
0.06351892650127411,
-0.03725087642669678,
-0.03444772586226463,
0.05316738411784172,
-0.016616100445389748,
-0.0008679369930177927,
-0.019714660942554474,
-0.02534414641559124,
0.09084244072437286,
0.059806838631629944,
0.01919526979327202,
0.0130127789452672,
-0.016734082251787186,
-0.03621404245495796,
-0.039666082710027695,
-0.036919571459293365,
-0.0291128009557724,
-0.01211532112210989,
-0.04075172543525696,
-0.05090731754899025,
-0.016439314931631088,
-0.039982255548238754,
0.0027336939238011837,
-0.02645605057477951,
0.029465675354003906,
0.03605450317263603,
0.052560798823833466,
0.023647964000701904,
0.03053404949605465,
-0.02682781219482422,
-0.057090289890766144,
0.061511892825365067,
0.01149878278374672,
0.00374618056230247,
-0.06472034007310867,
-0.01579432561993599,
0.018990691751241684,
0.029458409175276756,
0.000015895366232143715,
0.005887419916689396,
0.06791893392801285,
-0.025856556370854378,
-0.011996143497526646,
0.04640714079141617,
-0.025397278368473053,
-0.027351316064596176,
0.006016428116708994,
-0.005627278238534927,
-0.029028259217739105,
-0.03938370198011398,
-0.012569256126880646,
0.003009970299899578,
0.05081278830766678,
-0.06315310299396515,
-0.04254687950015068,
-0.012828378938138485,
0.04398611560463905,
0.029409946873784065,
0.010339450091123581,
-0.04998601973056793,
-0.012756295502185822,
-0.06928516179323196,
-0.017697453498840332,
0.03186691552400589,
0.0328986756503582,
0.023487083613872528,
0.04307428002357483,
0.0018758816877380013,
-0.03239583224058151,
0.05941275134682655,
0.019476616755127907,
0.0673946961760521,
0.003892818931490183,
-0.04979340732097626,
0.012105331756174564,
-0.024729734286665916,
0.0207819901406765,
-0.008386640809476376,
-0.024788979440927505,
-0.04889588803052902,
-0.08443091809749603,
-0.005450624041259289,
0.004648387897759676,
-0.016501495614647865,
0.003048899583518505,
0.03795929625630379,
-0.0063845994882285595,
0.0036003238055855036,
0.0026111702900379896,
0.014515062794089317,
0.06078677996993065,
-0.05347931385040283,
0.05626564845442772,
-0.017212355509400368,
-0.0006418654229491949,
-0.035739146173000336,
0.004466282669454813,
0.006560977082699537,
-0.03103129379451275,
0.03012191317975521,
0.06887566298246384,
0.0178994107991457,
0.04815021902322769,
0.09147914499044418,
0.025296801701188087,
-0.03860798105597496,
0.05498891696333885,
0.056281015276908875,
-0.028972934931516647,
-0.06307237595319748,
0.007098884787410498,
-0.01677018031477928,
-0.03252825140953064,
0.0016589976148679852,
-0.011485747061669827,
0.038957629352808,
0.05789126083254814,
-0.0072653694078326225,
0.006975878030061722,
-0.005480548832565546,
-0.02057512104511261,
-0.02401549182832241,
-0.061869241297245026,
-0.00820163358002901,
0.0055482350289821625,
-0.006235024891793728,
0.010953519493341446,
0.02360919676721096,
0.004515286535024643,
0.06980618089437485,
0.04660997912287712,
-0.026912115514278412,
-0.016226375475525856,
0.03588483855128288,
0.021269792690873146,
-0.037043869495391846,
-0.06745190918445587,
-0.030060844495892525,
0.045647960156202316,
0.0450717993080616,
-0.018168583512306213,
-0.07521418482065201,
-0.002487840596586466,
0.03703876584768295,
-0.029023805633187294,
0.044805858284235,
-0.027523433789610863,
0.013429676182568073,
0.06122661009430885,
-0.005920882802456617,
0.026144964620471,
-0.03138906508684158,
-0.00016748211055528373,
0.015269952826201916,
0.04717559739947319,
-0.013328447937965393,
-0.03788364678621292,
-0.059132762253284454,
0.009641374461352825,
0.01901105046272278,
0.054351720958948135,
0.06344456225633621,
-0.04666368290781975,
-0.044157519936561584,
-0.011987108737230301,
0.03962234780192375,
-0.04670708626508713,
0.022696170955896378,
0.029744386672973633,
0.035524629056453705,
-0.05762472748756409,
-0.04656632989645004,
-0.03375449776649475,
-0.020052094012498856,
0.019736185669898987,
0.0036685909144580364,
-0.04095545783638954,
-0.030752910301089287,
0.032781753689050674,
-0.010724777355790138,
-0.018842605873942375,
-0.0866808146238327,
0.05469849333167076,
-0.013953439891338348,
-0.031407736241817474,
0.03970370814204216,
0.026195701211690903,
0.0247853584587574,
0.05890490859746933,
0.011767208576202393,
0.028118636459112167,
-0.027074245736002922,
0.05031556263566017,
-0.047664232552051544,
-0.032938409596681595,
-0.006597431842237711,
-0.03430982306599617,
-0.03454631194472313,
-0.0236153956502676,
-0.035374630242586136,
-0.05038534104824066,
-0.011384801007807255,
0.020032688975334167,
-0.005510040558874607,
-0.012874387204647064,
-0.01657307893037796,
0.04558665677905083,
-0.020757758989930153,
-0.035592831671237946,
-0.026394648477435112,
-0.037341129034757614,
-0.05927778035402298,
-0.05015762150287628,
0.021342653781175613,
0.012302851304411888,
0.030738135799765587,
0.019696343690156937,
-0.0020640939474105835,
0.004494151566177607,
-0.012062421068549156,
-0.03922220692038536,
0.024693692103028297,
-0.023836815729737282,
-0.011552972719073296,
-0.04276605322957039,
0.02893470786511898,
0.03395046666264534,
0.025814928114414215,
-0.03218724578619003,
0.021581873297691345,
0.00264099333435297,
-0.0019108313135802746,
-0.011555072851479053,
0.02489565499126911,
0.034005969762802124,
-0.05273718386888504,
-0.01894589141011238,
0.006697530392557383,
-0.05057629942893982,
0.026043228805065155,
-0.01815168187022209,
0.0000844774694996886,
-0.015562068670988083,
-0.0029321692418307066,
0.02059708535671234,
0.004810570739209652,
-0.03691505640745163,
0.017355572432279587,
-0.030927488580346107,
0.0239834263920784,
-0.044748757034540176,
0.07035455107688904,
-0.023451674729585648,
0.02696375362575054,
-0.008660085499286652,
-0.0003741885593626648,
-0.04321574047207832,
0.06253046542406082,
-0.005937503185123205,
-0.014209607616066933,
0.0028348532505333424,
0.03197808191180229,
-0.042833153158426285,
0.03466375544667244,
0.005336296744644642,
0.03190973401069641,
-0.048378124833106995,
0.08214663714170456,
-0.03338359296321869,
0.009420736692845821,
-0.03482827544212341,
0.010504396632313728,
-0.023137837648391724,
0.0003816181269939989,
-0.033381734043359756,
-0.02031962387263775,
0.011745772324502468,
0.07305930554866791,
0.04074358567595482,
0.024298425763845444,
-0.02277219295501709,
-0.0017987086903303862,
0.01837957464158535,
-0.059824444353580475,
-0.018398672342300415,
0.005804468411952257,
0.019401265308260918,
0.006774536333978176,
0.0789925828576088,
0.0468858927488327,
-0.05087551474571228,
-0.07935282588005066,
0.02566136047244072,
0.02358231693506241,
-0.008307842537760735,
-0.010766020976006985,
0.03794918954372406,
0.035826779901981354,
0.04012812674045563,
-0.02353701740503311,
-0.009259425103664398,
0.0030697719193995,
-0.049170780926942825,
0.04240519180893898,
-0.01154879480600357,
0.02406175620853901,
0.0038054503966122866,
-0.029554734006524086,
-0.006235367618501186,
0.05895009636878967,
0.03197001293301582,
0.023517001420259476,
-0.007527788169682026,
-0.044883377850055695,
0.0306149423122406,
0.004838937893509865,
-0.05792991816997528,
0.005127794109284878,
0.03241073712706566,
-0.03387652710080147,
0.06994342803955078,
-0.011922701261937618,
0.02088262140750885,
0.030500106513500214,
0.03653331473469734,
-0.015592709183692932,
0.06726124882698059,
-0.000941898615565151,
0.012397411279380322,
0.05794275924563408,
-0.0500883050262928,
-0.01580493524670601,
-0.02278134971857071,
0.07464799284934998,
-0.059458740055561066,
0.03247694671154022,
0.027075303718447685,
0.01280184742063284,
0.011370271444320679,
-0.026186935603618622,
-0.03471100330352783,
0.018360011279582977,
-0.05050511658191681,
0.06464337557554245,
0.025631526485085487,
-0.061257168650627136,
0.049962546676397324,
0.014755990356206894,
-0.08681623637676239,
0.059590548276901245,
0.031608887016773224,
0.02723694033920765,
0.01781851425766945,
0.0355515219271183,
-0.043694302439689636,
0.02460424415767193,
-0.05922861769795418,
0.02636752650141716,
-0.05960686877369881,
-0.015248438343405724,
0.03828972578048706,
-0.023968838155269623,
-0.028147954493761063,
0.03514459356665611,
-0.016426021233201027,
-0.015221904963254929,
0.037700776010751724,
-0.042835533618927,
-0.020477283746004105,
0.024787310510873795,
0.0272207148373127,
-0.034829504787921906,
0.038660816848278046,
-0.03560666739940643,
0.011376693844795227,
0.009638115763664246,
0.01498460117727518,
-0.013513182289898396,
-0.002566830487921834,
0.040506746619939804,
-0.023488111793994904,
-0.036371197551488876,
0.03170330077409744,
-0.0018926964839920402,
-0.04003044590353966,
0.024996353313326836,
0.04639027267694473,
0.023704001680016518,
0.022461898624897003,
-0.024031905457377434,
0.02679370529949665,
-0.050387103110551834,
-0.019381530582904816,
0.005133563186973333,
-0.012633747421205044,
0.046972133219242096,
-0.002996839117258787,
0.021042687818408012,
0.04117436334490776,
0.029055241495370865,
-0.0033723260276019573,
-0.04564064368605614,
-0.013175922445952892,
0.021261554211378098,
-0.021878359839320183,
0.003766604233533144,
-0.017527030780911446,
-0.04345173016190529,
-0.04472622275352478,
-0.008690345101058483,
-0.041654303669929504,
0.02337511256337166,
-0.0669654980301857,
0.011756150983273983,
0.034581709653139114,
-0.015388253144919872,
-0.04762781411409378,
-0.0775386244058609,
-0.004677516408264637,
-0.021141009405255318,
-0.004445211961865425,
0.01990988850593567,
-0.030210336670279503,
0.020592179149389267,
-0.052888523787260056,
-0.054903291165828705,
0.0622415766119957,
0.012339280918240547,
-0.0018594581633806229,
0.044214244931936264,
0.022464506328105927,
-0.039597127586603165,
0.008594388142228127,
0.0526154525578022,
-0.04340497404336929,
0.002666147192940116,
-0.0018817763775587082,
0.00893277395516634,
0.020004190504550934,
0.015081140212714672,
-0.05434359610080719,
-0.018483491614460945,
-0.061245840042829514,
-0.0415002778172493,
-0.04142004996538162,
0.006125445012003183,
0.07122158259153366
] |
D3xter1922/electra-base-discriminator-finetuned-cola | [
"pytorch",
"tensorboard",
"electra",
"text-classification",
"dataset:glue",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | text-classification | {
"architectures": [
"ElectraForSequenceClassification"
],
"model_type": "electra",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 68 | null | ---
tags:
- generated_from_trainer
datasets:
- wmt16
metrics:
- bleu
model-index:
- name: opus-mt-en-ro-finetuned-en-to-ro
results:
- task:
name: Sequence-to-sequence Language Modeling
type: text2text-generation
dataset:
name: wmt16
type: wmt16
args: ro-en
metrics:
- name: Bleu
type: bleu
value: 28.1599
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# opus-mt-en-ro-finetuned-en-to-ro
This model is a fine-tuned version of [Helsinki-NLP/opus-mt-en-ro](https://huggingface.co/Helsinki-NLP/opus-mt-en-ro) on the wmt16 dataset.
It achieves the following results on the evaluation set:
- Loss: 1.2886
- Bleu: 28.1599
- Gen Len: 34.1236
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Bleu | Gen Len |
|:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|
| 0.7437 | 1.0 | 38145 | 1.2886 | 28.1599 | 34.1236 |
### Framework versions
- Transformers 4.10.0
- Pytorch 1.9.0+cu102
- Datasets 1.11.0
- Tokenizers 0.10.3
| [
-0.017569152638316154,
-0.001726000802591443,
0.006902168970555067,
0.04088585451245308,
0.029213521629571915,
0.005292920861393213,
-0.007220753468573093,
-0.01711280457675457,
-0.025098687037825584,
0.053340159356594086,
0.014426978304982185,
-0.019849348813295364,
-0.016786828637123108,
0.05064166709780693,
-0.04133422300219536,
-0.0418986976146698,
-0.02033747360110283,
-0.003533138893544674,
-0.027905989438295364,
0.0018761795945465565,
-0.010115532204508781,
0.005829839501529932,
-0.012935414910316467,
0.01267505344003439,
-0.001246878644451499,
0.001459280727431178,
-0.022001324221491814,
0.00843257550150156,
0.02231941930949688,
-0.07178250700235367,
0.00009085672354558483,
-0.027759497985243797,
-0.04912654310464859,
-0.0006853645318187773,
-0.03432362899184227,
0.0067439088597893715,
0.012703175656497478,
0.016619039699435234,
0.04799620062112808,
0.05628940463066101,
0.008657963946461678,
0.014379741623997688,
-0.015949727967381477,
-0.021377285942435265,
0.027190184220671654,
0.0003325164143461734,
-0.023121537640690804,
-0.016364187002182007,
0.02272742986679077,
-0.02667500264942646,
-0.07315413653850555,
-0.02634485997259617,
0.01176891103386879,
0.030215974897146225,
-0.016964847221970558,
-0.013389534316956997,
-0.0706639364361763,
0.007639707997441292,
0.08072520792484283,
-0.05066550523042679,
-0.04950198158621788,
0.01794375851750374,
-0.0441761240363121,
0.01680506393313408,
0.03364740312099457,
-0.043586090207099915,
-0.0022991870064288378,
-0.06309916824102402,
0.034828417003154755,
-0.026167746633291245,
0.03578146547079086,
-0.02478918991982937,
0.0031498465687036514,
-0.08054596185684204,
-0.03114278055727482,
0.008627698756754398,
0.044041749089956284,
0.05071399360895157,
-0.042119670659303665,
0.053524769842624664,
0.04667894169688225,
-0.018401198089122772,
0.03713043034076691,
-0.013580177910625935,
0.006526557262986898,
0.037826359272003174,
-0.02749672532081604,
0.016037819907069206,
0.014521324075758457,
0.027549149468541145,
-0.03531072661280632,
-0.024358971044421196,
-0.029535043984651566,
-0.030211858451366425,
-0.0073490021750330925,
0.024786604568362236,
0.037396833300590515,
0.005738986190408468,
0.029262874275445938,
0.025496629998087883,
0.008444473147392273,
0.04348301142454147,
-0.009099707007408142,
0.07444220036268234,
-0.02084231935441494,
-0.0010749746579676867,
-0.013340817764401436,
-0.02683166041970253,
-0.05588888004422188,
0.01976161077618599,
0.01869977079331875,
-0.03853371739387512,
-0.028964735567569733,
0.05271545425057411,
0.005762462504208088,
-0.04371650516986847,
0.0726778507232666,
-0.014109226875007153,
-0.051793936640024185,
-0.05315564200282097,
0.03987210988998413,
0.00366542162373662,
0.01716417260468006,
0.0034224563278257847,
-0.06001906096935272,
-0.0006190843996591866,
-0.03591213747859001,
-0.0450606644153595,
-0.009305251762270927,
0.023096637800335884,
-0.016304846853017807,
0.05251643806695938,
-0.0002097142132697627,
-0.06690876185894012,
-0.003349376143887639,
-0.003841610159724951,
-0.04864801838994026,
0.04903705418109894,
0.02256200462579727,
0.0961630642414093,
-0.04221285134553909,
-0.07937350869178772,
0.011420286260545254,
0.0029781784396618605,
-0.038035567849874496,
0.017970619723200798,
-0.012844456359744072,
-0.038668498396873474,
-0.016913143917918205,
-0.0009567332454025745,
0.04723498970270157,
-0.06317242234945297,
-0.007948608137667179,
0.058597587049007416,
-0.0010617112275213003,
0.04676419869065285,
-0.05842083692550659,
-0.03691278398036957,
0.008459844626486301,
-0.024489380419254303,
-0.0004213669744785875,
0.026951050385832787,
-0.019337104633450508,
0.012433248572051525,
-0.03211649879813194,
-0.05551755055785179,
0.017802366986870766,
0.07355807721614838,
-0.02329442650079727,
-0.018116092309355736,
-0.026893215253949165,
0.03518512472510338,
0.044712916016578674,
0.025521431118249893,
-0.03457315266132355,
0.03182469308376312,
0.0461285337805748,
0.036843374371528625,
-0.030473871156573296,
0.05082891508936882,
0.015430574305355549,
-0.02655656635761261,
-0.03242171183228493,
0.004709662403911352,
0.01958378031849861,
-0.031704727560281754,
0.006400662008672953,
0.02054477669298649,
0.023753438144922256,
-0.03494999557733536,
-0.0386190228164196,
0.06755945831537247,
-0.00377924763597548,
0.005064585246145725,
0.007543649058789015,
-0.004571670666337013,
-0.01934240572154522,
0.054981935769319534,
-0.010767078027129173,
-0.008358263410627842,
-0.0382562130689621,
-0.03435274213552475,
0.02376708574593067,
0.018633665516972542,
0.03492187708616257,
0.05899691581726074,
-0.005835503805428743,
0.08831116557121277,
-0.024526279419660568,
0.018510814756155014,
-0.02770933136343956,
-0.045258309692144394,
0.013074045069515705,
0.07574750483036041,
0.039080314338207245,
0.04685159772634506,
-0.01174283679574728,
-0.05531160533428192,
0.03700689226388931,
0.07147671282291412,
0.04747173935174942,
0.0037341599818319082,
-0.04254322871565819,
-0.01903199963271618,
0.037747569382190704,
0.03942865505814552,
-0.05148443207144737,
-0.059732601046562195,
0.03369135409593582,
0.06254462897777557,
-0.043202538043260574,
0.01499973051249981,
-0.03330307826399803,
0.032739777117967606,
-0.04759708046913147,
-0.06443233788013458,
0.04473688080906868,
0.027133040130138397,
0.0014696535654366016,
0.02918137051165104,
0.005366197787225246,
-0.003799078520387411,
0.030632207170128822,
0.014056316576898098,
-0.018008289858698845,
-0.03363277390599251,
0.015414387919008732,
0.008877384476363659,
0.0546744130551815,
-0.03217826783657074,
0.04077428579330444,
-0.03710027411580086,
-0.007842511869966984,
0.03773956745862961,
-0.05508910492062569,
0.009968201629817486,
0.04774932935833931,
0.016561191529035568,
-0.03763462230563164,
-0.018315300345420837,
0.01817302219569683,
0.04119282215833664,
0.0592154897749424,
-0.008529364131391048,
0.08472834527492523,
0.010732036083936691,
0.05324290320277214,
0.06726600974798203,
0.03322978690266609,
0.014398214407265186,
0.03990811109542847,
0.08671990036964417,
-0.0027281714137643576,
-0.019936351105570793,
0.05111151933670044,
-0.04896044358611107,
0.01923113316297531,
-0.028705962002277374,
0.012734692543745041,
-0.003735740203410387,
-0.00832599587738514,
0.030272630974650383,
0.022952793166041374,
-0.012684362940490246,
-0.013791142031550407,
-0.005040011368691921,
-0.019840102642774582,
0.020298244431614876,
-0.0018828893080353737,
0.0017523604910820723,
-0.011647400446236134,
0.00637736776843667,
0.003783461404964328,
-0.04364750161767006,
-0.05593860521912575,
0.008401873521506786,
-0.01665358804166317,
-0.023886658251285553,
-0.07190069556236267,
-0.020563066005706787,
-0.05700404942035675,
-0.0030730855651199818,
0.04435880854725838,
0.014315126463770866,
0.0026842819061130285,
-0.04241972789168358,
0.007526435423642397,
-0.025534508749842644,
-0.025269823148846626,
-0.029921231791377068,
-0.03591796010732651,
-0.05489908531308174,
-0.058786939829587936,
0.05155989155173302,
0.04836907982826233,
0.018244830891489983,
0.013146854937076569,
0.011476512998342514,
-0.013091178610920906,
-0.0034826057963073254,
0.06459064036607742,
0.05937904119491577,
-0.03676560893654823,
-0.020215336233377457,
0.03921790421009064,
-0.03681546077132225,
0.014398100785911083,
-0.02750840038061142,
-0.017902737483382225,
0.07760151475667953,
0.04626239836215973,
0.01361726876348257,
-0.001352569554001093,
-0.022882690653204918,
-0.059490203857421875,
-0.053624674677848816,
-0.03510625287890434,
-0.03505229949951172,
-0.034429702907800674,
-0.027236295863986015,
-0.034573640674352646,
-0.015430442988872528,
-0.03636447712779045,
0.009688221849501133,
-0.01745169796049595,
0.024086657911539078,
0.032335855066776276,
0.016035746783018112,
0.011428619734942913,
0.025588970631361008,
-0.048416368663311005,
-0.049263495951890945,
0.06818899512290955,
0.006025373470038176,
0.01744975335896015,
-0.07886596769094467,
-0.012132893316447735,
0.023938415572047234,
0.011353909969329834,
0.021360302343964577,
0.021378515288233757,
0.08388445526361465,
-0.005390339531004429,
-0.005728153046220541,
0.01839810609817505,
-0.011178895831108093,
-0.022038687020540237,
-0.01209420245140791,
0.001195168704725802,
-0.029050132259726524,
-0.03599553182721138,
-0.004893973004072905,
0.008685941807925701,
0.042702220380306244,
-0.05365812033414841,
-0.031802065670490265,
-0.0017622632440179586,
0.04415307193994522,
0.01800409145653248,
0.00716813188046217,
-0.02703055739402771,
-0.0025900937616825104,
-0.06787915527820587,
-0.00761991273611784,
0.018097519874572754,
0.035953521728515625,
0.012061340734362602,
0.046979766339063644,
0.0322599858045578,
-0.03722364082932472,
0.04768504202365875,
0.022011352702975273,
0.066358782351017,
0.01469366904348135,
-0.0617222897708416,
0.028752895072102547,
-0.029372986406087875,
0.028446167707443237,
-0.016222605481743813,
-0.01655852235853672,
-0.04904043674468994,
-0.0881161317229271,
0.00010635791113600135,
0.00938510149717331,
-0.015051285736262798,
0.015031175687909126,
0.0351557657122612,
-0.045594245195388794,
0.0019959011115133762,
-0.0070262192748487,
0.01366522815078497,
0.04831267148256302,
-0.07343035936355591,
0.05320976302027702,
-0.009837881661951542,
0.012932113371789455,
-0.06032463535666466,
0.02038973569869995,
0.0021502140443772078,
-0.03489256277680397,
0.014937800355255604,
0.07134848088026047,
0.012044952251017094,
0.05794481188058853,
0.08147743344306946,
0.03856069594621658,
-0.03398344665765762,
0.04029909893870354,
0.04204481840133667,
-0.023804321885108948,
-0.05597278103232384,
-0.001941403723321855,
0.012414639815688133,
-0.036287304013967514,
-0.011563866399228573,
-0.000020759298422490247,
0.027741458266973495,
0.030757345259189606,
-0.015118668787181377,
-0.009703023359179497,
-0.001721071545034647,
-0.032216887921094894,
-0.03085278905928135,
-0.05978895351290703,
-0.0259059127420187,
-0.016949474811553955,
-0.029730388894677162,
0.03600042685866356,
0.05048762634396553,
-0.008418385870754719,
0.05138861760497093,
0.06660280376672745,
-0.022756513208150864,
-0.023059431463479996,
0.017693666741251945,
0.028431778773665428,
-0.02258964255452156,
-0.06742628663778305,
-0.01990904100239277,
0.04419539496302605,
0.044806238263845444,
-0.020433446392416954,
-0.06953217834234238,
-0.0126957343891263,
0.07596390694379807,
-0.02692807838320732,
0.0561017245054245,
0.001624204684048891,
0.037940915673971176,
0.04556247591972351,
-0.0062887342646718025,
0.03256214037537575,
-0.02678178809583187,
0.027688397094607353,
0.009636510163545609,
0.013892772607505322,
-0.034494854509830475,
-0.022221585735678673,
-0.07263492047786713,
0.02946309559047222,
0.026860015466809273,
0.05452076345682144,
0.060190390795469284,
-0.03717372193932533,
-0.04889180511236191,
-0.023370232433080673,
0.04363473132252693,
-0.06826896220445633,
-0.008118770085275173,
0.010513891465961933,
0.05551864579319954,
-0.05232872813940048,
-0.02519385889172554,
-0.04956156387925148,
-0.007311616092920303,
0.036448847502470016,
0.02550608478486538,
-0.053746603429317474,
-0.03479505702853203,
0.028256680816411972,
-0.0050462703220546246,
-0.024482322856783867,
-0.09986357390880585,
0.02515244670212269,
-0.02280714362859726,
-0.011366152204573154,
0.03407769650220871,
0.03418438136577606,
0.028893308714032173,
0.06877092272043228,
0.03160175308585167,
0.021465152502059937,
-0.03374222293496132,
0.04225940629839897,
-0.04387294501066208,
-0.01713540218770504,
0.016968155279755592,
-0.031269703060388565,
-0.015912972390651703,
-0.030832746997475624,
-0.024034518748521805,
-0.056164324283599854,
-0.029789451509714127,
0.011414350010454655,
-0.0212501622736454,
-0.017540421336889267,
-0.022792266681790352,
0.042735304683446884,
-0.020912807434797287,
-0.016244646161794662,
-0.023191969841718674,
-0.05045539513230324,
-0.06011413410305977,
-0.053154148161411285,
0.023797066882252693,
0.007128431461751461,
0.03756190091371536,
0.03562907874584198,
0.01009907852858305,
0.021824808791279793,
0.0030034761875867844,
-0.03850451111793518,
0.04014788940548897,
-0.007517586927860975,
-0.0274793840944767,
-0.031155342236161232,
0.027580494061112404,
0.0335073322057724,
0.032235968858003616,
-0.04475542530417442,
0.026470033451914787,
0.0071854679845273495,
-0.021282102912664413,
-0.0015288529684767127,
0.022581085562705994,
0.021965857595205307,
-0.07100106030702591,
-0.04371398314833641,
-0.01956818252801895,
-0.05654776841402054,
0.03879324719309807,
-0.019121481105685234,
-0.007230470888316631,
-0.013402730226516724,
0.003732695709913969,
0.022045405581593513,
-0.008967897854745388,
-0.04530584439635277,
0.014265893958508968,
-0.01617259532213211,
0.008992716670036316,
-0.05618993565440178,
0.06661035120487213,
-0.05665158852934837,
0.006948959548026323,
-0.007081998512148857,
-0.014026415534317493,
-0.03895791620016098,
0.04360882192850113,
-0.012317687273025513,
-0.011290081776678562,
-0.0016053421422839165,
0.017580587416887283,
-0.03500450775027275,
0.05111737549304962,
-0.003800873178988695,
0.023794405162334442,
-0.037261832505464554,
0.063136525452137,
-0.04936648905277252,
0.0008131922804750502,
-0.028351491317152977,
0.029444126412272453,
-0.02315017394721508,
0.005439295433461666,
-0.01767619512975216,
-0.02197529934346676,
-0.0020936590153723955,
0.07423489540815353,
0.03353431820869446,
0.012658274732530117,
-0.022013381123542786,
0.005299505311995745,
0.032159995287656784,
-0.04281812906265259,
-0.009317027404904366,
-0.010005570948123932,
-0.014146847650408745,
-0.013717925176024437,
0.058600641787052155,
0.03868361562490463,
-0.042594823986291885,
-0.0684376060962677,
0.039595115929841995,
0.017765609547495842,
-0.004683521576225758,
0.003023363184183836,
0.024689672514796257,
0.02863788791000843,
0.04796106740832329,
-0.0471225343644619,
-0.009701671078801155,
-0.004438427276909351,
-0.037872314453125,
0.030951449647545815,
0.0015632258728146553,
0.022290125489234924,
0.01809731125831604,
-0.014034771360456944,
-0.01026629563421011,
0.06338386982679367,
0.020289184525609016,
-0.0001400777546223253,
-0.002730264328420162,
-0.03254839777946472,
0.02300102822482586,
-0.011031677015125751,
-0.06248409301042557,
-0.008015468716621399,
0.03692234307527542,
-0.04768462851643562,
0.06851787865161896,
-0.03700057789683342,
0.01268785446882248,
0.06706090271472931,
0.027424104511737823,
-0.016833331435918808,
0.06261296570301056,
0.0008285511867143214,
-0.0016813117545098066,
0.06985373795032501,
-0.07218269258737564,
-0.0038082688115537167,
-0.017309028655290604,
0.07871393859386444,
-0.052909091114997864,
0.03880756348371506,
0.042537253350019455,
0.01197509653866291,
0.02185315266251564,
-0.022730449214577675,
-0.050129733979701996,
0.01587139628827572,
-0.03175793215632439,
0.08027572184801102,
0.038663461804389954,
-0.046802818775177,
0.04289397597312927,
0.0033887748140841722,
-0.06920454651117325,
0.0548798032104969,
0.04694719240069389,
0.024438394233584404,
0.02275477536022663,
0.050985187292099,
-0.045758042484521866,
0.0158542450517416,
-0.06060301139950752,
0.042946089059114456,
-0.06437674909830093,
-0.00038358813617378473,
0.030467230826616287,
-0.038130324333906174,
-0.02094581536948681,
0.038429707288742065,
-0.03444848954677582,
-0.004604157526046038,
0.042763322591781616,
-0.05008603259921074,
-0.03112604096531868,
0.028648478910326958,
0.0353989414870739,
-0.038743555545806885,
0.01478012278676033,
-0.0390109159052372,
0.009890682063996792,
0.009964963421225548,
0.026265805587172508,
-0.04011376202106476,
-0.0035086264833807945,
0.018003126606345177,
-0.06185893341898918,
-0.02650139294564724,
0.022186553105711937,
0.004485927522182465,
-0.020090702921152115,
0.01817166991531849,
0.03522497043013573,
0.004784409422427416,
0.04429255798459053,
-0.005852078553289175,
0.032108794897794724,
-0.05377989634871483,
-0.012403401546180248,
0.02398763969540596,
-0.006663328502327204,
0.02345277927815914,
-0.01146729663014412,
0.036617815494537354,
0.023971566930413246,
0.027976633980870247,
0.00821622647345066,
-0.029357848688960075,
-0.025036564096808434,
0.02336130291223526,
-0.03897878900170326,
-0.005018666852265596,
-0.013486896641552448,
-0.06392261385917664,
-0.043416090309619904,
0.0026923990808427334,
-0.03300710394978523,
0.006289960350841284,
-0.05474107712507248,
0.0162026509642601,
0.03461914137005806,
-0.03190983831882477,
-0.03881959989666939,
-0.07966852933168411,
-0.02006291039288044,
-0.023938201367855072,
0.029251595959067345,
0.005791237577795982,
-0.042145971208810806,
0.02270893193781376,
-0.05105999484658241,
-0.03449591249227524,
0.06604617834091187,
-0.0003909101360477507,
-0.021809644997119904,
0.049184367060661316,
0.04230274260044098,
-0.05513831228017807,
0.017725229263305664,
0.06557520478963852,
-0.0432964563369751,
0.020746072754263878,
0.0168088860809803,
0.02943343296647072,
0.01862335577607155,
0.008595204912126064,
-0.04247378185391426,
-0.028064794838428497,
-0.07267715781927109,
-0.04342186450958252,
-0.047565653920173645,
0.0019085779786109924,
0.06462108343839645
] |
Davlan/bert-base-multilingual-cased-finetuned-kinyarwanda | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 27 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- clinc_oos
metrics:
- accuracy
model-index:
- name: distilbert-base-uncased-finetuned-clinc
results:
- task:
name: Text Classification
type: text-classification
dataset:
name: clinc_oos
type: clinc_oos
args: plus
metrics:
- name: Accuracy
type: accuracy
value: 0.9187096774193548
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# distilbert-base-uncased-finetuned-clinc
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the clinc_oos dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7703
- Accuracy: 0.9187
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 48
- eval_batch_size: 48
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
### Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 4.2896 | 1.0 | 318 | 3.2887 | 0.7419 |
| 2.6309 | 2.0 | 636 | 1.8797 | 0.8310 |
| 1.5443 | 3.0 | 954 | 1.1537 | 0.8974 |
| 1.0097 | 4.0 | 1272 | 0.8560 | 0.9135 |
| 0.7918 | 5.0 | 1590 | 0.7703 | 0.9187 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu111
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.00566662335768342,
0.001860999152995646,
-0.0267297625541687,
0.04160034656524658,
0.046208545565605164,
0.015177723951637745,
-0.03338649496436119,
-0.023996179923415184,
-0.028051193803548813,
0.053374938666820526,
0.007354975678026676,
-0.014085449278354645,
0.018936896696686745,
0.055066876113414764,
-0.010204638354480267,
-0.044261861592531204,
-0.004274994600564241,
-0.011535602621734142,
-0.0448785237967968,
-0.010543483309447765,
0.014022654853761196,
-0.008751590736210346,
-0.0056974440813064575,
-0.018991028890013695,
-0.006190668325871229,
0.011187189258635044,
0.013227757066488266,
0.02678716741502285,
0.05451124161481857,
-0.0561925433576107,
0.011959409341216087,
-0.037383805960416794,
-0.06206396222114563,
-0.010222174227237701,
-0.016180681064724922,
0.0012197415344417095,
0.012608642689883709,
0.024860408157110214,
0.01179497130215168,
0.04229651764035225,
0.0012438491685315967,
0.024179281666874886,
0.018720798194408417,
-0.020560331642627716,
0.055980782955884933,
-0.007216528989374638,
-0.03105803206562996,
-0.006424715276807547,
0.04351237416267395,
-0.020765608176589012,
-0.0684100016951561,
-0.054320838302373886,
-0.02746836096048355,
0.03393013775348663,
-0.004286480136215687,
-0.002287787850946188,
-0.06721212714910507,
0.003572620917111635,
0.05394917353987694,
-0.03217039257287979,
-0.027952691540122032,
0.018107695505023003,
-0.07331773638725281,
-0.0039261262863874435,
0.02820853888988495,
-0.03202442824840546,
-0.007223529275506735,
-0.04834384843707085,
0.036592595279216766,
-0.027434799820184708,
0.05102819576859474,
-0.02273763157427311,
0.022961542010307312,
-0.05965353175997734,
-0.023019401356577873,
-0.002460054587572813,
0.047206852585077286,
0.05265417695045471,
-0.026410188525915146,
0.043939169496297836,
0.035990629345178604,
-0.003187277354300022,
0.06092621013522148,
-0.020972132682800293,
-0.009026500396430492,
0.021052775904536247,
-0.03343133628368378,
0.0031345461029559374,
0.020600255578756332,
0.015186329372227192,
-0.029227539896965027,
-0.03877001628279686,
-0.04949897900223732,
-0.03102959506213665,
-0.011210972443223,
0.017545832321047783,
0.029674120247364044,
0.005467247683554888,
0.025743406265974045,
0.027565274387598038,
0.03098084218800068,
0.0454481802880764,
-0.027583159506320953,
0.07360155135393143,
-0.014309605583548546,
-0.0016455268487334251,
-0.0008255757275037467,
-0.023420386016368866,
-0.044979024678468704,
0.0380001962184906,
0.040654368698596954,
-0.027815718203783035,
-0.02413162961602211,
0.03238801285624504,
0.007159074768424034,
-0.017844587564468384,
0.0718783438205719,
-0.023192908614873886,
-0.02041245810687542,
-0.04258326441049576,
-0.004764112643897533,
0.03162813559174538,
0.0025700789410620928,
0.0023485689889639616,
-0.032169803977012634,
-0.01032787561416626,
-0.042694758623838425,
-0.023508375510573387,
-0.007363784126937389,
0.03866026550531387,
0.01753026247024536,
0.07573308050632477,
0.01268960814923048,
-0.08934170752763748,
0.004560695495456457,
0.015313963405787945,
-0.05989706143736839,
0.047286685556173325,
0.030160171911120415,
0.11765540391206741,
-0.05966361239552498,
-0.061955031007528305,
0.007603640202432871,
0.017818089574575424,
-0.04449763521552086,
0.009439082816243172,
0.005335168447345495,
-0.03996392711997032,
-0.005574916955083609,
0.01853579841554165,
0.06970363855361938,
-0.04921961948275566,
-0.00257589528337121,
0.0656575933098793,
0.011563487350940704,
0.04138955846428871,
-0.06947825849056244,
-0.03297165036201477,
0.0022302891593426466,
-0.019876258447766304,
-0.0381711982190609,
0.05620956048369408,
-0.02908000908792019,
-0.01775740087032318,
-0.02413271926343441,
-0.05414015054702759,
0.006640745792537928,
0.07668233662843704,
-0.00443380419164896,
-0.03921119123697281,
-0.02899731881916523,
0.024561068043112755,
0.051952872425317764,
0.028349675238132477,
-0.019386745989322662,
0.015448343940079212,
0.05682998523116112,
0.04029444232583046,
-0.031765129417181015,
0.03018472157418728,
0.0014354659942910075,
-0.0228568185120821,
-0.02552381530404091,
0.010462102480232716,
0.004591305274516344,
-0.03294443339109421,
0.0418969951570034,
0.012258847244083881,
0.00009595392475603148,
-0.06331062316894531,
-0.05563081428408623,
0.04616799205541611,
-0.0034542554058134556,
-0.0014785658568143845,
-0.001533243921585381,
0.006939717568457127,
-0.004217737819999456,
0.025900166481733322,
-0.009641903452575207,
0.012556335888803005,
-0.018239926546812057,
-0.03476640582084656,
0.021684939041733742,
-0.02845413237810135,
0.020058438181877136,
0.06005913391709328,
-0.002761882496997714,
0.08781050890684128,
-0.03386135771870613,
0.017970364540815353,
-0.058934394270181656,
-0.038800906389951706,
0.013950694352388382,
0.05534112825989723,
0.045329414308071136,
0.05507349967956543,
-0.009711234830319881,
-0.03950488939881325,
0.02552657201886177,
0.06271298229694366,
0.059161026030778885,
0.0014873974723741412,
-0.027183063328266144,
-0.01865404099225998,
0.056201983243227005,
0.045122258365154266,
-0.04554379731416702,
-0.01999611034989357,
0.009179087355732918,
0.013691246509552002,
-0.018675541505217552,
0.009416138753294945,
-0.03227750584483147,
0.03827014937996864,
-0.053899504244327545,
-0.0469479039311409,
0.05912579596042633,
0.029682030901312828,
-0.005911472253501415,
0.03850074112415314,
0.018304908648133278,
0.00013982283417135477,
0.01634065806865692,
0.020574692636728287,
-0.008792906999588013,
-0.04534459859132767,
0.01729339361190796,
0.007311834953725338,
0.05012298375368118,
-0.05276728793978691,
0.03454985097050667,
-0.026726536452770233,
0.021593041718006134,
0.029226940125226974,
-0.038951974362134933,
0.017833849415183067,
0.04095160961151123,
0.01768529787659645,
-0.03951311111450195,
0.018393991515040398,
0.015573561191558838,
0.03407475724816322,
0.04834894463419914,
0.009544010274112225,
0.061401017010211945,
-0.0059694997034966946,
0.04597965255379677,
0.06715754419565201,
0.011167937889695168,
0.030568381771445274,
0.006886322982609272,
0.06383004784584045,
0.0018312815809622407,
-0.01892971247434616,
0.045482877641916275,
-0.043465372174978256,
0.025769932195544243,
-0.06926286965608597,
-0.0043756477534770966,
-0.016215940937399864,
-0.014221363700926304,
0.04572553187608719,
0.03972334414720535,
-0.03820546343922615,
0.004124520346522331,
0.01931058056652546,
-0.00203897338360548,
0.015641603618860245,
-0.0032517837826162577,
0.0053259870037436485,
-0.006148768588900566,
-0.027530690655112267,
-0.03720488399267197,
-0.05704792961478233,
-0.044977061450481415,
-0.025122521445155144,
-0.03735436871647835,
-0.02444356493651867,
-0.08993320167064667,
-0.009141466580331326,
-0.08558163791894913,
-0.016877388581633568,
0.03310602530837059,
0.03133976086974144,
-0.02502131275832653,
-0.03128427639603615,
0.02364901825785637,
-0.05026848241686821,
-0.048505932092666626,
-0.04968155547976494,
-0.0383211188018322,
-0.05213099718093872,
-0.07555808871984482,
0.04231344535946846,
0.031158363446593285,
0.01200485322624445,
0.004189249128103256,
0.026772411540150642,
0.012480629608035088,
-0.029387881979346275,
0.04683489724993706,
0.07131631672382355,
-0.038235876709222794,
-0.03568485379219055,
0.017820943146944046,
-0.013357067480683327,
0.021865541115403175,
0.0067629124969244,
-0.012984178029000759,
0.07673069089651108,
0.06442032009363174,
0.016737330704927444,
0.03170879930257797,
-0.005087548401206732,
-0.05010952427983284,
-0.061136119067668915,
-0.01524378638714552,
-0.04804665595293045,
-0.002232033060863614,
-0.043024465441703796,
-0.04769887775182724,
-0.024677487090229988,
-0.05547415092587471,
0.014739452861249447,
-0.01690935716032982,
0.02191377617418766,
0.009217141196131706,
0.028889596462249756,
0.030651958659291267,
0.033716388046741486,
-0.02901284396648407,
-0.04851546883583069,
0.054420504719018936,
0.008903557434678078,
0.02713438868522644,
-0.0917375385761261,
-0.014014963060617447,
0.029738066717982292,
0.017502818256616592,
0.014398460276424885,
-0.0038550717290490866,
0.06938929110765457,
-0.0005264880019240081,
0.0012273360043764114,
0.008787903934717178,
-0.01165657490491867,
-0.00655547296628356,
-0.007667883764952421,
-0.01327444426715374,
0.0042024897411465645,
-0.015612456947565079,
-0.031797587871551514,
-0.0008972619543783367,
0.04543611407279968,
-0.0583953857421875,
-0.04544816538691521,
0.0076614790596067905,
0.028045430779457092,
0.04030344635248184,
-0.006202792748808861,
-0.05201193690299988,
-0.019137797877192497,
-0.08696278929710388,
-0.0029039003420621157,
0.02243826910853386,
0.01445027906447649,
-0.004850991070270538,
0.045861996710300446,
0.017121706157922745,
-0.021185971796512604,
0.014371355064213276,
0.05358334258198738,
0.05720473453402519,
-0.00462521705776453,
-0.07203549891710281,
0.00985595304518938,
-0.018294943496584892,
0.01971701718866825,
-0.006451793480664492,
-0.021330134943127632,
-0.025005899369716644,
-0.0845475122332573,
-0.049501001834869385,
-0.0046136388555169106,
0.012963879853487015,
-0.01376219280064106,
0.016066743060946465,
-0.012441111728549004,
-0.02737887017428875,
0.004018349573016167,
0.014822333119809628,
0.03521277382969856,
-0.04294782131910324,
0.06667637825012207,
-0.015289844945073128,
0.01320909708738327,
-0.06391215324401855,
-0.00004582888868753798,
-0.05872926861047745,
-0.02687801793217659,
0.010791442357003689,
0.05615491420030594,
-0.026976600289344788,
0.042155683040618896,
0.07083762437105179,
0.034804873168468475,
-0.04603463411331177,
0.03167556971311569,
0.07356126606464386,
-0.04538783058524132,
-0.039902083575725555,
0.0001665759045863524,
0.004863302689045668,
-0.02318328619003296,
-0.011842317879199982,
-0.014723120257258415,
0.03771748021245003,
0.031448401510715485,
0.006912468932569027,
0.007160977926105261,
-0.008331716991961002,
-0.03406066820025444,
-0.03546904772520065,
-0.05730561167001724,
-0.028337672352790833,
0.0010431285481899977,
-0.02842642180621624,
0.03433679789304733,
0.03556185960769653,
0.022304095327854156,
0.07613751292228699,
0.03395784646272659,
-0.02079802192747593,
-0.015181711874902248,
0.019704878330230713,
0.01571858860552311,
-0.020463818684220314,
-0.05591713264584541,
-0.040772732347249985,
0.016270209103822708,
0.04807300493121147,
-0.018642839044332504,
-0.05918382853269577,
0.0033684612717479467,
0.06113797053694725,
-0.043782927095890045,
0.06955352425575256,
0.0004095270414836705,
0.053038813173770905,
0.04055194556713104,
0.00811025407165289,
0.04287106916308403,
-0.02860444225370884,
0.0005653079133480787,
0.0007954665343277156,
0.05098281055688858,
-0.034974630922079086,
-0.022203611209988594,
-0.038868557661771774,
0.032194409519433975,
0.04262877628207207,
0.03944297134876251,
0.03990042582154274,
-0.04712310805916786,
-0.02406550571322441,
0.017532819882035255,
0.02817053720355034,
-0.027511272579431534,
-0.006097888574004173,
0.03097708709537983,
0.029852231964468956,
-0.04524261876940727,
-0.035667259246110916,
-0.044778790324926376,
-0.035166364163160324,
0.03983139619231224,
0.006003472488373518,
-0.04564547538757324,
-0.03819689154624939,
0.03981621563434601,
-0.01236771885305643,
-0.033344630151987076,
-0.07143040001392365,
0.04707636684179306,
-0.012240647338330746,
-0.0039633046835660934,
0.05889923870563507,
0.025904260575771332,
0.03612678870558739,
0.07895569503307343,
0.046239789575338364,
0.012100785970687866,
-0.03611994907259941,
0.04397119954228401,
-0.04090629145503044,
-0.02639576606452465,
0.0033407420851290226,
-0.026310402899980545,
-0.0448845736682415,
-0.0022484560031443834,
-0.051016826182603836,
-0.05146174877882004,
-0.00777225848287344,
0.022429365664720535,
-0.0013050497509539127,
-0.030226076021790504,
-0.00909180287271738,
0.02565714344382286,
-0.006415334064513445,
-0.04056483879685402,
-0.031490031629800797,
-0.02974490262567997,
-0.07118593901395798,
-0.04495185613632202,
-0.007967524230480194,
0.006014410872012377,
0.004908584989607334,
0.041909657418727875,
0.02286043018102646,
0.0046542491763830185,
0.02208452671766281,
-0.05235351249575615,
0.021400632336735725,
0.020785823464393616,
-0.03606889396905899,
-0.016844287514686584,
0.031392090022563934,
0.03190280497074127,
0.0329492948949337,
-0.023727163672447205,
0.03472411632537842,
0.007484787609428167,
-0.02251538820564747,
-0.023363394662737846,
0.022252779453992844,
0.02148074470460415,
-0.06324779987335205,
-0.037070054560899734,
-0.023152794688940048,
-0.023755880072712898,
0.034385763108730316,
-0.0319378562271595,
-0.023734061047434807,
0.017107006162405014,
-0.007861929014325142,
0.042757757008075714,
-0.030187858268618584,
-0.01956058107316494,
0.027066711336374283,
-0.0015048931818455458,
0.008423828519880772,
-0.05264527350664139,
0.06669212877750397,
-0.0746866837143898,
0.026536375284194946,
-0.0290018729865551,
0.010850257240235806,
-0.022460319101810455,
0.02078322507441044,
-0.025637902319431305,
-0.02030142955482006,
0.009464933536946774,
0.05364957079291344,
-0.017587872222065926,
0.03380565345287323,
-0.03446761891245842,
0.02476375736296177,
-0.026801029220223427,
0.08125483989715576,
-0.044045545160770416,
0.012814068235456944,
-0.04051504656672478,
0.006767912767827511,
-0.030250541865825653,
0.025610558688640594,
-0.024295303970575333,
-0.011822452768683434,
0.03427480161190033,
0.06322348117828369,
0.044346388429403305,
0.04347696155309677,
0.006075980141758919,
-0.0039693741127848625,
0.007187108509242535,
-0.05700932443141937,
-0.020281676203012466,
-0.01614057458937168,
0.006372854113578796,
-0.020031221210956573,
0.05341118574142456,
0.025311803445219994,
-0.036907076835632324,
-0.07664337009191513,
0.05434843897819519,
0.025671638548374176,
0.0011497505474835634,
-0.00026147172320634127,
0.04377056285738945,
0.013460653834044933,
0.029997892677783966,
-0.036924540996551514,
-0.02210151217877865,
0.004845874384045601,
-0.046331699937582016,
0.0184861421585083,
-0.00040326701127924025,
0.03941334784030914,
0.01992870308458805,
-0.038566380739212036,
-0.019961398094892502,
0.04817694425582886,
0.012263810262084007,
0.028577912598848343,
-0.012555751018226147,
-0.04168742522597313,
0.02829628437757492,
-0.005102511495351791,
-0.0456702746450901,
0.028470635414123535,
0.009411711245775223,
-0.040326256304979324,
0.0532505176961422,
0.008311888203024864,
0.02267833612859249,
0.05613350495696068,
0.030630894005298615,
-0.022756582126021385,
0.06456572562456131,
-0.038921184837818146,
0.0010063153458759189,
0.03463142365217209,
-0.08394598215818405,
-0.013126716949045658,
-0.060099050402641296,
0.05784899368882179,
-0.06840880215167999,
0.03043748252093792,
0.05414087325334549,
0.003540923586115241,
0.03516370803117752,
-0.04708147794008255,
-0.04922430217266083,
0.00979046430438757,
-0.030793309211730957,
0.06511237472295761,
0.009766068309545517,
-0.05933326110243797,
0.061977434903383255,
0.018370654433965683,
-0.06225530058145523,
0.03970639035105705,
0.03301373869180679,
0.06262636929750443,
0.026126425713300705,
0.04987555742263794,
-0.034713130444288254,
0.008208909071981907,
-0.04222548007965088,
0.013758075423538685,
-0.05706999823451042,
-0.004490111954510212,
0.03353353962302208,
-0.03651881590485573,
-0.017442910000681877,
0.037781137973070145,
-0.016623467206954956,
-0.008314039558172226,
0.06033450737595558,
-0.03659239411354065,
-0.021388797089457512,
0.009770337492227554,
0.027071600779891014,
-0.03815320134162903,
-0.0164783988147974,
-0.02710449881851673,
0.008807061240077019,
0.012836010195314884,
0.0011878726072609425,
-0.021631857380270958,
-0.027457667514681816,
0.03715870901942253,
-0.0355084165930748,
-0.03860490024089813,
0.017830027267336845,
0.0015157242305576801,
-0.024886352941393852,
0.04382313787937164,
0.02413446456193924,
0.0028018036391586065,
0.02531633898615837,
0.0018684922251850367,
0.030349839478731155,
-0.030222168192267418,
-0.006544813048094511,
0.014342415146529675,
-0.015472529456019402,
0.030154692009091377,
-0.011336827650666237,
0.04293780401349068,
0.06881458312273026,
0.028664344921708107,
0.0023506495635956526,
-0.028403807431459427,
-0.022522052749991417,
0.022263914346694946,
-0.04013487324118614,
0.00721820630133152,
-0.021874863654375076,
-0.052874282002449036,
-0.015141939744353294,
0.004101774655282497,
-0.029053645208477974,
0.049417316913604736,
-0.06810937821865082,
-0.001124684582464397,
0.04251125454902649,
-0.01623556762933731,
-0.03928803279995918,
