Instructions to use rcorkill/DeBERTa_BERTRAM with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use rcorkill/DeBERTa_BERTRAM with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("rcorkill/DeBERTa_BERTRAM", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download input_processor.json.vocab from rcorkill/DeBERTa_BERTRAM: direct link, hf CLI and curl.
- Browser
- Download file 11.5 kB
-
https://huggingface.co/rcorkill/DeBERTa_BERTRAM/resolve/main/input_processor.json.vocab
- Command line
-
hf download hf://rcorkill/DeBERTa_BERTRAM/input_processor.json.vocab
-
curl -L -o input_processor.json.vocab https://huggingface.co/rcorkill/DeBERTa_BERTRAM/resolve/main/input_processor.json.vocab
11.5 kB
| the 69854 | |
| , 58207 | |
| . 48174 | |
| of 36393 | |
| and 28811 | |
| to 26082 | |
| a 23358 | |
| in 21314 | |
| that 10765 | |
| is 10189 | |
| was 9957 | |
| he 9786 | |
| for 9476 | |
| it 9034 | |
| `` 8815 | |
| '' 8769 | |
| with 7277 | |
| as 7242 | |
| his 6992 | |
| on 6730 | |
| be 6371 | |
| i 5906 | |
| 's 5843 | |
| & 5759 | |
| at 5370 | |
| by 5296 | |
| had 5219 | |
| this 5132 | |
| not 4857 | |
| are 4423 | |
| but 4374 | |
| from 4366 | |
| or 4205 | |
| have 3975 | |
| they 3759 | |
| an 3740 | |
| you 3615 | |
| which 3555 | |
| * 3478 | |
| one 3348 | |
| were 3302 | |
| > 3083 | |
| < 3082 | |
| her 3023 | |
| all 2987 | |
| she 2978 | |
| we 2835 | |
| would 2834 | |
| there 2833 | |
| ; 2746 | |
| their 2669 | |
| him 2590 | |
| been 2469 | |
| has 2455 | |
| ) 2416 | |
| ( 2385 | |
| ? 2342 | |
| when 2324 | |
| who 2279 | |
| will 2237 | |
| more 2224 | |
| no 2192 | |
| if 2190 | |
| n't 2091 | |
| out 2078 | |
| # 2070 | |
| can 2027 | |
| so 1983 | |
| said 1953 | |
| what 1942 | |
| up 1888 | |
| its 1855 | |
| do 1837 | |
| about 1810 | |
| into 1789 | |
| than 1787 | |
| could 1770 | |
| them 1770 | |
| only 1738 | |
| : 1713 | |
| other 1703 | |
| new 1628 | |
| some 1614 | |
| time 1586 | |
| these 1567 | |
| did 1440 | |
| two 1405 | |
| may 1396 | |
| then 1373 | |
| first 1356 | |
| any 1345 | |
| man 1324 | |
| my 1317 | |
| now 1304 | |
| such 1303 | |
| like 1287 | |
| our 1251 | |
| over 1235 | |
| me 1171 | |
| even 1169 | |
| most 1156 | |
| made 1118 | |
| also 1067 | |
| after 1067 | |
| many 1029 | |
| must 1020 | |
| before 1011 | |
| f 985 | |
| through 969 | |
| back 963 | |
| years 951 | |
| where 944 | |
| much 936 | |
| your 922 | |
| should 909 | |
| way 898 | |
| down 891 | |
| well 890 | |
| because 883 | |
| each 877 | |
| just 870 | |
| people 855 | |
| ' 853 | |
| those 850 | |
| state 842 | |
| little 829 | |
| mr 828 | |
| how 826 | |
| too 826 | |
| world 812 | |
| good 806 | |
| very 795 | |
| ! 793 | |
| make 792 | |
| still 780 | |
| men 771 | |
| own 768 | |
| see 768 | |
| work 755 | |
| long 752 | |
| here 749 | |
| get 749 | |
| h 738 | |
| between 730 | |
| both 728 | |
| being 710 | |
| under 707 | |
| life 705 | |
| never 698 | |