-0.10829769819974899,
0.0010631592012941837,
-0.04942912235856056,
0.004853846039623022,
0.03670145943760872,
-0.031386420130729675,
0.04073399305343628,
-0.056067049503326416,
-0.031434156000614166,
0.03565399348735809,
0.04231363907456398,
-0.05665058270096779,
0.06677429378032684,
0.04855147376656532,
-0.05164387449622154,
0.017701642587780952,
0.018289094790816307,
-0.05135215073823929,
0.017565401270985603,
0.021791351959109306,
0.013516901060938835,
0.013785960152745247,
0.014994628727436066,
-0.055767036974430084,
-0.007513117510825396,
-0.04412464424967766,
-0.04178181290626526,
-0.04117138311266899,
-0.00020247434440534562,
0.050906818360090256
] |
Davlan/bert-base-multilingual-cased-finetuned-naija | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 13 | 2022-02-17T03:24:46Z | ---
license: mit
tags:
- generated_from_trainer
metrics:
- f1
model-index:
- name: xlm-roberta-base-finetuned-panx-de-fr
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# xlm-roberta-base-finetuned-panx-de-fr
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1576
- F1: 0.8571
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 24
- eval_batch_size: 24
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 0.2924 | 1.0 | 715 | 0.1819 | 0.8286 |
| 0.1503 | 2.0 | 1430 | 0.1580 | 0.8511 |
| 0.0972 | 3.0 | 2145 | 0.1576 | 0.8571 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu113
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.03505868837237358,
-0.01506554801017046,
0.004401029087603092,
0.03002479299902916,
0.024258552119135857,
0.022354083135724068,
-0.01734231598675251,
-0.008108275011181831,
-0.03113909251987934,
0.04524138942360878,
0.025289777666330338,
-0.0525873526930809,
0.008424549363553524,
0.032655611634254456,
-0.030132826417684555,
-0.030512912198901176,
-0.02747984789311886,
-0.01876807026565075,
-0.03824242949485779,
-0.013445836491882801,
0.005291670095175505,
-0.007672674022614956,
0.004428185056895018,
0.015286733396351337,
-0.006208748556673527,
-0.0027974452823400497,
-0.011217963881790638,
0.0268216785043478,
0.02662164717912674,
-0.05763009190559387,
0.0036465891171246767,
-0.056043073534965515,
-0.03715144842863083,
-0.01943874917924404,
-0.000006716156349284574,
-0.005031920969486237,
0.007048283237963915,
0.00959057454019785,
0.027718914672732353,
0.06736119836568832,
0.007746810093522072,
0.018731042742729187,
-0.02629788964986801,
-0.027013283222913742,
0.04775131866335869,
0.0010846529621630907,
-0.03770279884338379,
-0.00864279642701149,
0.03117089346051216,
-0.03296186029911041,
-0.06138015165925026,
-0.06652162969112396,
-0.02094360813498497,
0.02877653017640114,
-0.02814570628106594,
0.001172604039311409,
-0.04984137415885925,
0.010429257526993752,
0.07083136588335037,
-0.03585691377520561,
-0.043793048709630966,
0.02609368786215782,
-0.08790472149848938,
0.036200374364852905,
0.05130213499069214,
-0.02082224003970623,
0.011662443168461323,
-0.03025149181485176,
0.03679526969790459,
-0.011487243697047234,
0.08519116044044495,
-0.006210064049810171,
-0.00017380667850375175,
-0.0757543221116066,
-0.013384263031184673,
-0.013185936026275158,
0.0397995226085186,
0.05223532393574715,
-0.0267010647803545,
0.03510435298085213,
0.03920501470565796,
-0.024688219651579857,
0.040061596781015396,
-0.020817501470446587,
0.0018534325063228607,
0.024494698271155357,
-0.055583853274583817,
-0.011479083448648453,
0.027453256770968437,
0.03438883647322655,
-0.0425121933221817,
-0.04270526021718979,
-0.012781862169504166,
-0.007714737206697464,
-0.009676290675997734,
0.038558412343263626,
0.04739277437329292,
0.004886057693511248,
0.03897363319993019,
0.012888030149042606,
0.020787211135029793,
0.022368058562278748,
-0.012058505788445473,
0.0662204846739769,
-0.00131861527916044,
-0.026537222787737846,
-0.015583481639623642,
-0.01489190198481083,
-0.025979816913604736,
0.039598871022462845,
0.03546293079853058,
-0.03567913547158241,
-0.03920088708400726,
0.04343906790018082,
-0.001689144759438932,
-0.014758255332708359,
0.054883889853954315,
-0.03558255732059479,
-0.03561634570360184,
-0.0473458468914032,
0.05030348524451256,
0.020393304526805878,
0.013364425860345364,
-0.003569098887965083,
-0.051448483020067215,
-0.020667055621743202,
-0.027968352660536766,
-0.037549491971731186,
-0.0004939285572618246,
0.007659643888473511,
-0.009813481941819191,
0.044284895062446594,
0.022147471085190773,
-0.061774782836437225,
-0.009568218141794205,
0.002272465731948614,
-0.04254623502492905,
0.06774988770484924,
0.004890661686658859,
0.13266205787658691,
-0.05412112548947334,
-0.05249493569135666,
0.013346821069717407,
0.0027199494652450085,
-0.02185007371008396,
0.01991383358836174,
-0.0006849420606158674,
-0.05641908943653107,
-0.011902645230293274,
-0.004659445025026798,
0.03607885539531708,
-0.05505533516407013,
-0.02961050532758236,
0.05572040379047394,
-0.021182768046855927,
0.046366408467292786,
-0.049749791622161865,
-0.0082857022061944,
0.0099384356290102,
-0.017302509397268295,
-0.021106375381350517,
0.04837089031934738,
0.0009919973090291023,
-0.003845296101644635,
-0.0319102518260479,
-0.04716237261891365,
0.008194608613848686,
0.10097365826368332,
-0.002098641125485301,
-0.03221069276332855,
0.0054114279337227345,
0.026772132143378258,
0.029413340613245964,
0.04080846905708313,
-0.03123285621404648,
0.06747239083051682,
0.05018782615661621,
0.025946013629436493,
-0.024366019293665886,
0.040943443775177,
0.023815413936972618,
-0.03996734693646431,
-0.03989730402827263,
0.018184233456850052,
0.004400067497044802,
-0.06460634618997574,
0.02895442582666874,
0.03294987604022026,
0.020114704966545105,
-0.05375363677740097,
-0.03879716619849205,
0.050891268998384476,
-0.010548075661063194,
-0.00347101385705173,
0.0034214237239211798,
-0.020629694685339928,
-0.020540492609143257,
0.051117055118083954,
-0.012516613118350506,
0.0019782306626439095,
-0.02762041613459587,
-0.041237834841012955,
0.01442306861281395,
0.00435335049405694,
0.03929824009537697,
0.04048890620470047,
-0.026110859587788582,
0.10245628654956818,
-0.032670605927705765,
0.024227257817983627,
-0.031551167368888855,
-0.05228861793875694,
0.034314945340156555,
0.0743693858385086,
0.054307352751493454,
0.030608922243118286,
0.0025526643730700016,
-0.04564456269145012,
0.0344131700694561,
0.05476324260234833,
0.03407244011759758,
0.018427202478051186,
-0.048285793513059616,
-0.008486988954246044,
0.041285980492830276,
0.03980137035250664,
-0.053251586854457855,
-0.03113991767168045,
0.014962300658226013,
0.03566158562898636,
-0.022498009726405144,
0.03236643224954605,
-0.014610154554247856,
0.024728447198867798,
-0.056803781539201736,
-0.07791715860366821,
0.03994112089276314,
0.028454121202230453,
0.009224677458405495,
0.032995644956827164,
0.0038866919931024313,
-0.011387772858142853,
0.001588666345924139,
0.014056471176445484,
0.003206420224159956,
-0.045606497675180435,
0.012022990733385086,
0.006230743136256933,
0.05253938212990761,
-0.05206141620874405,
0.05107257515192032,
-0.012022716924548149,
0.021910740062594414,
0.0446651391685009,
-0.04626910015940666,
0.015349731780588627,
0.054218441247940063,
0.018598126247525215,
-0.028358109295368195,
0.009274075739085674,
0.016066666692495346,
0.03611733391880989,
0.049072448164224625,
0.005453163757920265,
0.05207931250333786,
-0.005114277359098196,
0.045774172991514206,
0.09530401229858398,
0.006322029512375593,
0.03164735436439514,
0.04347701743245125,
0.07074657827615738,
0.02103758230805397,
-0.0162484310567379,
0.04454437643289566,
-0.041057851165533066,
0.021469762548804283,
-0.026890050619840622,
0.016989756375551224,
-0.023440012708306313,
-0.03132401034235954,
0.04067531228065491,
0.01493443176150322,
-0.02331659570336342,
-0.025892453268170357,
-0.010378657840192318,
-0.017222749069333076,
0.03370480611920357,
-0.006076659541577101,
-0.01398543268442154,
0.006266228388994932,
0.006699934136122465,
-0.005008343141525984,
-0.05647070333361626,
-0.025690315291285515,
-0.002748802537098527,
-0.025451837107539177,
-0.029097873717546463,
-0.07655631005764008,
-0.005302077624946833,
-0.0668395459651947,
-0.034320663660764694,
0.033104442059993744,
-0.008263345807790756,
-0.0015323973493650556,
-0.045429542660713196,
0.02985285222530365,
-0.04381583631038666,
-0.02896161563694477,
-0.046697068959474564,
-0.07218018174171448,
-0.03541143983602524,
-0.08605733513832092,
0.042350977659225464,
0.0284995436668396,
0.028769738972187042,
0.007550332695245743,
0.014155155047774315,
-0.010260957293212414,
-0.03192141279578209,
0.04720422998070717,
0.06240127235651016,
-0.020301368087530136,
-0.0543302558362484,
0.026833277195692062,
-0.001727529801428318,
0.019631415605545044,
0.010698734782636166,
-0.04005422070622444,
0.09719537198543549,
0.06364763528108597,
0.005628473591059446,
0.013417784124612808,
-0.016055231913924217,
-0.057696033269166946,
-0.06307198107242584,
-0.013711286708712578,
-0.03261794522404671,
-0.02465900033712387,
-0.0393747054040432,
-0.019594920799136162,
-0.024464430287480354,
-0.02315571717917919,
0.003586873412132263,
-0.00007920248026493937,
0.012827393598854542,
0.020019814372062683,
0.03140661120414734,
0.041247423738241196,
0.02760711871087551,
-0.0439685694873333,
-0.06834036856889725,
0.05586385354399681,
0.01921193301677704,
-0.014254886656999588,
-0.07571032643318176,
-0.022579915821552277,
0.04239024221897125,
0.022227300330996513,
0.001759030856192112,
-0.007622911129146814,
0.0715491995215416,
0.0028354120440781116,
-0.0036660609766840935,
0.014860840514302254,
-0.020014198496937752,
-0.01940031349658966,
0.00000215994236896222,
0.0015327129513025284,
-0.008390933275222778,
-0.04401874169707298,
-0.009067115373909473,
-0.01035537850111723,
0.04832883179187775,
-0.05254567787051201,
-0.05204000324010849,
-0.011453441344201565,
0.014224335551261902,
0.05209429934620857,
0.011344985105097294,
-0.02826499752700329,
-0.004305505193769932,
-0.05894789099693298,
-0.0049802022986114025,
0.04089709743857384,
0.011145221069455147,
0.01505360472947359,
0.057852853089571,
0.026238957419991493,
-0.017687581479549408,
0.030214954167604446,
0.04042642563581467,
0.07912424951791763,
0.018871955573558807,
-0.05496213585138321,
0.01731841079890728,
-0.008485971949994564,
0.024097109213471413,
-0.010758889839053154,
-0.01777314767241478,
-0.03778662160038948,
-0.09379693865776062,
-0.024339163675904274,
-0.017060521990060806,
0.005682438611984253,
-0.010162556543946266,
0.031693387776613235,
-0.004123383667320013,
-0.012991678901016712,
0.018348194658756256,
0.003920230083167553,
0.06294532120227814,
-0.061938732862472534,
0.07728312164545059,
0.0009199920459650457,
0.01090520340949297,
-0.040361370891332626,
0.01541336439549923,
-0.0381188839673996,
-0.016091404482722282,
0.01649097353219986,
0.04004080966114998,
-0.003977471962571144,
0.06144585832953453,
0.07984959334135056,
0.020011920481920242,
-0.04300464317202568,
0.0368608683347702,
0.055260494351387024,
-0.03114122897386551,
-0.05144552141427994,
0.003553989576175809,
-0.01602703332901001,
-0.03303581103682518,
-0.00494614290073514,
-0.021573016420006752,
0.05106485262513161,
0.028401117771863937,
0.0018190147820860147,
0.012424292974174023,
-0.0029704307671636343,
-0.0034458949230611324,
-0.034231364727020264,
-0.04395107924938202,
-0.027816656976938248,
0.00331026129424572,
-0.027355553582310677,
-0.004536772146821022,
0.03175476938486099,
0.01693449355661869,
0.049455855041742325,
0.04417511075735092,
-0.024862099438905716,
-0.04398207738995552,
0.03054208680987358,
0.008304504677653313,
-0.014884937554597855,
-0.063636913895607,
-0.028140932321548462,
0.036987971514463425,
0.03770604729652405,
-0.016565600410103798,
-0.07249099761247635,
0.012707197107374668,
0.05099639669060707,
-0.033391229808330536,
0.04801570996642113,
-0.002981171477586031,
0.038694482296705246,
0.05682333931326866,
-0.026298128068447113,
0.053269803524017334,
-0.015535308048129082,
-0.0035212242510169744,
-0.00242613279260695,
0.021457506343722343,
-0.01403689756989479,
-0.019985834136605263,
-0.05733538791537285,
0.021731151267886162,
0.03518468141555786,
0.0426449216902256,
0.03420450538396835,
-0.03340451046824455,
-0.05518367514014244,
0.008367516100406647,
0.049489591270685196,
-0.056117914617061615,
0.007016900926828384,
0.04514343664050102,
0.025724846869707108,
-0.040667418390512466,
-0.04799404367804527,
-0.019504545256495476,
-0.019094690680503845,
0.03900211676955223,
0.006878281012177467,
-0.020875941962003708,
-0.0355093777179718,
0.04886183887720108,
-0.018003609031438828,
-0.011235174722969532,
-0.07149159908294678,
0.024919545277953148,
-0.0016368420328944921,
-0.01862133853137493,
0.06564933061599731,
0.026092922315001488,
0.02407035231590271,
0.0333900973200798,
0.03837132826447487,
0.023222599178552628,
-0.04170383885502815,
0.04027673974633217,
-0.032595209777355194,
-0.026868626475334167,
0.003262172220274806,
-0.05826937407255173,
-0.02084631286561489,
-0.02470601350069046,
-0.043610889464616776,
-0.031523220241069794,
-0.009389813058078289,
0.0021680390927940607,
0.0018367778975516558,
-0.01480825524777174,
-0.012616069987416267,
0.04476698115468025,
-0.000832307618111372,
-0.014043187722563744,
-0.027885178104043007,
-0.03293951228260994,
-0.05362756550312042,
-0.041693296283483505,
0.029987918213009834,
0.01577281579375267,
0.04052082449197769,
0.019957367330789566,
0.005067581310868263,
0.014923326671123505,
0.008073990233242512,
-0.032262567430734634,
0.028465617448091507,
-0.008708931505680084,
-0.01587439328432083,
-0.02790306881070137,
0.026524515822529793,
0.01692369021475315,
0.03737544268369675,
-0.039358772337436676,
0.050905149430036545,
0.007469500415027142,
-0.007551664020866156,
-0.004419159609824419,
-0.0030388261657208204,
0.012957111932337284,
-0.0645211935043335,
-0.0469089150428772,
0.011898821219801903,
-0.02871481142938137,
0.023693768307566643,
-0.042941078543663025,
-0.009939592331647873,
0.007563235238194466,
0.01406454760581255,
0.03407556191086769,
-0.0029320060275495052,
-0.007708354387432337,
0.01553751714527607,
-0.02958402782678604,
0.02885466441512108,
-0.05821934714913368,
0.061166319996118546,
-0.02849610336124897,
-0.003399999113753438,
-0.02931421808898449,
0.005786824505776167,
-0.043843355029821396,
0.038173701614141464,
-0.00886054802685976,
-0.029435381293296814,
-0.009391232393682003,
0.06495283544063568,
-0.027912314981222153,
0.007710377685725689,
-0.005497446283698082,
0.02409358136355877,
-0.03818803280591965,
0.08892638981342316,
-0.024510497227311134,
0.00106508017051965,
-0.029083343222737312,
0.04156969487667084,
-0.03937312960624695,
0.01211372297257185,
-0.008018329739570618,
-0.03474225848913193,
0.0347609668970108,
0.05967162922024727,
0.05563541501760483,
0.002898887963965535,
-0.023214401677250862,
0.0008757210453040898,
0.026923710480332375,
-0.04430742561817169,
-0.017908187583088875,
-0.005610689055174589,
-0.003002310171723366,
-0.0165800079703331,
0.04904550686478615,
0.047921422868967056,
-0.03874693438410759,
-0.06567449122667313,
0.062309328466653824,
0.001660122536122799,
0.011255809105932713,
0.007181707303971052,
0.04802435636520386,
0.025468876585364342,
0.05199088528752327,
-0.023705722764134407,
0.0009430510690435767,
-0.012728977017104626,
-0.03791365027427673,
0.044692207127809525,
-0.007582345977425575,
0.03735526278614998,
0.02013707533478737,
-0.05198831111192703,
-0.005713861435651779,
0.07430398464202881,
0.024945158511400223,
0.02720007300376892,
-0.00925174355506897,
-0.04349885135889053,
0.030121127143502235,
0.014959320425987244,
-0.06455114483833313,
0.014985254965722561,
0.016677191480994225,
-0.011186125688254833,
0.05365249142050743,
-0.014001620002090931,
0.006596662569791079,
0.05701510235667229,
0.0429912731051445,
-0.011765391565859318,
0.06951514631509781,
-0.012718548998236656,
0.030031850561499596,
0.037107210606336594,
-0.07602439075708389,
-0.00844146404415369,
-0.02394486591219902,
0.07808227837085724,
-0.06245245411992073,
0.03367191553115845,
0.060502633452415466,
0.00504617765545845,
0.005127589218318462,
-0.03146429359912872,
-0.04660327360033989,
0.0049521527253091335,
-0.03488274663686752,
0.06980450451374054,
0.01584358513355255,
-0.06558141112327576,
0.056178342550992966,
0.011342247948050499,
-0.06578318774700165,
0.0677226260304451,
0.025830142199993134,
0.0338677354156971,
0.0201185904443264,
0.02333516627550125,
-0.05661964789032936,
0.03349502757191658,
-0.044106580317020416,
0.03497929498553276,
-0.04433079808950424,
-0.013137244619429111,
0.04070581495761871,
-0.03335203602910042,
-0.03008267469704151,
0.040772695094347,
-0.0013346298364922404,
0.0070612384006381035,
0.05288984626531601,
-0.0299701988697052,
-0.04438761994242668,
0.01094801165163517,
0.0029421932995319366,
-0.018253006041049957,
-0.0013718103291466832,
-0.042185764759778976,
0.0071738045662641525,
0.03022974357008934,
0.01799645461142063,
-0.0122090307995677,
-0.02552909217774868,
0.03310445696115494,
-0.07102442532777786,
-0.051153574138879776,
0.026254089549183846,
-0.003432498313486576,
-0.0076067084446549416,
0.024061381816864014,
0.012085341848433018,
0.021382154896855354,
0.021880879998207092,
0.0009778396924957633,
0.025180622935295105,
-0.051818668842315674,
-0.03119179792702198,
0.026174698024988174,
0.0002602171734906733,
0.0452413335442543,
-0.0020204796455800533,
0.03839460015296936,
0.02201474830508232,
0.026959586888551712,
-0.004645399749279022,
-0.027408745139837265,
-0.039444372057914734,
0.03872057795524597,
-0.0019730066414922476,
-0.01126397680491209,
0.000017669577573542483,
-0.04075352102518082,
-0.05552339926362038,
-0.013791529461741447,
-0.0453476719558239,
0.014102558605372906,
-0.04817350581288338,
-0.002583524212241173,
0.04784909635782242,
-0.01913198083639145,
-0.056706637144088745,
-0.09385588020086288,
-0.02876010350883007,
-0.020969172939658165,
-0.011485647410154343,
0.029859382659196854,
-0.03697547689080238,
0.02229199931025505,
-0.04625886678695679,
-0.0465504452586174,
0.0587863065302372,
0.017011085525155067,
-0.03938847780227661,
0.0500410795211792,
0.04229867085814476,
-0.039749592542648315,
0.016941716894507408,
0.030011218041181564,
-0.037340451031923294,
0.00959270354360342,
0.004445346537977457,
0.004911796655505896,
0.051949393004179,
-0.004600002896040678,
-0.0615566112101078,
-0.04181870445609093,
-0.06664581596851349,
-0.04243285581469536,
-0.05316072702407837,
0.010869866237044334,
0.08327902108430862
] |
Davlan/bert-base-multilingual-cased-finetuned-swahili | [
"pytorch",
"tf",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 67 | 2022-02-16T13:27:51Z | ---
license: mit
tags:
- generated_from_trainer
datasets:
- xtreme
metrics:
- f1
model-index:
- name: xlm-roberta-base-finetuned-panx-de
results:
- task:
name: Token Classification
type: token-classification
dataset:
name: xtreme
type: xtreme
args: PAN-X.de
metrics:
- name: F1
type: f1
value: 0.862053266560437
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# xlm-roberta-base-finetuned-panx-de
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the xtreme dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1354
- F1: 0.8621
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 24
- eval_batch_size: 24
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 0.254 | 1.0 | 525 | 0.1652 | 0.8254 |
| 0.1293 | 2.0 | 1050 | 0.1431 | 0.8489 |
| 0.0797 | 3.0 | 1575 | 0.1354 | 0.8621 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu113
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.02384789288043976,
-0.003627095138654113,
0.006927278824150562,
0.02063770219683647,
0.029676267877221107,
0.0261820238083601,
-0.02389659360051155,
-0.009780118241906166,
-0.02441135048866272,
0.0492609404027462,
0.021505726501345634,
-0.0455138273537159,
0.009674937464296818,
0.04033837467432022,
-0.036506328731775284,
-0.03865721821784973,
-0.023478370159864426,
-0.008035536855459213,
-0.04157702252268791,
-0.0030124725308269262,
-0.0060510956682264805,
-0.005097212735563517,
0.005523558706045151,
0.023736361414194107,
-0.0012188444379717112,
-0.0031706795562058687,
-0.016236402094364166,
0.02891412004828453,
0.034393999725580215,
-0.0483742319047451,
0.0019244082504883409,
-0.03703658655285835,
-0.037449754774570465,
-0.018442364409565926,
0.011581852100789547,
-0.0020259469747543335,
0.019194811582565308,
0.0030411239713430405,
0.03015114925801754,
0.059165190905332565,
0.013842038810253143,
0.022340834140777588,
-0.02928246185183525,
-0.05073496699333191,
0.027378620579838753,
-0.019430823624134064,
-0.03690793365240097,
-0.017147623002529144,
0.03398355469107628,
-0.041481878608465195,
-0.055931366980075836,
-0.06881238520145416,
-0.015877362340688705,
0.035378556698560715,
-0.02671157568693161,
0.0002980640565510839,
-0.04328642040491104,
0.010006209835410118,
0.06898343563079834,
-0.03750685974955559,
-0.047674987465143204,
0.011467481963336468,
-0.07907677441835403,
0.03062501735985279,
0.04208703711628914,
-0.026887603104114532,
0.007929006591439247,
-0.031233349815011024,
0.041505370289087296,
-0.00687432661652565,
0.0794810950756073,
-0.012907546013593674,
-0.0004628001479431987,
-0.0667295828461647,
-0.023137008771300316,
-0.03079250268638134,
0.03685096651315689,
0.055203113704919815,
-0.030997831374406815,
0.03911608085036278,
0.04715905711054802,
-0.013364886865019798,
0.047768402844667435,
-0.020610056817531586,
0.0046815951354801655,
0.02606790140271187,
-0.04527267813682556,
0.008320730179548264,
0.02928355522453785,
0.023170290514826775,
-0.041088905185461044,
-0.03852488473057747,
-0.01881503127515316,
-0.007129533216357231,
-0.017757007852196693,
0.048584286123514175,
0.05064191669225693,
0.012389613315463066,
0.03356318175792694,
0.0114351287484169,
0.02223232015967369,
0.022271685302257538,
-0.014749006368219852,
0.07040293514728546,
-0.009654262103140354,
-0.0287824384868145,
-0.023856833577156067,
-0.015541646629571915,
-0.013944132253527641,
0.04084068164229393,
0.024252843111753464,
-0.048437170684337616,
-0.04312174767255783,
0.02667601779103279,
0.0046823169104754925,
-0.003503296757116914,
0.05362452194094658,
-0.02598114125430584,
-0.036714907735586166,
-0.05045111104846001,
0.045300908386707306,
0.016594190150499344,
0.017989100888371468,
0.0047627720050513744,
-0.05416182801127434,
-0.018608659505844116,
-0.036870021373033524,
-0.03877376392483711,
0.02049953304231167,
0.01324626337736845,
-0.016194812953472137,
0.04279005527496338,
0.02281106263399124,
-0.07350736111402512,
0.0008576710824854672,
0.0007174795027822256,
-0.04164956137537956,
0.07024391740560532,
0.002774887252599001,
0.1252492368221283,
-0.03309974446892738,
-0.06122855469584465,
0.009335270151495934,
-0.004375035874545574,
-0.013068269938230515,
0.015200735069811344,
0.011117497459053993,
-0.04721342772245407,
-0.008745514787733555,
0.00231163646094501,
0.025809219107031822,
-0.0575675405561924,
-0.02086186408996582,
0.06796766817569733,
-0.013570543378591537,
0.03666095435619354,
-0.04146157205104828,
-0.02168961986899376,
0.008359554223716259,
-0.018507428467273712,
-0.025295143947005272,
0.055583663284778595,
-0.015197533182799816,
-0.00327587453648448,
-0.030761107802391052,
-0.044410590082407,
0.007121763192117214,
0.1146945133805275,
-0.007616491988301277,
-0.02350110001862049,
-0.012902110815048218,
0.02724786289036274,
0.03637343645095825,
0.026302756741642952,
-0.0351557657122612,
0.0509653240442276,
0.05619591474533081,
0.03704846650362015,
-0.02913644351065159,
0.03100212849676609,
0.0014384720707312226,
-0.03314776346087456,
-0.046998560428619385,
0.02102000080049038,
0.01820918545126915,
-0.047497354447841644,
0.02218867652118206,
0.030585361644625664,
0.020936042070388794,
-0.04780561104416847,
-0.03834350407123566,
0.05696561932563782,
-0.02984251081943512,
0.001003299024887383,
0.009798092767596245,
-0.0245484858751297,
-0.02237914875149727,
0.05470248684287071,
0.005363765638321638,
-0.004852787125855684,
-0.017589161172509193,
-0.03630172461271286,
0.023633314296603203,
0.023610107600688934,
0.037942931056022644,
0.05509420111775398,
-0.02483537048101425,
0.09611649811267853,
-0.026914851740002632,
0.023910144343972206,
-0.03404517471790314,
-0.0652630478143692,
0.01635725051164627,
0.06560343503952026,
0.05829638987779617,
0.029548274353146553,
-0.010778208263218403,
-0.045354291796684265,
0.026445422321558,
0.0647667720913887,
0.03504514321684837,
0.0085957832634449,
-0.046526286751031876,
-0.010238067246973515,
0.05134255066514015,
0.02951747179031372,
-0.05368968844413757,
-0.03579530119895935,
0.02644941583275795,
0.040717508643865585,
-0.0037954619619995356,
0.03241568058729172,
-0.013203054666519165,
0.0196136012673378,
-0.0633634403347969,
-0.08052298426628113,
0.044555746018886566,
0.021888000890612602,
0.000660079880617559,
0.030301304534077644,
-0.002843627240508795,
-0.011967157013714314,
-0.006774275563657284,
0.012957828119397163,
0.005714014172554016,
-0.029779944568872452,
0.02031184360384941,
-0.005402552895247936,
0.055428385734558105,
-0.05153071507811546,
0.04667714610695839,
-0.00330470222979784,
0.018815847113728523,
0.045905277132987976,
-0.04382622241973877,
0.017285896465182304,
0.05142607539892197,
0.016221003606915474,
-0.03804359585046768,
0.010125631466507912,
0.02724270150065422,
0.027310410514473915,
0.032545022666454315,
-0.003400141606107354,
0.05002238228917122,
0.007107472978532314,
0.041656237095594406,
0.07707835733890533,
0.0012493249960243702,
0.024535201489925385,
0.04125062748789787,
0.06557278335094452,
0.0403011329472065,
-0.02596469223499298,
0.048401519656181335,
-0.05350615456700325,
0.025125334039330482,
-0.029230592772364616,
0.024204762652516365,
-0.01866741105914116,
-0.030220549553632736,
0.049937471747398376,
0.018775273114442825,
-0.021183334290981293,
-0.023217463865876198,
-0.014723353087902069,
-0.01755787990987301,
0.043774060904979706,
-0.01381593942642212,
-0.014104863628745079,
0.0011651815148070455,
-0.013639545068144798,
-0.009511136449873447,
-0.06413455307483673,
-0.024433134123682976,
0.0014123758301138878,
-0.02797986939549446,
-0.02220981754362583,
-0.08616452664136887,
-0.005301991943269968,
-0.06494946777820587,
-0.030532656237483025,
0.03789469599723816,
-0.011199005879461765,
0.004484060686081648,
-0.04072695970535278,
0.03240836411714554,
-0.05254727974534035,
-0.03657553717494011,
-0.045449577271938324,
-0.06524507701396942,
-0.05371036380529404,
-0.08159486204385757,
0.04860030114650726,
0.029415786266326904,
0.023677945137023926,
0.028969308361411095,
0.009952574037015438,
-0.0047481064684689045,
-0.036814332008361816,
0.049638282507658005,
0.06575701385736465,
-0.025338687002658844,
-0.06213619187474251,
0.014525349251925945,
-0.0026208674535155296,
0.016045479103922844,
0.005353827029466629,
-0.026056092232465744,
0.10048574954271317,
0.05787504464387894,
0.00706834439188242,
0.011207017116248608,
-0.009297671727836132,
-0.052922435104846954,
-0.061955228447914124,
-0.011859409511089325,
-0.017376862466335297,
-0.03353291004896164,
-0.03926178812980652,
-0.023745469748973846,
-0.012688162736594677,
-0.019962415099143982,
0.01815008372068405,
-0.009532924741506577,
0.015566985122859478,
0.029993601143360138,
0.020406603813171387,
0.03650439903140068,
0.013414843939244747,
-0.03354763612151146,
-0.0639055073261261,
0.047372400760650635,
0.02138916589319706,
-0.019185885787010193,
-0.08217399567365646,
-0.032622531056404114,
0.033956512808799744,
0.006538467947393656,
0.005097894463688135,
-0.0022932314313948154,
0.0744534507393837,
0.01296261791139841,
-0.0071690380573272705,
0.011933576315641403,
-0.023045210167765617,
-0.02455902472138405,
-0.004681222606450319,
0.003548620268702507,
-0.00405856454744935,
-0.03689027577638626,
-0.012303258292376995,
-0.010565593838691711,
0.04945507273077965,
-0.03584078699350357,
-0.038154784590005875,
-0.01110165286809206,
0.027918092906475067,
0.061429694294929504,
0.01310868188738823,
-0.03011924959719181,
-0.019750941544771194,
-0.055959369987249374,
-0.02845080755650997,
0.044353459030389786,
0.00790924858301878,
0.005055846646428108,
0.05615130066871643,
0.024190710857510567,
-0.01591804064810276,
0.038244761526584625,
0.03262545168399811,
0.06680717319250107,
0.015888873487710953,
-0.034178026020526886,
0.01143200695514679,
-0.019105002284049988,
0.02604851685464382,
-0.014895199798047543,
-0.023430755361914635,
-0.03215666487812996,
-0.101253442466259,
-0.016099384054541588,
-0.005955422762781382,
-0.0002542721922509372,
-0.008642553351819515,
0.02556021884083748,
0.009826342575252056,
-0.006677266210317612,
0.012268123216927052,
0.011511360295116901,
0.047397468239068985,
-0.04704948142170906,
0.07946673780679703,
0.007597258314490318,
0.0006785350269638002,
-0.045912113040685654,
0.009385652840137482,
-0.036976590752601624,
-0.0225275419652462,
0.02085299976170063,
0.04933156445622444,
-0.014430352486670017,
0.046769820153713226,
0.0970895066857338,
0.027280164882540703,
-0.04478221759200096,
0.028033103793859482,
0.05704370513558388,
-0.044867075979709625,
-0.04423629119992256,
-0.0011844222899526358,
-0.01778799295425415,
-0.026498980820178986,
-0.017068002372980118,
-0.026164095848798752,
0.044283315539360046,
0.032227445393800735,
0.003613763954490423,
0.0021803565323352814,
0.00877896137535572,
-0.016779787838459015,
-0.03339359909296036,
-0.05508371815085411,
-0.031962547451257706,
0.02209845744073391,
-0.04473396763205528,
-0.0015995054272934794,
0.03177319094538689,
0.024581771343946457,
0.043068308383226395,
0.036658454686403275,
-0.027854740619659424,
-0.052528880536556244,
0.02391727641224861,
0.0043490296229720116,
-0.015502119436860085,
-0.05677247419953346,
-0.04366067051887512,
0.045875370502471924,
0.03649020940065384,
0.0004951866576448083,
-0.07023017853498459,
0.027673346921801567,
0.06007186695933342,
-0.034630369395017624,
0.05693088099360466,
-0.006586072966456413,
0.04963426664471626,
0.05153913423418999,
-0.01549987681210041,
0.050595641136169434,
-0.020881012082099915,
-0.012557096779346466,
0.01694091595709324,
0.02978907711803913,
-0.010951208882033825,
-0.02183380164206028,
-0.040106549859046936,
0.0181135181337595,
0.03573838248848915,
0.05351635813713074,
0.03736650571227074,
-0.04412664845585823,
-0.04027269035577774,
0.01711888425052166,
0.05516597256064415,
-0.04723070561885834,
0.002574913203716278,
0.04704980552196503,
0.021828586235642433,
-0.03960118815302849,
-0.046642743051052094,
-0.03543415665626526,
-0.018823666498064995,
0.03860216215252876,
-0.004719143733382225,
-0.02584618702530861,
-0.048843398690223694,
0.034174494445323944,
-0.012682822532951832,
-0.016054904088377953,
-0.080190010368824,
0.03190547227859497,
0.007675693836063147,
-0.005494374781847,
0.05912286415696144,
0.027832958847284317,
0.029586544260382652,
0.04949285462498665,
0.03161648288369179,
0.0031436895951628685,
-0.04424098879098892,
0.04128348082304001,
-0.041512925177812576,
-0.02125738002359867,
-0.0025251226034015417,
-0.047001127153635025,
-0.016982896253466606,
-0.01991903968155384,
-0.04936746880412102,
-0.03957362845540047,
-0.014866740442812443,
0.014931508339941502,
0.005873334128409624,
-0.010204797610640526,
0.0030287951231002808,
0.044573891907930374,
-0.005823100917041302,
-0.023154832422733307,
-0.0267849862575531,
-0.03517141565680504,
-0.05111752822995186,
-0.037835776805877686,
0.03563893958926201,
0.011609513312578201,
0.03516918420791626,
0.02115033194422722,
0.02168157324194908,
0.015903230756521225,
-0.0010296243708580732,
-0.022519787773489952,
0.026143021881580353,
-0.009386040270328522,
-0.01767813414335251,
-0.028739526867866516,
0.029647860676050186,
0.011915375478565693,
0.036243122071027756,
-0.047201260924339294,
0.06074893847107887,
0.02660098671913147,
-0.01174767967313528,
-0.005331830587238073,
-0.002902756677940488,
0.015033976174890995,
-0.0647493451833725,
-0.05256984382867813,
0.005755400750786066,
-0.032588712871074677,
0.017860684543848038,
-0.06022225320339203,
-0.005637202877551317,
-0.0026428624987602234,
0.009048433974385262,
0.026813112199306488,
0.011627540923655033,
-0.0006788657046854496,
0.014614662155508995,
-0.022342083975672722,
0.028594357892870903,
-0.04366842284798622,
0.06834359467029572,
-0.02395259030163288,
-0.004329470917582512,
-0.021730348467826843,
-0.0033598041627556086,
-0.05100027099251747,
0.04297317564487457,
-0.009998930618166924,
-0.025151019915938377,
-0.004796930123120546,
0.05469302088022232,
-0.025527970865368843,
-0.0004506702534854412,
-0.004083383362740278,
0.022346967831254005,
-0.04319092631340027,
0.09408310800790787,
-0.018908366560935974,
0.007500863168388605,
-0.013302499428391457,
0.050704289227724075,
-0.037437472492456436,
0.01974230632185936,
0.002636029850691557,
-0.02976897358894348,
0.03360295668244362,
0.06437162309885025,
0.05527281016111374,
0.015261447988450527,
-0.03296075016260147,
-0.006049609277397394,
0.03616153076291084,
-0.027668677270412445,
-0.01949421875178814,
-0.009911221452057362,
0.0012489116052165627,
-0.017098290845751762,
0.04482478275895119,
0.04705040901899338,
-0.04403121396899223,
-0.08272376656532288,
0.06971614062786102,
0.007244650274515152,
0.015427427366375923,
-0.003083965042605996,
0.047063764184713364,
0.013440161943435669,
0.03297965228557587,
-0.03204870596528053,
-0.012983111664652824,
-0.018333669751882553,
-0.03762806951999664,
0.04067225754261017,
-0.0063933273777365685,
0.027014484629034996,
0.003351865103468299,
-0.06258042901754379,
-0.015735095366835594,
0.05806077644228935,
0.026582174003124237,
0.03232939913868904,
-0.02042323723435402,
-0.0479901097714901,
0.03498051315546036,
0.014015324413776398,
-0.057365432381629944,
0.00661337748169899,
0.014361122623085976,
-0.02446042187511921,
0.061042748391628265,
-0.017722653225064278,
-0.00040294448263011873,
0.05422535538673401,
0.03922881558537483,
-0.009156021289527416,
0.041594233363866806,
0.00035678542917594314,
0.019807685166597366,
0.044286731630563736,
-0.07503265142440796,
-0.008604109287261963,
-0.030405214056372643,
0.08061449229717255,
-0.07076863199472427,
0.04783684387803078,
0.05119671672582626,
-0.011153195984661579,
0.008243371732532978,
-0.026610389351844788,
-0.05301835015416145,
0.0002776973706204444,
-0.035927560180425644,
0.05427663028240204,
0.016473662108182907,
-0.06574812531471252,
0.05173312500119209,
0.01634911447763443,
-0.0678805410861969,
0.06879986077547073,
0.029729878529906273,
0.029110092669725418,
0.03395461663603783,
0.03198835253715515,
-0.039635151624679565,
0.04089260846376419,
-0.06251967698335648,
0.036455485969781876,
-0.03618941828608513,
-0.019919393584132195,
0.03445803001523018,
-0.013365499675273895,
-0.02474050596356392,
0.04161657765507698,
-0.01146924402564764,
-0.010232438333332539,
0.05982353910803795,
-0.03571637347340584,
-0.04789186641573906,
0.010471408255398273,
-0.00927446223795414,
-0.028758827596902847,
0.009098120033740997,
-0.043572355061769485,
0.012773812748491764,
0.02726629562675953,
0.019441507756710052,
-0.0018090398516505957,
-0.023205673322081566,
0.0527254156768322,
-0.06931564211845398,
-0.04941622540354729,
0.030123809352517128,
-0.0003113732091151178,
-0.014627626165747643,
0.025039708241820335,
-0.0007834110874682665,
0.0038901998195797205,
0.013852117583155632,
0.012572518549859524,
0.012293108738958836,
-0.04029027372598648,
-0.034378089010715485,
0.018139377236366272,
0.0023716690484434366,
0.04033106565475464,
-0.00483371177688241,
0.041608914732933044,
0.030369406566023827,
0.029155656695365906,
-0.017756113782525063,
-0.021805353462696075,
-0.03022492676973343,
0.05485124513506889,
-0.009037134237587452,
-0.015028363093733788,
-0.026290295645594597,
-0.05267907679080963,
-0.05124437436461449,
-0.017138494178652763,
-0.036161359399557114,
0.01411203108727932,
-0.038665998727083206,
0.004803517833352089,
0.0507713221013546,
-0.00873178243637085,
-0.05142564699053764,
-0.08577539026737213,
-0.026872828602790833,
-0.01855311542749405,
-0.02020087279379368,
0.022640852257609367,
-0.028544139117002487,
0.03002665378153324,
-0.04958290606737137,
-0.05146826058626175,
0.04485611990094185,
0.013481792993843555,
-0.037458084523677826,
0.0591360405087471,
0.03073454089462757,
-0.03440437465906143,
-0.003257242264226079,
0.02607651986181736,
-0.0361853688955307,
0.011124937795102596,
0.006465241778641939,
-0.004392457660287619,
0.05404850095510483,
0.0053404695354402065,
-0.04900173842906952,
-0.046031735837459564,
-0.05518998205661774,
-0.047872234135866165,
-0.06165983900427818,
-0.006589470896869898,
0.08270065486431122
] |
Davlan/bert-base-multilingual-cased-finetuned-wolof | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 4 | null | ---
license: mit
tags:
- generated_from_trainer
datasets:
- xtreme
metrics:
- f1
model-index:
- name: xlm-roberta-base-finetuned-panx-en
results:
- task:
name: Token Classification
type: token-classification
dataset:
name: xtreme
type: xtreme
args: PAN-X.en
metrics:
- name: F1
type: f1
value: 0.6807563959955506
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# xlm-roberta-base-finetuned-panx-en
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the xtreme dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3856
- F1: 0.6808
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 24
- eval_batch_size: 24
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 1.1038 | 1.0 | 50 | 0.5255 | 0.5331 |
| 0.4922 | 2.0 | 100 | 0.4377 | 0.6379 |
| 0.3664 | 3.0 | 150 | 0.3856 | 0.6808 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu113
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.024705924093723297,
-0.002765388460829854,
0.007171137724071741,
0.022384319454431534,
0.02967272885143757,
0.023584658280014992,
-0.022626034915447235,
-0.011838335543870926,
-0.02332363836467266,
0.047431498765945435,
0.01903039962053299,
-0.04710523411631584,
0.01554899662733078,
0.03806338086724281,
-0.032504692673683167,
-0.03508126735687256,
-0.02672414481639862,
-0.008269873447716236,
-0.046112775802612305,
-0.003321937518194318,
-0.00891243014484644,
-0.0021463145967572927,
0.003899023635312915,
0.025019068270921707,
-0.001990480115637183,
-0.0030768131837248802,
-0.014469454996287823,
0.02388831414282322,
0.03159526735544205,
-0.04810461774468422,
0.00225869775749743,
-0.04057391732931137,
-0.0337330624461174,
-0.020058128982782364,
0.012057609856128693,
-0.000623484083916992,
0.022054865956306458,
0.002772716572508216,
0.03276924788951874,
0.0592886321246624,
0.010937795974314213,
0.020792068913578987,
-0.026560518890619278,
-0.051421504467725754,
0.023575060069561005,
-0.021003438159823418,
-0.03300994634628296,
-0.012768763117492199,
0.0330941341817379,
-0.041941042989492416,
-0.053769566118717194,
-0.0666668489575386,
-0.01950862631201744,
0.03431742265820503,
-0.02692420221865177,
-0.0010538148926571012,
-0.040456607937812805,
0.005896941293030977,
0.07128195464611053,
-0.03741208091378212,
-0.048862915486097336,
0.009150305762887001,
-0.08027616888284683,
0.030266154557466507,
0.04132174700498581,
-0.02334713004529476,
0.007271020673215389,
-0.034406837075948715,
0.04385112226009369,
-0.005572452675551176,
0.081209696829319,
-0.012560206465423107,
-0.0015665730461478233,
-0.06902731209993362,
-0.026311570778489113,
-0.027989601716399193,
0.03595484793186188,
0.05495370179414749,
-0.0295860655605793,
0.03509576618671417,
0.04702523350715637,
-0.018536092713475227,
0.04359342157840729,
-0.017628248780965805,
0.00890007708221674,
0.022313455119729042,
-0.04659406840801239,
0.00583063205704093,
0.02505582384765148,
0.025562018156051636,
-0.04268500581383705,
-0.037169404327869415,
-0.017603684216737747,
-0.000677773030474782,
-0.016891861334443092,
0.045839399099349976,
0.054610468447208405,
0.015093705616891384,
0.03769402205944061,
0.01055621076375246,
0.021221470087766647,
0.020797379314899445,
-0.016918880864977837,
0.06961112469434738,
-0.011961576528847218,
-0.024223892018198967,
-0.02532408945262432,
-0.018354954198002815,
-0.012270480394363403,
0.041148506104946136,
0.03085726499557495,
-0.0486161969602108,
-0.042305827140808105,
0.029318902641534805,
0.004857145715504885,
-0.009028995409607887,
0.05224071443080902,
-0.02436692826449871,
-0.040358785539865494,
-0.051740970462560654,
0.043174345046281815,
0.01670285128057003,
0.020303094759583473,
0.004294652491807938,
-0.05184289440512657,
-0.019974566996097565,
-0.033265821635723114,
-0.03880172222852707,
0.02062268741428852,
0.014342978596687317,
-0.017521671950817108,
0.03878321126103401,
0.01699870452284813,
-0.07629689574241638,
-0.00201400276273489,
0.00243051303550601,
-0.04244997352361679,
0.07332351058721542,
0.003368720645084977,
0.12059689313173294,
-0.03316282108426094,
-0.06184382364153862,
0.006854033097624779,
-0.0006938355509191751,
-0.010736348107457161,
0.016361363232135773,
0.00859958678483963,
-0.04780702665448189,
-0.009027566760778427,
0.001996972132474184,
0.026649124920368195,
-0.055149395018815994,
-0.022245241329073906,
0.0683748796582222,
-0.014098722487688065,
0.03836844488978386,
-0.04250427708029747,
-0.023007113486528397,
0.009951059706509113,
-0.019573671743273735,
-0.017956549301743507,
0.05607188865542412,
-0.016662858426570892,
-0.0058025396429002285,
-0.030258430168032646,
-0.04191134497523308,
0.010118001140654087,
0.11111529171466827,
-0.006803691387176514,
-0.021787365898489952,
-0.011206801049411297,
0.0288604237139225,
0.03825732320547104,
0.020874353125691414,
-0.037092119455337524,
0.05075986683368683,
0.054839570075273514,
0.031007684767246246,
-0.029406530782580376,
0.03071701154112816,
0.004682507831603289,
-0.034899935126304626,
-0.04287799447774887,
0.021774254739284515,
0.017768800258636475,
-0.043206945061683655,
0.022758079692721367,
0.029306747019290924,
0.02099265158176422,
-0.04852255433797836,
-0.038848984986543655,
0.06090041249990463,
-0.028582124039530754,
0.0006377314566634595,
0.009606976993381977,
-0.021873341873288155,
-0.02396322228014469,
0.0538795068860054,
0.005125123541802168,
-0.003031032858416438,
-0.017614221200346947,
-0.03605133295059204,
0.021689923480153084,
0.02759229764342308,
0.035526640713214874,
0.05912255123257637,
-0.026443487033247948,
0.094704769551754,
-0.026064788922667503,
0.02734403684735298,
-0.0355074368417263,
-0.06474913656711578,
0.020564503967761993,
0.0663977563381195,
0.05376758426427841,
0.03014073707163334,
-0.00852396059781313,
-0.04228183999657631,
0.028763743117451668,
0.06614281982183456,
0.03980552777647972,
0.01086744386702776,
-0.04634056240320206,
-0.007508577313274145,
0.04893752932548523,
0.029293842613697052,
-0.05543249100446701,
-0.037797678261995316,
0.028433024883270264,
0.040835149586200714,
-0.008417237550020218,
0.034654129296541214,
-0.011159034445881844,
0.024511927738785744,
-0.06641858071088791,
-0.08372996747493744,
0.04003416746854782,
0.022780906409025192,
0.004669133108109236,
0.026449663564562798,
-0.0016173433978110552,
-0.009166525676846504,
-0.003042067401111126,
0.016313839703798294,
0.001537744072265923,
-0.029314734041690826,
0.020011844113469124,
-0.005927781108766794,
0.056765805929899216,
-0.05084545537829399,
0.04703694209456444,
-0.002622311469167471,
0.021141935139894485,
0.05067640542984009,
-0.04304977133870125,
0.01523544080555439,
0.04726835712790489,
0.01715352013707161,
-0.03721986338496208,
0.0064010838977992535,
0.027238545939326286,
0.025151465088129044,
0.03562958538532257,
-0.000805766845587641,
0.04710332304239273,
0.00556264678016305,
0.041273459792137146,
0.07821395993232727,
-0.0015795964282006025,
0.0281817726790905,
0.0423373244702816,
0.06763225793838501,
0.040355972945690155,
-0.021660055965185165,
0.052172593772411346,
-0.04883624613285065,
0.023897632956504822,
-0.028147611767053604,
0.02568723075091839,
-0.018931634724140167,
-0.031387556344270706,
0.05337967351078987,
0.020331766456365585,
-0.020162148401141167,
-0.025644931942224503,
-0.014960157684981823,
-0.01726563833653927,
0.041161391884088516,
-0.01453564502298832,
-0.016773095354437828,
0.0003514955460559577,
-0.014278661459684372,
-0.010757146403193474,
-0.06285981833934784,
-0.025662079453468323,
0.00546305114403367,
-0.026789069175720215,
-0.023204348981380463,
-0.08584732562303543,
-0.005166278686374426,
-0.06342766433954239,
-0.03122897632420063,
0.03891289234161377,
-0.00944541860371828,
0.007143864873796701,
-0.04345134645700455,
0.027153385803103447,
-0.054704584181308746,
-0.03249393031001091,
-0.040349915623664856,
-0.066839799284935,
-0.04619607329368591,
-0.08091198652982712,
0.047764912247657776,
0.031809624284505844,
0.022825997322797775,
0.029637178406119347,
0.008202941156923771,
-0.00043403415475040674,
-0.03780069202184677,
0.04899585619568825,
0.06528044492006302,
-0.025745637714862823,
-0.06459996849298477,
0.015559662133455276,
-0.0005287735257297754,
0.018653610721230507,
0.004896382801234722,
-0.02141515165567398,
0.10177120566368103,
0.06086594611406326,
0.010659962892532349,
0.011589011177420616,
-0.010437939316034317,
-0.053118642419576645,
-0.06073706969618797,
-0.011599108576774597,
-0.020881028845906258,
-0.037094857543706894,
-0.0406775139272213,
-0.027196837589144707,
-0.0069512780755758286,
-0.018206283450126648,
0.016654402017593384,
-0.007787828799337149,
0.01509997807443142,
0.03469114378094673,
0.021075036376714706,
0.03908240795135498,
0.013797302730381489,
-0.034076251089572906,
-0.060423169285058975,
0.04930396378040314,
0.01927754282951355,
-0.017206130549311638,
-0.08274515718221664,
-0.032181862741708755,
0.034662604331970215,
0.009045151062309742,
0.003926760982722044,
-0.0007781142485328019,
0.07124065607786179,
0.013228830881416798,
-0.009485824964940548,
0.015325834974646568,
-0.025571394711732864,
-0.02467775158584118,
-0.008129497990012169,
0.0012942784233018756,
-0.002328400732949376,
-0.03422210365533829,
-0.009677917696535587,
-0.016888102516531944,
0.04865366220474243,
-0.03404509648680687,
-0.03954435884952545,
-0.008587151765823364,
0.02771580033004284,
0.054618701338768005,
0.009664228186011314,
-0.02907567098736763,
-0.019200650975108147,
-0.05923425778746605,
-0.02833113633096218,
0.04378540441393852,
0.0072509488090872765,
0.0031548081897199154,
0.061448194086551666,
0.024030104279518127,
-0.01623413898050785,
0.04360540956258774,
0.0307652298361063,
0.07005633413791656,
0.016557950526475906,
-0.036514874547719955,
0.012187241576611996,
-0.016724063083529472,
0.026684274896979332,
-0.011378338560461998,
-0.020820267498493195,
-0.033236172050237656,
-0.10276294499635696,
-0.013535300269722939,
-0.0073383040726184845,
0.002167920581996441,
-0.01255420409142971,
0.023827774450182915,
0.009797271341085434,
-0.007130764424800873,
0.01074935495853424,
0.01087600365281105,
0.0493348129093647,
-0.052570685744285583,
0.08055446296930313,
0.009476943872869015,
0.004756878595799208,
-0.04448588937520981,
0.009783352725207806,
-0.03482556715607643,
-0.02327360212802887,
0.02084304764866829,
0.0478636659681797,
-0.012759686447679996,
0.04871845990419388,
0.09423281997442245,
0.02669285424053669,
-0.045971181243658066,
0.035191647708415985,
0.05739903077483177,
-0.04546167328953743,
-0.048692166805267334,
-0.003977528307586908,
-0.018628381192684174,
-0.028047751635313034,
-0.016772732138633728,
-0.029698127880692482,
0.04793673753738403,
0.03399001061916351,
0.0021970986854285,
0.00423484155908227,
0.005587679799646139,
-0.020763404667377472,
-0.03163980692625046,
-0.05357854440808296,
-0.029529530555009842,
0.022273369133472443,
-0.045387666672468185,
-0.0006452765665017068,
0.027993015944957733,
0.02230352908372879,
0.043649666011333466,
0.04237384721636772,
-0.02496262453496456,
-0.05487247556447983,
0.02580692619085312,
0.0034320084378123283,
-0.01676935888826847,
-0.05454644933342934,
-0.04143466055393219,
0.04882211983203888,
0.031705092638731,
0.0005495959776453674,
-0.0740586593747139,
0.028674038127064705,
0.055254191160202026,
-0.030777456238865852,
0.05322859063744545,
-0.009574412368237972,
0.050589967519044876,
0.04926344007253647,
-0.016804318875074387,
0.05138470232486725,
-0.01967730186879635,
-0.0122531084343791,
0.015280671417713165,
0.02689560316503048,
-0.011425880715250969,
-0.020575499162077904,
-0.04329020902514458,
0.01792585477232933,
0.03677327185869217,
0.05006773769855499,
0.04069330543279648,
-0.04256180673837662,
-0.03865824267268181,
0.01295670960098505,
0.057306330651044846,
-0.04755024611949921,
0.0016010933322831988,
0.046630408614873886,
0.020097380504012108,
-0.03625406697392464,
-0.04652998223900795,
-0.03234420344233513,
-0.016350941732525826,
0.03332715854048729,
-0.004755851346999407,
-0.023144546896219254,
-0.04495491459965706,
0.03452069312334061,
-0.015691516920924187,
-0.014608027413487434,
-0.07646867632865906,
0.03309075906872749,
0.008258991874754429,
-0.007079711649566889,
0.05271323770284653,
0.028282253071665764,
0.02863357774913311,
0.04762464389204979,
0.03632494434714317,
0.003612054279074073,
-0.04552460089325905,
0.04121681675314903,
-0.039155177772045135,
-0.020768392831087112,
-0.0033045276068150997,
-0.05088164657354355,
-0.015930568799376488,
-0.02362261340022087,
-0.04197872430086136,
-0.03787541761994362,
-0.013090977445244789,
0.014112547039985657,
0.004241291433572769,
-0.010112900286912918,
0.002397274598479271,
0.04761945456266403,
-0.00550537696108222,
-0.02719305269420147,
-0.025237463414669037,
-0.03716019168496132,
-0.051261838525533676,
-0.03736547380685806,
0.03958021104335785,
0.011057114228606224,
0.03872562572360039,
0.022051922976970673,
0.01909463480114937,
0.017291562631726265,
-0.0006622323417104781,
-0.0253033097833395,
0.028380291536450386,
-0.012901408597826958,
-0.014284450560808182,
-0.031946152448654175,
0.028464332222938538,
0.015614364296197891,
0.03594018146395683,
-0.04362412169575691,
0.06167733296751976,
0.02184748277068138,
-0.012145421467721462,
-0.003599640214815736,
-0.006393155083060265,
0.016853826120495796,
-0.06914462149143219,
-0.05215343460440636,
0.008827286772429943,
-0.031958963721990585,
0.019020022824406624,
-0.061256326735019684,
-0.0074943481013178825,
-0.003542991355061531,
0.00559939444065094,
0.025494448840618134,
0.011947168968617916,
0.0001709338539512828,
0.011858583427965641,
-0.023424504324793816,
0.02637726068496704,
-0.04216925799846649,
0.06988348066806793,
-0.025320809334516525,
-0.002752757165580988,
-0.025302834808826447,
-0.0027772567700594664,
-0.052304577082395554,
0.03874191269278526,
-0.008315619081258774,
-0.02500874176621437,
-0.004752220120280981,
0.05668282136321068,
-0.025685705244541168,
0.00253468519076705,
-0.006128275766968727,
0.022803232073783875,
-0.046418070793151855,
0.09390518069267273,
-0.019965970888733864,
0.01056464109569788,
-0.014906086958944798,
0.05367058515548706,
-0.04042564332485199,
0.01817820407450199,
0.002473130589351058,
-0.02957252226769924,
0.03327608481049538,
0.06613326817750931,
0.05473868548870087,
0.01856202632188797,
-0.031834159046411514,
-0.00594670744612813,
0.03560221567749977,
-0.026318609714508057,
-0.018899664282798767,
-0.012065296061336994,
0.0011887147556990385,
-0.014832635410130024,
0.045988842844963074,
0.051115747541189194,
-0.04317209869623184,
-0.08136547356843948,
0.07024874538183212,
0.007205643225461245,
0.012314959429204464,
-0.004614406730979681,
0.04699742794036865,
0.017262911424040794,
0.03746487572789192,
-0.0272029098123312,
-0.010722959414124489,
-0.01644781231880188,
-0.03858177736401558,
0.045647114515304565,
-0.006243366748094559,
0.02236580103635788,
0.004103683866560459,
-0.061283983290195465,
-0.013457274064421654,
0.05863575637340546,
0.026723021641373634,
0.028371887281537056,
-0.018718821927905083,
-0.047888658940792084,
0.03384479880332947,
0.008075471967458725,
-0.0602196529507637,
0.006797817535698414,
0.015718834474682808,
-0.01975238136947155,
0.061906009912490845,
-0.01811397075653076,
0.0001705800968920812,
0.05466700345277786,
0.040156569331884384,
-0.00954023003578186,
0.04332650825381279,
-0.0005433042533695698,
0.017471589148044586,
0.040700118988752365,
-0.07700680941343307,
-0.009485756978392601,
-0.027762670069932938,
0.080207459628582,
-0.0679890513420105,
0.04754224419593811,
0.05528580769896507,
-0.010534199886023998,
0.00714657548815012,
-0.023910455405712128,
-0.051699403673410416,
-0.0009561291080899537,
-0.033156268298625946,
0.05450965836644173,
0.016740238294005394,
-0.07040928304195404,
0.049425795674324036,
0.01983528584241867,
-0.07111023366451263,
0.0711255669593811,
0.02864202670753002,
0.025353381410241127,
0.033551979809999466,
0.03342221677303314,
-0.04008515179157257,
0.044274747371673584,
-0.06315192580223083,
0.03905372694134712,
-0.03411727026104927,
-0.023806659504771233,
0.03909081965684891,
-0.016858870163559914,
-0.030175423249602318,
0.0400567352771759,
-0.01446224283427,
-0.011114895343780518,
0.05684083700180054,
-0.03662949055433273,
-0.04969906061887741,
0.00946031417697668,
-0.005058504641056061,
-0.026625340804457664,
0.0057798950001597404,
-0.04186030477285385,
0.015451059676706791,
0.025797031819820404,
0.01778854802250862,
-0.006256956607103348,
-0.025942083448171616,
0.05209407955408096,
-0.07092651724815369,
-0.046508654952049255,
0.028344055637717247,
0.003487621434032917,
-0.01277858018875122,
0.024921640753746033,
-0.0029139623511582613,
0.00830984115600586,
0.016695959493517876,
0.009171763435006142,
0.013046934269368649,
-0.043555501848459244,
-0.033278681337833405,
0.021237842738628387,
0.00041505106491968036,
0.039995886385440826,
-0.002927020424976945,
0.039244797080755234,
0.02878451533615589,
0.02967218868434429,
-0.018007701262831688,
-0.023917723447084427,
-0.030760856345295906,
0.057862937450408936,
-0.010150731541216373,
-0.014569004997611046,
-0.02484995871782303,
-0.05010644346475601,
-0.053762178868055344,
-0.01352034043520689,
-0.03418487310409546,
0.014276050962507725,
-0.04169853404164314,
0.0031197983771562576,
0.04724832996726036,
-0.012300444766879082,
-0.04810113459825516,
-0.08271754533052444,
-0.027247633785009384,
-0.013389618135988712,
-0.019068574532866478,
0.020909076556563377,
-0.026443718001246452,
0.03022419661283493,
-0.05033796280622482,
-0.05512324348092079,
0.04742045700550079,
0.013178042136132717,
-0.03300405293703079,
0.057669539004564285,
0.03301965817809105,
-0.036271832883358,
-0.00007593554619234055,
0.029860787093639374,
-0.03752413019537926,
0.017238246276974678,
0.004955328535288572,
-0.003871043911203742,
0.05228788033127785,
0.003741480177268386,
-0.04874981939792633,
-0.04533637315034866,
-0.0500217080116272,
-0.04628728702664375,
-0.061330053955316544,
-0.007945428602397442,
0.08300270140171051
] |
Davlan/bert-base-multilingual-cased-finetuned-yoruba | [
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 21 | null | ---
license: mit
tags:
- generated_from_trainer
datasets:
- xtreme
metrics:
- f1
model-index:
- name: xlm-roberta-base-finetuned-panx-fr
results:
- task:
name: Token Classification
type: token-classification
dataset:
name: xtreme
type: xtreme
args: PAN-X.fr
metrics:
- name: F1
type: f1
value: 0.8353494623655915
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# xlm-roberta-base-finetuned-panx-fr
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the xtreme dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2736
- F1: 0.8353
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 24
- eval_batch_size: 24
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 0.5826 | 1.0 | 191 | 0.3442 | 0.7888 |
| 0.2669 | 2.0 | 382 | 0.2848 | 0.8326 |
| 0.1818 | 3.0 | 573 | 0.2736 | 0.8353 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu113
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.022039197385311127,
-0.00560477189719677,
0.0026835112366825342,
0.0188576802611351,
0.028093401342630386,
0.02078619971871376,
-0.025224249809980392,
-0.014243338257074356,
-0.017130006104707718,
0.045855458825826645,
0.01903797686100006,
-0.04296233505010605,
0.00928539875894785,
0.036498479545116425,
-0.03107723779976368,
-0.031847260892391205,
-0.02521692030131817,
-0.009447764605283737,
-0.0418282113969326,
-0.0018577422015368938,
-0.0017317645251750946,
-0.0007116394117474556,
0.0018491693772375584,
0.02341761253774166,
-0.0018779011443257332,
-0.004248050972819328,
-0.016247769817709923,
0.027281148359179497,
0.03029489703476429,
-0.054030269384384155,
0.005651645362377167,
-0.037008628249168396,
-0.03729740530252457,
-0.02162666618824005,
0.01756289415061474,
-0.001583146397024393,
0.015982823446393013,
0.004974899347871542,
0.031177595257759094,
0.05803190916776657,
0.013140478171408176,
0.01470028143376112,
-0.030604304745793343,
-0.045441508293151855,
0.026382673531770706,
-0.02210639789700508,
-0.03778810426592827,
-0.012813139706850052,
0.03373854234814644,
-0.039569202810525894,
-0.05695560947060585,
-0.06731992214918137,
-0.015486583113670349,
0.03477444127202034,
-0.020588280633091927,
-0.0032461690716445446,
-0.0403842069208622,
0.009466948918998241,
0.06995426118373871,
-0.032899193465709686,
-0.04114001616835594,
0.01243535615503788,
-0.07837513834238052,
0.03376791253685951,
0.045239586383104324,
-0.024491848424077034,
0.008528158999979496,
-0.029305284842848778,
0.04548021778464317,
-0.006755804643034935,
0.08031187206506729,
-0.012381816282868385,
-0.006323158275336027,
-0.07042314112186432,
-0.024280108511447906,
-0.024558190256357193,
0.03540220111608505,
0.058280717581510544,
-0.02907671593129635,
0.03420203924179077,
0.04622698947787285,
-0.017694493755698204,
0.0438537634909153,
-0.01645500957965851,
0.0027732013259083033,
0.02291562408208847,
-0.04703940078616142,
0.00968116708099842,
0.03256843611598015,
0.023284265771508217,
-0.04097503051161766,
-0.04378845915198326,
-0.01340639777481556,
-0.005287638399749994,
-0.007522966712713242,
0.05048569664359093,
0.05725010111927986,
0.008963516913354397,
0.03995132818818092,
0.010387342423200607,
0.01955520547926426,
0.01972206123173237,
-0.015817126259207726,
0.07180166244506836,
-0.010770955123007298,
-0.0276060588657856,
-0.027049941942095757,
-0.013353394344449043,
-0.009852385148406029,
0.046004511415958405,
0.032666947692632675,
-0.04928267002105713,
-0.045977964997291565,
0.030285479500889778,
0.0012100961757823825,
-0.010426127351820469,
0.050404954701662064,
-0.02652549184858799,
-0.0401078537106514,
-0.05280877277255058,
0.03817871958017349,
0.018361933529376984,
0.01899859867990017,
0.0010343887843191624,
-0.0509813129901886,
-0.019920894876122475,
-0.031017456203699112,
-0.03634702414274216,
0.017121093347668648,
0.008849909529089928,
-0.015161031857132912,
0.04048817977309227,
0.017171073704957962,
-0.0713813453912735,
-0.0025577929336577654,
-0.005641357973217964,
-0.04225611314177513,
0.06937897950410843,
0.003039057133719325,
0.12548333406448364,
-0.036335330456495285,
-0.06291337311267853,
0.01249066274613142,
-0.0025288735050708055,
-0.018131187185645103,
0.016075650230050087,
0.008183781057596207,
-0.0527275875210762,
-0.013239690102636814,
0.0039064004085958,
0.03039875254034996,
-0.05613504350185394,
-0.021199898794293404,
0.06576182693243027,
-0.014964408241212368,
0.03834662213921547,
-0.04520615190267563,
-0.02185641974210739,
0.01158820278942585,
-0.0181993767619133,
-0.022238612174987793,
0.05303068831562996,
-0.01331839244812727,
-0.0058222925290465355,
-0.03199721500277519,
-0.042758189141750336,
0.004921315237879753,
0.11331178992986679,
-0.004559524357318878,
-0.021646305918693542,
-0.010515924543142319,
0.02882433496415615,
0.03320818021893501,
0.024047929793596268,
-0.03678564354777336,
0.05825226381421089,
0.055064186453819275,
0.0319465696811676,
-0.02880600281059742,
0.03221041336655617,
0.013608481734991074,
-0.03580762818455696,
-0.047153372317552567,
0.013750673271715641,
0.018631773069500923,
-0.05312514305114746,
0.02722548320889473,
0.025131233036518097,
0.025135811418294907,
-0.050209853798151016,
-0.043614622205495834,
0.06117032468318939,
-0.023334043100476265,
-0.0005795271135866642,
0.010522691532969475,
-0.02697262354195118,
-0.02715989388525486,
0.054815810173749924,
0.0022104005329310894,
-0.002586022252216935,
-0.017854170873761177,
-0.04032811149954796,
0.022726504132151604,
0.023814568296074867,
0.038776807487010956,
0.055906541645526886,
-0.02551698312163353,
0.0950564444065094,
-0.02498236857354641,
0.02717301994562149,
-0.03344724327325821,
-0.060716040432453156,
0.014736490324139595,
0.06800005584955215,
0.05177081748843193,
0.03237786516547203,
-0.01028538215905428,
-0.04422859475016594,
0.029347971081733704,
0.06388048082590103,
0.037788935005664825,
0.009722146205604076,
-0.04638136178255081,
-0.011395899578928947,
0.04865140840411186,
0.032571788877248764,
-0.05582370236515999,
-0.03160031884908676,
0.02596091665327549,
0.03377663344144821,
-0.009535307064652443,
0.03113557957112789,
-0.014916572719812393,
0.021881600841879845,
-0.06218351423740387,
-0.08505773544311523,
0.04417306184768677,
0.029991881921887398,
0.0032689268700778484,
0.03144202008843422,
-0.0016260732663795352,
-0.012850244529545307,
-0.0019277224782854319,
0.01718837581574917,
0.0016266647726297379,
-0.0300896093249321,
0.023630239069461823,
-0.006234489381313324,
0.05468393862247467,
-0.056379906833171844,
0.0480242483317852,
-0.003986974712461233,
0.020028047263622284,
0.049391020089387894,
-0.04352542385458946,
0.015628745779395103,
0.04892168939113617,
0.016126303002238274,
-0.03553028404712677,
-0.000043655581976054236,
0.02210398204624653,
0.022601408883929253,
0.03701883554458618,
0.0010422311024740338,
0.04508345201611519,
0.005644969176501036,
0.04363791272044182,
0.08097881078720093,
0.003894735826179385,
0.020299172028899193,
0.03830617666244507,
0.06379599869251251,
0.038423433899879456,
-0.026636388152837753,
0.051592934876680374,
-0.04849666729569435,
0.027948040515184402,
-0.026000654324889183,
0.0234952662140131,
-0.01607055589556694,
-0.03159405291080475,
0.047572117298841476,
0.02039286307990551,
-0.01854810118675232,
-0.025418777018785477,
-0.011410564184188843,
-0.0191947091370821,
0.04236990958452225,
-0.01460507232695818,
-0.019309010356664658,
0.0029294441919773817,
-0.005621778313070536,
-0.011948044411838055,
-0.05382824316620827,
-0.02120811492204666,
0.006010591052472591,
-0.02705569379031658,
-0.022783977910876274,
-0.08944186568260193,
-0.007476995699107647,
-0.06507600098848343,
-0.0261012502014637,
0.035528965294361115,
-0.008024066686630249,
0.006452723406255245,
-0.04329274967312813,
0.02960709109902382,
-0.049273449927568436,
-0.029272234067320824,
-0.03994377329945564,
-0.06788546591997147,
-0.05050300434231758,
-0.08426142483949661,
0.049992941319942474,
0.029603872448205948,
0.024940388277173042,
0.032308124005794525,
0.007613474503159523,
-0.005622135940939188,
-0.03232043609023094,
0.04720638319849968,
0.06477893143892288,
-0.024496300145983696,
-0.0640210285782814,
0.016558010131120682,
-0.00589443976059556,
0.015048883855342865,
-0.00013633386697620153,
-0.03357972949743271,
0.10267399251461029,
0.061380114406347275,
0.011475126259028912,
0.011087069287896156,
-0.013431637547910213,
-0.05332444608211517,
-0.06241462007164955,
-0.0073502445593476295,
-0.020036539062857628,
-0.03638351336121559,
-0.04179403558373451,
-0.02020193263888359,
-0.008397651836276054,
-0.02112310752272606,
0.016125861555337906,
-0.0012631950667127967,
0.012314085848629475,
0.029477013275027275,
0.020420445129275322,
0.039867255836725235,
0.018145395442843437,
-0.03592774644494057,
-0.06766267120838165,
0.05202925205230713,
0.023247966542840004,
-0.01789652369916439,
-0.0728771910071373,
-0.03247997537255287,
0.03770096227526665,
0.0036544378381222486,
0.0011190277291461825,
-0.008160251192748547,
0.06983340531587601,
0.01668977178633213,
-0.006603001616895199,
0.00993514433503151,
-0.02400403656065464,
-0.020375408232212067,
-0.005425142589956522,
0.008094529621303082,
-0.007388222962617874,
-0.03970394283533096,
-0.010769566521048546,
-0.010019777342677116,
0.04668920487165451,
-0.04002697765827179,
-0.04054385423660278,
-0.012033787555992603,
0.026763129979372025,
0.055735837668180466,
0.01026205439120531,
-0.028333647176623344,
-0.015264968387782574,
-0.06359566003084183,
-0.025862272828817368,
0.04643769562244415,
0.008220342919230461,
0.00550517812371254,
0.06313742697238922,
0.021899033337831497,
-0.013954861089587212,
0.04262017458677292,
0.03748199716210365,
0.07479323446750641,
0.015775075182318687,
-0.040391016751527786,
0.010034657083451748,
-0.011706135235726833,
0.02407645247876644,
-0.013011171482503414,
-0.014253123663365841,
-0.033900972455739975,
-0.10365664213895798,
-0.02077377773821354,
-0.00874579418450594,
0.006642306689172983,
-0.017260083928704262,
0.02577487751841545,
0.005156496074050665,
-0.00421593151986599,
0.013729184865951538,
0.010953117161989212,
0.04628044366836548,
-0.05515744909644127,
0.07735957950353622,
0.0022670442704111338,
0.015529034659266472,
-0.04217643290758133,
0.014607509598135948,
-0.03346643224358559,
-0.019486917182803154,
0.015483845956623554,
0.04553157463669777,
-0.013116154819726944,
0.053699102252721786,
0.09272144734859467,
0.025296518579125404,
-0.04718532785773277,
0.030367786064743996,
0.052383482456207275,
-0.046398114413022995,
-0.04689808934926987,
-0.00781993381679058,
-0.010641861706972122,
-0.02567208558320999,
-0.016751080751419067,
-0.022892234846949577,
0.042992834001779556,
0.031327322125434875,
-0.005089469254016876,
0.005317176692187786,
0.005888026673346758,
-0.019598951563239098,
-0.03718049079179764,
-0.050323449075222015,
-0.028320254758000374,
0.02094469964504242,
-0.04131799563765526,
-0.0007436063606292009,
0.030881404876708984,
0.021168768405914307,
0.043238308280706406,
0.041607413440942764,
-0.026075908914208412,
-0.05762084573507309,
0.025037068873643875,
0.003233396215364337,
-0.009485798887908459,
-0.05805467814207077,
-0.04165377840399742,
0.042286042124032974,
0.032799601554870605,
-0.00036622784682549536,
-0.06990921497344971,
0.02741195447742939,
0.058540716767311096,
-0.026345906779170036,
0.055827949196100235,
-0.005729592405259609,
0.049502234905958176,
0.04860414192080498,
-0.020371247082948685,
0.05146064609289169,
-0.02044227346777916,
-0.006059377454221249,
0.0116118174046278,
0.016851704567670822,
-0.01321633905172348,
-0.0201125405728817,
-0.047677356749773026,
0.018006181344389915,
0.03775135055184364,
0.05175376683473587,
0.03279740735888481,
-0.03853808343410492,
-0.044106025248765945,
0.013335706666111946,
0.056768789887428284,
-0.04707696661353111,
-0.0018979391315951943,
0.04309731349349022,
0.025786234065890312,
-0.03633519262075424,
-0.048236019909381866,
-0.03080064058303833,
-0.013560238294303417,
0.04102959483861923,
-0.0008037693914957345,
-0.018058383837342262,
-0.043811310082674026,
0.03590700402855873,
-0.018032604828476906,
-0.0127014284953475,
-0.08105845749378204,
0.02801588922739029,
0.010609997436404228,
-0.006725256331264973,
0.05801335349678993,
0.023654894903302193,
0.025073304772377014,
0.04497101157903671,
0.039340998977422714,
0.005027405917644501,
-0.03915395215153694,
0.04070689156651497,
-0.03629499301314354,
-0.022792315110564232,
-0.0016541406512260437,
-0.05225003883242607,
-0.016667192801833153,
-0.021113021299242973,
-0.03864479809999466,
-0.03505467623472214,
-0.011930878274142742,
0.014540538191795349,
0.005132847931236029,
-0.009728951379656792,
-0.004917921032756567,
0.04640627279877663,
-0.0013848127564415336,
-0.023283256217837334,
-0.027064945548772812,
-0.034076616168022156,
-0.05011952295899391,
-0.039815645664930344,
0.03797399252653122,
0.015081862919032574,
0.03744525462388992,
0.0247658658772707,
0.01652604714035988,
0.01702631078660488,
0.0025605985429137945,
-0.02542184107005596,
0.030843138694763184,
-0.01142148021608591,
-0.019025065004825592,
-0.032419584691524506,
0.02897159568965435,
0.014984777197241783,
0.03911741077899933,
-0.04130545258522034,
0.06072136014699936,
0.02559075318276882,
-0.01276142057031393,
-0.005462349858134985,
-0.005641866475343704,
0.009637713432312012,
-0.06153004616498947,
-0.05382925644516945,
0.009713330306112766,
-0.029657388105988503,
0.02676466293632984,
-0.05561895668506622,
-0.004968518391251564,
-0.0028764994349330664,
0.008176583796739578,
0.03546951711177826,
0.012412826530635357,
0.0007129324367269874,
0.019476495683193207,
-0.0234540868550539,
0.023862287402153015,
-0.04825400561094284,
0.07075892388820648,
-0.030393607914447784,
-0.003388958517462015,
-0.02253594808280468,
-0.004738247953355312,
-0.04825692996382713,
0.0378316193819046,
-0.01148612704128027,
-0.02936895564198494,
-0.008279537782073021,
0.05956913158297539,
-0.025816261768341064,
0.0005479662213474512,
-0.004655198194086552,
0.020731361582875252,
-0.041696470230817795,
0.0940496027469635,
-0.015302648767828941,
0.006226556841284037,
-0.015256372280418873,
0.05389387160539627,
-0.03957456722855568,
0.01730618067085743,
-0.0016167998546734452,
-0.03220387175679207,
0.03392348065972328,
0.06500167399644852,
0.05478275939822197,
0.016497382894158363,
-0.02993805892765522,
-0.0037347287870943546,
0.030349871143698692,
-0.031248651444911957,
-0.018971258774399757,
-0.009048253297805786,
0.0002797273627948016,
-0.017703717574477196,
0.046473413705825806,
0.04776544123888016,
-0.042457833886146545,
-0.07902616262435913,
0.07357349991798401,
0.004584224428981543,
0.01568611152470112,
-0.0008093228680081666,
0.05079348385334015,
0.019037660211324692,
0.03724496811628342,
-0.03091183863580227,
-0.01130993478000164,
-0.019110193476080894,
-0.03829320892691612,
0.03994914889335632,
-0.006626651622354984,
0.023327650502324104,
0.005939897615462542,
-0.06126290559768677,
-0.015775999054312706,
0.06361450254917145,
0.028693582862615585,
0.024246571585536003,
-0.020133880898356438,
-0.041151080280542374,
0.03371301293373108,
0.015422407537698746,
-0.06022914871573448,
0.011894924566149712,
0.015633475035429,
-0.02338562160730362,
0.06336189061403275,
-0.020652059465646744,
0.004699341021478176,
0.056234609335660934,
0.04168251156806946,
-0.008082212880253792,
0.04647675156593323,
-0.005888732615858316,
0.023690437898039818,
0.04212925210595131,
-0.07417292147874832,
-0.007990785874426365,
-0.029089592397212982,
0.0775410458445549,
-0.06378890573978424,
0.04548276588320732,
0.05238817259669304,
-0.008819513022899628,
0.006265685893595219,
-0.024352945387363434,
-0.05240825563669205,
0.00268741138279438,
-0.03688418120145798,
0.06316696852445602,
0.016044504940509796,
-0.07164687663316727,
0.05083392187952995,
0.018426861613988876,
-0.07290586084127426,
0.07338409870862961,
0.03322853147983551,
0.02758161909878254,
0.027304688468575478,
0.029771260917186737,
-0.041790228337049484,
0.03910814970731735,
-0.061336368322372437,
0.04165129363536835,
-0.034038763493299484,
-0.01567676104605198,
0.035346150398254395,
-0.014854776673018932,
-0.026842167600989342,
0.041009169071912766,
-0.012037829495966434,
-0.008266104385256767,
0.05673663318157196,
-0.02936917543411255,
-0.0475430004298687,
0.0077061727643013,
-0.003959475550800562,
-0.023346425965428352,
0.0010594691848382354,
-0.04318135231733322,
0.01297176256775856,
0.023782845586538315,
0.019781235605478287,
-0.006102761719375849,
-0.025479942560195923,
0.043961454182863235,
-0.06831515580415726,
-0.05206653103232384,
0.032068297266960144,
0.005495643708854914,
-0.005574837327003479,
0.01745648868381977,
-0.00044060935033485293,
0.0050132074393332005,
0.016902826726436615,
0.00465001305565238,
0.009995691478252411,
-0.0472911074757576,
-0.03203781694173813,
0.023363737389445305,
0.0034804234746843576,
0.03759177401661873,
-0.0016731881769374013,
0.0386560894548893,
0.03270852565765381,
0.03431267291307449,
-0.01305012870579958,
-0.019520115107297897,
-0.033090390264987946,
0.05410057306289673,
-0.0072877733036875725,
-0.013171352446079254,
-0.02081269957125187,
-0.05178571492433548,
-0.05218861997127533,
-0.012636631727218628,
-0.041432783007621765,
0.013209648430347443,
-0.03959937393665314,
0.004734250716865063,
0.04792153835296631,
-0.0146358422935009,
-0.04848720133304596,
-0.09006605297327042,
-0.023415150120854378,
-0.020582739263772964,
-0.01783999614417553,
0.024577932432293892,
-0.03416642174124718,
0.025804469361901283,
-0.04798417165875435,
-0.0546809621155262,
0.051274169236421585,
0.009061475284397602,
-0.040380652993917465,
0.05487355217337608,
0.036282043904066086,
-0.03675582632422447,
0.006069749593734741,
0.028725432232022285,
-0.03524895757436752,
0.012446488253772259,
0.010374818928539753,
0.0012791490880772471,
0.05406741797924042,
0.004834052640944719,
-0.04556317254900932,
-0.05202474072575569,
-0.057194024324417114,
-0.04620097950100899,
-0.061661865562200546,
-0.00348217086866498,
0.08329972624778748
] |
Davlan/bert-base-multilingual-cased-masakhaner | [
"pytorch",
"tf",
"bert",
"token-classification",
"arxiv:2103.11811",
"transformers",
"autotrain_compatible"
] | token-classification | {
"architectures": [
"BertForTokenClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 88 | null | ---
license: mit
tags:
- generated_from_trainer
datasets:
- xtreme
metrics:
- f1
model-index:
- name: xlm-roberta-base-finetuned-panx-it
results:
- task:
name: Token Classification
type: token-classification
dataset:
name: xtreme
type: xtreme
args: PAN-X.it
metrics:
- name: F1
type: f1
value: 0.8213114754098361
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# xlm-roberta-base-finetuned-panx-it
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the xtreme dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2491
- F1: 0.8213
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 24
- eval_batch_size: 24
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|:-------------:|:-----:|:----:|:---------------:|:------:|
| 0.8192 | 1.0 | 70 | 0.3300 | 0.7184 |
| 0.2949 | 2.0 | 140 | 0.2817 | 0.7959 |
| 0.189 | 3.0 | 210 | 0.2491 | 0.8213 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu113
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.02414623647928238,
-0.0008885113638825715,
0.004607588984072208,
0.019325196743011475,
0.02654718980193138,
0.02260887809097767,
-0.018446359783411026,
-0.009321808815002441,
-0.015145665965974331,
0.04447418451309204,
0.02393047884106636,
-0.04443873465061188,
0.018936173990368843,
0.03681231290102005,
-0.03387285768985748,
-0.03917619585990906,
-0.022610412910580635,
-0.007400931790471077,
-0.044839102774858475,
-0.0032024031970649958,
-0.0015289353905245662,
-0.00721543887630105,
0.003859760705381632,
0.022428268566727638,
-0.007426185067743063,
-0.005319541785866022,
-0.00896479282528162,
0.01956678181886673,
0.0351431630551815,
-0.05200906842947006,
0.010124718770384789,
-0.03675204515457153,
-0.03058878518640995,
-0.018533095717430115,
0.015127879567444324,
-0.003802630351856351,
0.022952407598495483,
0.005053121130913496,
0.02891726605594158,
0.06231080740690231,
0.017201201990246773,
0.01978282630443573,
-0.027266481891274452,
-0.05068809539079666,
0.026219991967082024,
-0.0192568376660347,
-0.031834304332733154,
-0.008593573234975338,
0.03402040898799896,
-0.03940673917531967,
-0.05670467019081116,
-0.07222796976566315,
-0.022614391520619392,
0.03295203670859337,
-0.024947255849838257,
-0.003199557773768902,
-0.04019789770245552,
0.009592792019248009,
0.07527399063110352,
-0.04024285450577736,
-0.04367685317993164,
0.008523973636329174,
-0.07769159972667694,
0.02995326928794384,
0.03665377199649811,
-0.02609582245349884,
0.007778711151331663,
-0.03106396086513996,
0.04277472943067551,
-0.00479885796085,
0.07787910103797913,
-0.01584065891802311,
-0.0036008746828883886,
-0.0679219514131546,
-0.025705808773636818,
-0.02859453111886978,
0.03514599800109863,
0.05899972841143608,
-0.03146106004714966,
0.03156218305230141,
0.05337129905819893,
-0.017322221770882607,
0.04944195598363876,
-0.016741812229156494,
0.010271024890244007,
0.017823675647377968,
-0.04477701708674431,
0.008535118773579597,
0.025820957496762276,
0.018159786239266396,
-0.04074706509709358,
-0.037246692925691605,
-0.021381262689828873,
-0.003998897038400173,
-0.018089210614562035,
0.0446866899728775,
0.05813467875123024,
0.0199225265532732,
0.039091166108846664,
0.011590683832764626,
0.02524339035153389,
0.020502980798482895,
-0.017452575266361237,
0.07176034152507782,
-0.005576042924076319,
-0.020015256479382515,
-0.023725910112261772,
-0.017526766285300255,
-0.01565624214708805,
0.0416579395532608,
0.03213053196668625,
-0.047486431896686554,
-0.04373534023761749,
0.02866019867360592,
0.0007073777378536761,
-0.007721012458205223,
0.05531005561351776,
-0.02573264203965664,
-0.039903424680233,
-0.05256486311554909,
0.041246142238378525,
0.013223874382674694,
0.020447906106710434,
0.004436871502548456,
-0.04701318219304085,
-0.01836310513317585,
-0.028034130111336708,
-0.03779421001672745,
0.02121357060968876,
0.01777300052344799,
-0.017461171373724937,
0.044618599116802216,
0.020121341571211815,
-0.07883058488368988,
-0.0005486808950081468,
0.0012906244955956936,
-0.042353563010692596,
0.07041867077350616,
0.0027131903916597366,
0.12671971321105957,
-0.0383809432387352,
-0.05749410018324852,
0.011525966227054596,
-0.0016684270231053233,
-0.01701071672141552,
0.016063960269093513,
0.012862560339272022,
-0.052309028804302216,
-0.005031798034906387,
0.0015958846779540181,
0.01966625265777111,
-0.053911324590444565,
-0.0208590030670166,
0.0732082948088646,
-0.01153077743947506,
0.03915296494960785,
-0.04602093622088432,
-0.02209879644215107,
0.013128543272614479,
-0.0202027540653944,
-0.016442421823740005,
0.05554138496518135,
-0.020680073648691177,
-0.004745559301227331,
-0.025546330958604813,
-0.04345204681158066,
0.00882662832736969,
0.11776275932788849,
-0.008813668973743916,
-0.024402564391493797,
-0.015307392925024033,
0.026591302827000618,
0.03604065999388695,
0.021656841039657593,
-0.03257591277360916,
0.056049954146146774,
0.05460353195667267,
0.031210368499159813,
-0.033078692853450775,
0.02588840387761593,
0.0022680209949612617,
-0.037080153822898865,
-0.045938871800899506,
0.018459856510162354,
0.018220975995063782,
-0.04711289331316948,
0.02807791344821453,
0.023703595623373985,
0.015551784075796604,
-0.04986413195729256,
-0.04084278270602226,
0.058510541915893555,
-0.027818946167826653,
-0.0024975656997412443,
0.010219327174127102,
-0.02227916568517685,
-0.02598121389746666,
0.05319218337535858,
0.0028460179455578327,
-0.006267301272600889,
-0.012560701929032803,
-0.03897339105606079,
0.0188075490295887,
0.02426556870341301,
0.034437596797943115,
0.061971165239810944,
-0.02372497133910656,
0.09496700018644333,
-0.02297908440232277,
0.02693147212266922,
-0.030748365446925163,
-0.06331214308738708,
0.023379160091280937,
0.0724119022488594,
0.04989715293049812,
0.0315527468919754,
-0.01266472227871418,
-0.03351595252752304,
0.02755507454276085,
0.05996181070804596,
0.03843766078352928,
0.006203359924256802,
-0.045170679688453674,
-0.008788535371422768,
0.04472418129444122,
0.03194243833422661,
-0.05347830057144165,
-0.03612006828188896,
0.02753634937107563,
0.03509238734841347,
-0.01274007000029087,
0.03368239477276802,
-0.010727129876613617,
0.023910533636808395,
-0.0676354244351387,
-0.08181460201740265,
0.03828192874789238,
0.01994730904698372,
0.004694217350333929,
0.024127991870045662,
-0.00247671059332788,
-0.0144706005230546,
-0.002774511929601431,
0.012652205303311348,
0.0022899764589965343,
-0.029815953224897385,
0.02193382941186428,
-0.001464503351598978,
0.05851080268621445,
-0.052940402179956436,
0.045567482709884644,
-0.00035262442543171346,
0.022744987159967422,
0.04748009517788887,
-0.04099339619278908,
0.01827719807624817,
0.04781593382358551,
0.017757462337613106,
-0.03931896761059761,
0.006006175186485052,
0.023183157667517662,
0.02712830901145935,
0.03173840418457985,
-0.001410289783962071,
0.051484137773513794,
0.002556943567469716,
0.04124904051423073,
0.0839751660823822,
-0.006826451979577541,
0.018542323261499405,
0.04125495254993439,
0.0687706470489502,
0.04229230433702469,
-0.019708357751369476,
0.051946695894002914,
-0.05208999291062355,
0.02531319484114647,
-0.030302619561553,
0.026845313608646393,
-0.019886095076799393,
-0.029815275222063065,
0.05626697465777397,
0.02062361128628254,
-0.01905585452914238,
-0.026447156444191933,
-0.015345732681453228,
-0.01894848421216011,
0.041589364409446716,
-0.023400161415338516,
-0.015416368842124939,
0.005519428756088018,
-0.009136537089943886,
-0.014406349509954453,
-0.06573494523763657,
-0.02551879733800888,
0.0015160944312810898,
-0.02497454546391964,
-0.021678416058421135,
-0.09381802380084991,
-0.0017753845313563943,
-0.0679190382361412,
-0.031884193420410156,
0.034723199903964996,
-0.007211414631456137,
0.0041296049021184444,
-0.03919580951333046,
0.029353545978665352,
-0.055411968380212784,
-0.031011639162898064,
-0.04255213588476181,
-0.06831896305084229,
-0.04981447383761406,
-0.0791713297367096,
0.045463502407073975,
0.029963526874780655,
0.025118084624409676,
0.02749585174024105,
0.004900468047708273,
-0.0025189558509737253,
-0.03258151561021805,
0.0496225506067276,
0.0633367970585823,
-0.030392225831747055,
-0.06647049635648727,
0.020979098975658417,
-0.002060358878225088,
0.016633879393339157,
0.004049079027026892,
-0.024993067607283592,
0.10025240480899811,
0.06213651970028877,
0.01324084959924221,
0.009640407748520374,
-0.016585083678364754,
-0.06185515597462654,
-0.06136200949549675,
-0.01324852928519249,
-0.017928073182702065,
-0.037045374512672424,
-0.04024158790707588,
-0.022577501833438873,
-0.011182019487023354,
-0.02097601629793644,
0.015230580233037472,
-0.008318189531564713,
0.01689101941883564,
0.03583976626396179,
0.01663769781589508,
0.03701665252447128,
0.01364982035011053,
-0.038761500269174576,
-0.05653554946184158,
0.045446671545505524,
0.02354937233030796,
-0.019222600385546684,
-0.08278334140777588,
-0.030309831723570824,
0.03441322222352028,
0.007356956135481596,
0.006460001692175865,
-0.0001134940903284587,
0.06915757805109024,
0.017523018643260002,
-0.008388791233301163,
0.012336984276771545,
-0.02244310826063156,
-0.0177781879901886,
-0.012576865963637829,
0.0024595162831246853,
-0.004066970199346542,
-0.0296128261834383,
-0.011534544639289379,
-0.01954573765397072,
0.0481627881526947,
-0.03806206211447716,
-0.04190690815448761,
-0.004296574275940657,
0.03299031779170036,
0.04928159713745117,
0.01616956666111946,
-0.025168169289827347,
-0.019176622852683067,
-0.05916888266801834,
-0.025781193748116493,
0.04567347466945648,
0.003753222059458494,
0.0022954957094043493,
0.05880456045269966,
0.02222060039639473,
-0.02083030343055725,
0.04371039941906929,
0.03420603647828102,
0.0698627382516861,
0.014243371784687042,
-0.04078390449285507,
0.014958595857024193,
-0.014339934103190899,
0.023034701123833656,
-0.015029475092887878,
-0.022063814103603363,
-0.03466881811618805,
-0.10638292878866196,
-0.007956677116453648,
-0.009205954149365425,
0.004255352076143026,
-0.01264017540961504,
0.023223690688610077,
0.009263808839023113,
-0.009554530493915081,
0.014258459210395813,
0.010856719687581062,
0.047749876976013184,
-0.04642041400074959,
0.0790775865316391,
0.005887859500944614,
0.006341081578284502,
-0.046427953988313675,
0.008340400643646717,
-0.03894693776965141,
-0.023550773039460182,
0.022655390202999115,
0.045148760080337524,
-0.01723978854715824,
0.05194789916276932,
0.09776395559310913,
0.028650864958763123,
-0.04849772900342941,
0.03431299328804016,
0.057202987372875214,
-0.047813039273023605,
-0.04661326855421066,
-0.0052709118463099,
-0.014905400574207306,
-0.021563926711678505,
-0.020253151655197144,
-0.026664797216653824,
0.045960087329149246,
0.03090262971818447,
-0.0008058071252889931,
0.0048580653965473175,
0.003420810680836439,
-0.02054022066295147,
-0.03182964771986008,
-0.05347375199198723,
-0.029142621904611588,
0.02034311182796955,
-0.04129539802670479,
-0.0025335471145808697,
0.032644230872392654,
0.025854600593447685,
0.038583867251873016,
0.043069031089544296,
-0.027731189504265785,
-0.05604773014783859,
0.021718677133321762,
0.005291130859404802,
-0.017466571182012558,
-0.060552798211574554,
-0.04630803316831589,
0.04641649127006531,
0.031762320548295975,
-0.004243782255798578,
-0.07129323482513428,
0.028055086731910706,
0.0505499541759491,
-0.029718272387981415,
0.05043543875217438,
-0.007943050004541874,
0.05010898783802986,
0.04615837708115578,
-0.013224263675510883,
0.04950808361172676,
-0.02000015787780285,
-0.01759817637503147,
0.015042981132864952,
0.026909250766038895,
-0.01109236665070057,
-0.01773202046751976,
-0.04242660850286484,
0.02171763963997364,
0.03814757987856865,
0.05309353768825531,
0.039710089564323425,
-0.04293913021683693,
-0.03749717399477959,
0.013230068609118462,
0.05883230268955231,
-0.043613262474536896,
-0.0025006786454468966,
0.044658541679382324,
0.020645515993237495,
-0.03654647618532181,
-0.051609110087156296,
-0.031099939718842506,
-0.018687663599848747,
0.03734857961535454,
-0.008676059544086456,
-0.0215014535933733,
-0.045350756496191025,
0.029456259682774544,
-0.010684845969080925,
-0.019263122230768204,
-0.07598838210105896,
0.03860364854335785,
0.008612342178821564,
-0.013807037845253944,
0.05637146905064583,
0.03326191008090973,
0.025706082582473755,
0.04710853099822998,
0.03492581471800804,
0.004502441734075546,
-0.043669555336236954,
0.040614232420921326,
-0.03332493454217911,
-0.020520396530628204,
-0.005243462510406971,
-0.05241210386157036,
-0.014896798878908157,
-0.020123373717069626,
-0.04185914993286133,
-0.03861470893025398,
-0.017426904290914536,
0.012886985205113888,
0.0057217334397137165,
-0.006833910010755062,
0.0045741465874016285,
0.04970742389559746,
-0.0028938697651028633,
-0.02619974873960018,
-0.030506130307912827,
-0.03476675599813461,
-0.04807921499013901,
-0.036521680653095245,
0.038121480494737625,
0.010800431482493877,
0.04265992343425751,
0.018279166892170906,
0.024982182309031487,
0.018484747037291527,
0.0027140260208398104,
-0.022657250985503197,
0.028901202604174614,
-0.0089298440143466,
-0.013130560517311096,
-0.03308757022023201,
0.030071498826146126,
0.01563117280602455,
0.033918194472789764,
-0.04168563336133957,
0.05412178114056587,
0.026496781036257744,
-0.009382465854287148,
-0.0019459259929135442,
-0.006251266226172447,
0.011102700605988503,
-0.06951669603586197,
-0.04759380966424942,
0.012051787227392197,
-0.02997000329196453,
0.019338451325893402,
-0.061322662979364395,
-0.004747357685118914,
-0.007342469412833452,
0.006299820262938738,
0.026416325941681862,
0.00657839747145772,
0.0027680471539497375,
0.007698597852140665,
-0.023487644270062447,
0.02615751139819622,
-0.042543310672044754,
0.07270286977291107,
-0.029436597600579262,
-0.0027846312150359154,
-0.02827082946896553,
0.0020235409028828144,
-0.049470189958810806,
0.04271168261766434,
-0.005854418035596609,
-0.021729985252022743,
-0.0038821366615593433,
0.054390907287597656,
-0.025344926863908768,
-0.0005428894655779004,
-0.002660962985828519,
0.01957145892083645,
-0.04278862476348877,
0.09510720521211624,
-0.019077520817518234,
0.009310503490269184,
-0.014814941212534904,
0.048397358506917953,
-0.0401933416724205,
0.022089755162596703,
-0.0011849445290863514,
-0.02673403173685074,
0.02785554714500904,
0.061687324196100235,
0.05856810882687569,
0.019986914470791817,
-0.03216645494103432,
-0.003553690854460001,
0.029939552769064903,
-0.030948098748922348,
-0.022753531113266945,
-0.009899640455842018,
0.0006274596089497209,
-0.014885405078530312,
0.04546208307147026,
0.05005747452378273,
-0.04435348883271217,
-0.07839649170637131,
0.06691830605268478,
0.007529981434345245,
0.019318319857120514,
-0.006053346209228039,
0.04538006708025932,
0.018828989937901497,
0.03839048370718956,
-0.022934306412935257,
-0.009339464828372002,
-0.016454745084047318,
-0.04082780331373215,
0.040799472481012344,
-0.0076635414734482765,
0.025211269035935402,
0.006879934575408697,
-0.06129531189799309,
-0.01568141020834446,
0.05489053204655647,
0.027303941547870636,
0.027494747191667557,
-0.020899729803204536,
-0.050282303243875504,
0.03788115829229355,
0.004502894822508097,
-0.05727040395140648,
0.013232342898845673,
0.013807187788188457,
-0.02495512366294861,
0.05515740066766739,
-0.019446417689323425,
-0.0010615288047119975,
0.053734857589006424,
0.03820626437664032,
-0.010953342542052269,
0.040037598460912704,
-0.005383135750889778,
0.021256163716316223,
0.0440242737531662,
-0.07171520590782166,
-0.008596951141953468,
-0.02708945795893669,
0.07939871400594711,
-0.07287123799324036,
0.05006299540400505,
0.05289037153124809,
-0.009728388860821724,
0.0057267495431005955,
-0.028595592826604843,
-0.055763594806194305,
0.00043965899385511875,
-0.03287798538804054,
0.05603193864226341,
0.014237234368920326,
-0.07296965271234512,
0.051475267857313156,
0.019034653902053833,
-0.06718125939369202,
0.07196786254644394,
0.028161099180579185,
0.02780819498002529,
0.037944309413433075,
0.033666882663965225,
-0.03689650818705559,
0.03471565619111061,
-0.06321470439434052,
0.03910160809755325,
-0.03350987285375595,
-0.020207412540912628,
0.03414404019713402,
-0.016486724838614464,
-0.03021906316280365,
0.04367673397064209,
-0.008322615176439285,
-0.00786555279046297,
0.057254359126091,
-0.03707359358668327,
-0.048131801187992096,
0.010742363519966602,
-0.008546379394829273,
-0.027070658281445503,
0.0072891684249043465,
-0.031827010214328766,
0.015150758437812328,
0.024302825331687927,
0.01590503752231598,
0.0007486489485017955,
-0.02518386021256447,
0.049818653613328934,
-0.07109449803829193,
-0.051985736936330795,
0.0321151539683342,
0.0035188551992177963,
-0.015261898748576641,
0.024864815175533295,
-0.0018815650837495923,
0.00760673126205802,
0.013380086980760098,
0.006061302963644266,
0.0069207195192575455,
-0.047753188759088516,
-0.038420308381319046,
0.022575262933969498,
0.0032577274832874537,
0.04140493646264076,
0.001078777713701129,
0.04106636717915535,
0.024972984567284584,
0.0330037958920002,
-0.018840575590729713,
-0.01802728697657585,
-0.03471047803759575,
0.0480804517865181,
-0.0056819794699549675,
-0.01565742678940296,
-0.02272711507976055,
-0.05306269973516464,
-0.048469193279743195,
-0.013853533193469048,
-0.03548933565616608,
0.01578526385128498,
-0.03948846086859703,
0.003085899632424116,
0.04755667597055435,
-0.01229707058519125,
-0.04756883904337883,
-0.08590065687894821,
-0.024767784401774406,
-0.017924021929502487,
-0.024571897462010384,
0.020676065236330032,
-0.024728786200284958,
0.033787261694669724,
-0.05017995461821556,
-0.05283808708190918,
0.051665306091308594,
0.012418173253536224,
-0.035281769931316376,
0.053698599338531494,
0.034493815153837204,
-0.03389038145542145,
0.004193479660898447,
0.029086818918585777,
-0.03765300661325455,
0.01763228327035904,
0.004604586400091648,
-0.006615420803427696,
0.05260593816637993,
-0.004142024088650942,
-0.0512901209294796,
-0.04440038651227951,
-0.05160776153206825,
-0.041940294206142426,
-0.060472261160612106,
-0.007801767438650131,
0.0771871954202652
] |
Davlan/mbart50-large-eng-yor-mt | [
"pytorch",
"mbart",
"text2text-generation",
"arxiv:2103.08647",
"transformers",
"autotrain_compatible"
] | text2text-generation | {
"architectures": [
"MBartForConditionalGeneration"
],
"model_type": "mbart",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
license: mit
tags:
- generated_from_trainer
- de
model-index:
- name: feinesblack
results: []
---
# feinschwarz
This model is a fine-tuned version of [dbmdz/german-gpt2](https://huggingface.co/dbmdz/german-gpt2). The dataset was compiled from all texts of https://www.feinschwarz.net (as of October 2021). The homepage gathers essayistic texts on theological topics.
The model will be used to explore the challenges of text-generating AI for theology with a hands on approach. Can an AI generate theological knowledge? Is a text by Karl Rahner of more value than an AI-generated text? Can we even distinguish a Rahner text from an AI-generated text in the future? And the crucial question: Would it be bad if not?
The model is a very first attempt and in its current version certainly not yet a danger for academic theology 🤓
# Using the model
You can create text with the model using this code:
```python
from transformers import pipeline
pipe = pipeline('text-generation', model="Michael711/feinschwarz",
tokenizer="Michael711/feinschwarz")
text = pipe("Der Sinn des Lebens ist es", max_length=100)[0]["generated_text"]
print(text)
```
Have fun theologizing! | [
-0.0030891515780240297,
-0.03277122974395752,
-0.010545827448368073,
0.047279659658670425,
0.05282815918326378,
0.030833039432764053,
-0.017052466049790382,
-0.014262317679822445,
-0.035559337586164474,
0.044875845313072205,
0.039948783814907074,
0.025864433497190475,
-0.013902941718697548,
0.04056679084897041,
-0.03917747363448143,
-0.03072100691497326,
-0.003957494627684355,
-0.018548456951975822,
-0.03182710334658623,
-0.02022336609661579,
-0.020110422745347023,
0.013374747708439827,
-0.003720185486599803,
0.00331189320422709,
-0.00022188128787092865,
0.015692992135882378,
-0.025659581646323204,
0.04694781452417374,
0.031088149175047874,
-0.05334753915667534,
0.009969362989068031,
-0.04259142279624939,
-0.038399841636419296,
0.0013976488262414932,
-0.01194067019969225,
-0.025008711963891983,
0.016336441040039062,
-0.012693089433014393,
0.0056934477761387825,
0.045730020850896835,
-0.005061750300228596,
-0.005968663841485977,
0.0024369172751903534,
-0.036646511405706406,
0.05877246707677841,
0.011205922812223434,
-0.07271824777126312,
-0.017189251258969307,
0.01147217396646738,
-0.00370021048001945,
-0.0500580370426178,
-0.07605250179767609,
-0.0272323377430439,
0.027736542746424675,
0.00490760849788785,
-0.04179728403687477,
-0.05295173451304436,
0.0038406704552471638,
0.07516781985759735,
-0.043920185416936874,
-0.020952947437763214,
-0.006586066447198391,
-0.07654216140508652,
0.012326456606388092,
0.05887841805815697,
-0.04743005707859993,
0.0037257468793541193,
-0.039286211133003235,
0.01573922485113144,
-0.03769495710730553,
0.03412683308124542,
-0.04917601868510246,
0.0118716387078166,
-0.08722387999296188,
-0.025736993178725243,
-0.031544800847768784,
0.04464076831936836,
0.043500348925590515,
-0.021808713674545288,
0.07165273278951645,
0.03699794039130211,
0.0062658642418682575,
0.0328473225235939,
-0.00018535404524300247,
-0.021818064153194427,
0.05268301069736481,
-0.054413262754678726,
-0.013330835849046707,
-0.001821796060539782,
0.04595547914505005,
-0.0737474113702774,
-0.036003995686769485,
0.007003605365753174,
-0.030299674719572067,
-0.004864889197051525,
0.03378324583172798,
0.035709355026483536,
-0.020846469327807426,
0.022626904770731926,
0.021986104547977448,
0.010591572150588036,
0.050413407385349274,
-0.0028813318349421024,
0.09117473661899567,
-0.011132728308439255,
-0.015111519023776054,
-0.004826952237635851,
-0.038098644465208054,
-0.059290073812007904,
0.016189273446798325,
-0.011309253983199596,
-0.03640447184443474,
-0.04513543099164963,
0.04239003360271454,
0.03261519968509674,
-0.016564782708883286,
0.04059603437781334,
-0.05268976464867592,
-0.041646506637334824,
-0.054656531661748886,
0.03157396987080574,
0.012140070088207722,
-0.0024033430963754654,
0.02942461520433426,
-0.06864646077156067,
0.023334866389632225,
-0.05041999742388725,
-0.05964050814509392,
-0.017648976296186447,
0.002970439614728093,
-0.03811939060688019,
0.039252765476703644,
0.03155767545104027,
-0.04951208829879761,
-0.002394313458353281,
0.03883842006325722,
-0.06895747780799866,
0.06891714781522751,
0.04017377644777298,
0.12111033499240875,
-0.056255362927913666,
-0.044353704899549484,
-0.00389313162304461,
0.011341833509504795,
-0.04135851562023163,
0.014880213886499405,
0.013739685527980328,
-0.01664809137582779,
-0.028698550537228584,
-0.010495025664567947,
0.056558042764663696,
-0.043177735060453415,
-0.0026537964586168528,
0.04732905328273773,
0.022502707317471504,
0.029642855748534203,
-0.06599771976470947,
0.011941074393689632,
-0.013564255088567734,
0.008214354515075684,
-0.03403931483626366,
0.02890816517174244,
0.005114274565130472,
-0.0010690813651308417,
-0.052980951964855194,
-0.050920821726322174,
0.0010800339514389634,
0.09390490502119064,
-0.009283025749027729,
-0.010981855913996696,
-0.03148828446865082,
-0.0036944353487342596,
0.040205199271440506,
0.03247719258069992,
-0.03267596289515495,
0.027454331517219543,
0.055289555341005325,
0.04489874839782715,
-0.03503323346376419,
0.07188594341278076,
-0.018247127532958984,
-0.03448978811502457,
-0.031391214579343796,
0.025541488081216812,
0.010977712459862232,
-0.03896301984786987,
0.040699370205402374,
0.05301417037844658,
0.021839462220668793,
-0.03964439034461975,
-0.021342823281884193,
0.04156343638896942,
-0.0038095980416983366,
-0.004942825995385647,
0.018852952867746353,
0.024716371670365334,
-0.018271593376994133,
0.037773847579956055,
-0.021754803135991096,
0.0000134806114147068,
-0.00677843764424324,
-0.030765341594815254,
0.04308799281716347,
0.014035961590707302,
0.02234894409775734,
0.043654292821884155,
-0.011340699158608913,
0.10003405064344406,
-0.028172090649604797,
-0.0048687332309782505,
-0.06238691136240959,
-0.037596218287944794,
0.010169963352382183,
0.050613828003406525,
0.005804663989692926,
0.05517061799764633,
0.004730399698019028,
-0.045838892459869385,
0.023065365850925446,
0.07666763663291931,
0.05913133546710014,
0.011428624391555786,
-0.04167494922876358,
-0.00331964367069304,
0.045994702726602554,
0.06698115170001984,
-0.03352699428796768,
-0.030662136152386665,
0.0067304945550858974,
0.053342241793870926,
-0.007759149186313152,
0.0143765052780509,
-0.02812814712524414,
0.009239639155566692,
-0.04118325188755989,
-0.07673852145671844,
0.05640476197004318,
0.007334134541451931,
-0.0011980130802839994,
0.03680364042520523,
0.0061261034570634365,
0.00042728742118924856,
-0.0024700788781046867,
0.01745145209133625,
0.03300948441028595,
-0.042023733258247375,
0.013214979320764542,
0.02176748216152191,
0.03020346537232399,
-0.052290771156549454,
0.05902824178338051,
-0.004435393959283829,
-0.010073596611618996,
0.025394083932042122,
-0.005165720358490944,
0.02973964996635914,
0.043223194777965546,
0.03712409362196922,
-0.06917481869459152,
0.0205392949283123,
0.010624151676893234,
0.042673639953136444,
0.03241429477930069,
0.00026059168158099055,
0.06738798320293427,
0.00045798695646226406,
0.03717635199427605,
0.05972147732973099,
0.022885235026478767,
0.005272848065942526,
0.012987140566110611,
0.0629185140132904,
-0.011371473781764507,
-0.011160639114677906,
0.0477912500500679,
-0.05459883436560631,
0.03546323999762535,
-0.04323830083012581,
0.03324653580784798,
-0.00417000288143754,
-0.01417714823037386,
0.04263387247920036,
0.032853998243808746,
-0.002150500426068902,
0.029670098796486855,
-0.006581561639904976,
-0.013459661975502968,
0.020387059077620506,
0.02293943241238594,
0.02548833191394806,
-0.019259538501501083,
-0.026226751506328583,
0.03061140701174736,
-0.07383216917514801,
-0.02074524015188217,
-0.016330556944012642,
-0.040735628455877304,
-0.01883445493876934,
-0.09716430306434631,
-0.010026838630437851,
-0.05751793086528778,
-0.01768370158970356,
0.02791198529303074,
0.000315738667268306,
0.00489656301215291,
-0.028100280091166496,
0.008332408033311367,
-0.03988043591380119,
-0.03946078196167946,
-0.06500723212957382,
-0.025342212989926338,
-0.01560159306973219,
-0.06327168643474579,
0.027561509981751442,
0.013347411528229713,
0.034909091889858246,
-0.02161874994635582,
0.0013078553602099419,
-0.011320671997964382,
-0.030988968908786774,
0.049909479916095734,
0.047774504870176315,
-0.044970158487558365,
-0.05127761885523796,
0.017888439819216728,
-0.018044844269752502,
0.01848701760172844,
-0.004318096209317446,
-0.044216834008693695,
0.06584671884775162,
0.06661135703325272,
-0.005539359990507364,
0.027061734348535538,
-0.009911840781569481,
-0.04485275223851204,
-0.05107240378856659,
-0.019302072003483772,
-0.038253575563430786,
-0.038632676005363464,
-0.015380755998194218,
-0.03720555081963539,
-0.028741953894495964,
-0.05898255482316017,
-0.008280457928776741,
-0.006933395750820637,
0.003448463510721922,
0.013629717752337456,
0.03327019512653351,
0.007447143085300922,
0.04777885600924492,
-0.038870200514793396,
-0.007708164397627115,
0.06338554620742798,
-0.009568178094923496,
0.009769957512617111,
-0.08400262147188187,
-0.03007250651717186,
0.0477144829928875,
0.04006568342447281,
0.0004515291366260499,
0.01900051161646843,
0.08245614171028137,
0.022696390748023987,
-0.0004632218915503472,
-0.017913954332470894,
-0.016507014632225037,
-0.015658337622880936,
0.01102293562144041,
-0.004890679381787777,
-0.03797875717282295,
-0.03951876610517502,
-0.036639999598264694,
-0.022940225899219513,
0.040096741169691086,
-0.07747623324394226,
-0.031902626156806946,
-0.014159870333969593,
0.011988409794867039,
0.05911138281226158,
-0.001530195353552699,
-0.024553418159484863,
-0.00608132453635335,
-0.03478388488292694,
-0.04354550689458847,
0.009879037737846375,
0.0022946535609662533,
0.010230129584670067,
0.050654251128435135,
0.03674258291721344,
-0.0147760771214962,
0.017697203904390335,
0.010223337449133396,
0.04288780316710472,
0.01905355229973793,
-0.048484694212675095,
0.02289280854165554,
-0.020699603483080864,
0.024747999384999275,
-0.007799680810421705,
-0.029199915006756783,
-0.051368631422519684,
-0.0942065641283989,
-0.03023362345993519,
0.013749469071626663,
0.002107731532305479,
0.010533185675740242,
0.049449559301137924,
-0.009715348482131958,
-0.019020715728402138,
-0.012348456308245659,
0.0313146747648716,
0.04139000549912453,
-0.038031380623579025,
0.048954881727695465,
-0.003049569670110941,
0.0282774418592453,
-0.055341560393571854,
0.004037961829453707,
-0.04184849560260773,
-0.024163587018847466,
-0.013356068171560764,
0.07727939635515213,
0.027848733589053154,
0.05492694303393364,
0.07487235963344574,
0.011389435268938541,
-0.021200278773903847,
0.036371078342199326,
0.03725443780422211,
0.00249574426561594,
-0.05541914701461792,
0.006657194811850786,
-0.02609872817993164,
-0.027742596343159676,
0.003076117252930999,
-0.028981098905205727,
-0.006826120428740978,
0.005578871350735426,
0.018745342269539833,
-0.0038556468207389116,
-0.007475560996681452,
-0.013136782683432102,
-0.01416820753365755,
-0.061312682926654816,
-0.006460399832576513,
-0.024540975689888,
-0.007418243680149317,
0.027375834062695503,
0.05186789482831955,
0.029234955087304115,
0.05012071505188942,
0.036457180976867676,
-0.026943201199173927,
-0.020059233531355858,
0.01093433890491724,
0.02583085373044014,
-0.06078091263771057,
-0.057384539395570755,
-0.030482783913612366,
0.052914686501026154,
0.05269675329327583,
-0.006301413290202618,
-0.09866315126419067,
0.02732204645872116,
0.06477224081754684,
-0.059699323028326035,
0.06419802457094193,
-0.020673241466283798,
0.0060371835716068745,
0.05799859017133713,
-0.005435611587017775,
0.03549641743302345,
0.006115148309618235,
0.006052631884813309,
0.013981563039124012,
0.0663493201136589,
-0.019367236644029617,
-0.05356096848845482,
-0.034323520958423615,
0.05122499540448189,
0.008022112771868706,
0.040921662002801895,
0.04617856442928314,
-0.039691951125860214,
-0.03877393156290054,
0.020672323182225227,
0.018435154110193253,
-0.02213820442557335,
0.012313789688050747,
0.017214111983776093,
0.0563269779086113,
-0.07569078356027603,
-0.021287178620696068,
-0.03824548050761223,
-0.010210313834249973,
0.03421062231063843,
-0.013430451974272728,
-0.03120829351246357,
-0.06441295146942139,
-0.004115704447031021,
-0.02163875289261341,
-0.016815684735774994,
-0.09309040755033493,
0.016481656581163406,
-0.02435821294784546,
-0.02064693532884121,
0.058099664747714996,
0.03056812286376953,
0.008351954631507397,
0.03254072740674019,
-0.018103789538145065,
0.008148213848471642,
-0.02636629343032837,
0.05061990022659302,
-0.04234064742922783,
-0.02190212346613407,
0.0025921198539435863,
-0.04936995729804039,
-0.02316826395690441,
-0.0371270552277565,
-0.03958670049905777,
-0.045150961726903915,
-0.0316954180598259,
0.03486979380249977,
0.01567421667277813,
0.006340008694678545,
-0.006227181293070316,
0.02729838714003563,
-0.0348595567047596,
-0.0046865991316735744,
-0.024786604568362236,
-0.059455495327711105,
-0.0936649814248085,
-0.05779002606868744,
0.017393816262483597,
0.023218367248773575,
0.029490964487195015,
0.02319806069135666,
0.04365827143192291,
0.014984929002821445,
-0.012919698841869831,
-0.010218109004199505,
0.03522183373570442,
0.004667963366955519,
-0.047069747000932693,
-0.06936921179294586,
0.0013256740057840943,
0.023511545732617378,
0.017594806849956512,
-0.01596430502831936,
0.04599025845527649,
0.0030800204258412123,
-0.02706984058022499,
-0.01857111044228077,
0.01495061069726944,
0.017361409962177277,
-0.0675947517156601,
-0.04355660453438759,
-0.04118111729621887,
-0.0524950847029686,
0.04176808148622513,
-0.006547968834638596,
-0.0022656740620732307,
0.002473491011187434,
0.017140856012701988,
0.01101609505712986,
-0.0003719049273058772,
-0.026011444628238678,
0.01522430032491684,
-0.027082176879048347,
0.03367343544960022,
-0.02793825790286064,
0.037751197814941406,
-0.0392206534743309,
0.019486788660287857,
0.0036976991686969995,
0.007398320361971855,
-0.04837331175804138,
0.03833407163619995,
0.00015431914653163403,
0.0012851005885750055,
-0.014403811655938625,
-0.0054245516657829285,
-0.04499141126871109,
0.0369429811835289,
-0.028233883902430534,
0.028224950656294823,
-0.052450090646743774,
0.0493735745549202,
-0.04496348649263382,
-0.015188971534371376,
-0.03240333870053291,
-0.007850307039916515,
0.008607429452240467,
-0.008220881223678589,
-0.025228023529052734,
-0.02164713852107525,
0.04689793288707733,
0.02639910578727722,
0.039583608508110046,
0.03205202519893646,
-0.012756168842315674,
0.014198794960975647,
0.02253478579223156,
-0.04621722176671028,
-0.01563533954322338,
-0.014368590898811817,
0.016430655494332314,
-0.002178615890443325,
0.06316907703876495,
0.02749461680650711,
-0.04188377410173416,
-0.05263444408774376,
0.04066859558224678,
0.009766940958797932,
0.0001627680758247152,
0.0069563863798975945,
-0.0026119810063391924,
0.01803462579846382,
0.024101052433252335,
-0.018976058810949326,
-0.012273271568119526,
-0.009496254846453667,
-0.01896912232041359,
0.03995785117149353,
-0.004254472907632589,
0.0182340070605278,
0.017081353813409805,
-0.04024507850408554,
-0.04577534273266792,
0.05927640572190285,
0.019957909360527992,
0.018212534487247467,
-0.007195331156253815,
-0.03148487210273743,
0.03720657899975777,
0.0062221079133450985,
-0.05984507501125336,
-0.016814932227134705,
0.022316593676805496,
-0.025948312133550644,
0.07286658138036728,
-0.009755650535225868,
-0.013505320064723492,
0.05592205747961998,
0.019054671749472618,
-0.013724534772336483,
0.035245005041360855,
-0.029816284775733948,
-0.0005654745036736131,
0.041482359170913696,
-0.05584058165550232,
-0.002458594972267747,
-0.03508713096380234,
0.07449054718017578,
-0.04816332459449768,
0.03160400316119194,
0.033669520169496536,
0.006616517435759306,
-0.0023612985387444496,
-0.06336584687232971,
-0.032115716487169266,
0.004798716865479946,
-0.06797847896814346,
0.059945885092020035,
0.016942068934440613,
-0.044522468000650406,
0.06310649961233139,
0.021053925156593323,
-0.04246319830417633,
0.018694870173931122,
0.05631145462393761,
0.007758365944027901,
0.020859649404883385,
0.030285462737083435,
-0.030355671420693398,
0.000029810576961608604,
-0.03145872801542282,
0.01873030886054039,
-0.05772428214550018,
-0.009915580041706562,
-0.0024327225983142853,
-0.034612346440553665,
0.012354793027043343,
0.026975305750966072,
0.016221225261688232,
-0.007393716834485531,
0.04212493076920509,
-0.029138755053281784,
-0.03904267027974129,
0.007418089546263218,
0.015609403140842915,
-0.03896047919988632,
0.02776189334690571,
-0.03424382582306862,
0.02206486463546753,
-0.016481872648000717,
-0.012591790407896042,
-0.03049689345061779,
0.035386230796575546,
0.03972053527832031,
-0.05350338667631149,
-0.039814770221710205,
0.06447997689247131,
-0.0075399260967969894,
-0.01960383728146553,
0.020311186090111732,
-0.0008103760774247348,
0.0009338320232927799,
0.02691306360065937,
0.0035190240014344454,
0.0137992724776268,
-0.049754757434129715,
-0.0051639205776154995,
0.00977292936295271,
-0.0045124986208975315,
0.05310405045747757,
-0.02311493642628193,
0.03544639050960541,
0.007281134836375713,
0.024478906765580177,
-0.014087961055338383,
-0.04994960501790047,
-0.029149098321795464,
0.03770507499575615,
-0.04021219536662102,
0.025952093303203583,
0.005599157884716988,
-0.031130649149417877,
-0.061421263962984085,
-0.04558839276432991,
-0.03538699448108673,
0.0243179053068161,
-0.04537375643849373,
0.0003173796576447785,
0.06170611456036568,
-0.0043762121349573135,
-0.04715000465512276,
-0.08666202425956726,
-0.03729245811700821,
-0.04484035074710846,
0.031014250591397285,
0.012705758213996887,
-0.021996552124619484,
0.062387775629758835,
-0.02547052502632141,
-0.048553142696619034,
0.03606501594185829,
0.024657227098941803,
-0.069517582654953,
0.04336215555667877,
0.026870328933000565,
-0.012301046401262283,
-0.00013960612704977393,
0.021831342950463295,
-0.035753682255744934,
-0.007794832345098257,
0.022053103893995285,
0.003950737416744232,
-0.0036622853949666023,
0.034809503704309464,
-0.021779175847768784,
-0.02378111518919468,
-0.06886594742536545,
-0.061125513166189194,
-0.05847664177417755,
0.008226950652897358,
0.06593914330005646
] |
Davlan/mt5-small-en-pcm | [
"pytorch",
"mt5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | {
"architectures": [
"MT5ForConditionalGeneration"
],
"model_type": "mt5",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
tags:
- conversational
---
# Harry Potter DialoGPT Model | [
-0.02932431548833847,
0.006045040208846331,
0.013366667553782463,
0.03441561385989189,
0.0064101917669177055,
0.018416399136185646,
0.002754985122010112,
0.015343287959694862,
-0.01933678798377514,
0.016798319295048714,
0.028363337740302086,
-0.033530596643686295,
0.010642281733453274,
0.03561849147081375,
-0.02664577029645443,
-0.022012796252965927,
-0.037437088787555695,
-0.007161308079957962,
-0.011235308833420277,
-0.024762293323874474,
0.01878330297768116,
0.019173910841345787,
-0.023326188325881958,
0.04056160897016525,
-0.00013033542199991643,
0.016043055802583694,
-0.01777682825922966,
0.007180105894804001,
0.028259241953492165,
-0.05232449620962143,
0.005476192571222782,
-0.04873957112431526,
-0.04309379681944847,
-0.02253296971321106,
-0.031229134649038315,
-0.033671531826257706,
0.011572744697332382,
-0.003823560429736972,
-0.0015630420530214906,
0.03557809069752693,
-0.023000067099928856,
0.006916817743331194,
0.0018112059915438294,
-0.05664018914103508,
0.07643011212348938,
-0.002158769639208913,
-0.04019197076559067,
-0.013396977446973324,
0.019284872338175774,
-0.03964889422059059,
-0.029739823192358017,
-0.06467560678720474,
-0.05737132951617241,
-0.022146938368678093,
0.021305570378899574,
-0.04749271273612976,
-0.07273900508880615,
-0.009300284087657928,
0.09301821887493134,
-0.008789987303316593,
-0.003479603910818696,
-0.0015972900437191129,
-0.06657751649618149,
0.0034637993667274714,
0.02268090285360813,
-0.080781951546669,
0.0216639656573534,
-0.03377952799201012,
0.006651107221841812,
-0.039504121989011765,
0.058796271681785583,
-0.05059138312935829,
0.014896583743393421,
-0.08635081350803375,
-0.006956582888960838,
0.006866906303912401,
0.06209663674235344,
0.056914135813713074,
-0.051178887486457825,
0.046314261853694916,
0.03922424465417862,
0.019338995218276978,
0.03817553445696831,
-0.020331518724560738,
-0.036047033965587616,
0.04485023766756058,
-0.049899451434612274,
-0.01521366648375988,
0.002321384847164154,
0.04160359129309654,
-0.028948621824383736,
-0.04592859745025635,
-0.034508343786001205,
-0.01122399140149355,
-0.006015984807163477,
0.06087744981050491,
0.0272220391780138,
-0.03689863532781601,
0.009819750674068928,
0.05178666114807129,
0.022423747926950455,
0.050775911659002304,
-0.02648092433810234,
0.027647675946354866,
-0.015271655283868313,
0.02762942761182785,
0.025957562029361725,
-0.02142678201198578,
-0.02838285267353058,
0.025983067229390144,
0.009729883633553982,
-0.037678491324186325,
-0.03283712640404701,
0.04257404804229736,
0.018710674718022346,
0.014837650582194328,
0.03926533833146095,
-0.038093145936727524,
-0.03472324088215828,
-0.06044481322169304,
0.04765630140900612,
-0.008917445316910744,
0.0072274901904165745,
-0.0038273565005511045,
-0.0535883791744709,
-0.0030753088649362326,
-0.04485759511590004,
-0.02825883775949478,
-0.01606181263923645,
0.003183025401085615,
0.025335213169455528,
0.038052789866924286,
-0.028510073199868202,
-0.06570557504892349,
0.015092648565769196,
0.04771396890282631,
-0.062487222254276276,
0.0037312221247702837,
0.046378299593925476,
0.10275784134864807,
-0.07461052387952805,
-0.022824179381132126,
0.016644414514303207,
0.01629125326871872,
-0.026663625612854958,
0.000055219486966961995,
-0.008702303282916546,
-0.017780466005206108,
-0.056897200644016266,
-0.016817457973957062,
0.00672937510535121,
-0.058070309460163116,
-0.007673978805541992,
0.04841874539852142,
-0.014388076029717922,
0.009547029621899128,
-0.03169184923171997,
0.006040649954229593,
-0.020283609628677368,
-0.033573370426893234,
-0.048146918416023254,
0.030687816441059113,
-0.01935543306171894,
-0.021936727687716484,
-0.05094263330101967,
-0.03968611732125282,
0.012327298521995544,
0.07059033960103989,
0.021678999066352844,
-0.014923515729606152,
-0.027380216866731644,
0.046073634177446365,
0.0663459524512291,
0.039896950125694275,
-0.025043874979019165,
0.01471012458205223,
0.03708641231060028,
0.014699644409120083,
-0.028026504442095757,
0.06597109138965607,
0.007464522961527109,
-0.034463342279195786,
-0.04504704475402832,
-0.026221618056297302,
0.023382166400551796,
-0.01668214425444603,
0.014659436419606209,
0.040892548859119415,
-0.03768176957964897,
-0.04327145963907242,
0.025090543553233147,
0.05521122366189957,
-0.024548674002289772,
0.0002223008923465386,
-0.015020889230072498,
-0.017583878710865974,
-0.03008204512298107,
0.03579287230968475,
-0.04497387632727623,
0.0007514077005907893,
-0.024583065882325172,
-0.004709277302026749,
0.027974504977464676,
-0.0040795463137328625,
-0.009944272227585316,
0.035158995538949966,
0.000747585785575211,
0.07896335422992706,
-0.029629359021782875,
0.02389870584011078,
-0.029729483649134636,
-0.003824845654889941,
-0.027765916660428047,
0.024949586018919945,
0.02031429298222065,
0.04876299574971199,
-0.04660055786371231,
-0.06021996587514877,
0.03221183270215988,
0.06487573683261871,
0.027613643556833267,
0.03106584958732128,
-0.02008022367954254,
-0.01628435216844082,
0.03031298890709877,
0.03971755504608154,
-0.0383053682744503,
0.001475825090892613,
0.000916345277801156,
0.028793688863515854,
-0.007704433053731918,
-0.029279274865984917,
-0.038149476051330566,
0.003091623308137059,
-0.03434261307120323,
-0.07473301142454147,
0.04762869328260422,
0.031131522729992867,
-0.008920547552406788,
0.02309340052306652,
-0.01314726285636425,
0.013761176727712154,
0.03681660443544388,
0.01221337728202343,
0.0028349985368549824,
-0.07353321462869644,
-0.0017687834333628416,
0.011865591630339622,
0.08528614789247513,
-0.050786443054676056,
0.00987545121461153,
0.014509601518511772,
0.02833171933889389,
0.03657152131199837,
-0.011829396709799767,
0.03377189859747887,
0.058784060180187225,
0.043790265917778015,
-0.028992297127842903,
0.04658545181155205,
-0.0021621130872517824,
0.0480341874063015,
0.05527380108833313,
0.003149161348119378,
0.053119536489248276,
-0.00646889116615057,
0.02760019712150097,
0.03963284566998482,
0.014382698573172092,
-0.03203306347131729,
0.034157607704401016,
0.07532196491956711,
0.0007230173796415329,
0.03211534395813942,
0.03940447047352791,
-0.0006387889734469354,
0.0007480280473828316,
-0.03934841230511665,
-0.008443034254014492,
0.0105669554322958,
-0.011486761271953583,
0.059707365930080414,
0.00782193336635828,
-0.01563885435461998,
-0.010194331407546997,
-0.014454839751124382,
-0.01364302821457386,
0.044004958122968674,
-0.01752600632607937,
-0.01587030105292797,
-0.014409162104129791,
0.0002826621348503977,
0.011324439197778702,
-0.05840839073061943,
-0.07261454313993454,
-0.008921388536691666,
-0.045026928186416626,
0.001525159110315144,
-0.10529201477766037,
-0.033938802778720856,
-0.051022887229919434,
-0.016480958089232445,
0.04051170498132706,
0.015967529267072678,
0.02945655584335327,
-0.004817069508135319,
0.006404386833310127,
-0.02895386517047882,
-0.055273812264204025,
-0.05277849733829498,
-0.013484327122569084,
-0.011922609061002731,
-0.059867121279239655,
0.036396224051713943,
0.03594468533992767,
0.0596364289522171,
0.004005648195743561,
-0.031525734812021255,
-0.04907754063606262,
-0.011161084286868572,
0.049111440777778625,
0.029080171138048172,
-0.04609940946102142,
-0.026032714173197746,
0.0021918609272688627,
0.01638808287680149,
0.005718542262911797,
-0.03371669724583626,
-0.05463573709130287,
0.07348424941301346,
0.03730073198676109,
0.018640469759702682,
0.006455766037106514,
-0.003478009020909667,
-0.03578050807118416,
-0.02142167277634144,
-0.0400761142373085,
-0.04631585627794266,
-0.0063089411705732346,
-0.036762382835149765,
-0.059553902596235275,
-0.030016852542757988,
-0.06066194176673889,
0.004153145942837,
-0.006494714412838221,
0.0026194679085165262,
0.014377329498529434,
0.01764609105885029,
0.030950475484132767,
0.01628408208489418,
-0.02065788395702839,
-0.016491496935486794,
0.028876960277557373,
-0.005001797340810299,
-0.019184362143278122,
-0.07858138531446457,
-0.04967968910932541,
0.010130621492862701,
0.01830553449690342,
-0.011504312045872211,
-0.002546533942222595,
0.030479058623313904,
0.02701401524245739,
-0.003619228024035692,
0.027359548956155777,
-0.060156263411045074,
0.0094451317563653,
-0.04443350061774254,
-0.044254034757614136,
-0.025507846847176552,
-0.0241300780326128,
-0.025223392993211746,
-0.009120024740695953,
0.04303348436951637,
-0.08471988886594772,
-0.027839573100209236,
-0.009472785517573357,
0.010087331756949425,
0.027230041101574898,
0.005365155171602964,
-0.06074146181344986,
-0.002574486890807748,
-0.03820034861564636,
-0.024975327774882317,
-0.014738118276000023,
-0.018760638311505318,
0.003309394931420684,
0.027584493160247803,
0.035696450620889664,
-0.04446110874414444,
0.055457744747400284,
0.01201973669230938,
0.054593343287706375,
0.06237439811229706,
-0.02545017935335636,
0.028678754344582558,
-0.042907822877168655,
0.04237385466694832,
0.004029444418847561,
-0.038302578032016754,
-0.05407293885946274,
-0.09945599734783173,
-0.049738626927137375,
0.027501428499817848,
-0.007318173069506884,
0.013769119046628475,
0.03807791694998741,
-0.04459625855088234,
-0.03981299325823784,
0.014652399346232414,
0.03556933254003525,
0.04650745540857315,
-0.030582726001739502,
0.048671115189790726,
0.014076363295316696,
0.006929358001798391,
-0.05133192986249924,
0.004024311900138855,
-0.05675031617283821,
-0.028189711272716522,
-0.008334136568009853,
0.04396549612283707,
0.014822578057646751,
0.07016357034444809,
0.07078735530376434,
0.04600750654935837,
-0.0550091415643692,
0.0633951798081398,
0.08126983046531677,
-0.007854865863919258,
-0.0370037816464901,
-0.00683246273547411,
-0.008461668156087399,
0.00026697415160015225,
-0.0014921256806701422,
-0.015141045674681664,
0.026136629283428192,
0.04228907823562622,
0.002971832873299718,
0.000511575082782656,
0.02910141460597515,
-0.015128291212022305,
-0.012436047196388245,
-0.0765959769487381,
0.003240141086280346,
-0.025109948590397835,
-0.032988596707582474,
0.053563691675662994,
0.03872525319457054,
0.005621431395411491,
0.055665239691734314,
0.02230147086083889,
-0.010847399942576885,
-0.04954245686531067,
0.03685743734240532,
0.020767895504832268,
-0.054092735052108765,
-0.04795261099934578,
-0.060947734862565994,
0.036577943712472916,
0.056090518832206726,
-0.011115544475615025,
-0.08585789054632187,
0.020114554092288017,
0.0463884212076664,
-0.055187664926052094,
0.043727390468120575,
0.005179120227694511,
0.0625462457537651,
0.01610247604548931,
0.009406483732163906,
0.03418578580021858,
-0.06436669081449509,
0.015213251113891602,
-0.01087357010692358,
0.04413330927491188,
-0.051138151437044144,
-0.05107389762997627,
-0.06846769154071808,
0.04051796346902847,
0.02092997170984745,
0.026323698461055756,
0.010263866744935513,
-0.05436020717024803,
-0.03328753262758255,
-0.009042704477906227,
0.01446519698947668,
-0.007088584825396538,
0.022031156346201897,
0.018190816044807434,
0.053670696914196014,
-0.07021442800760269,
0.002518772380426526,
0.019050152972340584,
0.02234090305864811,
0.01503245159983635,
-0.02031748741865158,
-0.04864870011806488,
-0.00906241312623024,
0.02697126939892769,
-0.03206959739327431,
0.006005094386637211,
-0.09589268267154694,
0.014080222696065903,
-0.024870790541172028,
-0.024516692385077477,
0.06358795613050461,
0.05623810365796089,
0.05504674091935158,
0.07299677282571793,
-0.007165117189288139,
0.044777099043130875,
-0.018237048760056496,
0.04584973677992821,
-0.039181288331747055,
-0.021183466538786888,
-0.00047419400652870536,
-0.09294061362743378,
-0.02492321841418743,
-0.021984674036502838,
-0.030108176171779633,
-0.04360306262969971,
0.018514156341552734,
-0.004303584340959787,
-0.024323880672454834,
0.0059276605024933815,
0.0015321230748668313,
0.027096256613731384,
-0.026092402637004852,
-0.041854098439216614,
-0.007742679677903652,
-0.011413154192268848,
-0.09150898456573486,
-0.05173996463418007,
0.03062118962407112,
-0.03692939504981041,
0.01228784117847681,
-0.006103224586695433,
0.006334525998681784,
0.0614515095949173,
0.006252205930650234,
-0.013939210213720798,
0.00593399815261364,
0.04069836437702179,
-0.042205825448036194,
-0.013071143999695778,
0.008154459297657013,
0.0029791633132845163,
0.004696348682045937,
-0.03983975201845169,
0.03853620961308479,
0.008949575945734978,
-0.056262169033288956,
-0.032879456877708435,
0.03806540369987488,
0.006613243371248245,
-0.07458451390266418,
-0.005305642727762461,
-0.02504461444914341,
-0.04123532027006149,
0.005882964935153723,
-0.04165685549378395,
-0.02282615937292576,
-0.008985788561403751,
0.029600810259580612,
0.022460684180259705,
-0.0075898985378444195,
-0.021002894267439842,
0.0005975815001875162,
-0.023328198119997978,
0.03661677613854408,
-0.059721387922763824,
0.019072197377681732,
-0.02186872623860836,
0.029988033697009087,
-0.031072435900568962,
0.011503487825393677,
-0.03803470730781555,
0.04737085476517677,
-0.033153094351291656,
-0.008493169210851192,
-0.005506552755832672,
-0.012693780474364758,
0.002941891085356474,
0.03680838644504547,
0.009493740275502205,
0.00685264403000474,
-0.03660181537270546,
0.07498747110366821,
-0.06040522828698158,
0.025039685890078545,
-0.018646037206053734,
-0.02587556466460228,
-0.022121505811810493,
0.010518575087189674,
-0.0024367752484977245,
-0.048959337174892426,
0.025258028879761696,
0.026589440181851387,
0.011251771822571754,
0.05625193938612938,
0.004884401336312294,
0.002131039509549737,
0.042909037321805954,
-0.04708048701286316,
-0.04695259779691696,
0.013714577071368694,
-0.0036854620557278395,
0.010200507007539272,
0.06730146706104279,
0.019656861200928688,
-0.0512692965567112,
-0.03298187255859375,
0.036224614828825,
0.03920777142047882,
0.015473512001335621,
0.01399226300418377,
0.03868846222758293,
0.05340224504470825,
0.06545703858137131,
-0.014284901320934296,
-0.008399683982133865,
0.026320595294237137,
-0.01538968924432993,
-0.010931354016065598,
-0.0011463399277999997,
0.007501415908336639,
0.02187660150229931,
-0.02314271591603756,
-0.017980454489588737,
0.07055879384279251,
-0.0025045862421393394,
0.003662115428596735,
-0.0030914656817913055,
-0.033761415630578995,
0.060096681118011475,
0.009287015534937382,
-0.051856186240911484,
-0.00651794346049428,
0.03370355814695358,
-0.03184325620532036,
0.029390262439846992,
-0.02171219140291214,
0.008781231939792633,
0.04088205844163895,
0.018404239788651466,
0.017135346308350563,
0.022892192006111145,
-0.0216139554977417,
-0.0020908168517053127,
0.02090456709265709,
-0.042144887149333954,
-0.029485339298844337,
-0.04201829805970192,
0.04218033328652382,
-0.052373360842466354,
0.05242588371038437,
0.019476352259516716,
0.03962622955441475,
0.002042831154540181,
-0.04078805446624756,
-0.024650806561112404,
-0.02275155484676361,
-0.04707847908139229,
0.06416257470846176,
-0.02225913107395172,
-0.04111771285533905,
0.07285141944885254,
0.03280995041131973,
-0.07665784657001495,
0.03320397064089775,
0.029545655474066734,
0.04169197008013725,
0.01691337116062641,
0.06123943254351616,
-0.045424684882164,
0.012235899455845356,
-0.0315406396985054,
0.0014443113468587399,
-0.0321371853351593,
-0.029147345572710037,
-0.011141092516481876,
-0.03901994600892067,
0.008258866146206856,
0.03404037281870842,
-0.025944463908672333,
0.020991921424865723,
0.008665471337735653,
-0.03705630078911781,
-0.04209478572010994,
-0.010286758653819561,
0.02757439576089382,
-0.0018828862812370062,
-0.002804412040859461,
-0.0028746509924530983,
0.018827855587005615,
0.029967082664370537,
-0.02068255841732025,
-0.06116575747728348,
0.019078025594353676,
-0.017579685896635056,
-0.05476577207446098,
-0.06269073486328125,
0.054679181426763535,
0.024424757808446884,
-0.021622812375426292,
-0.008607631549239159,
0.03603750839829445,
0.013047623448073864,
0.03396211192011833,
-0.00953170657157898,
0.017315849661827087,
-0.08252567797899246,
0.0007511636940762401,
0.026040880009531975,
0.026170974597334862,
-0.01105874590575695,
-0.012689796276390553,
0.015810227021574974,
0.0690523311495781,
0.05578431859612465,
-0.00024370616301894188,
-0.045822955667972565,
-0.023622281849384308,
-0.0128404526039958,
-0.03822046145796776,
0.05083514750003815,
0.01602904126048088,
-0.0611816868185997,
-0.03173581883311272,
-0.009317194111645222,
0.002656480995938182,
0.02277398854494095,
-0.04440457746386528,
0.02351226657629013,
0.01078673917800188,
-0.0051744780503213406,
-0.03844498097896576,
-0.09174039214849472,
-0.033512674272060394,
-0.019307170063257217,
0.028759799897670746,
0.03961570933461189,
-0.07238276302814484,
0.01423786859959364,
-0.027363315224647522,
-0.022072039544582367,
0.04990082606673241,
0.004135670606046915,
-0.014953582547605038,
0.07735265791416168,
0.04406218230724335,
-0.04539019241929054,
0.05342625826597214,
0.02086866833269596,
-0.053215187042951584,
0.05210849270224571,
0.009516371414065361,
0.0336012989282608,
0.0004953506286256015,
0.014341048896312714,
-0.011908214539289474,
0.006626341957598925,
-0.022978181019425392,
-0.04506203532218933,
-0.0010064436355605721,
0.0033091024961322546,
0.03568395972251892
] |
Davlan/mt5_base_eng_yor_mt | [
"pytorch",
"mt5",
"text2text-generation",
"arxiv:2103.08647",
"transformers",
"autotrain_compatible"
] | text2text-generation | {
"architectures": [
"MT5ForConditionalGeneration"
],
"model_type": "mt5",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 2 | null | ## About the model
The model has been trained on a collection of 500k articles with headings. Its purpose is to create a one-line heading suitable for the given article.
Sample code with a WikiNews article:
```python
import torch
from transformers import T5ForConditionalGeneration,T5Tokenizer
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
model = T5ForConditionalGeneration.from_pretrained("Michau/t5-base-en-generate-headline")
tokenizer = T5Tokenizer.from_pretrained("Michau/t5-base-en-generate-headline")
model = model.to(device)
article = '''
Very early yesterday morning, the United States President Donald Trump reported he and his wife First Lady Melania Trump tested positive for COVID-19. Officials said the Trumps' 14-year-old son Barron tested negative as did First Family and Senior Advisors Jared Kushner and Ivanka Trump.
Trump took to social media, posting at 12:54 am local time (0454 UTC) on Twitter, "Tonight, [Melania] and I tested positive for COVID-19. We will begin our quarantine and recovery process immediately. We will get through this TOGETHER!" Yesterday afternoon Marine One landed on the White House's South Lawn flying Trump to Walter Reed National Military Medical Center (WRNMMC) in Bethesda, Maryland.
Reports said both were showing "mild symptoms". Senior administration officials were tested as people were informed of the positive test. Senior advisor Hope Hicks had tested positive on Thursday.
Presidential physician Sean Conley issued a statement saying Trump has been given zinc, vitamin D, Pepcid and a daily Aspirin. Conley also gave a single dose of the experimental polyclonal antibodies drug from Regeneron Pharmaceuticals.
According to official statements, Trump, now operating from the WRNMMC, is to continue performing his duties as president during a 14-day quarantine. In the event of Trump becoming incapacitated, Vice President Mike Pence could take over the duties of president via the 25th Amendment of the US Constitution. The Pence family all tested negative as of yesterday and there were no changes regarding Pence's campaign events.
'''
text = "headline: " + article
max_len = 256
encoding = tokenizer.encode_plus(text, return_tensors = "pt")
input_ids = encoding["input_ids"].to(device)
attention_masks = encoding["attention_mask"].to(device)
beam_outputs = model.generate(
input_ids = input_ids,
attention_mask = attention_masks,
max_length = 64,
num_beams = 3,
early_stopping = True,
)
result = tokenizer.decode(beam_outputs[0])
print(result)
```
Result:
```Trump and First Lady Melania Test Positive for COVID-19```
| [
-0.03088669665157795,
-0.03502893075346947,
-0.01667887531220913,
0.051465656608343124,
0.03119755908846855,
0.04000071808695793,
0.010317320935428143,
-0.021124841645359993,
-0.03707043081521988,
0.031859058886766434,
0.01599421724677086,
0.03267064690589905,
0.020633313804864883,
0.02725347876548767,
-0.04609179496765137,
-0.054607897996902466,
-0.03191950172185898,
0.008461491204798222,
-0.03949786350131035,
-0.004396242089569569,
0.01636485941708088,
-0.010018600150942802,
0.013504104688763618,
0.01313940528780222,
-0.009431440383195877,
0.03426627442240715,
-0.0006364565924741328,
0.015024743042886257,
0.025700094178318977,
-0.06388554722070694,
-0.014409372583031654,
-0.003434108104556799,
-0.007227414753288031,
-0.027608446776866913,
-0.005279408767819405,
0.05516299605369568,
0.007328807841986418,
0.017510123550891876,
-0.016790680587291718,
0.027733653783798218,
0.004173018969595432,
-0.019358571618795395,
0.022977977991104126,
-0.0195162333548069,
0.04529761150479317,
-0.01371989119797945,
-0.05268579721450806,
-0.017931122332811356,
0.02117057703435421,
-0.013065776787698269,
-0.07206214219331741,
-0.08252659440040588,
-0.06055385619401932,
0.023972434923052788,
-0.010060958564281464,
-0.03297661617398262,
-0.0845179483294487,
0.014038081280887127,
0.023148320615291595,
-0.025873521342873573,
-0.02966814488172531,
0.02697928436100483,
-0.0664997547864914,
-0.01163223385810852,
0.023358086124062538,
-0.02849995717406273,
-0.015870019793510437,
-0.033823247998952866,
0.004880903754383326,
-0.024093186482787132,
0.03554454818367958,
-0.027627503499388695,
0.03127612918615341,
-0.09240296483039856,
-0.015486220829188824,
-0.018240755423903465,
0.02491331286728382,
0.05349929630756378,
-0.03659253194928169,
0.02509692870080471,
0.02066747285425663,
0.0013040781486779451,
0.0694684237241745,
-0.02909666858613491,
0.0006092828116379678,
0.008704167790710926,
-0.04237755760550499,
-0.0063438755460083485,
0.002667023101821542,
0.053536903113126755,
-0.019776148721575737,
-0.019659005105495453,
-0.01979895494878292,
-0.01906253956258297,
-0.027832509949803352,
0.03340417891740799,
0.05160589516162872,
-0.006192441564053297,
0.02801804430782795,
0.04099492356181145,
0.06273570656776428,
0.03483004495501518,
-0.004446137230843306,
0.0507061593234539,
0.002396755386143923,
-0.009787270799279213,
-0.04676763340830803,
-0.038169607520103455,
-0.052648961544036865,
0.031101886183023453,
0.021763218566775322,
-0.0444510392844677,
-0.030181270092725754,
0.030301708728075027,
0.016900967806577682,
-0.012269123457372189,
0.030004460364580154,
-0.043079912662506104,
-0.02863183803856373,
-0.01265894714742899,
0.03702513873577118,
0.023229658603668213,
-0.010599113069474697,
0.0035637731198221445,
-0.02727908454835415,
0.032741647213697433,
-0.04489554837346077,
-0.028821589425206184,
0.0006951541290618479,
0.0380752831697464,
-0.016547592356801033,
0.026253385469317436,
0.026472261175513268,
-0.04655644670128822,
0.009745211340487003,
0.022454671561717987,
-0.07779033482074738,
0.03551243245601654,
0.016075368970632553,
0.09359775483608246,
-0.08930344134569168,
-0.04034165292978287,
0.04901798442006111,
-0.0036720538046211004,
-0.030978495255112648,
-0.0036797283682972193,
0.016264619305729866,
-0.020101625472307205,
-0.019073063507676125,
0.022648194804787636,
0.047823838889598846,
-0.04825717210769653,
-0.013354836963117123,
0.04143720492720604,
-0.01249139104038477,
0.024124164134263992,
-0.030072808265686035,
-0.0021285354159772396,
0.007403591647744179,
0.02203754149377346,
-0.024076012894511223,
0.05704740434885025,
-0.01505711954087019,
0.011397941038012505,
-0.0419495590031147,
-0.04615951329469681,
0.013211690820753574,
0.080253966152668,
-0.021624373272061348,
-0.03361896425485611,
-0.031845226883888245,
0.007445814553648233,
0.048444416373968124,
0.004015539772808552,
0.00023223450989462435,
0.040089402347803116,
0.05502655357122421,
0.04073658585548401,
-0.020238371565937996,
0.011139484122395515,
-0.0016808640211820602,
-0.028866391628980637,
-0.023703936487436295,
0.028396617621183395,
-0.01759975403547287,
-0.012175370007753372,
0.006427326705306768,
0.027513938024640083,
-0.002478895476087928,
-0.04673604667186737,
-0.018551765009760857,
0.05138924717903137,
0.00037085881922394037,
-0.005610357504338026,
-0.028595032170414925,
-0.0014715732540935278,
-0.02791406959295273,
0.034456558525562286,
-0.045932598412036896,
-0.0170271135866642,
-0.015053022652864456,
-0.04200088977813721,
-0.0033724852837622166,
0.011963842436671257,
0.042996104806661606,
0.039626240730285645,
-0.0072187562473118305,
0.0833711177110672,
-0.022493630647659302,
0.012365779839456081,
-0.048956118524074554,
-0.06002777814865112,
0.017123088240623474,
0.030768832191824913,
0.05655213072896004,
0.04203842580318451,
-0.014633388258516788,
-0.04114379733800888,
0.010124025866389275,
0.07641031593084335,
0.03281644359230995,
0.02699297107756138,
-0.005395803600549698,
0.03645532950758934,
0.02499380335211754,
0.03942099213600159,
0.0018162335036322474,
-0.041972506791353226,
0.020414989441633224,
0.018103977665305138,
-0.020489666610956192,
0.011900445446372032,
-0.03749532252550125,
0.022161247208714485,
-0.04684090614318848,
-0.07419640570878983,
0.043710775673389435,
0.044579073786735535,
0.050797123461961746,
0.025241319090127945,
-0.03749535232782364,
0.00024032287183217704,
0.033316224813461304,
-0.00250535667873919,
0.02992437221109867,
-0.029834670946002007,
-0.010842559859156609,
0.007335173897445202,
0.049812525510787964,
-0.020886197686195374,
0.03908610716462135,
-0.01124773733317852,
-0.015795594081282616,
0.03549280762672424,
-0.032888323068618774,
0.03309730812907219,
0.0642264187335968,
0.006341202184557915,
-0.019655728712677956,
0.02077787183225155,
0.015932494774460793,
0.02013818733394146,
0.02750224433839321,
0.014392111450433731,
0.05347377806901932,
-0.01657053828239441,
0.032053034752607346,
0.08621235936880112,
-0.006955982185900211,
0.0035028313286602497,
0.033954981714487076,
0.06846518069505692,
0.0036959131248295307,
-0.009901463985443115,
0.03554372116923332,
-0.045850060880184174,
0.012495646253228188,
-0.04497638717293739,
0.0041558328084647655,
-0.0022485775407403708,
-0.020997140556573868,
0.05224887281656265,
0.0315798819065094,
-0.012825275771319866,
0.02483319863677025,
-0.024229833856225014,
-0.02692202851176262,
0.02139134891331196,
-0.03799192234873772,
0.012925435788929462,
-0.014179893769323826,
-0.03738145902752876,
0.010185551829636097,
-0.06647979468107224,
-0.013936818577349186,
0.005661433562636375,
-0.027481453493237495,
0.006942712236195803,
-0.09051245450973511,
-0.045706603676080704,
-0.08991018682718277,
-0.013618712313473225,
0.0248392503708601,
0.011528495699167252,
-0.0016994806937873363,
-0.070480577647686,
0.026278046891093254,
-0.03139802813529968,
-0.08712483942508698,
-0.07425994426012039,
-0.05288759246468544,
-0.03559577465057373,
-0.04901423305273056,
0.029252678155899048,
0.026485275477170944,
0.025127721950411797,
-0.02719476819038391,
0.010260947979986668,
-0.009168846532702446,
-0.017686598002910614,
0.05779075622558594,
0.00831451453268528,
-0.04492057114839554,
-0.055419884622097015,
0.02453542873263359,
-0.0008519774419255555,
0.013713235966861248,
-0.005622346419841051,
-0.03086673468351364,
0.04406176134943962,
0.06614481657743454,
0.026377905160188675,
0.0006851336220279336,
-0.007816649973392487,
-0.05446870997548103,
-0.05921753868460655,
-0.029533030465245247,
-0.049741581082344055,
-0.01659339852631092,
-0.053791698068380356,
-0.039550233632326126,
-0.03050018660724163,
-0.053231026977300644,
-0.021825743839144707,
-0.00699308468028903,
-0.0031687954906374216,
0.045539189130067825,
0.0410684198141098,
0.0366356186568737,
0.020555322989821434,
-0.04339221492409706,
-0.05633431300520897,
0.07935933023691177,
0.007222387008368969,
0.03502956032752991,
-0.08513110876083374,
-0.04786914214491844,
0.06707939505577087,
0.02569897659122944,
0.0332028828561306,
-0.027893487364053726,
0.04891880974173546,
0.05749492347240448,
-0.01099101360887289,
-0.01616234891116619,
-0.019901013001799583,
-0.002885522088035941,
-0.006007975898683071,
0.015219910070300102,
-0.007329000160098076,
-0.008365652523934841,
-0.03351530060172081,
-0.012824526987969875,
0.06386812031269073,
-0.05024696886539459,
-0.042366571724414825,
-0.031013160943984985,
-0.004576037172228098,
0.0561162605881691,
0.024506576359272003,
-0.02900240384042263,
-0.01256710197776556,
-0.06833519041538239,
-0.026950299739837646,
0.009299392811954021,
0.002181235933676362,
0.014858903363347054,
0.043008867651224136,
0.036687228828668594,
0.016079595312476158,
0.014539523050189018,
0.03579671308398247,
0.0390033982694149,
0.019701404497027397,
-0.0637335479259491,
0.040965694934129715,
-0.005741477478295565,
0.03529190644621849,
0.004072948824614286,
-0.009640518575906754,
-0.03515224531292915,
-0.08179120719432831,
-0.014525464735925198,
0.02445816807448864,
0.011217135936021805,
-0.014408334158360958,
0.02293144166469574,
-0.004130432847887278,
-0.01640155166387558,
-0.00962101947516203,
0.03437595069408417,
0.02573997713625431,
-0.0685964822769165,
0.04133105278015137,
-0.008801229298114777,
0.002478671493008733,
-0.029090119525790215,
-0.01096313912421465,
-0.01580643281340599,
-0.02098092995584011,
0.022606883198022842,
0.05528544262051582,
0.011118953116238117,
0.060496993362903595,
0.074867844581604,
-0.00020326364028733224,
-0.030834581702947617,
0.04996868595480919,
0.06123876944184303,
-0.029144717380404472,
-0.04862532019615173,
0.017450930550694466,
-0.010567007586359978,
-0.04469521716237068,
0.016846181824803352,
-0.013303237967193127,
0.04225986823439598,
0.03038770519196987,
0.0033801996614784002,
0.023806998506188393,
-0.006673742085695267,
-0.03297530487179756,
-0.02976781316101551,
-0.05051653832197189,
-0.021517150104045868,
0.005853876005858183,
-0.0034748998004943132,
0.005702725145965815,
0.04622349888086319,
0.011369633488357067,
0.05283338204026222,
0.02077745459973812,
-0.021982436999678612,
-0.020884588360786438,
0.03292082995176315,
0.03505640849471092,
-0.03893652185797691,
-0.07086699455976486,
-0.06076522171497345,
0.009097946807742119,
0.03811490535736084,
-0.013235364109277725,
-0.08920373767614365,
0.01698099821805954,
0.07282187044620514,
-0.03103223443031311,
0.08475940674543381,
0.008706241846084595,
0.04562682285904884,
0.03061593696475029,
-0.03725007176399231,
0.03725266829133034,
-0.014400315470993519,
0.0024625665973871946,
0.0041497619822621346,
0.06060262396931648,
-0.024973923340439796,
-0.01090895477682352,
-0.03235318511724472,
0.04638658091425896,
0.042234018445014954,
0.04682425037026405,
0.03796820715069771,
-0.02799396403133869,
-0.05187491327524185,
0.017286475747823715,
0.057910528033971786,
-0.03695916011929512,
0.011275602504611015,
0.01945524476468563,
-0.009236590005457401,
-0.043684206902980804,
-0.030557142570614815,
-0.002655824413523078,
0.005097696557641029,
0.020960919559001923,
-0.020879723131656647,
-0.034870050847530365,
-0.046142030507326126,
0.017225688323378563,
0.022577136754989624,
-0.022315911948680878,
-0.07880257815122604,
0.026380138471722603,
-0.005657766479998827,
-0.004998980090022087,
0.033024538308382034,
0.03852474316954613,
0.05732269585132599,
0.06169929727911949,
0.025987127795815468,
0.0254518985748291,
-0.030847914516925812,
-0.004094517789781094,
-0.03691425174474716,
-0.008294227533042431,
0.013099700212478638,
-0.025445634499192238,
-0.049821868538856506,
-0.0391029454767704,
-0.058754656463861465,
-0.06341666728258133,
-0.01907767914235592,
0.046258118003606796,
-0.0027480637654662132,
0.01943105086684227,
0.025929179042577744,
0.017646515741944313,
-0.025464095175266266,
-0.02948825992643833,
-0.0465809665620327,
-0.024287203326821327,
-0.06490999460220337,
-0.045187436044216156,
0.03211558982729912,
0.03781852126121521,
0.017025534063577652,
0.012448788620531559,
0.017762847244739532,
0.012130990624427795,
-0.005474418867379427,
-0.0503314845263958,
0.028177449479699135,
0.004814989864826202,
-0.018891865387558937,
-0.027432888746261597,
0.014476974494755268,
0.02150442637503147,
0.02401871234178543,
-0.0213752631098032,
0.010800435207784176,
0.024985814467072487,
-0.02169106714427471,
-0.028709473088383675,
0.05015907809138298,
-0.023957621306180954,
-0.06636075675487518,
-0.01896738074719906,
0.0014782329089939594,
-0.031035389751195908,
0.06725464016199112,
-0.03973526135087013,
-0.021702155470848083,
-0.017062677070498466,
0.00792351458221674,
0.02376091107726097,
-0.027291245758533478,
-0.03482479974627495,
-0.011573434807360172,
-0.050782956182956696,
0.020317021757364273,
-0.06604550033807755,
0.027297768741846085,
-0.04716896638274193,
-0.013550171628594398,
-0.05651086941361427,
0.01145910657942295,
-0.05282622575759888,
0.05763258412480354,
-0.026422683149576187,
-0.03867849335074425,
-0.01872345432639122,
0.018078982830047607,
-0.022523226216435432,
0.06713366508483887,
-0.00003714755075634457,
0.012905435636639595,
-0.023133285343647003,
0.0612734891474247,
-0.029987899586558342,
0.0004337331629358232,
-0.03530586138367653,
0.011033618822693825,
-0.03105597384274006,
-0.0408751480281353,
-0.044208064675331116,
-0.03384069725871086,
0.039510712027549744,
0.050040364265441895,
0.039677899330854416,
0.06247501075267792,
-0.004488874226808548,
0.009438494220376015,
0.00825961958616972,
-0.08251136541366577,
-0.05817939713597298,
0.0011565540917217731,
-0.011762268841266632,
0.025280259549617767,
0.018845079466700554,
0.04877818748354912,
-0.02030111476778984,
-0.043314285576343536,
0.03829162195324898,
0.03846721351146698,
0.0021977033466100693,
0.012896734289824963,
0.015985863283276558,
0.02532973140478134,
0.013685653917491436,
-0.04543719068169594,
-0.05508201941847801,
-0.009962758049368858,
-0.04919087141752243,
0.04764243960380554,
-0.015379629097878933,
0.04053209349513054,
-0.008018977008759975,
-0.04112686961889267,
-0.007211172953248024,
0.06668610870838165,
0.01758909784257412,
0.022608842700719833,
-0.0253125187009573,
-0.024808481335639954,
0.05931026488542557,
-0.0009660114301368594,
-0.04315250739455223,
0.008762220852077007,
0.023571277037262917,
-0.013341966085135937,
0.0928671583533287,
0.005051404237747192,
-0.005794466007500887,
0.06543048471212387,
0.04972812905907631,
-0.049789879471063614,
0.04331902042031288,
-0.014103001914918423,
-0.004808626137673855,
0.036789026111364365,
-0.03398798033595085,
-0.01582253910601139,
-0.03815415874123573,
0.06161751598119736,
-0.09038962423801422,
0.057544928044080734,
0.06946767121553421,
-0.010039112530648708,
0.012699887156486511,
-0.03799910470843315,
-0.07012847065925598,
0.011226214468479156,
-0.032782182097435,
0.07416221499443054,
-0.029853040352463722,
-0.05780349671840668,
0.08542981743812561,
0.008844781666994095,
-0.03700604289770126,
0.016111530363559723,
0.034467313438653946,
0.0048576476983726025,
0.019405538216233253,
0.05256745591759682,
-0.0406087264418602,
0.005457134917378426,
-0.05297425389289856,
0.03366750851273537,
-0.04824918136000633,
-0.02185889519751072,
0.0199553482234478,
-0.036560725420713425,
-0.01216275617480278,
0.03872145339846611,
-0.005854200571775436,
-0.007861600257456303,
0.02995947375893593,
-0.041083503514528275,
-0.024128224700689316,
0.01106810662895441,
0.041862718760967255,
-0.024081049486994743,
-0.011278410442173481,
-0.026877200230956078,
0.038613446056842804,
0.027081526815891266,
0.008383732289075851,
-0.020933980122208595,
0.023907499387860298,
0.023479079827666283,
-0.0913582444190979,
-0.03526003658771515,
0.027100561186671257,
-0.017481179907917976,
-0.009399838745594025,
0.046225789934396744,
-0.008481208235025406,
0.025472218170762062,
0.009616379626095295,
0.0036358688957989216,
0.009472532197833061,
-0.061501964926719666,
-0.011694224551320076,
0.03278220072388649,
0.020277608186006546,
0.045606985688209534,
-0.03892502933740616,
0.04582246020436287,
0.057588063180446625,
0.017638513818383217,
0.006121411453932524,
-0.009355408139526844,
-0.03299327567219734,
0.002608881564810872,
-0.04612813889980316,
-0.006099477875977755,
-0.00599656393751502,
-0.04374024644494057,
-0.017897523939609528,
-0.006007429677993059,
-0.022459443658590317,
0.014908034354448318,
-0.012467658147215843,
-0.013803714886307716,
0.04166656732559204,
0.013259755447506905,
-0.06064625084400177,
-0.07534492760896683,
-0.061250001192092896,
-0.018465152010321617,
0.014558828435838223,
0.012270689010620117,
-0.026071688160300255,
-0.016239158809185028,
-0.06096852943301201,
-0.08318842947483063,
0.03898383677005768,
0.010680207051336765,
-0.03688563033938408,
0.035581137984991074,
0.0434919036924839,
-0.03333314135670662,
-0.025170480832457542,
0.040887631475925446,
-0.044569678604602814,
0.04946144297719002,
-0.007539928890764713,
-0.005248784553259611,
0.025874022394418716,
0.03636627644300461,
-0.02103537507355213,
-0.014694779179990292,
-0.030860304832458496,
-0.054069969803094864,
-0.0493292473256588,
-0.011416851542890072,
0.04427753761410713
] |
Devmapall/paraphrase-quora | [
"pytorch",
"jax",
"t5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | {
"architectures": [
"T5ForConditionalGeneration"
],
"model_type": "t5",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": true,
"length_penalty": 2,
"max_length": 200,
"min_length": 30,
"no_repeat_ngram_size": 3,
"num_beams": 4,
"prefix": "summarize: "
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to German: "
},
"translation_en_to_fr": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to French: "
},
"translation_en_to_ro": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to Romanian: "
}
}
} | 3 | null | ---
tags:
- conversational
---
# Edward Elric DialoGPT Model | [
-0.0322703942656517,
0.03661865368485451,
0.013929439708590508,
0.014615049585700035,
0.015232178382575512,
0.015978140756487846,
0.0005827167187817395,
0.02144750952720642,
-0.014942197129130363,
0.01382099837064743,
0.02995973452925682,
-0.033790502697229385,
0.016957607120275497,
0.027809588238596916,
-0.04262537881731987,
-0.021602056920528412,
-0.0319259874522686,
-0.0005706217489205301,
-0.011532933451235294,
-0.019136399030685425,
0.023441456258296967,
0.013406450860202312,
-0.021986139938235283,
0.021503224968910217,
0.0029640435241162777,
0.034821923822164536,
-0.001187195535749197,
0.012658410705626011,
0.03055429458618164,
-0.024389492347836494,
0.026519615203142166,
-0.05645928904414177,
-0.03170597925782204,
-0.02216620370745659,
-0.026382995769381523,
-0.04174888879060745,
0.03178205341100693,
-0.02125314250588417,
-0.007314556743949652,
0.021651795133948326,
-0.029095588251948357,
0.0012156066950410604,
0.008972939103841782,
-0.03319482132792473,
0.06810886412858963,
-0.007779123727232218,
-0.051589008420705795,
-0.00519140437245369,
0.02394343540072441,
-0.031807657331228256,
-0.049572087824344635,
-0.05647434666752815,
-0.04548042640089989,
-0.016252567991614342,
0.022440724074840546,
-0.06288391351699829,
-0.07015202194452286,
-0.012100117281079292,
0.09547816216945648,
-0.01126041915267706,
-0.012041953392326832,
0.007429107557982206,
-0.08413951843976974,
0.006779132876545191,
0.020066678524017334,
-0.06096266582608223,
0.01648051105439663,
-0.052034977823495865,
0.027530469000339508,
-0.024135839194059372,
0.055379416793584824,
-0.03269117325544357,
0.006210987456142902,
-0.0754615068435669,
-0.020513607189059258,
-0.001677576918154955,
0.045974165201187134,
0.04958876967430115,
-0.04399748519062996,
0.03552311658859253,
0.035882528871297836,
0.007001871708780527,
0.05841711536049843,
-0.009137486107647419,
-0.034565337002277374,
0.05129585415124893,
-0.06700953841209412,
0.008255149237811565,
0.0006933381082490087,
0.020861167460680008,
-0.03139481693506241,
-0.059301089495420456,
-0.019198991358280182,
-0.013942289166152477,
0.0176613237708807,
0.043469831347465515,
0.0253384318202734,
-0.027260633185505867,
0.024956395849585533,
0.041406575590372086,
0.03291861340403557,
0.044767268002033234,
-0.030055150389671326,
0.04155890643596649,
-0.014750842936336994,
0.030237190425395966,
0.029962314292788506,
-0.016398904845118523,
-0.04954119026660919,
0.02910875342786312,
0.014049218036234379,
-0.046214744448661804,
-0.030661405995488167,
0.04222328960895538,
0.008291521109640598,
-0.001432792516425252,
0.046930886805057526,
-0.02523484267294407,
-0.03611791878938675,
-0.055577535182237625,
0.03368716314435005,
-0.016282591968774796,
-0.0103602958843112,
-0.004613375756889582,
-0.050408899784088135,
-0.008658910170197487,
-0.034803204238414764,
-0.01384927611798048,
-0.0189079400151968,
-0.012509183026850224,
0.01734919846057892,
0.02222779206931591,
-0.023007681593298912,
-0.054621901363134384,
-0.00011532132339198142,
0.04094350337982178,
-0.08289763331413269,
0.016277335584163666,
0.04145563393831253,
0.08757699280977249,
-0.07353220134973526,
-0.022408103570342064,
-0.017170922830700874,
0.017898349091410637,
-0.03080093488097191,
-0.006342936307191849,
0.011011769063770771,
0.0009373461361974478,
-0.04290987551212311,
0.0020395643077790737,
0.027069415897130966,
-0.05399134382605553,
-0.0026952801272273064,
0.041778095066547394,
0.021619627252221107,
0.02601836621761322,
-0.01997278444468975,
0.006333846133202314,
-0.017540497705340385,
-0.02764478512108326,
-0.056374259293079376,
0.0403374582529068,
-0.028432797640562057,
-0.03400714695453644,
-0.03694295138120651,
-0.03368711471557617,
0.005753948353230953,
0.07117737829685211,
0.012135859578847885,
-0.0172197874635458,
-0.03367948904633522,
0.03925280645489693,
0.07313956320285797,
0.04597772657871246,
-0.020879216492176056,
0.01651528663933277,
0.050487224012613297,
0.018264248967170715,
-0.040377069264650345,
0.0669272392988205,
-0.0029232753440737724,
-0.03578025847673416,
-0.04206237196922302,
-0.018821392208337784,
0.030675837770104408,
-0.020801285281777382,
0.019501179456710815,
0.03932356461882591,
-0.02650410309433937,
-0.03815954923629761,
0.0022616416681557894,
0.04146765545010567,
-0.016181357204914093,
-0.005435514263808727,
-0.032153524458408356,
-0.03334280103445053,
-0.03338634595274925,
0.02051827311515808,
-0.04101892560720444,
-0.007989894598722458,
-0.03131186217069626,
-0.004726903513073921,
0.042045898735523224,
-0.007279128767549992,
0.0037113057915121317,
0.05732183903455734,
-0.00038625093293376267,
0.04559387266635895,
-0.036485034972429276,
0.02333349548280239,
-0.049434687942266464,
-0.017490657046437263,
-0.02666073478758335,
0.03138584643602371,
0.021176371723413467,
0.052907947450876236,
-0.043785907328128815,
-0.03975778818130493,
0.03749452158808708,
0.05848372355103493,
0.033138249069452286,
0.025117535144090652,
-0.0219741053879261,
0.00366683560423553,
0.034302037209272385,
0.03745265677571297,
-0.030351029708981514,
0.027156546711921692,
0.0184608306735754,
0.022647429257631302,
-0.01025762502104044,
-0.018494097515940666,
-0.04452381655573845,
0.0247945599257946,
-0.03890565037727356,
-0.05756775662302971,
0.038527920842170715,
0.03831832855939865,
-0.00375591148622334,
0.039705440402030945,
-0.005622797179967165,
0.007275977171957493,
0.03881432116031647,
0.004691582638770342,
-0.008593670092523098,
-0.08699453622102737,
0.011841421015560627,
0.030711514875292778,
0.096186563372612,
-0.054729338735342026,
0.019656086340546608,
0.01933981291949749,
0.03232991695404053,
0.02013249509036541,
-0.015400225296616554,
0.04901541396975517,
0.03741134703159332,
0.06002257764339447,
-0.03971826657652855,
0.03433815389871597,
0.0004794725391548127,
0.021802157163619995,
0.06375481188297272,
-0.015456488355994225,
0.06249268352985382,
-0.007787638809531927,
0.02325926348567009,
0.04786119610071182,
0.01653854176402092,
-0.016972700133919716,
0.03187822923064232,
0.07301189005374908,
0.0045099928975105286,
0.021944478154182434,
0.04327544942498207,
0.009176559746265411,
0.005885370075702667,
-0.04144366830587387,
-0.0020887120626866817,
0.0012541182804852724,
-0.02232135832309723,
0.07568035274744034,
-0.0017189825884997845,
-0.0028386886697262526,
0.004832376725971699,
-0.0022657676599919796,
-0.007756718900054693,
0.054578255861997604,
0.0057039447128772736,
-0.025264384225010872,
-0.005415244493633509,
-0.02242962457239628,
0.016397252678871155,
-0.05062500759959221,
-0.036310385912656784,
-0.013301314786076546,
-0.07033385336399078,
-0.00754113495349884,
-0.08916694670915604,
-0.044641558080911636,
-0.06980931013822556,
-0.012435478158295155,
0.04388211667537689,
0.01733083464205265,
0.01675386354327202,
0.0019641348626464605,
-0.0008221673779189587,
-0.018874946981668472,
-0.06535013765096664,
-0.04881802201271057,
-0.013993744738399982,
-0.0028594296891242266,
-0.043380241841077805,
0.050569456070661545,
0.02457968145608902,
0.03087989240884781,
-0.0037717740051448345,
-0.02542073279619217,
-0.04204760864377022,
-0.030139481648802757,
0.04387999698519707,
0.023867178708314896,
-0.05009185150265694,
-0.04801367595791817,
0.005137738771736622,
0.0045503065921366215,
-0.0006901855231262743,
-0.03494825214147568,
-0.0348324254155159,
0.08836204558610916,
0.041163962334394455,
0.0025330553762614727,
0.026507358998060226,
0.002859491389244795,
-0.03076898120343685,
-0.022441158071160316,
-0.054661013185977936,
-0.03525842726230621,
-0.006426307838410139,
-0.014271760359406471,
-0.052462004125118256,
-0.04259632155299187,
-0.05144866183400154,
-0.013659682124853134,
0.007447668816894293,
0.0032664763275533915,
0.025647271424531937,
0.022113177925348282,
0.025741741061210632,
0.01444182638078928,
-0.02284800447523594,
-0.022208087146282196,
0.02873494103550911,
-0.012832269072532654,
-0.006544823758304119,
-0.07389732450246811,
-0.04417906329035759,
0.020788589492440224,
0.011473315767943859,
-0.006333698518574238,
-0.02356761321425438,
0.03651534393429756,
0.046067606657743454,
0.0023302186746150255,
0.034805670380592346,
-0.05790915712714195,
-0.011908450163900852,
-0.04090945050120354,
-0.02577054314315319,
-0.031542520970106125,
-0.029623355716466904,
-0.010214338079094887,
-0.013592255301773548,
0.03848014399409294,
-0.09043742716312408,
-0.03654775768518448,
-0.031627003103494644,
0.014110113494098186,
0.05785096809267998,
0.004641583655029535,
-0.04897945746779442,
-0.004212254658341408,
-0.041421711444854736,
-0.014092168770730495,
-0.01117128785699606,
-0.011198638007044792,
-0.004324993584305048,
0.0231845173984766,
0.024167217314243317,
-0.023285385221242905,
0.048611294478178024,
0.008938103914260864,
0.06668036431074142,
0.0514192208647728,
-0.032993920147418976,
0.02127542346715927,
-0.02877146191895008,
0.02233000099658966,
0.002025207271799445,
-0.026308482512831688,
-0.04333207383751869,
-0.11214201897382736,
-0.05598516762256622,
0.0362003929913044,
-0.018081767484545708,
0.004828908480703831,
0.02956308238208294,
-0.043511491268873215,
-0.006291057448834181,
-0.002883782610297203,
0.03929885849356651,
0.046384427696466446,
-0.03609532117843628,
0.062386538833379745,
0.007226692512631416,
0.019173333421349525,
-0.06162818893790245,
-0.02081958018243313,
-0.04624166712164879,
-0.008083853870630264,
-0.006822014693170786,
0.053613267838954926,
0.0133176539093256,
0.06041981279850006,
0.08697886765003204,
0.03693080320954323,
-0.04669380560517311,
0.04186107963323593,
0.07007846981287003,
-0.025006823241710663,
-0.04165967181324959,
-0.011017674580216408,
-0.016865134239196777,
-0.012709436938166618,
-0.005549242720007896,
-0.031326182186603546,
0.04696991667151451,
0.02015993744134903,
-0.0009731239988468587,
0.015366041101515293,
0.011338374577462673,
-0.035057105123996735,
-0.024362837895751,
-0.07192765176296234,
-0.016953518614172935,
-0.004004462622106075,
-0.024839870631694794,
0.051578082144260406,
0.043198660016059875,
0.015142546035349369,
0.0640229880809784,
0.011365883983671665,
-0.012375750578939915,
-0.0482931025326252,
0.03318111225962639,
0.010963328182697296,
-0.04004083573818207,
-0.04875759035348892,
-0.041053831577301025,
0.03189000114798546,
0.04517350345849991,
-0.01607489585876465,
-0.08218476176261902,
0.023458588868379593,
0.048154689371585846,
-0.0413384735584259,
0.04719851166009903,
0.005434802267700434,
0.05745619535446167,
0.03509879484772682,
0.016071131452918053,
0.0397234670817852,
-0.07208021730184555,
0.005576928611844778,
-0.02454586699604988,
0.023286618292331696,
-0.06240839138627052,
-0.060515254735946655,
-0.06418102979660034,
0.04669402167201042,
0.029792744666337967,
0.024518661201000214,
0.01491059921681881,
-0.048346683382987976,
-0.04124985635280609,
-0.006055613048374653,
0.03850695863366127,
-0.008793885819613934,
0.02493896521627903,
0.0212898887693882,
0.05839124321937561,
-0.06348823010921478,
0.009146648459136486,
0.013653970323503017,
0.018628999590873718,
0.02055300772190094,
-0.01876642554998398,
-0.04723840579390526,
-0.008884619921445847,
0.028168722987174988,
-0.0486626923084259,
-0.036183588206768036,
-0.0879356786608696,
0.01045744027942419,
-0.035792622715234756,
-0.0300498828291893,
0.06499145925045013,
0.05763563886284828,
0.05952649936079979,
0.07438849657773972,
-0.020325802266597748,
0.049275655299425125,
-0.024918057024478912,
0.005995345301926136,
-0.034210532903671265,
-0.0204225555062294,
-0.006176988128572702,
-0.07149790227413177,
-0.02404148317873478,
-0.03854170814156532,
-0.05099065229296684,
-0.028385793790221214,
0.01004900224506855,
0.010641930624842644,
-0.0029214152600616217,
-0.010971389710903168,
0.0077938297763466835,
0.018352145329117775,
-0.03409068286418915,
-0.03264036402106285,
-0.006539745721966028,
-0.02280416525900364,
-0.07956405729055405,
-0.06953052431344986,
0.0032986777368932962,
-0.024382224306464195,
0.014546309597790241,
0.010096549987792969,
0.022904692217707634,
0.03992452099919319,
-0.007181248161941767,
-0.020671352744102478,
0.0023817522451281548,
0.030834976583719254,
-0.04297555610537529,
-0.02459065429866314,
0.011441942304372787,
0.020578211173415184,
0.025178726762533188,
-0.01664108783006668,
0.05029425397515297,
0.00426227692514658,
-0.05834196135401726,
-0.030287422239780426,
0.04146193340420723,
0.015971602872014046,
-0.07480769604444504,
-0.009663295932114124,
-0.04030482470989227,
-0.024125782772898674,
0.0046909768134355545,
-0.036783285439014435,
-0.02286500483751297,
-0.013140274211764336,
0.04163932800292969,
0.020329181104898453,
0.00237763999029994,
-0.017046485096216202,
0.0026017294730991125,
-0.015179691836237907,
0.0029273510444909334,
-0.06928780674934387,
0.019933601841330528,
-0.024258824065327644,
0.020078107714653015,
-0.018819918856024742,
0.03388483449816704,
-0.034603897482156754,
0.0495426170527935,
-0.021624216809868813,
0.003155769780278206,
0.003287041559815407,
-0.009477787651121616,
-0.011624831706285477,
0.054349642246961594,
0.006300885230302811,
0.020235899835824966,
-0.04232930392026901,
0.07078312337398529,
-0.04540451243519783,
0.017557166516780853,
-0.02179197408258915,
-0.012885338626801968,
-0.03802423179149628,
0.019863447174429893,
0.012721908278763294,
-0.05546281486749649,
0.013451999984681606,
0.030160196125507355,
0.008047306910157204,
0.02797350287437439,
-0.006937079597264528,
0.0027827953454107046,
0.028237154707312584,
-0.06485502421855927,
-0.03344859555363655,
0.0004317616985645145,
-0.013266284950077534,
0.01715315505862236,
0.059578076004981995,
0.01893342100083828,
-0.06259971857070923,
-0.022652391344308853,
0.03142627328634262,
0.018529945984482765,
0.013282622210681438,
0.00502367876470089,
0.04282373934984207,
0.04701751470565796,
0.05400920286774635,
-0.008025086484849453,
0.006484157871454954,
0.023034675046801567,
-0.021314069628715515,
-0.024882128462195396,
-0.008523630909621716,
-0.0039027174934744835,
0.012757997959852219,
-0.020243335515260696,
-0.0382639616727829,
0.0761432871222496,
-0.013688268139958382,
0.0035571553744375706,
-0.014584347605705261,
-0.036530502140522,
0.06960929930210114,
-0.006722265388816595,
-0.03866882994771004,
-0.014851175248622894,
0.050733715295791626,
-0.02544228732585907,
0.04049348831176758,
-0.020174164324998856,
0.0174753088504076,
0.06711435317993164,
0.024364035576581955,
0.0053635695949196815,
-0.002733386354520917,
-0.011157633736729622,
-0.000024017819669097662,
0.02128734067082405,
-0.042752258479595184,
-0.021880974993109703,
-0.04067163169384003,
0.0709221139550209,
-0.04555575177073479,
0.059030015021562576,
0.02815854735672474,
0.029597532004117966,
0.025067970156669617,
-0.05821267142891884,
-0.03275167569518089,
-0.0162489116191864,
-0.04011749103665352,
0.06774738430976868,
-0.0027293323073536158,
-0.037077974528074265,
0.05004779249429703,
0.03445665165781975,
-0.08866888284683228,
0.0398905873298645,
0.040173113346099854,
0.04950300231575966,
0.020664824172854424,
0.0621471181511879,
-0.0569891482591629,
0.013281293213367462,
-0.01986788399517536,
0.007651977706700563,
-0.04348968714475632,
-0.013948979787528515,
-0.017994076013565063,
-0.04793334752321243,
-0.00927050318568945,
0.0324166975915432,
-0.028176847845315933,
-0.012696189805865288,
0.005732238758355379,
-0.032496411353349686,
-0.057206057012081146,
-0.0011062765261158347,
0.02260039560496807,
-0.014068630523979664,
-0.01623590663075447,
-0.03583299368619919,
0.025367481634020805,
0.032455749809741974,
-0.01901083253324032,
-0.062117382884025574,
0.016703486442565918,
-0.014621027745306492,
-0.06315550208091736,
-0.050260961055755615,
0.06474912166595459,
0.016653552651405334,
-0.010081961750984192,
-0.014421588741242886,
0.019152551889419556,
0.019754430279135704,
0.03869522362947464,
-0.011505567468702793,
-0.005325496196746826,
-0.06477510184049606,
0.009355373680591583,
0.032089099287986755,
0.026079995557665825,
0.0003666835546027869,
0.0011558530386537313,
0.036794815212488174,
0.07532192766666412,
0.040036752820014954,
0.0025275400839746,
-0.062240421772003174,
-0.03907485678792,
-0.005782898515462875,
-0.03165881335735321,
0.056909769773483276,
0.006465964484959841,
-0.056358516216278076,
-0.048523202538490295,
-0.015333827584981918,
0.0013392803957685828,
0.03242070972919464,
-0.042029399424791336,
0.02308502420783043,
0.017434073612093925,
-0.005348138976842165,
-0.04843459278345108,
-0.0890452042222023,
-0.041142985224723816,
-0.008724640123546124,
0.02785421721637249,
0.030646350234746933,
-0.05897285416722298,
0.019862817600369453,
-0.03228467330336571,
-0.01832416281104088,
0.055086784064769745,
-0.021767068654298782,
-0.017938852310180664,
0.07629012316465378,
0.06885232776403427,
-0.047111038118600845,
0.061164598912000656,
0.017817093059420586,
-0.028729179874062538,
0.056402258574962616,
0.009504055604338646,
0.028983207419514656,
0.005580693483352661,
0.015089915134012699,
-0.01465041283518076,
-0.011444899253547192,
-0.00724197318777442,
-0.03784766420722008,
-0.0059835659340023994,
-0.000259062071563676,
0.05193547159433365
] |
DiegoAlysson/opus-mt-en-ro-finetuned-en-to-ro | [
"pytorch",
"tensorboard",
"marian",
"text2text-generation",
"dataset:wmt16",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index",
"autotrain_compatible"
] | text2text-generation | {
"architectures": [
"MarianMTModel"
],
"model_type": "marian",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 1 | null | ---
language:
- sk
tags:
- Slovak GPT-J
- pytorch
- causal-lm
license: gpl-3.0
---
# Slovak GPT-J-1.4B
Slovak GPT-J-1.4B with the whopping `1,415,283,792` parameters is the latest and the largest model released in Slovak GPT-J series. Smaller variants, [Slovak GPT-J-405M](https://huggingface.co/Milos/slovak-gpt-j-405M) and [Slovak GPT-J-162M](https://huggingface.co/Milos/slovak-gpt-j-162M), are still available.
## Model Description
Model is based on [GPT-J](https://github.com/kingoflolz/mesh-transformer-jax/) and has over 1.4B trainable parameters.
<figure>
| Hyperparameter | Value |
|----------------------|----------------------------------------------------------------------------------------------------------------------------------------|
| \\(n_{parameters}\\) | 1,415,283,792 |
| \\(n_{layers}\\) | 24 |
| \\(d_{model}\\) | 2048 |
| \\(d_{ff}\\) | 16384 |
| \\(n_{heads}\\) | 16 |
| \\(d_{head}\\) | 256 |
| \\(n_{ctx}\\) | 2048 |
| \\(n_{vocab}\\) | 50256 (same tokenizer as GPT-2/3†) |
| Positional Encoding | [Rotary Position Embedding (RoPE)](https://arxiv.org/abs/2104.09864) |
| RoPE Dimensions | [64](https://github.com/kingoflolz/mesh-transformer-jax/blob/f2aa66e0925de6593dcbb70e72399b97b4130482/mesh_transformer/layers.py#L223) |
<p><strong>†</strong> ByteLevelBPETokenizer was trained on the same Slovak corpus.</p></figure>
## Training data
Slovak GPT-J models were trained on a privately collected dataset consisting of predominantly Slovak text spanning different categories, e.g. web, news articles or even biblical texts - in total, over 40GB of text data was used to train this model.
The dataset was preprocessed and cleaned in a specific way that involves minor but a few caveats, so in order to achieve the expected performance, feel free to refer to [How to use] section. Please, keep in mind that despite the effort to remove inappropriate corpus, the model still might generate sensitive content or leak sensitive information.
## Training procedure
This model was trained for a bit more than 26.5 billion tokens over 48,001 steps on TPU v3-8 pod. The cross-entropy validation loss at the last step was `2.657`.
## Intended Use
Same as the original GPT-J, Slovak GPT-J learns an inner representation of the language that can be used to extract features useful for downstream tasks, however, the intended use is text generation from a prompt.
### How to use
This model along with the tokenizer can be easily loaded using the `AutoModelForCausalLM` functionality:
```python
from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("Milos/slovak-gpt-j-1.4B")
model = AutoModelForCausalLM.from_pretrained("Milos/slovak-gpt-j-1.4B")
```
When generating a prompt keep in mind these three things, and you should be good to go:
1. Never leave trailing whitespaces. There's a difference between how tokenizer encodes "Mám rád slovenčinu" (no space after `slovenčinu`) and "Mám rád slovenčinu " (trailing space after `slovenčinu`), i.e `[12805, 2872, 46878]` != `[12805, 2872, 46878, 221]`.
2. Always use good ol' US English primary double quotation marks, i.e. `""` instead of `„“`.
3. In case of a new line always enter `\n\n` instead of a single `\n`
To illustrate an example of a basic text generation:
```
>>> prompt = "Tradičné jedlo na Orave sú"
>>> encoded_input = tokenizer(prompt, return_tensors='pt')
>>> output = model.generate(**encoded_input)
>>> tokenizer.decode(output[0])
'Tradičné jedlo na Orave sú bryndzové halušky\n\nNa Orave sa v minulosti varilo viac druhov'
```
### Capabilities, Limitations, and Biases
Based on the parameter count and our internal testing this should be by far the most capable model out of all models released in Slovak GPT-J series.
For sake of simplicity, I have omitted all the boilerplate code and swapped `\n` for new lines in the examples that follow. These were generated with both `top_p` and `temperature` set to `0.9`.
A spin on "Mor ho!" by Samo Chalpuka
```
PROMPT
Zleteli orly z Tatry, tiahnu na podolia, ponad vysoké hory, ponad rovné polia; preleteli cez Dunaj, cez tú šíru vodu, sadli tam za pomedzím slovenského rodu.
Duní Dunaj a luna za lunou sa valí
OUTPUT
Zleteli orly z Tatry, tiahnu na podolia, ponad vysoké hory, ponad rovné polia; preleteli cez Dunaj, cez tú šíru vodu, sadli tam za pomedzím slovenského rodu.
Duní Dunaj a luna za lunou sa valí: nad ním svieti pevný hrad na vysokom bralí. Pod tým hradom je zem slovenská, na nej je Slovensko naše.
Na tom vrchu leží slovenský národ, pod tým bralom leží krajina slovenská. A pod tým hradom leží i jeho sláva: na tom vrchu, na tom brale leží sláva slovenského národa.```
```
Jokes are a bit hit or miss. Very often they contain vulgarisms and/or are highly politically incorrect. This one is rather exception than the rule.
```
PROMPT
Nasledujú najlepšie vtipy.
Prečo
OUTPUT
Nasledujú najlepšie vtipy.
Prečo má policajt pri sebe vždy dva nože? Jeden je na sebaobranu, druhý na boj zblízka.
```
The infamous unicorn prompt from GPT-2 paper.
```
PROMPT
V šokujúcom náleze vedci objavili stádo jednorožcov žijúcich v odľahlom, predtým nepreskúmanom údolí, v Andách. Ešte prekvapivejšie pre vedcov bol fakt, že jednorožce hovorili plynule po slovensky.
OUTPUT
V šokujúcom náleze vedci objavili stádo jednorožcov žijúcich v odľahlom, predtým nepreskúmanom údolí, v Andách. Ešte prekvapivejšie pre vedcov bol fakt, že jednorožce hovorili plynule po slovensky.
V Andách ich totiž žilo približne 700 jedincov, ktoré sa živili výhradne materským mliekom. Slováci sú tak pravdepodobne prvými Európanmi, ktorí v Andách stretli jednorožca. "Je to dôkaz, že tieto zvieratá sú inteligentné a že žijú v Andách už stovky rokov," povedal pre webový portál televízie JOJ profesor geológie, geografie a zoológie, Milan Kováč.
Podľa profesora Kováča si v Andách zvieratá vytvárajú svoj vlastný jazyk. Je to zároveň dôkaz, že jednorožce žili v minulosti aj v slovenských pohoriach. "Jednorožce sa tam síce vyskytovali, ale neboli tak dobre preskúmané, ako teraz v Andách."
Na Slovensku však ľudia o jednorožcoch donedávna vedeli veľmi málo.<|endoftext|>
```
Since the dataset contains profanity, politically incorrect language, and (unintentionally) even a bits of text in Czech, the model can generate them in some extent too. Here's an example of the model output when prompt is in Czech:
```
>>> prompt = "Věta nesmí být sprostá a musí být zcela"
>>> encoded_input = tokenizer(prompt, return_tensors='pt')
>>> output = model.generate(**encoded_input, max_length=16)
>>> tokenizer.decode(output[0])
'Věta nesmí být sprostá a musí být zcela pravdivá.'
```
## Citation and Related Information
This was done as a moonlighting project during summer of 2021 to better understand transformers. I didn't have much free time to open source it properly, so it all sat on my hard drive until now :)
If you use this model or have any questions about it feel free to hit me up at [twitter](https://twitter.com/miloskondela) or check out my [github](https://github.com/kondela) profile.
### BibTeX entry
To cite this model:
```bibtex
@misc{slovak-gpt-j-1.4B,
author = {Kondela, Milos},
title = {{Slovak GPT-J-1.4B}},
howpublished = {\url{https://huggingface.co/Milos/slovak-gpt-j-1.4B}},
year = 2022,
month = February
}
```
To cite the codebase that trained this model:
```bibtex
@misc{mesh-transformer-jax,
author = {Wang, Ben},
title = {{Mesh-Transformer-JAX: Model-Parallel Implementation of Transformer Language Model with JAX}},
howpublished = {\url{https://github.com/kingoflolz/mesh-transformer-jax}},
year = 2021,
month = May
}
```
## Acknowledgements
This project was generously supported by [TPU Research Cloud (TRC) program](https://sites.research.google/trc/about/). Shoutout also goes to [Ben Wang](https://github.com/kingoflolz) and great [EleutherAI community](https://www.eleuther.ai/). | [
-0.021158574149012566,
-0.01531301625072956,
0.00012808672909159213,
0.02930166944861412,
0.05437586456537247,
0.006858412176370621,
-0.0022573114838451147,
0.02100696973502636,
-0.01959908939898014,
0.05390883609652519,
0.004482790362089872,
-0.041625309735536575,
0.005805091932415962,
0.06091507524251938,
-0.013977858237922192,
-0.04068140313029289,
-0.013834945857524872,
-0.007625901605933905,
-0.032754991203546524,
0.0008473778725601733,
0.001974527258425951,
0.0073813810013234615,
-0.007300837896764278,
0.002223770134150982,
0.010822155512869358,
0.022427290678024292,
0.009501686319708824,
0.014061542227864265,
0.02260417677462101,
-0.06076642498373985,
-0.00755049055442214,
-0.04515130817890167,
-0.03961686044931412,
-0.023531151935458183,
-0.0363299697637558,
-0.046781621873378754,
-0.009859363548457623,
0.011509303003549576,
0.02921002358198166,
0.07855761051177979,
-0.021852510049939156,
0.013439081609249115,
-0.009727791883051395,
-0.02873399667441845,
0.024474812671542168,
0.0034059262834489346,
-0.05365130305290222,
-0.022390801459550858,
0.043007202446460724,
0.0033841263502836227,
-0.053453512489795685,
-0.06699966639280319,
-0.016383031383156776,
-0.0024039673153311014,
-0.004471640568226576,
-0.05247192829847336,
-0.06677176058292389,
-0.0069940113462507725,
0.06699182093143463,
-0.047149550169706345,
-0.02381369285285473,
0.0015966008650138974,
-0.08101510256528854,
0.022245626896619797,
0.013628521002829075,
0.0001320527371717617,
0.0014002856332808733,
-0.04112892225384712,
0.04822338744997978,
-0.009863598272204399,
0.05349259451031685,
-0.026803072541952133,
0.020256448537111282,
-0.10356751084327698,
-0.004592642188072205,
0.0008313707658089697,
0.028058083727955818,
0.04108674079179764,
-0.0332380048930645,
0.03508448600769043,
0.06032292917370796,
0.004845818970352411,
0.02765764482319355,
0.0006102173356339335,
-0.03146030381321907,
0.0430571511387825,
-0.06010213494300842,
-0.0010197431547567248,
0.007025561761111021,
0.06737959384918213,
-0.06569080799818039,
-0.032061636447906494,
-0.05314501374959946,
-0.04616949334740639,
-0.025767534971237183,
0.03426713868975639,
0.052236828953027725,
-0.018445318564772606,
0.042390137910842896,
0.014910295605659485,
0.021796340122818947,
0.016360647976398468,
-0.012574376538395882,
0.04435577988624573,
0.0073326569981873035,
-0.02931121364235878,
-0.011228115297853947,
-0.030111951753497124,
-0.03716909512877464,
0.025572210550308228,
0.00048010930186137557,
-0.031118925660848618,
-0.05376938357949257,
0.02241961844265461,
0.0038966049905866385,
0.006754235830157995,
0.07178995013237,
-0.0130281588062644,
-0.031132293865084648,
-0.08424703776836395,
0.031756579875946045,
0.02263513207435608,
0.016127370297908783,
0.017362095415592194,
-0.06653973460197449,
0.02621341496706009,
-0.03412466123700142,
-0.021426286548376083,
0.0026992433704435825,
0.019336171448230743,
-0.020133791491389275,
0.029194628819823265,
0.029451120644807816,
-0.057694703340530396,
0.02149895764887333,
0.0251239612698555,
-0.056291453540325165,
0.054929960519075394,
0.014621215872466564,
0.11487139016389847,
-0.0707317441701889,
-0.06489463895559311,
0.011819466948509216,
0.004290370270609856,
-0.035836201161146164,
-0.0017997263930737972,
0.013511216267943382,
-0.06050669774413109,
-0.01711491122841835,
-0.008251156657934189,
0.059662312269210815,
-0.06488259881734848,
-0.00017192881205119193,
0.06544473022222519,
-0.01177147589623928,
0.016438549384474754,
-0.04718341305851936,
-0.021228807047009468,
0.01025993749499321,
0.005425048526376486,
-0.04230548441410065,
0.021919047459959984,
-0.016792016103863716,
-0.03395013138651848,
-0.03642987087368965,
-0.024113627150654793,
0.013363785110414028,
0.07744043320417404,
0.014411799609661102,
-0.006207965314388275,
-0.02316572330892086,
0.00619284575805068,
0.04810503497719765,
0.03170327842235565,
-0.03363897651433945,
0.037470027804374695,
0.026869263499975204,
0.033307064324617386,
-0.015994654968380928,
0.027419114485383034,
0.015433005057275295,
-0.022457599639892578,
-0.01898554340004921,
-0.007184011396020651,
0.022292742505669594,
-0.04017581790685654,
-0.006517286878079176,
0.039198197424411774,
-0.017388582229614258,
-0.0691535472869873,
-0.011805607005953789,
0.056317031383514404,
-0.011386259458959103,
-0.018943937495350838,
0.008904816582798958,
-0.02938663959503174,
-0.02227519452571869,
0.02143040858209133,
-0.023318344727158546,
-0.03173920139670372,
-0.03266335651278496,
-0.03411070629954338,
0.022037480026483536,
0.038915857672691345,
0.03661935031414032,
0.031572215259075165,
-0.004024256020784378,
0.07463156431913376,
-0.02655857801437378,
0.02024778537452221,
-0.04176640883088112,
-0.045220356434583664,
-0.0027611933182924986,
0.03400325030088425,
0.030359961092472076,
0.03344032168388367,
-0.01146911270916462,
-0.04742508754134178,
0.029455553740262985,
0.06269674003124237,
0.031116480007767677,
0.00403172429651022,
-0.03610819950699806,
-0.013220182619988918,
0.033454377204179764,
0.06273140758275986,
-0.04448079317808151,
-0.02225380204617977,
0.025215383619070053,
0.03580262139439583,
-0.03510640189051628,
0.014557188376784325,
-0.02161514200270176,
0.03999726101756096,
-0.016977455466985703,
-0.07257931679487228,
0.019016876816749573,
0.07371043413877487,
0.012638597749173641,
0.03634445369243622,
-0.0034971798304468393,
0.019429374486207962,
0.02286255918443203,
-0.006440935656428337,
0.009180205874145031,
-0.03066679649055004,
0.013640533201396465,
0.030637294054031372,
0.06473634392023087,
-0.047552481293678284,
0.003460011910647154,
0.018681000918149948,
0.00587023701518774,
0.02876044064760208,
-0.05487425625324249,
0.025512682273983955,
0.06318207830190659,
0.014482507482171059,
-0.0126436036080122,
0.019745102152228355,
-0.014384343288838863,
0.03536631911993027,
0.043134965002536774,
-0.008458479307591915,
0.06237441301345825,
-0.012885364703834057,
0.0582253523170948,
0.10770977288484573,
0.01537933200597763,
0.009181457571685314,
0.01827097497880459,
0.08916264027357101,
0.006060577929019928,
-0.0051611424423754215,
0.05010668933391571,
-0.03280643746256828,
0.009950373321771622,
-0.017079252749681473,
-0.0055826143361628056,
-0.005156289786100388,
-0.023595666512846947,
0.027429157868027687,
0.0053646145388484,
-0.020160391926765442,
-0.014285080134868622,
-0.02530009113252163,
-0.03796868771314621,
0.02297995425760746,
-0.049440596252679825,
-0.025761736556887627,
0.0005365714314393699,
-0.034560322761535645,
0.01918325014412403,
-0.07035940140485764,
-0.055382270365953445,
-0.009882570244371891,
-0.01660308986902237,
0.006546856369823217,
-0.09162329882383347,
0.00864873081445694,
-0.07784504443407059,
0.0006028329953551292,
0.034864749759435654,
0.019221153110265732,
-0.01754867658019066,
-0.0389370396733284,
0.02113165147602558,
-0.030452806502580643,
-0.03239348158240318,
-0.04237835481762886,
-0.06358978897333145,
-0.04925983399152756,
-0.06470893323421478,
0.0306260846555233,
0.01644526980817318,
0.04002035781741142,
0.003651650622487068,
0.00487991888076067,
-0.013328132219612598,
-0.031614750623703,
0.02607603371143341,
0.027424650266766548,
-0.031403787434101105,
-0.05836543068289757,
0.05410422757267952,
0.0059018563479185104,
-0.002831842517480254,
-0.01803763397037983,
-0.015464309602975845,
0.10831756889820099,
0.07947631180286407,
0.029534557834267616,
0.0028103087097406387,
-0.016300667077302933,
-0.08430855721235275,
-0.05222700163722038,
-0.04391470178961754,
-0.04565459117293358,
0.0010331707308068871,
-0.023347266018390656,
-0.05505754426121712,
-0.0022581384982913733,
-0.03473624587059021,
-0.019640401005744934,
-0.01672321744263172,
0.004406126216053963,
0.03866903483867645,
0.031904660165309906,
0.04324370250105858,
0.04930729791522026,
-0.03360608220100403,
-0.025846198201179504,
0.07272150367498398,
0.01554308645427227,
-0.010531912557780743,
-0.0408015213906765,
-0.028323179110884666,
0.03517179563641548,
0.015275795012712479,
0.003917148802429438,
0.0013293117517605424,
0.058120232075452805,
0.023659121245145798,
-0.0056334733963012695,
0.01825365051627159,
-0.028375020250678062,
-0.013112484477460384,
-0.024668144062161446,
0.013468682765960693,
-0.029024943709373474,
-0.04416009038686752,
-0.002909125527366996,
-0.008678874932229519,
0.05700407549738884,
-0.05679667741060257,
-0.0637366771697998,
0.01519644632935524,
0.03235962241888046,
0.0445057675242424,
0.00638915179297328,
-0.034465059638023376,
0.0034901248291134834,
-0.045365218073129654,
-0.01927262544631958,
0.025594046339392662,
0.014689230360090733,
0.01608538255095482,
0.03584457188844681,
0.03974005579948425,
-0.01279382687062025,
0.04660436883568764,
0.05546608194708824,
0.0487888865172863,
0.03065035305917263,
-0.04910741001367569,
0.0071548945270478725,
-0.028137847781181335,
0.0402710922062397,
0.01748710498213768,
-0.010530678555369377,
-0.057474542409181595,
-0.11272594332695007,
0.00042405162821523845,
0.02067619375884533,
-0.0006912237731739879,
0.010570933111011982,
0.03624537214636803,
-0.013318642042577267,
-0.003966087009757757,
-0.006127138156443834,
0.02502460777759552,
0.03458009287714958,
-0.0690137967467308,
0.05322032794356346,
0.004418998025357723,
0.023469408974051476,
-0.04601379856467247,
0.0074430545791983604,
-0.04407048970460892,
-0.015243320725858212,
0.017657356336712837,
0.05618162825703621,
0.04801764339208603,
0.07549264281988144,
0.07531626522541046,
0.005665919743478298,
-0.03643377497792244,
0.03706822544336319,
0.046923935413360596,
-0.027484307065606117,
-0.0472368486225605,
-0.01182150561362505,
-0.0022796548437327147,
-0.016761386767029762,
-0.03415430709719658,
-0.005839247722178698,
0.03102080151438713,
0.025574689731001854,
0.005616325885057449,
0.02224845066666603,
0.01350695826113224,
-0.024735258892178535,
-0.023983333259820938,
-0.05397715047001839,
-0.02921968325972557,
0.009072705172002316,
-0.02363920584321022,
0.016410982236266136,
0.033609550446271896,
0.03068476729094982,
0.0576673299074173,
0.03603573143482208,
-0.03418521210551262,
-0.06728174537420273,
0.02188783325254917,
0.01415659673511982,
-0.03766278550028801,
-0.05874943733215332,
-0.036701660603284836,
0.05687328800559044,
0.029399510473012924,
0.004205516539514065,
-0.05070267245173454,
0.00937158428132534,
0.04463636502623558,
-0.012184872291982174,
0.05661648511886597,
-0.013516651466488838,
0.06558579951524734,
0.05038270726799965,
-0.01818518154323101,
0.03242206946015358,
-0.01689288392663002,
0.010983023792505264,
-0.0012358849635347724,
0.040050338953733444,
-0.0064382124692201614,
-0.024461088702082634,
-0.03993292897939682,
0.035791490226984024,
0.030354134738445282,
0.027118919417262077,
0.05002434924244881,
-0.016771521419286728,
-0.06548254191875458,
-0.025033555924892426,
0.036204829812049866,
-0.05394962802529335,
0.023192021995782852,
0.023713957518339157,
0.014546451158821583,
-0.053783122450113297,
-0.041298095136880875,
-0.028295602649450302,
-0.024563923478126526,
0.036936018615961075,
0.007195967715233564,
-0.05877410247921944,
-0.05733393132686615,
0.0068443408235907555,
-0.02575620263814926,
-0.028599128127098083,
-0.07544742524623871,
0.015459389425814152,
-0.018727915361523628,
-0.013625390827655792,
0.04196684807538986,
0.05148563161492348,
0.026136770844459534,
0.04775867238640785,
0.020909184589982033,
0.019641924649477005,
-0.05223488435149193,
0.0028743131551891565,
-0.058064959943294525,
-0.023587659001350403,
-0.02210948057472706,
-0.05418767035007477,
-0.007535929791629314,
-0.018902603536844254,
-0.026672130450606346,
-0.031137311831116676,
-0.020412955433130264,
0.020116662606596947,
0.0016681476263329387,
-0.02040724828839302,
0.005363086238503456,
0.04789531230926514,
0.002271609380841255,
-0.042886652052402496,
-0.03822396323084831,
-0.03846599534153938,
-0.05610357224941254,
-0.0788065567612648,
0.01830390840768814,
-0.00561278173699975,
0.049784403294324875,
0.015814436599612236,
-0.0013552899472415447,
0.008915659040212631,
0.018869664520025253,
-0.0020301651675254107,
0.04902319610118866,
0.01822986826300621,
-0.029891762882471085,
-0.015023242682218552,
0.016178375110030174,
0.02109214849770069,
0.04449617862701416,
-0.001822143793106079,
0.02845911681652069,
0.020587192848324776,
-0.024226291105151176,
-0.009218615479767323,
0.005935003515332937,
0.01972854882478714,
-0.042726416140794754,
-0.009321693331003189,
-0.0027335830964148045,
-0.05051841214299202,
0.022931799292564392,
-0.0307338647544384,
-0.04084915295243263,
0.023604968562722206,
0.03335065022110939,
0.05375723913311958,
-0.0017453107284381986,
-0.024972161278128624,
0.03861713781952858,
-0.025055408477783203,
0.008259319700300694,
-0.058958884328603745,
0.02677842229604721,
-0.03786931559443474,
0.01821637526154518,
-0.00657422561198473,
-0.010618801228702068,
-0.05655272677540779,
0.03798312321305275,
-0.008161825127899647,
-0.00982360914349556,
-0.024955689907073975,
0.005713282618671656,
-0.009409751743078232,
0.050116539001464844,
-0.006549197714775801,
0.028057754039764404,
-0.026135768741369247,
0.059060126543045044,
-0.05528184399008751,
0.003716234816238284,
-0.02845458686351776,
-0.002623865380883217,
-0.06352654099464417,
-0.025674153119325638,
0.003730214200913906,
-0.045237258076667786,
0.02131066285073757,
0.03865618631243706,
0.02252514846622944,
0.034104082733392715,
-0.014212051406502724,
-0.017511259764432907,
0.013917127624154091,
-0.060381967574357986,
-0.014791578985750675,
-0.022237515076994896,
-0.005196472629904747,
-0.01119670458137989,
0.06592503190040588,
0.02846180461347103,
-0.03718409314751625,
-0.03035152517259121,
0.06245625391602516,
0.017054662108421326,
-0.00042143824975937605,
0.009514030069112778,
0.02999260649085045,
0.03626438230276108,
0.07645410299301147,
-0.04726750776171684,
0.01746787503361702,
0.007497899699956179,
-0.027229059487581253,
0.028263311833143234,
0.004813413135707378,
0.015054231509566307,
0.04630186781287193,
-0.01300772000104189,
-0.02509734220802784,
0.06236229091882706,
0.03871611878275871,
0.03374587744474411,
-0.02184286154806614,
-0.024199677631258965,
0.02368883788585663,
0.019056925550103188,
-0.03396274149417877,
0.0036768149584531784,
0.027143454179167747,
-0.013752352446317673,
0.0810648500919342,
-0.043566010892391205,
0.009008527733385563,
0.055045269429683685,
0.03353472799062729,
-0.0350850410759449,
0.038260966539382935,
-0.005419261287897825,
0.01519742701202631,
0.051764875650405884,
-0.03687058016657829,
0.010153095237910748,
-0.05040198937058449,
0.04423025995492935,
-0.06425231695175171,
0.05498817563056946,
0.042573049664497375,
0.0041533540934324265,
-0.00229129777289927,
-0.03337812423706055,
-0.04292454198002815,
-0.0027478060219436884,
-0.017232505604624748,
0.07263083755970001,
-0.009017804637551308,
-0.06793545931577682,
0.05462825670838356,
-0.01902811788022518,
-0.05646391212940216,
0.05012095347046852,
0.0543731264770031,
0.018933534622192383,
0.04354541748762131,
0.042194914072752,
-0.040163952857255936,
0.016168881207704544,
-0.0246177576482296,
0.047519292682409286,
-0.012345057912170887,
-0.003273726673796773,
0.024854440242052078,
-0.03909973427653313,
-0.018831202760338783,
0.03506457805633545,
-0.015142755582928658,
-0.024529749527573586,
0.052463795989751816,
-0.04533454403281212,
-0.04693104326725006,
-0.0014892916660755873,
0.017019951716065407,
-0.017140494659543037,
0.00234546372666955,
-0.051064640283584595,
0.025827163830399513,
0.015964943915605545,
-0.0010762516176328063,
-0.01574941910803318,
-0.010095419362187386,
0.03857160359621048,
-0.09942907840013504,
-0.02554139494895935,
0.03154982998967171,
-0.010785822756588459,
-0.03421275317668915,
0.03782779350876808,
-0.008594177663326263,
0.033942949026823044,
0.016708016395568848,
0.0034966799430549145,
0.0009705581469461322,
-0.02726554498076439,
-0.04025980457663536,
0.018799323588609695,
-0.016506269574165344,
0.03598347306251526,
-0.009304429404437542,
0.016273921355605125,
0.0557599775493145,
0.046966180205345154,
-0.017524229362607002,
-0.036774445325136185,
-0.024467259645462036,
0.0007914902525953948,
-0.060086626559495926,
-0.007538944482803345,
0.020635658875107765,
-0.05860060453414917,
-0.053304627537727356,
-0.019026165828108788,
-0.00413414416834712,
0.05181115120649338,
-0.020272329449653625,
-0.0022426799405366182,
0.03947889804840088,
0.0023167834151536226,
-0.042199086397886276,
-0.06702499836683273,
-0.05800456181168556,
-0.04639779403805733,
0.05771910771727562,
0.014037924818694592,
-0.024693626910448074,
0.025504454970359802,
-0.04109715297818184,
-0.06475315243005753,
0.03360414505004883,
0.03248146176338196,
-0.008748129941523075,
0.03862728178501129,
0.04901166632771492,
-0.026247059926390648,
0.028136232867836952,
0.01030068751424551,
-0.028939900919795036,
0.03186454996466637,
0.014272152446210384,
0.03501228988170624,
0.021245630457997322,
0.016511032357811928,
-0.009911834262311459,
-0.01880914345383644,
-0.056698448956012726,
-0.020192475989460945,
-0.04586466774344444,
0.036513492465019226,
0.06534932553768158
] |
DiegoBalam12/institute_classification | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- sk
tags:
- Slovak GPT-J
- pytorch
- causal-lm
license: gpl-3.0
---
# Slovak GPT-J-162M
Slovak GPT-J-162M is the first model released in Slovak GPT-J series and the very first publicly available transformer trained predominantly on Slovak corpus. Since the initial release two other models were made public, [Slovak GPT-J-405M](https://huggingface.co/Milos/slovak-gpt-j-405M) and the largest [Slovak GPT-J-1.4B](https://huggingface.co/Milos/slovak-gpt-j-1.4B).
## Model Description
Model is based on [GPT-J](https://github.com/kingoflolz/mesh-transformer-jax/) and has over 162M trainable parameters.
<figure>
| Hyperparameter | Value |
|----------------------|-------------------------------------------------------------------------------------------------------------------------------|
| \\(n_{parameters}\\) | 162,454,608 |
| \\(n_{layers}\\) | 12 |
| \\(d_{model}\\) | 768 |
| \\(d_{ff}\\) | 16384 |
| \\(n_{heads}\\) | 16 |
| \\(d_{head}\\) | 256 |
| \\(n_{ctx}\\) | 2048 |
| \\(n_{vocab}\\) | 50256 (same tokenizer as GPT-2/3†) |
| Positional Encoding | [Rotary Position Embedding (RoPE)](https://arxiv.org/abs/2104.09864) |
| RoPE Dimensions | [64](https://github.com/kingoflolz/mesh-transformer-jax/blob/f2aa66e0925de6593dcbb70e72399b97b4130482/mesh_transformer/layers.py#L223) |
<p><strong>†</strong> ByteLevelBPETokenizer was trained on the same Slovak corpus.</p></figure>
## Training data
Slovak GPT-J-162M was trained on a privately collected dataset consisting of predominantly Slovak text spanning different categories, e.g. web, news articles or even biblical texts - in total, over 40GB of text data was used to train this model.
The dataset was preprocessed and cleaned in a specific way that involves minor but a few caveats, so in order to achieve the expected performance, feel free to refer to [How to use] section. Please, keep in mind that despite the effort to remove inappropriate parts of the corpus, the model still might generate sensitive content or leak sensitive information.
## Training procedure
This model was trained for almost 37 billion tokens over 69,001 steps on TPU v3-8 pod. The cross-entropy validation loss at the last step was 3.065.
## Intended Use
Same as the original GPT-J, Slovak GPT-J learns an inner representation of the language that can be used to extract features useful for downstream tasks, however, the intended use is text generation from a prompt.
### How to use
This model along with the tokenizer can be easily loaded using the `AutoModelForCausalLM` functionality:
```python
from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("Milos/slovak-gpt-j-162M")
model = AutoModelForCausalLM.from_pretrained("Milos/slovak-gpt-j-162M")
```
When generating a prompt keep in mind these three things, and you should be good to go:
1. Never leave trailing whitespaces. There's a difference between how tokenizer encodes "Mám rád slovenčinu" (no space after `slovenčinu`) and "Mám rád slovenčinu " (trailing space after `slovenčinu`), i.e `[12805, 2872, 46878]` != `[12805, 2872, 46878, 221]`.
2. Always use good ol' US English primary double quotation marks, i.e. `""` instead of `„“`.
3. In case of a new line always enter `\n\n` instead of a single `\n`
To illustrate an example of a basic text generation:
```
>>> prompt = "Moje najobľubenejšie mesto na severe Slovenska je"
>>> encoded_input = tokenizer(prompt, return_tensors='pt')
>>> output = model.generate(**encoded_input)
>>> tokenizer.decode(output[0])
'Moje najobľubenejšie mesto na severe Slovenska je Žilina.\n\nV Žiline sa nachádza množstvo zaujímavých miest'
```
### Capabilities, Limitations, and Biases
First and foremost, the capability of this particular model is very limited due to its relatively small size totalling only 162M parameters, hence the intended use of this particular model is to educate and have fun! :)
Since the dataset contains profanity, politically incorrect language, and (unintentionally) even a bits of text in Czech, the model can generate them in some extent too. Here's an example of the model output when prompt is in Czech:
```
>>> prompt = "Věta nesmí být sprostá a musí být zcela"
>>> encoded_input = tokenizer(prompt, return_tensors='pt')
>>> output = model.generate(**encoded_input, max_length=16)
>>> tokenizer.decode(output[0])
'Věta nesmí být sprostá a musí být zcela věrná.'
```
## Citation and Related Information
This was done as a moonlighting project during summer of 2021 to better understand transformers. I didn't have much free time to open source it properly, so it all sat on my hard drive until now. Based on the popularity and interest in this model I might release _substantially_ larger versions of Slovak GPT-J models that are way more capable.
If you use this model or have any questions about it feel free to hit me up at [twitter](https://twitter.com/miloskondela) or check out my [github](https://github.com/kondela) profile.
### BibTeX entry
To cite this model:
```bibtex
@misc{slovak-gpt-j-162m,
author = {Kondela, Milos},
title = {{Slovak GPT-J-162M}},
howpublished = {\url{https://huggingface.co/Milos/slovak-gpt-j-162M}},
year = 2022,
month = February
}
```
To cite the codebase that trained this model:
```bibtex
@misc{mesh-transformer-jax,
author = {Wang, Ben},
title = {{Mesh-Transformer-JAX: Model-Parallel Implementation of Transformer Language Model with JAX}},
howpublished = {\url{https://github.com/kingoflolz/mesh-transformer-jax}},
year = 2021,
month = May
}
```
## Acknowledgements
This project was generously supported by [TPU Research Cloud (TRC) program](https://sites.research.google/trc/about/). Shoutout also goes to [Ben Wang](https://github.com/kingoflolz) and great [EleutherAI community](https://www.eleuther.ai/). | [
-0.027028750628232956,
-0.022592155262827873,
-0.010365127585828304,
0.03482610732316971,
0.05470508709549904,
0.02359778992831707,
-0.002182183787226677,
0.014576917514204979,
-0.03437114879488945,
0.052431415766477585,
0.009424695745110512,
-0.03825089707970619,
0.0010211372282356024,
0.056278351694345474,
-0.020145894959568977,
-0.04296591877937317,
-0.015966536477208138,
-0.005350419320166111,
-0.03981831297278404,
-0.009536524303257465,
-0.0039062239229679108,
0.00749961007386446,
-0.001963862217962742,
0.008640080690383911,
0.003413803642615676,
0.017599007114768028,
0.010725263506174088,
0.017254728823900223,
0.026895670220255852,
-0.05559619888663292,
-0.00740395300090313,
-0.03531350567936897,
-0.04272777959704399,
-0.006113871932029724,
-0.036249980330467224,
-0.042243972420692444,
-0.007237979676574469,
0.008541552349925041,
0.03772352635860443,
0.06911616027355194,
-0.013337288051843643,
0.01031564548611641,
-0.01184845995157957,
-0.02807890996336937,
0.029951589182019234,
0.006522476673126221,
-0.05198156088590622,
-0.01569410413503647,
0.03974159434437752,
0.008672689087688923,
-0.05338583514094353,
-0.0674777403473854,
-0.01921997405588627,
-0.0007555675692856312,
-0.007536533288657665,
-0.04278586432337761,
-0.06927140802145004,
-0.0008630316588096321,
0.059489306062459946,
-0.05707402527332306,
-0.02537369355559349,
0.010472076945006847,
-0.08152786642313004,
0.03517063334584236,
0.021690860390663147,
-0.0019393613329157233,
0.004632409196346998,
-0.033708103001117706,
0.05253018066287041,
-0.007397518027573824,
0.05879198759794235,
-0.02758236974477768,
0.022945823147892952,
-0.10663821548223495,
-0.0032645701430737972,
0.0024692893493920565,
0.01968814991414547,
0.046779051423072815,
-0.024754144251346588,
0.041943665593862534,
0.050073206424713135,
0.008513127453625202,
0.026322895660996437,
-0.012927930802106857,
-0.021497713401913643,
0.049680475145578384,
-0.06339935213327408,
-0.006786396261304617,
0.0016816584393382072,
0.07445960491895676,
-0.06455611437559128,
-0.025720130652189255,
-0.05685233697295189,
-0.038579754531383514,
-0.019649911671876907,
0.03296013921499252,
0.05528504401445389,
-0.019207648932933807,
0.05349960923194885,
0.02531038038432598,
0.027116114273667336,
0.025794267654418945,
-0.016419462859630585,
0.036410052329301834,
0.007081182673573494,
-0.019836926832795143,
-0.01229161862283945,
-0.028896819800138474,
-0.03956598788499832,
0.0187976136803627,
-0.0046220445074141026,
-0.03792969509959221,
-0.05279737338423729,
0.037268444895744324,
0.012774872593581676,
-0.002768147038295865,
0.07335403561592102,
-0.014859148301184177,
-0.032674096524715424,
-0.07398160547018051,
0.04384760558605194,
0.015279394574463367,
0.007549697533249855,
0.02695366181433201,
-0.05401305854320526,
0.030342910438776016,
-0.028851645067334175,
-0.026264317333698273,
0.013020596466958523,
0.02147572673857212,
-0.016885342076420784,
0.039568956941366196,
0.030777307227253914,
-0.05487782880663872,
0.019782790914177895,
0.02925867587327957,
-0.06430846452713013,
0.06196527183055878,
0.027570834383368492,
0.11943400651216507,
-0.08178549259901047,
-0.055511947721242905,
0.011196475476026535,
0.006653086747974157,
-0.02035185694694519,
0.006430780049413443,
0.019575342535972595,
-0.05538615211844444,
-0.018713152036070824,
-0.013672762550413609,
0.06700547784566879,
-0.06197480484843254,
-0.007004451472312212,
0.07537958770990372,
-0.021983657032251358,
0.01806890219449997,
-0.038558632135391235,
-0.015035022050142288,
-0.0021023815497756004,
-0.0038874431047588587,
-0.04765593633055687,
0.026966087520122528,
-0.010152522474527359,
-0.027890780940651894,
-0.036130137741565704,
-0.021721655502915382,
0.014445334672927856,
0.0843924954533577,
0.016283847391605377,
-0.012326600961387157,
-0.01833006739616394,
0.004334327764809132,
0.04391755163669586,
0.033941496163606644,
-0.045052770525217056,
0.030636092647910118,
0.029463913291692734,
0.029294654726982117,
-0.0058194492012262344,
0.03635997325181961,
0.023339971899986267,
-0.029138298705220222,
-0.022599730640649796,
-0.0041593462228775024,
0.00529870018362999,
-0.03795125335454941,
-0.009870137088000774,
0.04345213621854782,
-0.01749935932457447,
-0.04672867804765701,
-0.004174939356744289,
0.061186373233795166,
-0.005177717190235853,
-0.01648085005581379,
0.014536361210048199,
-0.026957150548696518,
-0.02551809512078762,
0.0332900695502758,
-0.031134292483329773,
-0.016573436558246613,
-0.03633411228656769,
-0.021639039739966393,
0.02335110306739807,
0.0417204387485981,
0.030008507892489433,
0.029404396191239357,
-0.01416066475212574,
0.0814594104886055,
-0.021985985338687897,
0.01918836683034897,
-0.041105519980192184,
-0.05877138674259186,
-0.0036630600225180387,
0.021195093169808388,
0.021900715306401253,
0.032681629061698914,
0.0017967899329960346,
-0.047064270824193954,
0.019636621698737144,
0.059360310435295105,
0.03531494736671448,
0.01033578161150217,
-0.033292125910520554,
-0.009445357136428356,
0.013411562889814377,
0.0667521059513092,
-0.049250490963459015,
-0.03529917076230049,
0.025024672970175743,
0.04182766377925873,
-0.02946879342198372,
0.025404807180166245,
-0.022480396553874016,
0.038741834461688995,
-0.014967896044254303,
-0.06989267468452454,
0.03145352378487587,
0.060081835836172104,
0.015174100175499916,
0.034370508044958115,
0.0012947403592988849,
0.012971697375178337,
0.008434292860329151,
-0.00590065261349082,
0.010834542103111744,
-0.034186556935310364,
0.010028005577623844,
0.035092081874608994,
0.06593780964612961,
-0.046046484261751175,
0.010306988842785358,
0.013602525927126408,
0.00742720253765583,
0.033220112323760986,
-0.04839751496911049,
0.03361067920923233,
0.05148531496524811,
0.0167990755289793,
-0.022683436051011086,
0.009406042285263538,
-0.016968093812465668,
0.04477519914507866,
0.05058133974671364,
-0.011502556502819061,
0.059509508311748505,
-0.003483542939648032,
0.05481977388262749,
0.10628548264503479,
0.021426662802696228,
0.013184972107410431,
0.030034122988581657,
0.08956143260002136,
0.0029098789673298597,
-0.006272555328905582,
0.055239759385585785,
-0.033070970326662064,
0.012063439004123211,
-0.019091162830591202,
0.008541759103536606,
0.00017711280088406056,
-0.02205553650856018,
0.03634224459528923,
0.006240770220756531,
-0.02164720557630062,
0.0007505508256144822,
-0.03176773712038994,
-0.038362015038728714,
0.03877458721399307,
-0.051657531410455704,
-0.014138448052108288,
0.0031008406076580286,
-0.03438780829310417,
0.015464665368199348,
-0.07606247067451477,
-0.05301116406917572,
0.0020130304619669914,
-0.02703423611819744,
0.007411118131130934,
-0.0846041813492775,
0.006351798307150602,
-0.07196220010519028,
-0.012259292416274548,
0.034556806087493896,
0.01504034735262394,
-0.008478110656142235,
-0.03913561999797821,
0.021771525964140892,
-0.03440539538860321,
-0.025355855002999306,
-0.05043639615178108,
-0.05644672363996506,
-0.049044352024793625,
-0.07157694548368454,
0.03593873977661133,
0.012461395934224129,
0.039534565061330795,
-0.006557950284332037,
0.0073114302940666676,
-0.012518973089754581,
-0.03405093029141426,
0.039405714720487595,
0.02747279219329357,
-0.028979653492569923,
-0.04615882411599159,
0.05225260928273201,
-0.0072555383667349815,
0.008010744117200375,
-0.01271046046167612,
-0.01969551108777523,
0.10827317833900452,
0.07447009533643723,
0.03451889008283615,
0.006766109261661768,
-0.016588810831308365,
-0.07961272448301315,
-0.05718931183218956,
-0.04575444012880325,
-0.050351448357105255,
0.006990415975451469,
-0.018338581547141075,
-0.053710076957941055,
-0.006150518078356981,
-0.029342887923121452,
-0.020003119483590126,
-0.01660962589085102,
0.0048158601857721806,
0.03575123846530914,
0.039154183119535446,
0.03899666294455528,
0.034077707678079605,
-0.03620664402842522,
-0.022976413369178772,
0.07166001945734024,
0.013796227984130383,
-0.007947283796966076,
-0.045478370040655136,
-0.028647838160395622,
0.04475463181734085,
0.022481758147478104,
0.005685958545655012,
-0.0037462147884070873,
0.0600128248333931,
0.023849258199334145,
-0.00957358069717884,
0.020491736009716988,
-0.020136479288339615,
-0.018437029793858528,
-0.01789797842502594,
0.012097269296646118,
-0.028764311224222183,
-0.050578970462083817,
-0.008513313718140125,
-0.01741199754178524,
0.05615096911787987,
-0.06104615330696106,
-0.056570865213871,
0.009129256941378117,
0.038405321538448334,
0.030248155817389488,
0.016850419342517853,
-0.02695205621421337,
0.008672225289046764,
-0.0359206423163414,
-0.03140242397785187,
0.019984420388936996,
0.022252792492508888,
0.01867803931236267,
0.042334556579589844,
0.02900446578860283,
-0.020802389830350876,
0.04485686868429184,
0.05418769270181656,
0.0515870563685894,
0.03644709661602974,
-0.046004075556993484,
0.009681228548288345,
-0.03519423305988312,
0.03875890374183655,
0.008455442264676094,
-0.011379886418581009,
-0.058840252459049225,
-0.11018674075603485,
-0.006849159020930529,
0.015318901278078556,
-0.005914762616157532,
0.0067679001949727535,
0.02626495622098446,
-0.009944815188646317,
-0.014160222373902798,
0.00029804214136675,
0.028100715950131416,
0.040376387536525726,
-0.07143055647611618,
0.05536888912320137,
0.007112638093531132,
0.03888170048594475,
-0.0474972166121006,
0.008386059664189816,
-0.0437634140253067,
-0.02785377949476242,
0.01594685949385166,
0.05162474513053894,
0.05088531970977783,
0.06562164425849915,
0.07222552597522736,
-0.004949841648340225,
-0.038524482399225235,
0.03085499256849289,
0.04750647395849228,
-0.01627342402935028,
-0.04672935605049133,
-0.008416037075221539,
-0.011389272287487984,
-0.020397203043103218,
-0.02973361872136593,
-0.01252871286123991,
0.03215187042951584,
0.0252170879393816,
0.014814628288149834,
0.00923843588680029,
0.01162407174706459,
-0.025175578892230988,
-0.027916114777326584,
-0.07103680074214935,
-0.030747612938284874,
0.006114359945058823,
-0.02150924690067768,
0.013207156211137772,
0.032597750425338745,
0.035090915858745575,
0.061735957860946655,
0.03668876737356186,
-0.03457324951887131,
-0.07050429284572601,
0.017799247056245804,
0.027162963524460793,
-0.03737539425492287,
-0.05650198832154274,
-0.04037173464894295,
0.05237961933016777,
0.031748585402965546,
-0.001337607973255217,
-0.05903536081314087,
0.006773709785193205,
0.03913629800081253,
-0.015759920701384544,
0.059696052223443985,
-0.008517000824213028,
0.0595770925283432,
0.05703539028763771,
-0.020525487139821053,
0.024613628163933754,
-0.029838861897587776,
0.0110515421256423,
0.00415559159591794,
0.04807865619659424,
-0.013922544196248055,
-0.030391573905944824,
-0.050741713494062424,
0.037528399378061295,
0.027137750759720802,
0.039804570376873016,
0.04118208959698677,
-0.005935310386121273,
-0.059742290526628494,
-0.022076165303587914,
0.03774739056825638,
-0.05709487199783325,
0.01501428335905075,
0.018731845542788506,
0.02080778405070305,
-0.05326906219124794,
-0.038916949182748795,
-0.025806967169046402,
-0.020677516236901283,
0.030242614448070526,
0.007424870505928993,
-0.04614948853850365,
-0.06233343109488487,
0.020356381312012672,
-0.017447099089622498,
-0.02231566607952118,
-0.08756311982870102,
0.013226909562945366,
-0.021760541945695877,
-0.016950396820902824,
0.04863429814577103,
0.04673301801085472,
0.03130200877785683,
0.05092620849609375,
0.018545618280768394,
0.021327989175915718,
-0.05177615210413933,
0.004631328862160444,
-0.057272475212812424,
-0.015614163130521774,
-0.021418992429971695,
-0.04659320041537285,
0.007847582921385765,
-0.019985437393188477,
-0.03069300390779972,
-0.03745283931493759,
-0.02083982154726982,
0.018125707283616066,
-0.00778898736461997,
-0.02359585277736187,
-0.004331029951572418,
0.03897867724299431,
-0.008575641550123692,
-0.028406383469700813,
-0.04045117646455765,
-0.039919935166835785,
-0.06329967081546783,
-0.07287382334470749,
0.018935803323984146,
-0.0013833452248945832,
0.04838438704609871,
0.011515899561345577,
-0.01701967418193817,
0.006743049249053001,
0.0003568503598216921,
-0.004740028642117977,
0.04783271253108978,
0.022161539644002914,
-0.022920945659279823,
-0.026989853009581566,
0.014895156025886536,
0.01726268231868744,
0.035451166331768036,
0.004175676964223385,
0.02813051827251911,
0.02408699132502079,
-0.028181498870253563,
-0.005266296211630106,
0.003141969908028841,
0.0229511596262455,
-0.056803613901138306,
-0.03249185532331467,
-0.008990420028567314,
-0.05051170662045479,
0.02204146981239319,
-0.022809915244579315,
-0.037057384848594666,
0.027485201135277748,
0.03628668561577797,
0.05343902111053467,
-0.0009368382161483169,
-0.028490552678704262,
0.03659465163946152,
-0.02606962062418461,
0.014146596193313599,
-0.05557682365179062,
0.019360249862074852,
-0.041302599012851715,
0.01521073654294014,
-0.0023206062614917755,
-0.0009094210690818727,
-0.061320845037698746,
0.03614787757396698,
-0.009932834655046463,
-0.0014218729920685291,
-0.02333110198378563,
0.0030877399258315563,
-0.017518701031804085,
0.05410600081086159,
0.002876684069633484,
0.02758469432592392,
-0.029250288382172585,
0.05569355934858322,
-0.05124098062515259,
0.005656477063894272,
-0.03567255660891533,
0.004838851280510426,
-0.057680893689394,
-0.027948418632149696,
0.0029555878136307,
-0.04264003410935402,
0.023608682677149773,
0.03280210494995117,
0.02286745235323906,
0.031257160007953644,
-0.02664959616959095,
-0.012920212000608444,
0.018154392018914223,
-0.06484659016132355,
-0.013498540036380291,
-0.02760530635714531,
-0.005041871219873428,
-0.010594562627375126,
0.056428972631692886,
0.03019004873931408,
-0.03696000203490257,
-0.03928998485207558,
0.05403808876872063,
0.01915600895881653,
-0.00015998788876459002,
0.00693479971960187,
0.027534592896699905,
0.0408584326505661,
0.07201911509037018,
-0.03225906938314438,
0.012607491575181484,
-0.0013459173496812582,
-0.02305242232978344,
0.0325838178396225,
-0.004828477744013071,
0.017209578305482864,
0.02507862076163292,
-0.023731958121061325,
-0.028325196355581284,
0.06972027570009232,
0.03375624865293503,
0.032327115535736084,
-0.005083461757749319,
-0.02800847589969635,
0.022283054888248444,
0.009754658676683903,
-0.04210391640663147,
-0.007305911276489496,
0.025688806548714638,
-0.022559726610779762,
0.09164845198392868,
-0.038298264145851135,
0.014170105569064617,
0.042735423892736435,
0.028206493705511093,
-0.030028535053133965,
0.03371562063694,
-0.008072596043348312,
0.00416437815874815,
0.04664628952741623,
-0.03195877745747566,
0.0015185779193416238,
-0.0410652831196785,
0.04759705066680908,
-0.0536002479493618,
0.04621608182787895,
0.04035288095474243,
0.003975132014602423,
-0.0010599177330732346,
-0.03276636078953743,
-0.0427810437977314,
0.011688274331390858,
-0.01874842867255211,
0.08038307726383209,
-0.012406913563609123,
-0.07644493132829666,
0.05773346871137619,
-0.01075534988194704,
-0.07084830105304718,
0.049540240317583084,
0.05437275394797325,
0.024775879457592964,
0.03912428766489029,
0.038853440433740616,
-0.0372764952480793,
0.02008844166994095,
-0.02532280795276165,
0.03724241256713867,
-0.0250481478869915,
-0.002582344925031066,
0.027318410575389862,
-0.03103637509047985,
-0.008575004525482655,
0.03439658135175705,
-0.014313114807009697,
-0.011660490185022354,
0.041332658380270004,
-0.05213278532028198,
-0.04031810909509659,
0.00125565764028579,
0.017710352316498756,
-0.016293739899992943,
0.004244944080710411,
-0.05063033103942871,
0.02536366693675518,
0.015833187848329544,
-0.01174204982817173,
-0.027435986325144768,
-0.006119665689766407,
0.023920511826872826,
-0.098879873752594,
-0.029593830928206444,
0.03618834167718887,
-0.006278477143496275,
-0.03519792482256889,
0.04889930412173271,
-0.010699004866182804,
0.023394549265503883,
0.019677134230732918,
0.008869263343513012,
0.009706005454063416,
-0.02373163215816021,
-0.03197129815816879,
0.02040882222354412,
-0.007511469069868326,
0.040208347141742706,
-0.0022569706197828054,
0.014864819124341011,
0.05045675113797188,
0.03999996930360794,
-0.014469826593995094,
-0.0428633950650692,
-0.027157139033079147,
0.004459172021597624,
-0.06015064939856529,
0.0004081643419340253,
0.027303265407681465,
-0.04617813974618912,
-0.047599468380212784,
-0.02737605758011341,
-0.006019070744514465,
0.04248593747615814,
-0.016847236081957817,
-0.005291135981678963,
0.033730778843164444,
0.0027918664272874594,
-0.03896180912852287,
-0.06078660115599632,
-0.047248393297195435,
-0.03842024505138397,
0.057041872292757034,
0.01512747723609209,
-0.030013306066393852,
0.03446559980511665,
-0.04032514616847038,
-0.06625815480947495,
0.036597564816474915,
0.03029787726700306,
-0.012551904655992985,
0.04695636034011841,
0.04188494384288788,
-0.04194599390029907,
0.019773729145526886,
0.013871807605028152,
-0.03366762027144432,
0.030094726011157036,
0.01925734430551529,
0.03838226571679115,
0.023872315883636475,
0.021750548854470253,
-0.007734956219792366,
-0.02247077040374279,
-0.05724922940135002,
-0.01935439184308052,
-0.0481947623193264,
0.02892199717462063,
0.06292340904474258
] |
Digakive/Hsgshs | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- sk
tags:
- Slovak GPT-J
- pytorch
- causal-lm
license: gpl-3.0
---
# Slovak GPT-J-405M
Slovak GPT-J-405M is the second model released in Slovak GPT-J series after its smaller variant [Slovak GPT-J-162M](https://huggingface.co/Milos/slovak-gpt-j-162M). Since then a larger [Slovak GPT-J-1.4B](https://huggingface.co/Milos/slovak-gpt-j-1.4B) was released.
## Model Description
Model is based on [GPT-J](https://github.com/kingoflolz/mesh-transformer-jax/) and has over 405M trainable parameters.
<figure>
| Hyperparameter | Value |
|----------------------|----------------------------------------------------------------------------------------------------------------------------------------|
| \\(n_{parameters}\\) | 405,677,136 |
| \\(n_{layers}\\) | 24 |
| \\(d_{model}\\) | 1024 |
| \\(d_{ff}\\) | 16384 |
| \\(n_{heads}\\) | 16 |
| \\(d_{head}\\) | 256 |
| \\(n_{ctx}\\) | 2048 |
| \\(n_{vocab}\\) | 50256 (same tokenizer as GPT-2/3†) |
| Positional Encoding | [Rotary Position Embedding (RoPE)](https://arxiv.org/abs/2104.09864) |
| RoPE Dimensions | [64](https://github.com/kingoflolz/mesh-transformer-jax/blob/f2aa66e0925de6593dcbb70e72399b97b4130482/mesh_transformer/layers.py#L223) |
<p><strong>†</strong> ByteLevelBPETokenizer was trained on the same Slovak corpus.</p></figure>
## Training data
Slovak GPT-J models were trained on a privately collected dataset consisting of predominantly Slovak text spanning different categories, e.g. web, news articles or even biblical texts - in total, over 40GB of text data was used to train this model.
The dataset was preprocessed and cleaned in a specific way that involves minor but a few caveats, so in order to achieve the expected performance, feel free to refer to [How to use] section. Please, keep in mind that despite the effort to remove inappropriate corpus, the model still might generate sensitive content or leak sensitive information.
## Training procedure
This model was trained for a bit more than 36.5 billion tokens over 69,001 steps on TPU v3-8 pod. The cross-entropy validation loss at the last step was `2.821`.
## Intended Use
Same as the original GPT-J, Slovak GPT-J learns an inner representation of the language that can be used to extract features useful for downstream tasks, however, the intended use is text generation from a prompt.
### How to use
This model along with the tokenizer can be easily loaded using the `AutoModelForCausalLM` functionality:
```python
from transformers import AutoTokenizer, AutoModelForCausalLM
tokenizer = AutoTokenizer.from_pretrained("Milos/slovak-gpt-j-405M")
model = AutoModelForCausalLM.from_pretrained("Milos/slovak-gpt-j-405M")
```
When generating a prompt keep in mind these three things, and you should be good to go:
1. Never leave trailing whitespaces. There's a difference between how tokenizer encodes "Mám rád slovenčinu" (no space after `slovenčinu`) and "Mám rád slovenčinu " (trailing space after `slovenčinu`), i.e `[12805, 2872, 46878]` != `[12805, 2872, 46878, 221]`.
2. Always use good ol' US English primary double quotation marks, i.e. `""` instead of `„“`.
3. In case of a new line always enter `\n\n` instead of a single `\n`
To illustrate an example of a basic text generation:
```
>>> prompt = "Tradičné jedlo na Orave sú"
>>> encoded_input = tokenizer(prompt, return_tensors='pt')
>>> output = model.generate(**encoded_input)
>>> tokenizer.decode(output[0])
'Tradičné jedlo na Orave sú bryndzové halušky\n\nNa Orave sa v minulosti varilo viac druhov'
```
### Capabilities, Limitations, and Biases
The capability of this particular model is somewhat decent despite its small size totalling 405M parameters. With relative ease it can manage to generate interesting and grammatically correct content.
For example, you can try few of the following prompts. (For sake of simplicity, I have omitted all the boilerplate code and swapped `\n` for new lines).
Try generating "How to" articles:
```
PROMPT
Ako napísať pôsobivú esej krok za krokom
OUTPUT
Ako napísať pôsobivú esej krok za krokom
V tomto článku sa dozviete, ako napísať esej, ktorá bude mať v sebe niečo, čo zaujme a bude sa vám páčiť.
V prvom rade si musíte uvedomiť, že esej je vlastne písaný text, ktorý má byť napísaný na počítači.'
```
However, relying on the model to produce factually correct information isn't recommended.
Or try to generate chat conversations:
```
PROMPT
Peter: Ako sa mas?
Lucia: Ale celkom dobre. Co si robil?
Peter:
OUTPUT
Peter: Ako sa mas?
Lucia: Ale celkom dobre. Co si robil?
Peter: No, bol som na chate.
Lucia: A co si tam robil?
Peter: No, bol som tam s kamošmi.
Lucia: A co si tam robil?
Peter: No, bol som tam s kamošmi.
```
Apparently either Peters are more likely to act suspiciously in this particular context or there's a problem with the model. Let's assume that the second explanation may hold some merit. In general, GPT models can (and often will) get into a repeating cycle of generating same content. This is a common problem beyond the scope of this README, however, see [generate's documentation](https://huggingface.co/docs/transformers/master/en/main_classes/model#transformers.generation_utils.GenerationMixin.generate) on how to introduce a frequency/repetition penalty.
Since the dataset contains profanity, politically incorrect language, and (unintentionally) even a bits of text in Czech, the model can generate them in some extent too. Here's an example of the model output when prompt is in Czech:
```
>>> prompt = "Věta nesmí být sprostá a musí být zcela"
>>> encoded_input = tokenizer(prompt, return_tensors='pt')
>>> output = model.generate(**encoded_input, max_length=16)
>>> tokenizer.decode(output[0])
'Věta nesmí být sprostá a musí být zcela pravdivá.'
```
## Citation and Related Information
This was done as a moonlighting project during summer of 2021 to better understand transformers. I didn't have much free time to open source it properly, so it all sat on my hard drive until now :)
If you use this model or have any questions about it feel free to hit me up at [twitter](https://twitter.com/miloskondela) or check out my [github](https://github.com/kondela) profile.
### BibTeX entry
To cite this model:
```bibtex
@misc{slovak-gpt-j-405m,
author = {Kondela, Milos},
title = {{Slovak GPT-J-405M}},
howpublished = {\url{https://huggingface.co/Milos/slovak-gpt-j-405M}},
year = 2022,
month = February
}
```
To cite the codebase that trained this model:
```bibtex
@misc{mesh-transformer-jax,
author = {Wang, Ben},
title = {{Mesh-Transformer-JAX: Model-Parallel Implementation of Transformer Language Model with JAX}},
howpublished = {\url{https://github.com/kingoflolz/mesh-transformer-jax}},
year = 2021,
month = May
}
```
## Acknowledgements
This project was generously supported by [TPU Research Cloud (TRC) program](https://sites.research.google/trc/about/). Shoutout also goes to [Ben Wang](https://github.com/kingoflolz) and great [EleutherAI community](https://www.eleuther.ai/). | [
-0.025539876893162727,
-0.014813614077866077,
-0.0015365865547209978,
0.023488350212574005,
0.051090240478515625,
0.010271929204463959,
-0.005868826061487198,
0.02739836648106575,
-0.026193473488092422,
0.055766016244888306,
0.001730907242745161,
-0.04214545711874962,
0.006972478702664375,
0.05929066613316536,
-0.016614312306046486,
-0.040030550211668015,
-0.011575700715184212,
-0.009366482496261597,
-0.034028008580207825,
-0.00406494690105319,
-0.0011246526846662164,
0.012310335412621498,
-0.008166341111063957,
0.006042025052011013,
0.009598410688340664,
0.0202996376901865,
0.011969810351729393,
0.017589330673217773,
0.020281191915273666,
-0.05407464876770973,
-0.010996165685355663,
-0.04009879007935524,
-0.040242020040750504,
-0.02450266294181347,
-0.03793397918343544,
-0.04792286455631256,
-0.010028094984591007,
0.007918042130768299,
0.026368770748376846,
0.08025066554546356,
-0.020060785114765167,
0.01907804235816002,
-0.014304407872259617,
-0.028532272204756737,
0.02470042183995247,
0.010115575976669788,
-0.05341615900397301,
-0.02440802939236164,
0.042170219123363495,
-0.0002397623611614108,
-0.06122547760605812,
-0.06433890759944916,
-0.01649533398449421,
-0.002584913047030568,
-0.005337150301784277,
-0.0563446469604969,
-0.06967838853597641,
-0.008083092048764229,
0.062413040548563004,
-0.04981594160199165,
-0.02566634677350521,
-0.001372077502310276,
-0.07811220735311508,
0.028913583606481552,
0.01396202389150858,
-0.002007509581744671,
0.002012240933254361,
-0.042112309485673904,
0.04916779324412346,
-0.007384995464235544,
0.05701897665858269,
-0.024398479610681534,
0.021931370720267296,
-0.10130355507135391,
-0.008302443660795689,
0.0006947883521206677,
0.02476734295487404,
0.04566781595349312,
-0.028463229537010193,
0.03530947491526604,
0.056186188012361526,
0.002452352549880743,
0.028428608551621437,
-0.004800187889486551,
-0.029713332653045654,
0.036933623254299164,
-0.06545525789260864,
-0.002207607263699174,
0.0023568442557007074,
0.07237068563699722,
-0.06306469440460205,
-0.028299197554588318,
-0.052615709602832794,
-0.046475786715745926,
-0.02517610229551792,
0.032661788165569305,
0.05203179642558098,
-0.014043078757822514,
0.04471829533576965,
0.018074842169880867,
0.01440383680164814,
0.01950315572321415,
-0.010174819268286228,
0.039141636341810226,
0.005571198184043169,
-0.03210451453924179,
-0.009547729976475239,
-0.029997430741786957,
-0.03832593187689781,
0.021579332649707794,
-0.0041900197975337505,
-0.02963186427950859,
-0.05194622278213501,
0.027658075094223022,
0.0063468581065535545,
0.008291131816804409,
0.07408159226179123,
-0.009102357551455498,
-0.027931004762649536,
-0.08204377442598343,
0.03660892695188522,
0.01513886358588934,
0.0190599262714386,
0.025337550789117813,
-0.06107085198163986,
0.020522410050034523,
-0.03093196079134941,
-0.022577378898859024,
0.005414616782218218,
0.01778268814086914,
-0.0211844053119421,
0.035352908074855804,
0.029033854603767395,
-0.05770508572459221,
0.024881653487682343,
0.018597662448883057,
-0.05489938706159592,
0.05904807895421982,
0.01842774823307991,
0.11332275718450546,
-0.06936398893594742,
-0.0646422952413559,
0.002143551828339696,
0.0022396736312657595,
-0.036962881684303284,
0.00032377304160036147,
0.01709088683128357,
-0.059681423008441925,
-0.011371495202183723,
-0.010027679614722729,
0.06235666573047638,
-0.06648990511894226,
0.003922936040908098,
0.06087757647037506,
-0.010090891271829605,
0.012446586973965168,
-0.04701286181807518,
-0.0192574355751276,
0.008474458940327168,
0.002729045460000634,
-0.04635927826166153,
0.024087881669402122,
-0.011037087999284267,
-0.0309761930257082,
-0.03820514306426048,
-0.023967726156115532,
0.015852587297558784,
0.08011038601398468,
0.009441309608519077,
-0.007530380506068468,
-0.024739520624279976,
0.007212202996015549,
0.04537525027990341,
0.02967100217938423,
-0.03589262068271637,
0.03639999404549599,
0.03610484302043915,
0.04057801887392998,
-0.020473379641771317,
0.02710001915693283,
0.02294011414051056,
-0.021618757396936417,
-0.01771676540374756,
-0.010325237177312374,
0.02012275718152523,
-0.03721323609352112,
-0.006523662246763706,
0.041249167174100876,
-0.016239743679761887,
-0.06282166391611099,
-0.004932011011987925,
0.05572215095162392,
-0.011489505879580975,
-0.020020000636577606,
0.009516523219645023,
-0.03240404650568962,
-0.02438882179558277,
0.025784149765968323,
-0.01823882758617401,
-0.030764993280172348,
-0.03759737312793732,
-0.026480715721845627,
0.02372150681912899,
0.04310879111289978,
0.03814886510372162,
0.03303602710366249,
-0.007212634664028883,
0.0773010104894638,
-0.029286907985806465,
0.021035676822066307,
-0.04004179313778877,
-0.05290662869811058,
-0.003221373539417982,
0.03587542846798897,
0.02588219940662384,
0.033953309059143066,
-0.010117036290466785,
-0.04912041127681732,
0.02785983867943287,
0.06274934113025665,
0.032044801861047745,
-0.0005192956887185574,
-0.034673746675252914,
-0.017293760553002357,
0.03131740167737007,
0.05833156034350395,
-0.045338667929172516,
-0.0264209546148777,
0.02354463003575802,
0.03776201978325844,
-0.03844672068953514,
0.00797613337635994,
-0.020278481766581535,
0.04010746255517006,
-0.011551175266504288,
-0.07243558019399643,
0.016635481268167496,
0.06982643902301788,
0.008670439943671227,
0.03535674512386322,
0.0012219002237543464,
0.019894227385520935,
0.01897840015590191,
-0.009203004650771618,
0.013511260971426964,
-0.03593064099550247,
0.016189759597182274,
0.029381463304162025,
0.06443391740322113,
-0.044150326400995255,
0.006944944616407156,
0.011207214556634426,
0.0037307448219507933,
0.03205990791320801,
-0.05631359666585922,
0.02487993985414505,
0.05995051562786102,
0.014792487025260925,
-0.015910467132925987,
0.01901375874876976,
-0.018675900995731354,
0.03815285488963127,
0.04960975795984268,
-0.013599589467048645,
0.06226404383778572,
-0.01814831979572773,
0.0582217313349247,
0.10977157205343246,
0.023413246497511864,
0.0067209284752607346,
0.014382180757820606,
0.09025753289461136,
0.003862974001094699,
-0.005509145557880402,
0.05182598531246185,
-0.033120594918727875,
0.007115412037819624,
-0.018657928332686424,
0.0024536913260817528,
-0.007447903044521809,
-0.021270867437124252,
0.027935370802879333,
0.006760809570550919,
-0.02005823701620102,
-0.00983170885592699,
-0.02037477307021618,
-0.04370729625225067,
0.02644282579421997,
-0.054711293429136276,
-0.024905089288949966,
0.0016628821613267064,
-0.029504572972655296,
0.01949045993387699,
-0.07324592769145966,
-0.055871207267045975,
-0.0053128432482481,
-0.019337661564350128,
0.011790221557021141,
-0.09145122021436691,
0.013042272999882698,
-0.07140616327524185,
-0.0037453966215252876,
0.03323192521929741,
0.011096833273768425,
-0.012505990453064442,
-0.03342897817492485,
0.025975389406085014,
-0.032103199511766434,
-0.03375108167529106,
-0.04266577214002609,
-0.0625218078494072,
-0.04554789140820503,
-0.06912335753440857,
0.02681863307952881,
0.009255214594304562,
0.03859217092394829,
0.003126256400719285,
0.0026867911219596863,
-0.011598683893680573,
-0.032379940152168274,
0.03080071322619915,
0.024417348206043243,
-0.0324057899415493,
-0.058816127479076385,
0.05778650939464569,
0.00021173610002733767,
0.0018085447372868657,
-0.014218445867300034,
-0.013728844933211803,
0.11285820603370667,
0.07516714185476303,
0.02831742912530899,
0.007335621863603592,
-0.019120914861559868,
-0.08428607136011124,
-0.05569804832339287,
-0.04815557971596718,
-0.04506980627775192,
-0.0071620037779212,
-0.02155279368162155,
-0.05679245665669441,
-0.007424129638820887,
-0.035499826073646545,
-0.021532678976655006,
-0.021733300760388374,
0.0049115619622170925,
0.04295331612229347,
0.03032533824443817,
0.04501552879810333,
0.04678693413734436,
-0.03604573756456375,
-0.025646183639764786,
0.06414560973644257,
0.01269017718732357,
-0.006867969874292612,
-0.040663134306669235,
-0.028105590492486954,
0.03673386201262474,
0.012908771634101868,
0.0031629290897399187,
-0.0023005090188235044,
0.06177397072315216,
0.02364160120487213,
-0.0071046315133571625,
0.014083679765462875,
-0.02264299988746643,
-0.005844034254550934,
-0.023037003353238106,
0.016380343586206436,
-0.027729734778404236,
-0.04814040660858154,
-0.004613703116774559,
-0.006424255203455687,
0.05902096629142761,
-0.05757618695497513,
-0.06460888683795929,
0.015596875920891762,
0.0396198034286499,
0.03536578640341759,
0.007781701628118753,
-0.03553510829806328,
0.005837591364979744,
-0.041013721376657486,
-0.021072106435894966,
0.0269505362957716,
0.02054191567003727,
0.017077676951885223,
0.03370632603764534,
0.0312761589884758,
-0.022341489791870117,
0.04478539898991585,
0.05793953686952591,
0.04485875368118286,
0.027564242482185364,
-0.04730839282274246,
-0.0007028180989436805,
-0.029312165454030037,
0.04150659963488579,
0.019187886267900467,
-0.00812210701406002,
-0.055846814066171646,
-0.11535930633544922,
0.0026596728712320328,
0.023039374500513077,
-0.001677140244282782,
0.012818529270589352,
0.03786780312657356,
-0.020152507349848747,
-0.007849893532693386,
-0.005011345259845257,
0.02655237354338169,
0.041028205305337906,
-0.06347335129976273,
0.051613181829452515,
0.002022844273597002,
0.027112971991300583,
-0.047249916940927505,
0.007692631334066391,
-0.03919524699449539,
-0.015689227730035782,
0.013984191231429577,
0.05176369845867157,
0.05066775158047676,
0.06893530488014221,
0.06996837258338928,
-0.0010050839046016335,
-0.03372204303741455,
0.03745172545313835,
0.04467470943927765,
-0.030360059812664986,
-0.04508274793624878,
-0.015270203351974487,
0.0009868043707683682,
-0.017721718177199364,
-0.029536524787545204,
-0.0019199933158233762,
0.02770678885281086,
0.021437186747789383,
0.0007349860388785601,
0.01988920569419861,
0.019791990518569946,
-0.02479194663465023,
-0.021496152505278587,
-0.05432410538196564,
-0.02637387253344059,
0.005836591590195894,
-0.020184237509965897,
0.021581800654530525,
0.03246849402785301,
0.027978815138339996,
0.060138899832963943,
0.03635525330901146,
-0.034379176795482635,
-0.07530707120895386,
0.027178186923265457,
0.01400591991841793,
-0.033185575157403946,
-0.05723181739449501,
-0.03542068973183632,
0.05288714915513992,
0.026200860738754272,
0.0038773352280259132,
-0.05475415289402008,
0.01422452088445425,
0.044653184711933136,
-0.013294642791152,
0.05879877507686615,
-0.012557092122733593,
0.05894012004137039,
0.050887901335954666,
-0.018404604867100716,
0.029194826260209084,
-0.014599069021642208,
0.014606515876948833,
-0.0018443387234583497,
0.04302511364221573,
-0.004239607602357864,
-0.02320023812353611,
-0.04247085377573967,
0.03514309972524643,
0.02711569517850876,
0.03441893309354782,
0.05153788626194,
-0.013738739304244518,
-0.06289415061473846,
-0.02475105971097946,
0.03782875835895538,
-0.05477557331323624,
0.02338683232665062,
0.02461385168135166,
0.013111770153045654,
-0.05518391728401184,
-0.04268370196223259,
-0.030931994318962097,
-0.023981472477316856,
0.036356911063194275,
0.0055170622654259205,
-0.05736159533262253,
-0.054718274623155594,
0.006168156862258911,
-0.023530568927526474,
-0.024755068123340607,
-0.0767783671617508,
0.01820674166083336,
-0.02361396886408329,
-0.02016534097492695,
0.04708665981888771,
0.05765160545706749,
0.025844993069767952,
0.04961556941270828,
0.019311901181936264,
0.02227388136088848,
-0.05594344064593315,
0.008979596197605133,
-0.06056848168373108,
-0.018291153013706207,
-0.019293539226055145,
-0.05585373938083649,
-0.002327989786863327,
-0.010399333201348782,
-0.023631993681192398,
-0.03690371662378311,
-0.024837758392095566,
0.023086149245500565,
0.0021291321609169245,
-0.023588811978697777,
0.007002268452197313,
0.03954044356942177,
-0.0016759176505729556,
-0.036571770906448364,
-0.03560381382703781,
-0.03849533572793007,
-0.06383378803730011,
-0.08158203959465027,
0.019367383792996407,
-0.0035991074983030558,
0.05445167049765587,
0.01182955875992775,
-0.0011042221449315548,
0.011399105191230774,
0.017639515921473503,
-0.001456952071748674,
0.045499321073293686,
0.018898820504546165,
-0.026651350781321526,
-0.016584627330303192,
0.015626652166247368,
0.023399682715535164,
0.03872391954064369,
0.0010579078225418925,
0.029206477105617523,
0.027099059894680977,
-0.025223642587661743,
-0.00043166783871129155,
0.005148312076926231,
0.014652769081294537,
-0.04657547548413277,
-0.015609255991876125,
-0.007044536992907524,
-0.05199628323316574,
0.019950222223997116,
-0.027723044157028198,
-0.042744230479002,
0.019887374714016914,
0.03330712020397186,
0.04450118914246559,
-0.0031580717768520117,
-0.024882376194000244,
0.04329247772693634,
-0.026308584958314896,
0.007280195131897926,
-0.06247406825423241,
0.033229999244213104,
-0.03496053069829941,
0.02164372429251671,
-0.004366520792245865,
-0.006462388671934605,
-0.05393292382359505,
0.04068742319941521,
-0.003743066219612956,
-0.007712621241807938,
-0.022339174523949623,
0.002205398166552186,
-0.008737937547266483,
0.050109315663576126,
-0.003048110054805875,
0.027083784341812134,
-0.028349217027425766,
0.05427186191082001,
-0.05531926080584526,
0.0011640661396086216,
-0.02767917886376381,
-0.002553496742621064,
-0.05995362251996994,
-0.026923641562461853,
0.0012295524356886744,
-0.052514392882585526,
0.022314686328172684,
0.03750873729586601,
0.020655373111367226,
0.030787957832217216,
-0.018526624888181686,
-0.013752424158155918,
0.015577509999275208,
-0.0552821010351181,
-0.014897111803293228,
-0.030038217082619667,
-0.005676171742379665,
-0.008784480392932892,
0.06787005811929703,
0.033132154494524,
-0.035217154771089554,
-0.026042183861136436,
0.057117100805044174,
0.02174563705921173,
-0.0044427975080907345,
0.014537726528942585,
0.02765415608882904,
0.03681972622871399,
0.07451242208480835,
-0.04295666515827179,
0.011324457824230194,
0.0015890059294179082,
-0.024710601195693016,
0.0303595419973135,
0.004534427542239428,
0.01552300900220871,
0.04338705167174339,
-0.016529083251953125,
-0.028655080124735832,
0.06762199103832245,
0.035498540848493576,
0.03482450172305107,
-0.020827213302254677,
-0.02711161971092224,
0.025513334199786186,
0.02229834534227848,
-0.03130310773849487,
0.00481543829664588,
0.03203980624675751,
-0.01553632877767086,
0.08436281979084015,
-0.04213806614279747,
0.012803055346012115,
0.053791772574186325,
0.031016139313578606,
-0.03240206092596054,
0.03773961961269379,
-0.012820531614124775,
0.0177009217441082,
0.048768892884254456,
-0.03409062325954437,
0.012228014878928661,
-0.046147629618644714,
0.0409778468310833,
-0.06514939665794373,
0.05070416256785393,
0.04465149715542793,
0.0012425200548022985,
-0.003030750434845686,
-0.036922574043273926,
-0.04848469793796539,
-0.0019527224358171225,
-0.02053150348365307,
0.07871900498867035,
-0.008191509172320366,
-0.06855800002813339,
0.058014288544654846,
-0.014727716334164143,
-0.06065252795815468,
0.04716338589787483,
0.049795713275671005,
0.018341515213251114,
0.0430731400847435,
0.0456048808991909,
-0.042209334671497345,
0.021947193890810013,
-0.021969161927700043,
0.04585783928632736,
-0.01886790618300438,
-0.006328911520540714,
0.019865503534674644,
-0.04532434418797493,
-0.01371762901544571,
0.03421661630272865,
-0.01134152989834547,
-0.024220088496804237,
0.05069441348314285,
-0.04375428706407547,
-0.04434080049395561,
-0.00008074963261606172,
0.011590942740440369,
-0.013587051071226597,
0.0056558214128017426,
-0.05075863376259804,
0.026038827374577522,
0.015956060960888863,
-0.003866418730467558,
-0.021138478070497513,
-0.006919300649315119,
0.04174398258328438,
-0.10293576866388321,
-0.028532974421977997,
0.02810055948793888,
-0.012795059941709042,
-0.03594043478369713,
0.039199795573949814,
-0.005182753782719374,
0.03139137849211693,
0.020325958728790283,
0.00985987763851881,
0.0013407550286501646,
-0.030453654006123543,
-0.035925958305597305,
0.018189284950494766,
-0.013329701498150826,
0.037889134138822556,
-0.009178644977509975,
0.012240838259458542,
0.054917287081480026,
0.047489751130342484,
-0.016536027193069458,
-0.03526313602924347,
-0.02104080468416214,
0.002439680974930525,
-0.059941183775663376,
-0.010141290724277496,
0.01624433696269989,
-0.0505361407995224,
-0.046379297971725464,
-0.019424643367528915,
-0.003555722301825881,
0.04975365474820137,
-0.01742590218782425,
0.0022854534909129143,
0.03815775737166405,
0.004595733247697353,
-0.04264859855175018,
-0.062055185437202454,
-0.05309398099780083,
-0.043449584394693375,
0.0547393336892128,
0.011507518589496613,
-0.030745334923267365,
0.02798372320830822,
-0.03554106131196022,
-0.06631521880626678,
0.03337176516652107,
0.02363872341811657,
-0.0072428323328495026,
0.0449766144156456,
0.054538168013095856,
-0.029292216524481773,
0.02613040804862976,
0.009145134128630161,
-0.031134000048041344,
0.03186960518360138,
0.017545614391565323,
0.03712537884712219,
0.02360912412405014,
0.01758987456560135,
-0.00689490232616663,
-0.017991961911320686,
-0.05421935021877289,
-0.015085017308592796,
-0.04622408002614975,
0.028666134923696518,
0.06747721135616302
] |
Dilmk2/DialoGPT-small-harrypotter | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 13 | null | ---
language:
- ru
tags:
- t5
license:
- apache-2.0
inference:
parameters:
num_beams: 5
no_repeat_ngram_size: 4
widget:
- text: "Что это за ерунда?"
---
# RuT5Tox | [
-0.008913162164390087,
-0.03325699269771576,
0.01329045370221138,
0.02901269868016243,
0.05900996923446655,
0.012958715669810772,
-0.023421499878168106,
0.011957069858908653,
-0.05030933767557144,
0.03273564204573631,
0.05227886885404587,
-0.003022486809641123,
0.000820911314804107,
0.04307376965880394,
-0.01874333806335926,
-0.034189701080322266,
-0.031000690534710884,
-0.00031526212114840746,
-0.03516972437500954,
-0.012085985392332077,
0.0014470922760665417,
-0.006488066166639328,
-0.015838662162423134,
0.04310545697808266,
0.008097388781607151,
0.047400716692209244,
-0.030648481100797653,
0.023954879492521286,
0.02787197008728981,
-0.04569510370492935,
0.01575580984354019,
-0.046766143292188644,
-0.04709455743432045,
-0.03574196621775627,
-0.01130262203514576,
-0.02362252213060856,
-0.017367389053106308,
0.014223751612007618,
0.021099120378494263,
0.038707245141267776,
-0.017352860420942307,
-0.00333079369738698,
-0.004158516880124807,
-0.041924044489860535,
0.02587563544511795,
0.0141237061470747,
-0.04830511286854744,
-0.022808700799942017,
0.050115957856178284,
-0.02081664279103279,
-0.0476083867251873,
-0.07948904484510422,
-0.01386531163007021,
-0.02835075929760933,
-0.02037263847887516,
-0.02404792606830597,
-0.054233942180871964,
0.00918639451265335,
0.047837913036346436,
-0.05540825054049492,
-0.03182467445731163,
0.013391238637268543,
-0.08561151474714279,
0.025125863030552864,
0.04220842197537422,
-0.04438231885433197,
0.03867447003722191,
-0.05696000158786774,
0.02453750930726528,
-0.021687569096684456,
0.04255598783493042,
-0.02197316102683544,
0.03220696002244949,
-0.08017151802778244,
-0.02208653651177883,
-0.01613667793571949,
0.03782802075147629,
0.05229660123586655,
-0.051120053976774216,
0.05198964104056358,
0.029117761179804802,
-0.01686752773821354,
0.03288013115525246,
-0.029316039755940437,
-0.02736266516149044,
0.052054353058338165,
-0.034357812255620956,
-0.016699576750397682,
0.012906134128570557,
0.05202038586139679,
-0.036919139325618744,
-0.005862238816916943,
-0.007578065153211355,
-0.018048182129859924,
-0.016117222607135773,
0.03914500027894974,
0.06347645819187164,
-0.04501159116625786,
0.012274792417883873,
0.004900441039353609,
0.04507285729050636,
0.047789957374334335,
0.00239568087272346,
0.0358135886490345,
0.0018485116306692362,
0.006244039628654718,
-0.0021175399888306856,
-0.019558105617761612,
-0.05252692475914955,
0.03160139545798302,
0.024652525782585144,
-0.05325912684202194,
-0.03502822667360306,
0.03437572717666626,
-0.023993972688913345,
-0.00936240702867508,
0.05089239403605461,
-0.02222483418881893,
-0.028903447091579437,
-0.03326963260769844,
0.0504905991256237,
0.023594727739691734,
-0.0036932281218469143,
0.012704769149422646,
-0.024590978398919106,
0.024916907772421837,
-0.059150565415620804,
-0.029790008440613747,
-0.007166463881731033,
0.0034412743989378214,
-0.010546358302235603,
0.026265403255820274,
0.04544149339199066,
-0.07419221103191376,
-0.012924132868647575,
0.008113322779536247,
-0.061725322157144547,
0.03095715120434761,
0.0045055910013616085,
0.10566888004541397,
-0.05663082376122475,
-0.0646444708108902,
0.010278455913066864,
0.009173727594316006,
-0.03092038631439209,
0.009812474250793457,
0.009103418327867985,
-0.030956370756030083,
-0.03081381693482399,
-0.01618267595767975,
0.05786263197660446,
-0.0603657066822052,
-0.006815911270678043,
0.053491201251745224,
-0.008917845785617828,
0.01947159506380558,
-0.009830081835389137,
0.012845744378864765,
0.0037786467000842094,
0.006200025323778391,
-0.033653564751148224,
0.03983807936310768,
0.01758134365081787,
-0.01685275323688984,
-0.05938870459794998,
-0.042724139988422394,
0.025773990899324417,
0.0652812123298645,
0.019003653898835182,
-0.024893727153539658,
-0.05661799758672714,
-0.003486418863758445,
0.056345101445913315,
0.027970802038908005,
-0.0163006242364645,
0.04197569191455841,
0.03521360829472542,
0.03890741989016533,
0.017409799620509148,
0.060271382331848145,
0.0064453138038516045,
-0.04658503830432892,
-0.014609778299927711,
0.01590389758348465,
0.03715718537569046,
-0.03452519327402115,
-0.004519765265285969,
0.059090908616781235,
0.012562165036797523,
-0.05149100348353386,
-0.0021096665877848864,
0.049514587968587875,
-0.014240247197449207,
-0.022942068055272102,
0.025507694110274315,
-0.02840573340654373,
-0.030072113499045372,
0.051008131355047226,
-0.011026266030967236,
-0.01491147093474865,
-0.01820952259004116,
-0.035323381423950195,
0.005132922902703285,
0.030551757663488388,
0.009603576734662056,
0.03782125189900398,
-0.0435442179441452,
0.09337525069713593,
-0.02638530172407627,
0.009896870702505112,
-0.04807604104280472,
-0.06350470334291458,
-0.016737312078475952,
0.03887433931231499,
0.02097097598016262,
0.05226119980216026,
-0.0022751770447939634,
-0.06623157113790512,
0.018618062138557434,
0.06347458809614182,
0.0540279746055603,
0.008944462984800339,
-0.027031544595956802,
0.005452688783407211,
0.02719707600772381,
0.03437702730298042,
-0.040513213723897934,
-0.02418515831232071,
0.015115968883037567,
0.04584962874650955,
-0.029259247705340385,
-0.00459735281765461,
0.002575136721134186,
0.006030814256519079,
-0.03017202578485012,
-0.03354319557547569,
0.02872627042233944,
0.01079415250569582,
0.02477576769888401,
0.01733287423849106,
-0.036557961255311966,
0.03393243998289108,
0.035129912197589874,
0.009306246414780617,
-0.0018408024916425347,
-0.04476088285446167,
0.007971685379743576,
0.001415977836586535,
0.056890446692705154,
-0.03586112707853317,
0.030791128054261208,
-0.008321995846927166,
0.006111500784754753,
0.03363843634724617,
-0.05417251214385033,
0.015647558495402336,
0.03131937235593796,
0.03825050964951515,
-0.03685107082128525,
0.019942736253142357,
0.0035888184793293476,
0.020275555551052094,
0.07996580004692078,
-0.02169814519584179,
0.03215324878692627,
-0.01762315258383751,
0.03950612619519234,
0.09535682201385498,
0.025693630799651146,
0.009868111461400986,
0.041961416602134705,
0.07738766074180603,
-0.0034143924713134766,
0.0015739466762170196,
0.06592345237731934,
-0.04836580902338028,
0.005036648362874985,
-0.030741006135940552,
0.009961827658116817,
-0.038135383278131485,
-0.007511744275689125,
0.04480587691068649,
-0.00738137261942029,
-0.021014930680394173,
0.004472191911190748,
-0.018790142610669136,
-0.013360247015953064,
0.02474418468773365,
0.005742127075791359,
-0.002273768652230501,
-0.01594032347202301,
-0.0526607409119606,
0.04040608927607536,
-0.06115647032856941,
-0.04076063260436058,
-0.0029936456121504307,
-0.01596818119287491,
0.026096368208527565,
-0.057070713490247726,
-0.04958324879407883,
-0.04979526996612549,
-0.034634560346603394,
0.04683278873562813,
0.05216353014111519,
0.02707330882549286,
-0.02717076614499092,
0.020845528692007065,
-0.005127148237079382,
-0.030428998172283173,
-0.05697476118803024,
-0.028914261609315872,
-0.018376780673861504,
-0.055044855922460556,
0.032418202608823776,
0.008209407329559326,
0.0642116591334343,
0.02950906753540039,
0.01670047454535961,
-0.025671394541859627,
-0.029270119965076447,
0.06105649098753929,
0.046690843999385834,
-0.04443224146962166,
-0.030872555449604988,
0.023588865995407104,
0.02699378877878189,
-0.005127857904881239,
-0.02543528378009796,
-0.031607091426849365,
0.09194613993167877,
0.08185523748397827,
0.026985449716448784,
0.009512165561318398,
0.042667753994464874,
-0.06095431372523308,
-0.04142879694700241,
-0.02840292826294899,
-0.047965746372938156,
-0.03115158900618553,
-0.03762020170688629,
-0.0423799529671669,
-0.019747203215956688,
-0.03728172928094864,
-0.023398451507091522,
0.012662550434470177,
-0.01129413302987814,
0.0437297523021698,
0.06212284415960312,
0.02876914106309414,
0.017089596018195152,
-0.01868993416428566,
-0.003288616193458438,
0.06717858463525772,
0.02291967160999775,
-0.022309955209493637,
-0.048804547637701035,
-0.030567562207579613,
0.02713119052350521,
0.018857207149267197,
-0.0014552654465660453,
-0.030756929889321327,
0.050354067236185074,
0.012558604590594769,
0.011231292970478535,
0.01925230398774147,
-0.033322662115097046,
-0.0029880523215979338,
0.005229686852544546,
-0.012843254022300243,
-0.037056874483823776,
-0.03737063333392143,
-0.02452804148197174,
-0.0031345090828835964,
0.049546875059604645,
-0.05817988142371178,
-0.05466528981924057,
0.004788069520145655,
0.014428293332457542,
0.001333305612206459,
0.002647952176630497,
-0.05089130997657776,
-0.00405072420835495,
-0.038188934326171875,
-0.018927328288555145,
0.018296152353286743,
-0.01908264309167862,
0.00876105297356844,
0.05241204425692558,
0.05175899341702461,
-0.020430557429790497,
0.06238890811800957,
0.012684852816164494,
0.02562134712934494,
0.03345957770943642,
-0.044134847819805145,
0.02751176245510578,
-0.02851003222167492,
0.020570682361721992,
0.010835157707333565,
-0.03612160310149193,
-0.0528070442378521,
-0.10186303406953812,
-0.005572832189500332,
0.022944243624806404,
-0.0172870010137558,
-0.025431832298636436,
0.049018967896699905,
-0.021278491243720055,
-0.0013432684354484081,
-0.009137525223195553,
0.03061104379594326,
0.03731216862797737,
-0.052656956017017365,
0.04551380127668381,
-0.02409808151423931,
0.043402403593063354,
-0.02889581397175789,
-0.000036294619349064305,
-0.022051354870200157,
-0.0019418816082179546,
-0.002812150400131941,
0.052533138543367386,
0.042618315666913986,
0.044436290860176086,
0.06699782609939575,
-0.013490217737853527,
-0.03797968849539757,
0.07242826372385025,
0.053167082369327545,
-0.011212623678147793,
-0.04166806489229202,
0.017816176638007164,
0.006682544015347958,
-0.017246922478079796,
-0.014727705158293247,
-0.04610901698470116,
0.008591503836214542,
0.0761040523648262,
0.02528552897274494,
0.007035375572741032,
0.013049280270934105,
-0.047978781163692474,
-0.04164963960647583,
-0.029015710577368736,
-0.029101882129907608,
0.029517456889152527,
-0.0025586087722331285,
0.022173786535859108,
0.05707380920648575,
0.011516882106661797,
0.0716177299618721,
0.0271493811160326,
-0.04016556590795517,
-0.042931340634822845,
0.020561909303069115,
0.03585445135831833,
-0.03096982277929783,
-0.07428484410047531,
-0.03524912893772125,
0.013783670030534267,
0.030247511342167854,
-0.023682555183768272,
-0.0674450695514679,
0.01353574637323618,
0.03463416546583176,
-0.04618528485298157,
0.05481179058551788,
-0.0008479415555484593,
0.03505180403590202,
0.04355468973517418,
-0.025128433480858803,
0.005799689330160618,
-0.01591370441019535,
0.053855497390031815,
0.005746916867792606,
0.05633531138300896,
-0.02394053339958191,
-0.03253437578678131,
-0.049047522246837616,
0.03880535811185837,
0.022189605981111526,
0.03785661235451698,
0.03790322691202164,
-0.027785293757915497,
-0.05432017520070076,
-0.006394075229763985,
0.042663805186748505,
-0.08704753965139389,
0.046431414783000946,
0.04157133400440216,
0.04627864435315132,
-0.025821125134825706,
-0.026366129517555237,
-0.017385123297572136,
0.013630883768200874,
0.06886699050664902,
-0.01456644106656313,
-0.04290751740336418,
-0.06505807489156723,
0.031844522804021835,
-0.014800443314015865,
-0.05453645437955856,
-0.09735719859600067,
0.030747108161449432,
-0.017963016405701637,
-0.040356237441301346,
0.032598599791526794,
0.02940000407397747,
0.03368356451392174,
0.04780590161681175,
0.013360116630792618,
0.03863978385925293,
-0.034165769815444946,
0.041089240461587906,
-0.03728102520108223,
-0.011194522492587566,
-0.01299221906810999,
-0.03794603794813156,
-0.011918635107576847,
-0.011803875677287579,
-0.03538455069065094,
-0.04415878653526306,
-0.016458481550216675,
0.00819635670632124,
-0.007821232080459595,
-0.0070815016515553,
-0.007806436158716679,
0.024550974369049072,
0.0015723931137472391,
-0.008424513973295689,
-0.007243597414344549,
-0.03500579297542572,
-0.07452220469713211,
-0.047175563871860504,
0.020712627097964287,
-0.0007622422999702394,
0.057866841554641724,
0.009608032181859016,
0.0013281885767355561,
0.05041859671473503,
0.002058851532638073,
-0.028841136023402214,
0.037086717784404755,
0.009751830250024796,
-0.042332157492637634,
-0.023715833202004433,
0.02276928722858429,
0.0075785210356116295,
0.050032224506139755,
-0.026650484651327133,
0.03702390938997269,
-0.006520044058561325,
-0.007793121505528688,
-0.029414832592010498,
0.015583988279104233,
0.005021154880523682,
-0.06352996826171875,
-0.051668524742126465,
-0.02233678288757801,
-0.033817585557699203,
0.02945469319820404,
-0.01216194499284029,
-0.05879064276814461,
0.01746329292654991,
0.037606965750455856,
0.03908058628439903,
0.025242004543542862,
-0.031078439205884933,
0.031030796468257904,
-0.012922616675496101,
0.003587497863918543,
-0.06440316140651703,
0.028877006843686104,
0.006230204366147518,
0.008182408288121223,
-0.02022576332092285,
-0.000061560254835058,
-0.07108382135629654,
0.035836707800626755,
-0.011114288121461868,
-0.011308967135846615,
-0.007889841683208942,
0.023033324629068375,
-0.03461821749806404,
0.05812494456768036,
-0.006947686895728111,
0.006237864959985018,
-0.026398608461022377,
0.040666647255420685,
-0.06001332402229309,
0.010446426458656788,
-0.03205177187919617,
0.007225555367767811,
-0.04525802284479141,
-0.01879589632153511,
-0.038160763680934906,
-0.050800107419490814,
0.031918372958898544,
0.023416902869939804,
0.012994564138352871,
0.031587716192007065,
-0.0036640220787376165,
-0.004697039723396301,
0.010174013674259186,
-0.05823654308915138,
-0.029169348999857903,
-0.021094387397170067,
-0.01842913217842579,
0.004993546288460493,
0.04054306447505951,
0.033862244337797165,
-0.04886823147535324,
-0.04946845769882202,
0.050638508051633835,
0.000719020317774266,
-0.0003619189956225455,
0.011206287890672684,
0.019772741943597794,
0.0519469752907753,
0.03193843364715576,
-0.01815229468047619,
-0.002227914286777377,
-0.005729073658585548,
0.00327178742736578,
0.03338468074798584,
-0.01046025287359953,
0.01079975999891758,
-0.013046919368207455,
-0.024729197844862938,
-0.03334210813045502,
0.07357560843229294,
0.03783873841166496,
0.045697171241045,
-0.002033278113231063,
-0.03385891392827034,
0.023637719452381134,
0.02304750122129917,
-0.03375359624624252,
0.01745780184864998,
0.03116094321012497,
-0.028629513457417488,
0.07908175140619278,
-0.028685390949249268,
0.014359910972416401,
0.038143057376146317,
0.035854488611221313,
-0.029351141303777695,
0.044139377772808075,
-0.021772172302007675,
-0.003668137826025486,
0.03977292776107788,
-0.03535114973783493,
0.003965088166296482,
-0.049514040350914,
0.05734998360276222,
-0.06119823455810547,
0.04660250246524811,
0.03390468657016754,
0.039644334465265274,
0.01615758426487446,
-0.023819394409656525,
-0.02821379527449608,
0.007314223796129227,
-0.04615877941250801,
0.06198874115943909,
-0.013055041432380676,
-0.0783994197845459,
0.07109271734952927,
-0.01588434912264347,
-0.07390973716974258,
0.039963413029909134,
0.038420356810092926,
0.01932108961045742,
0.037171173840761185,
0.03834127262234688,
-0.05207910016179085,
0.023458799347281456,
-0.0006334802019409835,
0.01989993453025818,
-0.054876215755939484,
-0.015740448608994484,
0.01575685478746891,
-0.03567620739340782,
-0.017176005989313126,
0.02287801168859005,
-0.049813926219940186,
0.02147236093878746,
0.023984862491488457,
-0.05381716415286064,
-0.06757496297359467,
0.03691012039780617,
0.0354529470205307,
-0.01436709426343441,
-0.010657735168933868,
-0.03595377132296562,
0.04266326501965523,
0.042822569608688354,
-0.017161181196570396,
-0.020255373790860176,
0.0037370671052485704,
0.005130758974701166,
-0.06547001749277115,
-0.035241931676864624,
0.03576820716261864,
0.0068289777263998985,
-0.04534829407930374,
0.025647561997175217,
0.007048686966300011,
0.009055618196725845,
0.028700120747089386,
0.0021814240608364344,
0.03961734473705292,
-0.04729188233613968,
-0.005669253878295422,
0.012331612408161163,
0.00799692701548338,
0.022409901022911072,
-0.03126971796154976,
0.04270406812429428,
0.048539336770772934,
0.030332347378134727,
-0.014743088744580746,
-0.02499784342944622,
-0.01708860881626606,
0.01135263405740261,
-0.04691830277442932,
0.025302954018115997,
-0.00665957061573863,
-0.07778925448656082,
-0.03409308195114136,
-0.0170124638825655,
0.008752863854169846,
0.04081757366657257,
-0.0542842373251915,
0.001942262053489685,
0.033595919609069824,
-0.0006586098461411893,
-0.028434747830033302,
-0.07328564673662186,
-0.05398503690958023,
-0.058359600603580475,
0.06769519299268723,
0.028824038803577423,
-0.051592323929071426,
-0.020548328757286072,
-0.01601637341082096,
-0.0775473564863205,
0.016095247119665146,
0.010377361439168453,
-0.052583955228328705,
0.06217311695218086,
0.049139201641082764,
-0.03318614512681961,
0.02638312615454197,
0.05254930257797241,
-0.0662955567240715,
0.060529857873916626,
0.026221828535199165,
0.022240223363041878,
0.03039054200053215,
0.04108837991952896,
-0.0012652206933125854,
-0.02350042015314102,
-0.043235890567302704,
-0.0009192535071633756,
-0.023365307599306107,
0.006158730946481228,
0.04767455533146858
] |
Dkwkk/W | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- conll2003
metrics:
- precision
- recall
- f1
- accuracy
model-index:
- name: distilbert-base-uncased-finetuned-ner
results:
- task:
name: Token Classification
type: token-classification
dataset:
name: conll2003
type: conll2003
args: conll2003
metrics:
- name: Precision
type: precision
value: 0.9239501818582607
- name: Recall
type: recall
value: 0.9378006488421524
- name: F1
type: f1
value: 0.9308238951809905
- name: Accuracy
type: accuracy
value: 0.9837800054013695
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# distilbert-base-uncased-finetuned-ner
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the conll2003 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0596
- Precision: 0.9240
- Recall: 0.9378
- F1: 0.9308
- Accuracy: 0.9838
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
### Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
| 0.2381 | 1.0 | 878 | 0.0707 | 0.9100 | 0.9240 | 0.9170 | 0.9805 |
| 0.0563 | 2.0 | 1756 | 0.0583 | 0.9246 | 0.9382 | 0.9314 | 0.9835 |
| 0.03 | 3.0 | 2634 | 0.0596 | 0.9240 | 0.9378 | 0.9308 | 0.9838 |
### Framework versions
- Transformers 4.16.2
- Pytorch 1.10.0+cu111
- Datasets 1.18.3
- Tokenizers 0.11.0
| [
-0.0019423054764047265,
0.017592372372746468,
-0.03697234392166138,
0.0369199700653553,
0.05006028711795807,
0.018628591671586037,
-0.02986639365553856,
-0.041354723274707794,
-0.03968158736824989,
0.06311279535293579,
0.03655869513750076,
-0.024844210594892502,
0.013895711861550808,
0.03128650039434433,
-0.029762692749500275,
-0.03991536423563957,
0.004017840605229139,
-0.014052707701921463,
-0.03585507348179817,
-0.01701418124139309,
0.010981624014675617,
-0.013164963573217392,
0.0033891801722347736,
0.0009537608711980283,
-0.009551726281642914,
0.010191895999014378,
0.007990586571395397,
0.030423354357481003,
0.04627547040581703,
-0.07596234232187271,
0.0024970672093331814,
-0.03476082906126976,
-0.05826510116457939,
-0.01971571147441864,
-0.011203881353139877,
0.0033321743831038475,
0.010747692547738552,
0.025465689599514008,
0.020230015739798546,
0.05472933128476143,
-0.010063138790428638,
0.023306259885430336,
0.006443374324589968,
-0.030510058626532555,
0.04441436380147934,
-0.004917821381241083,
-0.04355993494391441,
0.0068626669235527515,
0.04803101718425751,
-0.03770622983574867,
-0.07643642276525497,
-0.04658825322985649,
-0.0191955529153347,
0.036396779119968414,
-0.016450578346848488,
-0.016070349141955376,
-0.05640992522239685,
-0.005600458476692438,
0.05910512059926987,
-0.041704095900058746,
-0.034955281764268875,
0.011472550220787525,
-0.06349418312311172,
0.013886429369449615,
0.026716360822319984,
-0.0070810820907354355,
0.004198089241981506,
-0.05407709628343582,
0.04539214074611664,
-0.0070421588607132435,
0.05310748144984245,
-0.030102180317044258,
0.019272634759545326,
-0.06422325223684311,
-0.007934422232210636,
-0.015115313231945038,
0.04663561284542084,
0.06471188366413116,
-0.023129818961024284,
0.03200779855251312,
0.029281144961714745,
0.006449881941080093,
0.05623864755034447,
-0.02584640495479107,
0.00729995034635067,
0.013580081053078175,
-0.035523440688848495,
0.013413988053798676,
0.032106924802064896,
0.009909303858876228,
-0.023092618212103844,
-0.033713411539793015,
-0.04322252422571182,
-0.03241835907101631,
-0.002584862755611539,
0.02217216044664383,
0.0395958311855793,
0.025718994438648224,
0.03399735689163208,
0.008559525944292545,
0.03503473475575447,
0.039839159697294235,
-0.028934290632605553,
0.061264973133802414,
-0.0073969680815935135,
-0.00980368535965681,
0.000022700332920067012,
-0.022908085957169533,
-0.047555387020111084,
0.04092572629451752,
0.03219825029373169,
-0.013551869429647923,
-0.03460364043712616,
0.027456706389784813,
-0.003087193239480257,
-0.015459568239748478,
0.07824750989675522,
-0.011774825863540173,
-0.03385072201490402,
-0.03200177103281021,
0.018546923995018005,
0.018791809678077698,
0.01399226114153862,
0.008247630670666695,
-0.03593111038208008,
-0.02441413514316082,
-0.0241780374199152,
-0.03809216246008873,
-0.01263237651437521,
0.011828779242932796,
0.008606499060988426,
0.05959434062242508,
0.01781233586370945,
-0.09180399775505066,
0.012883455492556095,
0.012348293326795101,
-0.035590022802352905,
0.047977324575185776,
0.02372170053422451,
0.11111436784267426,
-0.045719780027866364,
-0.06950274854898453,
0.006037601735442877,
0.006290806923061609,
-0.03199496120214462,
0.005812523420900106,
0.01868276670575142,
-0.04547613114118576,
-0.006543376017361879,
0.01625177077949047,
0.05700419470667839,
-0.05559471994638443,
0.0014657367719337344,
0.07217010855674744,
-0.00022472634736914188,
0.03678973764181137,
-0.060539133846759796,
-0.029580192640423775,
0.011822552420198917,
-0.01913423091173172,
-0.03624296933412552,
0.05901334062218666,
-0.015112807042896748,
-0.006647449918091297,
-0.020008165389299393,
-0.03203166276216507,
0.0007964952383190393,
0.07491166889667511,
-0.006345260422676802,
-0.0334530808031559,
-0.02618696540594101,
0.024888651445508003,
0.0426483117043972,
0.04912569373846054,
-0.02030639536678791,
0.02949683368206024,
0.06207016855478287,
0.039869844913482666,
-0.02778846025466919,
0.025330696254968643,
0.0064908890053629875,
-0.02301640249788761,
-0.021860934793949127,
0.012864700518548489,
-0.007911079563200474,
-0.05479845777153969,
0.04293530806899071,
-0.0027701715007424355,
0.00990788359194994,
-0.06108516454696655,
-0.05258152261376381,
0.039673034101724625,
-0.00008296773739857599,
0.006692592985928059,
0.017424358054995537,
0.01841246895492077,
-0.0116882910951972,
0.04997730627655983,
-0.005724195856601,
0.020986566320061684,
-0.03737983480095863,
-0.026738064363598824,
0.004414303693920374,
-0.017224375158548355,
0.04202945902943611,
0.044534750282764435,
-0.02145877294242382,
0.08504265546798706,
-0.04462849348783493,
0.020829951390624046,
-0.04810892045497894,
-0.04121014103293419,
0.018617112189531326,
0.06471336632966995,
0.03333929553627968,
0.04797397181391716,
-0.0015785208670422435,
-0.031902000308036804,
0.044320330023765564,
0.07278408855199814,
0.03753955662250519,
0.0050459993071854115,
-0.034544363617897034,
-0.01562974974513054,
0.06393798440694809,
0.055435072630643845,
-0.06933145970106125,
-0.0153378676623106,
0.0022578148636966944,
0.02337907813489437,
0.01598253659904003,
0.006782344542443752,
-0.03225479647517204,
0.03835331276059151,
-0.05450095981359482,
-0.057824425399303436,
0.048216402530670166,
0.010685526765882969,
-0.003619906259700656,
0.03261099010705948,
0.016748599708080292,
0.004337999038398266,
0.02371957153081894,
0.019118517637252808,
-0.0037337085232138634,
-0.0650242269039154,
0.02582326903939247,
-0.006570267956703901,
0.047475725412368774,
-0.06439767777919769,
0.027878260239958763,
-0.02807297371327877,
0.01595349796116352,
0.044085171073675156,
-0.04490828886628151,
0.025255000218749046,
0.044721029698848724,
0.03521639481186867,
-0.038872022181749344,
0.030278224498033524,
0.005630800500512123,
0.04933467507362366,
0.04439732804894447,
0.012596181593835354,
0.06528803706169128,
0.006567578297108412,
0.04235604405403137,
0.0615694634616375,
0.02954830415546894,
0.022314002737402916,
0.009341416880488396,
0.05822065472602844,
0.027862776070833206,
-0.012026568874716759,
0.06571772694587708,
-0.047476157546043396,
0.02956237830221653,
-0.05595738813281059,
-0.005700907204300165,
-0.025140391662716866,
-0.005807483568787575,
0.04927553981542587,
0.04046664386987686,
-0.02658034861087799,
-0.021884582936763763,
0.015486224554479122,
0.0013918199110776186,
0.026510750874876976,
0.00021825238945893943,
-0.0024727145209908485,
-0.007315434981137514,
-0.01632560044527054,
-0.03848714753985405,
-0.06822863966226578,
-0.0385257750749588,
-0.024316037073731422,
-0.01774410717189312,
-0.02118895761668682,
-0.0910080298781395,
-0.0083665382117033,
-0.07724515348672867,
-0.033009130507707596,
0.03846670687198639,
0.03552123159170151,
-0.014355150982737541,
-0.027249036356806755,
0.017224157229065895,
-0.06356272846460342,
-0.04212905839085579,
-0.057644858956336975,
-0.03900657221674919,
-0.05663136765360832,
-0.07155229896306992,
0.03796282038092613,
0.030216732993721962,
0.008770953863859177,
0.012274288572371006,
0.028290823101997375,
-0.008408852852880955,
-0.011210250668227673,
0.04825223237276077,
0.06234794482588768,
-0.03337915614247322,
-0.03786584734916687,
0.023807929828763008,
-0.005943892057985067,
0.022159872576594353,
0.0191557165235281,
-0.02747531421482563,
0.07803276181221008,
0.08300673961639404,
0.025821268558502197,
0.025707844644784927,
-0.008010397665202618,
-0.059059027582407,
-0.07337890565395355,
-0.016187366098165512,
-0.04739399999380112,
-0.01624792069196701,
-0.049028486013412476,
-0.03374992311000824,
-0.01350757572799921,
-0.03798995167016983,
0.0021688533015549183,
-0.014639311470091343,
0.03295297920703888,
0.02262146770954132,
0.029960211366415024,
0.012413897551596165,
0.03439066931605339,
-0.03578804060816765,
-0.048765603452920914,
0.0386558435857296,
0.006950431037694216,
0.01308472454547882,
-0.09478899091482162,
-0.017026135697960854,
0.03310122340917587,
0.013893775641918182,
0.00662245461717248,
-0.006030157208442688,
0.06814588606357574,
-0.012716177850961685,
-0.005625336430966854,
0.006690153852105141,
-0.020243607461452484,
-0.0013006627559661865,
0.007254496682435274,
0.0073938556015491486,
0.008637815713882446,
-0.02353620156645775,
-0.03409476950764656,
0.013825460337102413,
0.03684328496456146,
-0.05719050392508507,
-0.04135109856724739,
-0.02001166343688965,
0.031962376087903976,
0.0446707159280777,
0.002516771201044321,
-0.05155392736196518,
-0.014349659904837608,
-0.0767798125743866,
-0.01815575361251831,
0.03505800664424896,
0.027377555146813393,
0.010870815254747868,
0.041281864047050476,
0.01240215077996254,
-0.015640007331967354,
0.01963650807738304,
0.05884678661823273,
0.07850056141614914,
-0.00007772772369207814,
-0.07219843566417694,
-0.012270434759557247,
-0.02829573303461075,
0.01841735653579235,
0.002740797819569707,
-0.023090030997991562,
-0.02474590763449669,
-0.0865682065486908,
-0.025544770061969757,
0.00977254007011652,
0.0038101638201624155,
-0.01564638502895832,
0.014070912264287472,
0.01123699452728033,
-0.017941107973456383,
0.011517287231981754,
0.019960369914770126,
0.0421256385743618,
-0.022761905565857887,
0.06298171728849411,
-0.017537156119942665,
0.011903949081897736,
-0.06003040820360184,
-0.0008633358520455658,
-0.042918454855680466,
-0.01833738572895527,
0.005438212305307388,
0.05504410341382027,
-0.02587675303220749,
0.04231935739517212,
0.08210835605859756,
0.030146349221467972,
-0.050707314163446426,
0.03863590583205223,
0.0721164271235466,
-0.042168863117694855,
-0.03887849673628807,
-0.018123887479305267,
-0.0013213551137596369,
-0.033357080072164536,
-0.005561023484915495,
-0.020020468160510063,
0.04487347602844238,
0.04896217957139015,
-0.00037975431769154966,
0.008764677681028843,
-0.0014216930139809847,
-0.003490218659862876,
-0.031011546030640602,
-0.07442858070135117,
-0.03670894727110863,
0.0134302768856287,
-0.04265258461236954,
0.026474768295884132,
0.03468191251158714,
0.026812853291630745,
0.07682223618030548,
0.035654183477163315,
-0.026653720065951347,
-0.01911342330276966,
0.02891628071665764,
0.013552865944802761,
-0.031024247407913208,
-0.06490220129489899,
-0.04402104765176773,
0.031208835542201996,
0.053133342415094376,
-0.02137761004269123,
-0.0634356290102005,
0.0031845765188336372,
0.03890552744269371,
-0.04136881232261658,
0.07353784888982773,
-0.011212274432182312,
0.0494774654507637,
0.04940160736441612,
-0.0055129388347268105,
0.04276466369628906,
-0.034237951040267944,
-0.01351908314973116,
0.01529240608215332,
0.030892185866832733,
-0.02877420000731945,
-0.03457579016685486,
-0.035176921635866165,
0.029372243210673332,
0.04089270904660225,
0.039584681391716,
0.041982319205999374,
-0.028775621205568314,
-0.03464045003056526,
0.019890470430254936,
0.02718384936451912,
-0.03775106742978096,
-0.010128564201295376,
0.03182903677225113,
0.042418383061885834,
-0.048056866973638535,
-0.0186198428273201,
-0.03607770428061485,
-0.017205743119120598,
0.033991195261478424,
0.012119644321501255,
-0.03313503414392471,
-0.03990892693400383,
0.03465741500258446,
-0.012778325006365776,
-0.01586800068616867,
-0.06880029290914536,
0.061215583235025406,
0.005047262646257877,
-0.02059711329638958,
0.048377469182014465,
0.03690509870648384,
0.038181278854608536,
0.06493934988975525,
0.041834551841020584,
-0.0010041383793577552,
-0.04570410028100014,
0.032141827046871185,
-0.036727238446474075,
-0.03336653485894203,
0.0019876135047525167,
-0.04539824649691582,
-0.022884203121066093,
-0.007059975992888212,
-0.054244354367256165,
-0.044227324426174164,
-0.019397955387830734,
0.025716064497828484,
0.011054526083171368,
-0.008525310084223747,
-0.008591859601438046,
0.04824144393205643,
-0.020503824576735497,
-0.03925461322069168,
-0.04441380128264427,
-0.02361452393233776,
-0.0723634585738182,
-0.052158281207084656,
-0.004952419549226761,
0.003000127850100398,
0.02722007967531681,
0.03647138550877571,
0.02526451274752617,
0.01658542826771736,
0.028870107606053352,
-0.043293122202157974,
0.0019129244610667229,
0.012731792405247688,
-0.03188516944646835,
-0.019934237003326416,
0.03199560195207596,
0.012900350615382195,
0.030030274763703346,
-0.029256025329232216,
0.04112280160188675,
0.004292484372854233,
-0.008135460317134857,
-0.022147437557578087,
0.019570330157876015,
0.028513696044683456,
-0.0675048977136612,
-0.034877922385931015,
-0.01879545859992504,
-0.015218847431242466,
0.027739927172660828,
-0.034798990935087204,
-0.020016083493828773,
0.002923747291788459,
-0.0039474149234592915,
0.034799348562955856,
-0.031284138560295105,
-0.016869626939296722,
0.030475270003080368,
-0.002005910500884056,
0.03345608338713646,
-0.036163825541734695,
0.07836268842220306,
-0.046875569969415665,
0.027565397322177887,
-0.028155121952295303,
0.001043834025040269,
-0.03252639248967171,
0.012533164583146572,
-0.013960347510874271,
-0.017048176378011703,
-0.002534528961405158,
0.047046467661857605,
-0.03455910459160805,
0.02066129632294178,
-0.030399274080991745,
0.039767786860466,
-0.018796827644109726,
0.0666223019361496,
-0.04777032136917114,
0.01705252379179001,
-0.031764063984155655,
0.043111298233270645,
-0.04212261736392975,
0.009221670217812061,
0.001684911665506661,
-0.012973080389201641,
0.04227076470851898,
0.061165984719991684,
0.024838412180542946,
0.03362163528800011,
-0.004924030043184757,
-0.01407806109637022,
0.024560533463954926,
-0.048923078924417496,
-0.011985666118562222,
-0.011878485791385174,
0.016016757115721703,
-0.025700557976961136,
0.05966491252183914,
0.03968333825469017,
-0.045614760369062424,
-0.07131192833185196,
0.03698933497071266,
0.018929457291960716,
0.01424434781074524,
0.00932272244244814,
0.05941541865468025,
0.027328554540872574,
0.034714002162218094,
-0.02043505758047104,
-0.010490687564015388,
0.002527175936847925,
-0.046515170484781265,
0.01924119144678116,
-0.009514208883047104,
0.03018205426633358,
0.005927625112235546,
-0.03709270432591438,
-0.02901415340602398,
0.05439439043402672,
0.024740342050790787,
0.029424937441945076,
-0.010295667685568333,
-0.05231885239481926,
0.020244481042027473,
-0.00951108057051897,
-0.036843810230493546,
0.021580208092927933,
0.01401609554886818,
-0.04223763942718506,
0.051151733845472336,
0.004182696342468262,
0.01466791145503521,
0.05243184417486191,
0.025261234492063522,
-0.015001842752099037,
0.054169025272130966,
-0.04520744830369949,
0.016336075961589813,
0.03174623101949692,
-0.07918400317430496,
0.002355499193072319,
-0.056779563426971436,
0.06405041366815567,
-0.05403854325413704,
0.031328313052654266,
0.047906894236803055,
-0.011282815597951412,
0.02930418960750103,
-0.046381641179323196,
-0.06748417764902115,
0.010651731863617897,
-0.03024597093462944,
0.07553330063819885,
0.0009920003358274698,
-0.04689674824476242,
0.054247017949819565,
0.023924607783555984,
-0.05154889449477196,
0.035374876111745834,
0.025812610983848572,
0.06831588596105576,
0.025983449071645737,
0.058087803423404694,
-0.04085255414247513,
0.0025377552956342697,
-0.046116121113300323,
0.006685865111649036,
-0.05167547985911369,
-0.012346501462161541,
0.03662377595901489,
-0.03977986052632332,
-0.021109476685523987,
0.04390903189778328,
-0.033395349979400635,
-0.02126261591911316,
0.05129583179950714,
-0.037429459393024445,
-0.03393398970365524,
0.02080702781677246,
0.009198261424899101,
-0.03916943445801735,
-0.003735274774953723,
-0.032398372888565063,
0.01844390481710434,
-0.0006924275076016784,
0.0014044542331248522,
-0.015223978087306023,
-0.020077107474207878,
0.03765758126974106,
-0.02895515225827694,
-0.02710668370127678,
0.03522440046072006,
-0.008010904304683208,
-0.022053498774766922,
0.039761319756507874,
0.010332818143069744,
0.013078282587230206,
0.026954641565680504,
0.0003883826720993966,
0.01145545020699501,
-0.037721723318099976,
-0.017859723418951035,
0.02169732004404068,
0.004752275533974171,
0.02997763641178608,
0.010702402330935001,
0.04531029984354973,
0.054688699543476105,
0.01773163489997387,
-0.006496090441942215,
-0.033232010900974274,
-0.015254496596753597,
0.026014884933829308,
-0.030629264190793037,
0.006094066891819239,
-0.004041668493300676,
-0.0529954731464386,
-0.013343899510800838,
0.007539109326899052,
-0.04821377620100975,
0.03468095138669014,
-0.0728495866060257,
0.023761188611388206,
0.046543706208467484,
-0.0033945157192647457,
-0.05313701927661896,
-0.0993511825799942,
-0.00902361236512661,
-0.032293129712343216,
-0.008520081639289856,
0.02508947253227234,
-0.019604163244366646,
0.028254281729459763,
-0.03690491244196892,
-0.02961956337094307,
0.04049328714609146,
0.04520390182733536,
-0.05397272855043411,
0.06729438155889511,
0.039932385087013245,
-0.04984622821211815,
0.010701525956392288,
0.014772693626582623,
-0.0428403839468956,
0.011354069225490093,
0.014542692340910435,
0.004040758591145277,
0.03581831604242325,
0.014751329086720943,
-0.06481106579303741,
-0.02610176056623459,
-0.07360997051000595,
-0.032605234533548355,
-0.0391397662460804,
0.004605456721037626,
0.03786764666438103
] |
DongHyoungLee/distilbert-base-uncased-finetuned-cola | [
"pytorch",
"tensorboard",
"distilbert",
"text-classification",
"dataset:glue",
"transformers",
"generated_from_trainer",
"license:apache-2.0",
"model-index"
] | text-classification | {
"architectures": [
"DistilBertForSequenceClassification"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 27 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
datasets:
- wmt16
metrics:
- bleu
model-index:
- name: t5-small-finetuned-ro-to-en
results:
- task:
name: Sequence-to-sequence Language Modeling
type: text2text-generation
dataset:
name: wmt16
type: wmt16
args: ro-en
metrics:
- name: Bleu
type: bleu
value: 13.4499
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# t5-small-finetuned-ro-to-en
This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the wmt16 dataset.
It achieves the following results on the evaluation set:
- Loss: 1.5877
- Bleu: 13.4499
- Gen Len: 17.5073
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0001
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Bleu | Gen Len |
|:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|
| 1.6167 | 0.05 | 2000 | 1.8649 | 9.7029 | 17.5753 |
| 1.4551 | 0.1 | 4000 | 1.7810 | 10.6382 | 17.5358 |
| 1.3723 | 0.16 | 6000 | 1.7369 | 11.1285 | 17.5158 |
| 1.3373 | 0.21 | 8000 | 1.7086 | 11.6173 | 17.5013 |
| 1.2935 | 0.26 | 10000 | 1.6890 | 12.0641 | 17.5038 |
| 1.2632 | 0.31 | 12000 | 1.6670 | 12.3012 | 17.5253 |
| 1.2463 | 0.37 | 14000 | 1.6556 | 12.3991 | 17.5153 |
| 1.2272 | 0.42 | 16000 | 1.6442 | 12.7392 | 17.4732 |
| 1.2052 | 0.47 | 18000 | 1.6328 | 12.8446 | 17.5143 |
| 1.1985 | 0.52 | 20000 | 1.6233 | 13.0892 | 17.4807 |
| 1.1821 | 0.58 | 22000 | 1.6153 | 13.1529 | 17.4952 |
| 1.1791 | 0.63 | 24000 | 1.6079 | 13.2964 | 17.5088 |
| 1.1698 | 0.68 | 26000 | 1.6038 | 13.3548 | 17.4842 |
| 1.154 | 0.73 | 28000 | 1.5957 | 13.3012 | 17.5053 |
| 1.1634 | 0.79 | 30000 | 1.5931 | 13.4203 | 17.5083 |
| 1.1487 | 0.84 | 32000 | 1.5893 | 13.3959 | 17.5123 |
| 1.1495 | 0.89 | 34000 | 1.5875 | 13.3745 | 17.4902 |
| 1.1458 | 0.94 | 36000 | 1.5877 | 13.4129 | 17.5043 |
| 1.1465 | 1.0 | 38000 | 1.5877 | 13.4499 | 17.5073 |
### Framework versions
- Transformers 4.12.5
- Pytorch 1.10.0+cu111
- Datasets 1.16.1
- Tokenizers 0.10.3
| [
-0.021991709247231483,
0.0017329466063529253,
0.0015911264345049858,
0.04092621058225632,
0.032083507627248764,
-0.0011000409722328186,
-0.021174214780330658,
-0.013918682932853699,
-0.0243090707808733,
0.0572970025241375,
0.004092405084520578,
-0.02797265723347664,
-0.017744749784469604,
0.04151630774140358,
-0.040624428540468216,
-0.034003861248493195,
-0.01489644031971693,
-0.013206103816628456,
-0.012333467602729797,
-0.0011088786413893104,
0.009482493624091148,
0.0037692447658628225,
-0.009047516621649265,
0.006505362223833799,
0.005640708841383457,
0.0026106806471943855,
-0.01958821527659893,
0.02068752609193325,
0.023079654201865196,
-0.07911433279514313,
0.003684896044433117,
-0.03945992514491081,
-0.05458647385239601,
-0.024860721081495285,
-0.018900243565440178,
-0.0006101327016949654,
0.004823874682188034,
0.010791405104100704,
0.031955648213624954,
0.055717986077070236,
0.016201714053750038,
0.02617918699979782,
-0.02338242717087269,
-0.010434461757540703,
0.032091476023197174,
0.0012118533486500382,
-0.037789005786180496,
-0.003372063860297203,
0.028686679899692535,
-0.03618782386183739,
-0.08016344159841537,
-0.0553559884428978,
0.0033231107518076897,
0.032158154994249344,
-0.018889667466282845,
-0.022820087149739265,
-0.0680868998169899,
0.011874939315021038,
0.07094699144363403,
-0.04490257799625397,
-0.04757736250758171,
0.013132411055266857,
-0.057589683681726456,
0.029563000425696373,
0.028712201863527298,
-0.03882819414138794,
0.014111578464508057,
-0.034773968160152435,
0.04065922647714615,
-0.013738331384956837,
0.038729339838027954,
-0.0040771374478936195,
0.005344591569155455,
-0.0856911763548851,
-0.014261465519666672,
-0.0004927357076667249,
0.03684568032622337,
0.04788612574338913,
-0.041830312460660934,
0.04817723110318184,
0.036408212035894394,
-0.01631898619234562,
0.046881139278411865,
-0.002023533685132861,
0.002224089577794075,
0.03933260217308998,
-0.03233857452869415,
0.01537559274584055,
0.013753636740148067,
0.03736377879977226,
-0.02782239019870758,
-0.02414751797914505,
-0.030466308817267418,
-0.037566449493169785,
-0.01280154474079609,
0.027456825599074364,
0.03893301635980606,
0.0014256376307457685,
0.04289626702666283,
0.014321976341307163,
0.015108739957213402,
0.04231163486838341,
-0.013468341901898384,
0.0627669170498848,
-0.01411602646112442,
-0.003514678683131933,
-0.010030429810285568,
-0.027536781504750252,
-0.03863663226366043,
0.0455891415476799,
0.006744159385561943,
-0.04675459861755371,
-0.050654686987400055,
0.04876049980521202,
0.0020099813118577003,
-0.03620259463787079,
0.05865984782576561,
-0.015756240114569664,
-0.04768429324030876,
-0.05587802454829216,
0.03217809274792671,
0.015698151662945747,
0.005975587293505669,
0.010206146165728569,
-0.054542094469070435,
-0.004330636002123356,
-0.016070038080215454,
-0.04228624701499939,
-0.018500108271837234,
0.008318300358951092,
-0.016190821304917336,
0.06626108288764954,
0.005644603166729212,
-0.0677437037229538,
-0.0264937411993742,
-0.005004834849387407,
-0.06457273662090302,
0.05302496626973152,
0.022450342774391174,
0.09420404583215714,
-0.04266154766082764,
-0.08034134656190872,
0.011611800640821457,
0.0027414504438638687,
-0.029894500970840454,
0.021613184362649918,
-0.0019400152377784252,
-0.059642791748046875,
-0.009230301715433598,
0.0017140245763584971,
0.0507066510617733,
-0.05923529714345932,
-0.00005022336699767038,
0.047490742057561874,
0.0017056294018402696,
0.025362292304635048,
-0.06074283644556999,
-0.03465568274259567,
0.013268186710774899,
-0.016654273495078087,
-0.005239281337708235,
0.013428960926830769,
-0.013291331939399242,
0.00421435572206974,
-0.03583158925175667,
-0.05616479739546776,
-0.0017998964758589864,
0.07870779931545258,
-0.009144634008407593,
-0.02274547889828682,
-0.010831896215677261,
0.044296056032180786,
0.05119737237691879,
0.03973888233304024,
-0.025406017899513245,
0.04367349296808243,
0.04152292013168335,
0.0469997301697731,
-0.027262482792139053,
0.05076296254992485,
0.018934836611151695,
-0.026276659220457077,
-0.03855033218860626,
0.003273364622145891,
0.0017558172112330794,
-0.04966690391302109,
0.020565805956721306,
0.02240837551653385,
0.014430258423089981,
-0.04335727170109749,
-0.03226494789123535,
0.06962805241346359,
-0.011533907614648342,
0.0051528094336390495,
-0.006530599668622017,
0.00983857549726963,
-0.03121025860309601,
0.06045655533671379,
-0.011319367215037346,
0.014164276421070099,
-0.03808179125189781,
-0.033002402633428574,
0.007460540626198053,
0.017695222049951553,
0.03335051238536835,
0.04982238635420799,
-0.02260095253586769,
0.06927589327096939,
-0.02565884403884411,
0.02417132258415222,
-0.03457846865057945,
-0.05327857285737991,
0.013509238138794899,
0.07030635327100754,
0.02344381995499134,
0.06346609443426132,
-0.00899343192577362,
-0.04759938642382622,
0.028517702594399452,
0.08472463488578796,
0.047417785972356796,
0.006971095222979784,
-0.036644987761974335,
-0.016397813335061073,
0.04866345226764679,
0.058056142181158066,
-0.0734960287809372,
-0.041569363325834274,
0.03705073893070221,
0.03734942525625229,
-0.03557984530925751,
0.01636740006506443,
-0.015871701762080193,
0.027049755677580833,
-0.05878209322690964,
-0.06545282155275345,
0.0416797399520874,
0.01534569263458252,
0.012772642076015472,
0.02156124636530876,
0.002109604887664318,
-0.006356770172715187,
0.02406722865998745,
0.004251433536410332,
-0.01179894432425499,
-0.05353042855858803,
0.013952353037893772,
-0.007409221027046442,
0.0365951843559742,
-0.04558759555220604,
0.024423597380518913,
-0.02828787826001644,
0.0011230099480599165,
0.04208013415336609,
-0.037952132523059845,
0.008630123920738697,
0.048669811338186264,
0.028786933049559593,
-0.02310306765139103,
-0.014576748013496399,
0.019275885075330734,
0.05117148533463478,
0.04976832494139671,
-0.005702231079339981,
0.07657559216022491,
0.004733812529593706,
0.043092142790555954,
0.06930208951234818,
0.03187683969736099,
0.021387416869401932,
0.03524047136306763,
0.08483011275529861,
0.015815189108252525,
-0.006625956855714321,
0.06324956566095352,
-0.062026821076869965,
0.023340534418821335,
-0.03173781931400299,
0.00894246343523264,
-0.0069021424278616905,
-0.0020606727339327335,
0.019905205816030502,
0.013295227661728859,
-0.01729748211801052,
-0.008849038742482662,
-0.02011970244348049,
-0.018302656710147858,
0.015339809469878674,
-0.013416971080005169,
-0.006426264066249132,
-0.01077986042946577,
-0.006446556653827429,
-0.0035642797593027353,
-0.02860051579773426,
-0.031167715787887573,
-0.006121867801994085,
-0.024226829409599304,
-0.019109833985567093,
-0.07367520779371262,
-0.022263580933213234,
-0.06926604360342026,
-0.011536859907209873,
0.0500880591571331,
0.023693207651376724,
-0.004030322656035423,
-0.046167198568582535,
0.02026994526386261,
-0.03680397570133209,
-0.042494289577007294,
-0.035793405026197433,
-0.05127610266208649,
-0.04229280352592468,
-0.05889296159148216,
0.04616229608654976,
0.05038471892476082,
0.02356073074042797,
0.024570519104599953,
0.020967213436961174,
-0.011226199567317963,
-0.007373638916760683,
0.05791249871253967,
0.04440328851342201,
-0.032315466552972794,
-0.03647987172007561,
0.02619842253625393,
-0.025144727900624275,
0.0141303651034832,
-0.022955508902668953,
-0.031172292307019234,
0.07484946399927139,
0.045516617596149445,
0.008565385825932026,
0.014404507353901863,
-0.022227663546800613,
-0.06670133024454117,
-0.06024331972002983,
-0.017092719674110413,
-0.03373394533991814,
-0.042113520205020905,
-0.030026348307728767,
-0.02791665308177471,
-0.012334502302110195,
-0.04395563155412674,
0.006837780587375164,
-0.004276415333151817,
0.009886868298053741,
0.025213517248630524,
0.016370665282011032,
0.018049882724881172,
0.02547898329794407,
-0.03925846889615059,
-0.03634751960635185,
0.062452901154756546,
0.011473909951746464,
0.0036768843419849873,
-0.0881134569644928,
-0.014772691763937473,
0.02885565534234047,
0.019744813442230225,
0.020335091277956963,
0.009465071372687817,
0.08960644900798798,
-0.005016826093196869,
-0.01376423891633749,
0.0182772409170866,
-0.01233796775341034,
-0.01765413023531437,
0.003061424707993865,
0.02839764766395092,
-0.01735617034137249,
-0.054779667407274246,
-0.01496847439557314,
0.006048853509128094,
0.046967118978500366,
-0.0503908172249794,
-0.05343155190348625,
-0.004231040831655264,
0.03044239617884159,
0.03355798497796059,
-0.0026955476496368647,
-0.03772510588169098,
-0.01717251166701317,
-0.06666211038827896,
-0.015643293038010597,
0.03663105145096779,
0.02279229462146759,
0.006466768682003021,
0.05209040641784668,
0.022489197552204132,
-0.03374285623431206,
0.038283850997686386,
0.02279832772910595,
0.0697690099477768,
0.028431016951799393,
-0.051453039050102234,
0.01677475869655609,
-0.030022624880075455,
0.0328461192548275,
-0.01041028555482626,
-0.009993528015911579,
-0.04729923605918884,
-0.07795018702745438,
-0.019722003489732742,
-0.00037411769153550267,
-0.00033683047513477504,
-0.001425880123861134,
0.05318755656480789,
-0.0219490434974432,
-0.012056296691298485,
-0.010739614255726337,
0.01101550180464983,
0.043895870447158813,
-0.07292928546667099,
0.04331476613879204,
-0.002768747042864561,
0.025985613465309143,
-0.06160899996757507,
0.0091365035623312,
-0.005836139433085918,
-0.01866103895008564,
0.004466211888939142,
0.06909442692995071,
0.004485368728637695,
0.06804618239402771,
0.07896158844232559,
0.027753856033086777,
-0.04108114913105965,
0.0371863916516304,
0.058778971433639526,
-0.027129797264933586,
-0.04674079641699791,
0.003998709376901388,
-0.0030721095390617847,
-0.037897225469350815,
-0.008588059805333614,
-0.020247865468263626,
0.03623737767338753,
0.03391549363732338,
-0.0233987458050251,
0.00440842704847455,
0.005142437759786844,
-0.025796344503760338,
-0.044558580964803696,
-0.053498633205890656,
-0.019665447995066643,
-0.013598963618278503,
-0.04251394048333168,
0.028034355491399765,
0.05002874135971069,
0.009405900724232197,
0.07868242263793945,
0.06236397102475166,
-0.03745383024215698,
-0.04189745709300041,
0.019135577604174614,
0.030456021428108215,
-0.0265795961022377,
-0.07681350409984589,
-0.014785123988986015,
0.031079918146133423,
0.03558258339762688,
-0.005628091283142567,
-0.059883590787649155,
0.001790907233953476,
0.06500131636857986,
-0.02893381379544735,
0.05242328718304634,
-0.003984394948929548,
0.03615467622876167,
0.05056446045637131,
-0.011490480042994022,
0.036747537553310394,
-0.024819910526275635,
0.021895524114370346,
-0.00038122545811347663,
0.015135258436203003,
-0.03431983292102814,
-0.017457155510783195,
-0.08486917614936829,
0.03984234109520912,
0.02195013128221035,
0.0323844850063324,
0.04243788495659828,
-0.014023450203239918,
-0.05007850006222725,
0.0093439482152462,
0.03138364851474762,
-0.06001625582575798,
0.004736564587801695,
0.013950763270258904,
0.05370163545012474,
-0.03349927440285683,
-0.010690061375498772,
-0.042556844651699066,
-0.010978716425597668,
0.040150947868824005,
0.012572658248245716,
-0.05397259443998337,
-0.02867465652525425,
0.03336367383599281,
0.0009225146495737135,
-0.01488298736512661,
-0.08603152632713318,
0.03557513281702995,
-0.020326728001236916,
-0.007962757721543312,
0.037836652249097824,
0.033455684781074524,
0.014824355021119118,
0.04840201511979103,
0.031098462641239166,
0.02755366638302803,
-0.02896614745259285,
0.05291512608528137,
-0.04128938168287277,
-0.02258152887225151,
0.010420329868793488,
-0.03427867218852043,
-0.024318639189004898,
-0.022396519780158997,
-0.03650296851992607,
-0.045492399483919144,
-0.035585999488830566,
0.011771034449338913,
0.0011019386583939195,
-0.004723936319351196,
-0.016949767246842384,
0.036323949694633484,
-0.029426176100969315,
-0.01780216582119465,
-0.017627926543354988,
-0.035977914929389954,
-0.06834208220243454,
-0.054506976157426834,
0.02672092244029045,
0.020412342622876167,
0.043375611305236816,
0.021136539056897163,
0.00925480667501688,
0.02597104012966156,
0.009996727108955383,
-0.027027970179915428,
0.03781204670667648,
-0.007585090585052967,
-0.02194586582481861,
-0.03028869815170765,
0.014285397715866566,
0.014732967130839825,
0.034370459616184235,
-0.028258688747882843,
0.03758985549211502,
0.020820248872041702,
-0.0008052768534980714,
0.004517710767686367,
0.011231332086026669,
0.017151469364762306,
-0.07685592025518417,
-0.04124528914690018,
-0.01807856746017933,
-0.04594233259558678,
0.04123120754957199,
-0.030790027230978012,
-0.018953895196318626,
0.002821029396727681,
0.007860761135816574,
0.03359859436750412,
-0.012207080610096455,
-0.036250531673431396,
0.029488181695342064,
-0.0195771437138319,
0.0013958052732050419,
-0.05655261501669884,
0.04660984128713608,
-0.051536936312913895,
0.003209085436537862,
-0.02269449643790722,
-0.00542984064668417,
-0.042428575456142426,
0.038269829005002975,
-0.02060841955244541,
-0.01861419528722763,
-0.004613605327904224,
0.04784431308507919,
-0.0261690653860569,
0.0448656864464283,
-0.008479174226522446,
0.017697786912322044,
-0.029818221926689148,
0.062574602663517,
-0.0349251814186573,
0.016254287213087082,
-0.0330425463616848,
0.025471176952123642,
-0.019999202340841293,
-0.018141109496355057,
-0.012064886279404163,
-0.031714968383312225,
0.010844506323337555,
0.07486262917518616,
0.018435316160321236,
0.020449385046958923,
-0.02245998941361904,
-0.01434393785893917,
0.021220652386546135,
-0.04879264533519745,
-0.026180902495980263,
-0.011104103177785873,
0.004985107108950615,
-0.017207615077495575,
0.06664703041315079,
0.04244128614664078,
-0.04089799523353577,
-0.05750211328268051,
0.04471101239323616,
0.0020501427352428436,
-0.004299905151128769,
0.017018651589751244,
0.032563868910074234,
0.03108149953186512,
0.053647298365831375,
-0.05474839732050896,
0.0023538696113973856,
-0.006524795200675726,
-0.04005024954676628,
0.03841424360871315,
0.012567178346216679,
0.01995185576379299,
0.017508776858448982,
-0.022236669436097145,
-0.008495267480611801,
0.07172398269176483,
0.02320399507880211,
0.006767557933926582,
-0.017365336418151855,
-0.046648114919662476,
0.016147002577781677,
-0.013427257537841797,
-0.03591914474964142,
0.008424339815974236,
0.03141970932483673,
-0.029672307893633842,
0.06574642658233643,
-0.030440956354141235,
0.00539645180106163,
0.07171432673931122,
0.03865071013569832,
-0.012016975320875645,
0.058941494673490524,
-0.0058276415802538395,
0.010740350931882858,
0.06506435573101044,
-0.07558683305978775,
0.010274960659444332,
-0.02441835217177868,
0.09350507706403732,
-0.04204081743955612,
0.025724653154611588,
0.043956343084573746,
0.011155634187161922,
0.023243043571710587,
-0.01904568448662758,
-0.04793233424425125,
0.0002991889778058976,
-0.03223932161927223,
0.07875538617372513,
0.03180603310465813,
-0.06454630941152573,
0.040259312838315964,
0.0006866476614959538,
-0.07212585210800171,
0.04743943735957146,
0.04329518601298332,
0.04128383472561836,
0.029453087598085403,
0.044296253472566605,
-0.05141698569059372,
0.013807987794280052,
-0.03973747789859772,
0.05150236934423447,
-0.06162285804748535,
-0.01575716957449913,
0.03993253409862518,
-0.05285954847931862,
-0.02905046008527279,
0.04276535287499428,
-0.015622123144567013,
-0.02042687125504017,
0.04270363599061966,
-0.053444862365722656,
-0.028133612126111984,
0.021690374240279198,
0.03000992350280285,
-0.04952998086810112,
0.013307778164744377,
-0.045083578675985336,
0.020739775151014328,
0.00535306241363287,
0.00897150207310915,
-0.02385782077908516,
-0.004267565440386534,
0.01181446947157383,
-0.08280681818723679,
-0.03554141893982887,
0.02333749830722809,
-0.014582018367946148,
-0.002061988692730665,
0.02383866161108017,
0.013662301935255527,
0.00454300781711936,
0.024150364100933075,
0.008810225874185562,
0.03818685933947563,
-0.049861930310726166,
-0.01819954626262188,
0.021275866776704788,
-0.002803637646138668,
0.03651834651827812,
-0.00848257727921009,
0.051368433982133865,
0.02296394482254982,
0.010528062470257282,
0.0137630058452487,
-0.02729734033346176,
-0.03683057054877281,
0.030673498287796974,
-0.040219828486442566,
-0.0018714788602665067,
0.008007521741092205,
-0.06345915794372559,
-0.047354117035865784,
-0.017183836549520493,
-0.04564071074128151,
0.015573827549815178,
-0.06967342644929886,
0.005089625716209412,
0.03257358446717262,
-0.02402852475643158,
-0.05542689189314842,
-0.09807352721691132,
-0.03127285838127136,
-0.033836729824543,
0.03169966861605644,
0.020220046862959862,
-0.05409259721636772,
0.02912548929452896,
-0.04774872213602066,
-0.05442074313759804,
0.05388421192765236,
0.006699662655591965,
-0.03067055530846119,
0.03678954392671585,
0.05912673473358154,
-0.04919504001736641,
0.011376737616956234,
0.05009620636701584,
-0.04038079455494881,
0.021321887150406837,
0.0344817191362381,
0.035479433834552765,
0.02688586339354515,
0.010646158829331398,
-0.039771899580955505,
-0.021437017247080803,
-0.07053076475858688,
-0.02941184677183628,
-0.04164891317486763,
0.010057547129690647,
0.06162349134683609
] |
Donghyun/L2_BERT | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: test-finetuned
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# test-finetuned
This model is a fine-tuned version of [yhavinga/t5-v1.1-base-dutch-cnn-test](https://huggingface.co/yhavinga/t5-v1.1-base-dutch-cnn-test) on the None dataset.
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 3
- eval_batch_size: 3
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 1
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|:-------------:|:-----:|:----:|:---------------:|:-------:|:------:|:-------:|:---------:|:-------:|
| No log | 1.0 | 1 | nan | 33.8462 | 31.746 | 30.7692 | 30.7692 | 86.0 |
### Framework versions
- Transformers 4.15.0
- Pytorch 1.10.1
- Datasets 1.15.1
- Tokenizers 0.10.3
| [
-0.01955062337219715,
-0.02823948673903942,
0.00827563926577568,
0.02256988361477852,
0.027613315731287003,
0.011637401767075062,
-0.02038782835006714,
-0.01754186674952507,
-0.043024975806474686,
0.0541192889213562,
0.020255297422409058,
-0.022172970697283745,
0.011182673275470734,
0.039721932262182236,
-0.05179215595126152,
-0.044586505740880966,
-0.011554518714547157,
-0.011146186850965023,
-0.02584262751042843,
-0.004700141958892345,
0.00830531120300293,
0.00965767353773117,
-0.009168652817606926,
0.010623638518154621,
0.0007381984032690525,
0.021176092326641083,
-0.004750095307826996,
0.014782232232391834,
0.04232566058635712,
-0.0774032473564148,
-0.0018826487939804792,
-0.057531580328941345,
-0.04622083157300949,
-0.027882594615221024,
-0.01956014521420002,
-0.008515436202287674,
0.014076546765863895,
0.01240988913923502,
0.03400028869509697,
0.06419865041971207,
0.0001056523688021116,
0.034539587795734406,
-0.012651356868445873,
-0.0062250965274870396,
0.0505668967962265,
0.01505593117326498,
-0.04168224334716797,
0.002185875317081809,
0.037150926887989044,
-0.025394730269908905,
-0.06875412911176682,
-0.07392529398202896,
-0.0282660573720932,
0.01637512445449829,
-0.028616050258278847,
-0.009950648061931133,
-0.06202559918165207,
-0.007066179532557726,
0.05933882296085358,
-0.0430484339594841,
-0.04402271658182144,
0.012791495770215988,
-0.07866759598255157,
0.02855917066335678,
0.04402269795536995,
-0.02758019044995308,
0.008095989935100079,
-0.03476988896727562,
0.025095192715525627,
-0.017935601994395256,
0.05261373892426491,
-0.0018334649503231049,
0.009097672067582607,
-0.08250170946121216,
-0.011773197911679745,
-0.008614922873675823,
0.04381154850125313,
0.056322649121284485,
-0.03464040532708168,
0.0458231158554554,
0.027527928352355957,
-0.009561995044350624,
0.04166571423411369,
-0.009893245063722134,
-0.007301525678485632,
0.036682549864053726,
-0.02725265361368656,
0.011135775595903397,
0.025346223264932632,
0.04035462439060211,
-0.05502881854772568,
-0.03170931711792946,
-0.021555064246058464,
-0.035921111702919006,
-0.020670020952820778,
0.02085838094353676,
0.030686184763908386,
0.012968338094651699,
0.04065994545817375,
0.005881201475858688,
0.042614370584487915,
0.03518142178654671,
-0.006369322072714567,
0.06619901210069656,
-0.00766917085275054,
-0.024476919323205948,
-0.014199234545230865,
-0.02765585482120514,
-0.0527288056910038,
0.03663638234138489,
0.015371199697256088,
-0.046876173466444016,
-0.04154384136199951,
0.02736947499215603,
0.008375312201678753,
-0.011979963630437851,
0.06418463587760925,
-0.030240191146731377,
-0.04668058454990387,
-0.03613938018679619,
0.03787853196263313,
0.025837088003754616,
0.003850411856546998,
-0.017680704593658447,
-0.03755469247698784,
-0.0064232503063976765,
-0.020980296656489372,
-0.0506097786128521,
-0.01382335927337408,
0.010773727670311928,
-0.008972743526101112,
0.06110740080475807,
0.014676096849143505,
-0.05919802933931351,
-0.013842295855283737,
0.006665955763310194,
-0.057554543018341064,
0.054328203201293945,
0.008358797058463097,
0.10773826390504837,
-0.06138671934604645,
-0.07778408378362656,
0.0208278801292181,
-0.014822428114712238,
-0.0040872604586184025,
0.02286461926996708,
0.00003038073373318184,
-0.0646590143442154,
0.002726658945903182,
-0.012439127080142498,
0.054423436522483826,
-0.0618310421705246,
-0.013584584929049015,
0.049356069415807724,
0.00497119314968586,
0.0285534355789423,
-0.04566141963005066,
-0.02657114341855049,
0.009065387770533562,
-0.00431379908695817,
-0.00857439823448658,
0.03549334034323692,
-0.007052760571241379,
-0.006023818161338568,
-0.03839079663157463,
-0.05777940899133682,
-0.0017202853923663497,
0.06889817118644714,
0.0024897330440580845,
-0.020633766427636147,
-0.024887124076485634,
0.0296312402933836,
0.05488256365060806,
0.04258928447961807,
-0.015156136825680733,
0.04884003475308418,
0.05195177346467972,
0.02833290956914425,
-0.023432590067386627,
0.05668589845299721,
0.028337743133306503,
-0.025344600901007652,
-0.02675079181790352,
0.01158734131604433,
0.00045131202205084264,
-0.05166230723261833,
0.009346495382487774,
0.027592476457357407,
0.008176368661224842,
-0.06249137222766876,
-0.028031425550580025,
0.04166615009307861,
0.006444832775741816,
0.00012702005915343761,
0.0016856343718245625,
-0.0051003675907850266,
-0.020487692207098007,
0.040548764169216156,
-0.016684336587786674,
0.0240281093865633,
-0.04009149596095085,
-0.023161064833402634,
0.0056122224777936935,
0.0030152800027281046,
0.025184357538819313,
0.04101813584566116,
-0.031004587188363075,
0.0921025201678276,
-0.042953621596097946,
0.025907203555107117,
-0.021940195932984352,
-0.05056523159146309,
0.02449752949178219,
0.07272718846797943,
0.05098132789134979,
0.03994090482592583,
0.01596132107079029,
-0.05181112512946129,
0.03980087861418724,
0.057705722749233246,
0.04269716888666153,
0.01875004544854164,
-0.03187062218785286,
-0.0010381350293755531,
0.03786865249276161,
0.051399651914834976,
-0.05685415118932724,
-0.03434067964553833,
0.01686938852071762,
0.032292768359184265,
-0.011649047955870628,
0.01969299092888832,
-0.009172034449875355,
0.03339449688792229,
-0.06786550581455231,
-0.05348444730043411,
0.04025515168905258,
0.016937382519245148,
0.002157331444323063,
0.023281296715140343,
0.007844514213502407,
0.0005101800779812038,
0.015143882483243942,
-0.004295990336686373,
0.0014884095871821046,
-0.052493251860141754,
0.01310943253338337,
0.01489291526377201,
0.04006218537688255,
-0.05671554431319237,
0.02928931452333927,
-0.04142133519053459,
-0.0013976538321003318,
0.04722926765680313,
-0.05522441491484642,
0.01573565974831581,
0.05270463600754738,
0.029371852055191994,
-0.03758028894662857,
0.01729113608598709,
0.016963614150881767,
0.04806973785161972,
0.04244157671928406,
0.0028721713460981846,
0.0659644603729248,
-0.016751432791352272,
0.04117612540721893,
0.08275684714317322,
0.027693985030055046,
0.022599536925554276,
0.03992750123143196,
0.07500014454126358,
0.01622815430164337,
0.0011441055685281754,
0.0570855513215065,
-0.06320562213659286,
0.011150351725518703,
-0.04383126646280289,
0.012221486307680607,
-0.029526541009545326,
-0.002562182955443859,
0.03287374600768089,
0.020264944061636925,
-0.022931402549147606,
-0.008658024482429028,
-0.02262534387409687,
-0.024777717888355255,
0.016359573230147362,
-0.005466771312057972,
0.003558187047019601,
0.0013044059742242098,
-0.009369908832013607,
-0.016786130145192146,
-0.056532979011535645,
-0.02431013621389866,
-0.02320297807455063,
-0.029673805460333824,
-0.029039358720183372,
-0.09342213720083237,
-0.013329973444342613,
-0.06194707006216049,
-0.030469508841633797,
0.04771104082465172,
0.0165856946259737,
-0.003378542372956872,
-0.04931657016277313,
0.02554839290678501,
-0.04430035129189491,
-0.04313170909881592,
-0.06718255579471588,
-0.05112246051430702,
-0.037765827029943466,
-0.08621819317340851,
0.047052305191755295,
0.02327985316514969,
0.02528512291610241,
0.004706195089966059,
0.02101953700184822,
-0.004386982414871454,
-0.015418666414916515,
0.054773230105638504,
0.05658422410488129,
-0.04454623535275459,
-0.04330182448029518,
0.03555280715227127,
-0.00934718456119299,
0.024335015565156937,
0.005158408544957638,
-0.04263248294591904,
0.09570363163948059,
0.05837160721421242,
0.0109774861484766,
0.017903471365571022,
-0.020203931257128716,
-0.06356114149093628,
-0.06359761953353882,
-0.00955592654645443,
-0.037777140736579895,
-0.011446627788245678,
-0.021467700600624084,
-0.03695882111787796,
-0.02635655552148819,
-0.03745937719941139,
0.004728131927549839,
-0.007865596562623978,
0.02563144639134407,
0.02352967858314514,
0.03199509531259537,
0.02346024475991726,
0.016688967123627663,
-0.04242980107665062,
-0.05860961228609085,
0.052407536655664444,
-0.008138728328049183,
0.0005631376407109201,
-0.07730072736740112,
-0.021576490253210068,
0.04403570666909218,
0.02160288207232952,
0.01564249023795128,
0.0036785234697163105,
0.07355962693691254,
0.002278717467561364,
-0.007599555421620607,
0.02382354810833931,
-0.02570994384586811,
-0.010680007748305798,
0.008665820583701134,
0.01815001852810383,
-0.02215747721493244,
-0.054619040340185165,
-0.016932489350438118,
0.00044412873103283346,
0.0551781989634037,
-0.05552909895777702,
-0.055351752787828445,
-0.01419393252581358,
0.019772175699472427,
0.052946459501981735,
0.002875124802812934,
-0.04856575280427933,
-0.020703550428152084,
-0.06483088433742523,
-0.0023755820002406836,
0.04779192805290222,
0.020375682041049004,
0.025182291865348816,
0.04562680423259735,
0.015690123662352562,
-0.024880753830075264,
0.044476334005594254,
0.03965312987565994,
0.07410124689340591,
0.020353158935904503,
-0.056723762303590775,
0.008281635120511055,
-0.013681674376130104,
0.029621290042996407,
-0.009125176817178726,
-0.02166176028549671,
-0.03692929819226265,
-0.09651682525873184,
-0.026222338899970055,
-0.0007467389805242419,
-0.002462546806782484,
-0.017727168276906013,
0.044658415019512177,
0.010383724234998226,
-0.02108631283044815,
0.002896372228860855,
0.0067277089692652225,
0.04132719710469246,
-0.06614156812429428,
0.048580944538116455,
-0.001707997638732195,
0.012242627330124378,
-0.03915012255311012,
-0.0024347277358174324,
-0.03837693855166435,
-0.01619052328169346,
0.015252700075507164,
0.05338443070650101,
-0.009936828166246414,
0.05914735794067383,
0.08638769388198853,
0.0224038977175951,
-0.03647778183221817,
0.04384611174464226,
0.07983361929655075,
-0.01410941407084465,
-0.05178939551115036,
0.02289929799735546,
-0.0156957246363163,
-0.02665247581899166,
-0.003155373502522707,
-0.026400133967399597,
0.050437603145837784,
0.05324926972389221,
0.008467255160212517,
0.015294928103685379,
0.0037592772860080004,
-0.0033385364804416895,
-0.025434335693717003,
-0.057641834020614624,
-0.019692283123731613,
-0.0032071524765342474,
-0.03412988781929016,
0.008933015167713165,
0.034290097653865814,
0.014567702077329159,
0.061833202838897705,
0.047741297632455826,
-0.03390913084149361,
-0.029301419854164124,
0.015205121599137783,
0.02472730539739132,
-0.029935449361801147,
-0.08776865899562836,
-0.01642773114144802,
0.02816556766629219,
0.03827627748250961,
-0.023564467206597328,
-0.057283706963062286,
0.009947092272341251,
0.05798454210162163,
-0.035692326724529266,
0.06124361231923103,
-0.006608414929360151,
0.03644714504480362,
0.06182091683149338,
-0.012020363472402096,
0.03888366371393204,
-0.03685298562049866,
-0.00038035865873098373,
-0.001146087422966957,
0.026106730103492737,
-0.02824505791068077,
-0.024922922253608704,
-0.05944008752703667,
0.025887973606586456,
0.04817318171262741,
0.03983627259731293,
0.04257051274180412,
-0.023194922134280205,
-0.048165686428546906,
0.008775868453085423,
0.03538083657622337,
-0.05058319866657257,
0.013795743696391582,
0.027709806337952614,
0.028339136391878128,
-0.04028382524847984,
-0.050871074199676514,
-0.03371308743953705,
-0.025434434413909912,
0.025600852444767952,
-0.00038425231468863785,
-0.02993343025445938,
-0.03671737760305405,
0.036725059151649475,
0.002409234642982483,
0.0019140982767567039,
-0.06529749929904938,
0.040779780596494675,
-0.0071725319139659405,
-0.008209174498915672,
0.061028823256492615,
0.03132319077849388,
0.024384332820773125,
0.037614110857248306,
0.026340078562498093,
0.02621391788125038,
-0.03531286120414734,
0.045820944011211395,
-0.04263245686888695,
-0.023622315376996994,
0.003649409394711256,
-0.03878427669405937,
-0.04077916219830513,
-0.032050229609012604,
-0.05672687664628029,
-0.038294825702905655,
-0.03137027844786644,
-0.0027954732067883015,
-0.00196289224550128,
0.002275837818160653,
-0.012728347443044186,
0.049132682383060455,
-0.014879708178341389,
-0.02308875136077404,
-0.02116992138326168,
-0.03280705213546753,
-0.06592567265033722,
-0.05470699071884155,
0.028991537168622017,
0.026068471372127533,
0.031157245859503746,
0.027948148548603058,
-0.0013660031836479902,
0.01938413642346859,
0.01371003221720457,
-0.027210185304284096,
0.010369178839027882,
-0.018446022644639015,
-0.01663484051823616,
-0.010783633217215538,
0.020014295354485512,
0.015362794511020184,
0.02658821828663349,
-0.03125867620110512,
0.05255292356014252,
0.01708121784031391,
-0.00934070535004139,
0.004270800389349461,
0.0115616824477911,
0.023696577176451683,
-0.06340070068836212,
-0.02272734045982361,
0.002501047682017088,
-0.03894973546266556,
0.016533138230443,
-0.029147561639547348,
-0.018339641392230988,
0.007246026769280434,
0.006563602481037378,
0.033896174281835556,
-0.013746135868132114,
-0.025039440020918846,
0.014869538135826588,
-0.018772456794977188,
0.020308267325162888,
-0.044786930084228516,
0.04196939244866371,
-0.029888009652495384,
0.007801379542797804,
-0.02745841257274151,
0.012278635054826736,
-0.04701586812734604,
0.04496362432837486,
-0.014738301746547222,
-0.010360192507505417,
-0.009655887261033058,
0.04240832477807999,
-0.03272586315870285,
0.037660758942365646,
-0.020060833543539047,
0.0290086530148983,
-0.02467554621398449,
0.05393083766102791,
-0.02502673864364624,
0.013484220951795578,
-0.03739853575825691,
0.011335515417158604,
-0.029572073370218277,
-0.0039937240071594715,
-0.010894912295043468,
-0.01644940860569477,
0.03648565709590912,
0.0632549598813057,
0.034674569964408875,
0.018403513357043266,
-0.015923678874969482,
-0.010720574297010899,
0.024051440879702568,
-0.05280020833015442,
-0.02047612890601158,
0.006146400235593319,
-0.00025126966647803783,
-0.018986081704497337,
0.04584375023841858,
0.04382269084453583,
-0.040652524679899216,
-0.06673174351453781,
0.04196108877658844,
0.006137620657682419,
0.0056233941577374935,
0.009268781170248985,
0.03505372256040573,
0.024342786520719528,
0.04373426362872124,
-0.033344246447086334,
-0.0050076995976269245,
-0.008593657054007053,
-0.04786153882741928,
0.05894724652171135,
-0.014908352866768837,
0.035268135368824005,
0.002925767796114087,
-0.045348260551691055,
-0.0017434369074180722,
0.06202235445380211,
0.025899086147546768,
0.027501791715621948,
-0.0044812667183578014,
-0.04258620738983154,
0.021191809326410294,
0.002017232123762369,
-0.05372897535562515,
0.010370071977376938,
0.019116206094622612,
-0.031496863812208176,
0.05790276825428009,
0.0018757389625534415,
0.012467918917536736,
0.04306779056787491,
0.03921686112880707,
-0.0025225095450878143,
0.06847595423460007,
-0.029267851263284683,
0.016835231333971024,
0.04766926169395447,
-0.0699615404009819,
0.008580762892961502,
-0.034246742725372314,
0.0781325176358223,
-0.05665240064263344,
0.012902358546853065,
0.04504472389817238,
0.016743550077080727,
0.008499138057231903,
-0.03596561774611473,
-0.04059985652565956,
0.014421911910176277,
-0.03712435066699982,
0.07724470645189285,
0.01053080428391695,
-0.06218454986810684,
0.068292036652565,
-0.004815741907805204,
-0.0676790326833725,
0.046048279851675034,
0.04660668596625328,
0.044240400195121765,
0.02217845991253853,
0.03488360345363617,
-0.05379672348499298,
0.012106514535844326,
-0.03357610106468201,
0.024896807968616486,
-0.05609096586704254,
-0.014083840884268284,
0.04879250004887581,
-0.05240248516201973,
-0.04092801362276077,
0.04301122948527336,
-0.001796712283976376,
-0.015646357089281082,
0.04292919486761093,
-0.04433529078960419,
-0.022179875522851944,
0.033826883882284164,
0.02659037709236145,
-0.039556458592414856,
0.005834737326949835,
-0.04288393259048462,
0.010997450910508633,
0.013935084454715252,
-0.00099927035626024,
-0.015422247350215912,
0.00004583029294735752,
0.02504117414355278,
-0.0605575367808342,
-0.029231933876872063,
0.020528335124254227,
-0.009214421734213829,
-0.02051430381834507,
0.037605658173561096,
0.014052839949727058,
0.02932816557586193,
0.016728349030017853,
-0.010287312790751457,
0.04654833674430847,
-0.047180917114019394,
-0.0062894378788769245,
0.0002730448904912919,
-0.005806084722280502,
0.04458419233560562,
-0.010579966939985752,
0.05534421280026436,
0.02144745923578739,
0.011934095993638039,
-0.013898133300244808,
-0.042509593069553375,
-0.046142466366291046,
0.016206417232751846,
-0.022725407034158707,
0.00789275486022234,
0.00310503994114697,
-0.05379030480980873,
-0.04379739612340927,
-0.01679239794611931,
-0.045456886291503906,
0.02402338758111,
-0.0771007090806961,
-0.005914196837693453,
0.04257165640592575,
-0.0031804335303604603,
-0.06327790021896362,
-0.10247471928596497,
-0.028023678809404373,
-0.041210729628801346,
0.0035257521085441113,
0.030689988285303116,
-0.05363082140684128,
0.03438481315970421,
-0.05801127851009369,
-0.03855309635400772,
0.04083386808633804,
0.023086894303560257,
-0.038140859454870224,
0.02871299907565117,
0.0396745502948761,
-0.042393628507852554,
0.02658672444522381,
0.019026918336749077,
-0.05133109539747238,
0.010025006718933582,
0.018220383673906326,
0.010561643168330193,
0.030210347846150398,
0.0038152975030243397,
-0.035517897456884384,
-0.03217210993170738,
-0.0915084183216095,
-0.04201770946383476,
-0.0439322404563427,
0.018821144476532936,
0.06606504321098328
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.