| day 695 | |
| year 694 | |
| another 685 | |
| same 682 | |
| know 679 | |
| while 677 | |
| last 673 | |
| might 669 | |
| us 665 | |
| great 664 | |
| old 657 | |
| off 636 | |
| come 630 | |
| since 626 | |
| against 626 | |
| go 625 | |
| came 621 | |
| right 612 | |
| used 611 | |
| take 609 | |
| states 607 | |
| three 606 | |
| himself 599 | |
| few 599 | |
| house 589 | |
| during 584 | |
| without 582 | |
| use 580 | |
| does 571 | |
| again 570 | |
| place 569 | |
| american 568 | |
| around 559 | |
| $ 555 | |
| however 548 | |
| home 545 | |
| small 538 | |
| found 536 | |
| mrs 532 | |
| _ 517 | |
| thought 510 | |
| went 504 | |
| say 501 | |
| once 499 | |
| part 498 | |
| high 497 | |
| general 496 | |
| upon 494 | |
| school 492 | |
| every 490 | |
| got 487 | |
| united 480 | |
| ~ 480 | |
| left 479 | |
| number 471 | |
| until 461 | |
| course 460 | |
| war 457 | |
| always 455 | |
| away 450 | |
| something 449 | |
| let 448 | |
| fact 444 | |
| public 443 | |
| water 441 | |
| 'll 441 | |
| though 440 | |
| less 437 | |
| put 435 | |
| almost 432 | |
| think 432 | |
| government 428 | |
| hand 427 | |
| far 427 | |
| enough 426 | |
| took 425 | |
| night 422 | |
| head 421 | |
| yet 417 | |
| @ 416 | |
| set 414 | |
| system 414 | |
| better 412 | |
| nothing 411 | |
| president 410 | |
| told 410 | |
| city 407 | |
| end 403 | |
| called 400 | |
| 'd 400 | |
| why 399 | |
| eyes 398 | |
| look 398 | |
| asked 398 | |
| find 398 | |
| going 397 | |
| later 393 | |
| next 393 | |
| knew 392 | |
| give 390 | |
| business 389 | |
| point 388 | |
| group 388 | |
| program 387 | |
| young 387 | |
| toward 385 | |
| john 384 | |
| side 382 | |
| days 382 | |
| room 379 | |
| social 378 | |
| given 377 | |
| present 377 | |
| several 376 | |
| children 373 | |
| second 373 | |
| possible 372 | |
| national 372 | |
| per 371 | |
| rather 371 | |
| order 370 | |
| among 369 | |
| face 368 | |
| form 368 | |
| looked 367 | |
| things 367 | |
| white 367 | |
| important 366 | |
| often 366 | |
| early 363 | |
| become 360 | |
| big 360 | |
| within 359 | |
| need 359 | |
| large 358 | |
| case 358 | |
| four 357 | |
| felt 356 | |
| along 355 | |
| 1 354 | |
| saw 351 | |
| church 351 | |
| god 350 | |
| best 349 | |
| s 344 | |
| ever 342 | |
| least 342 | |
| power 337 | |
| country 334 | |
| development 332 | |
| light 330 | |
| family 330 | |
| seemed 330 | |
| want 327 | |
| interest 326 | |
| thing 326 | |
| members 326 | |
| area 325 | |
| } 323 | |
| mind 323 | |
| u 320 | |
| others 320 | |
| turned 320 | |
| done 319 | |
| although 318 | |
| today 318 | |
| open 318 | |
| company 317 | |
| { 316 | |
| - 312 | |
| different 311 | |
| service 311 | |
| thus 311 | |
| began 311 | |
| sense 311 | |
| certain 310 | |
| door 310 | |
| kind 310 | |
| means 310 | |
| problem 308 | |
| help 308 | |
| whole 307 | |
| york 306 | |
| matter 304 | |
| perhaps 303 | |
| itself 299 | |
| law 297 | |
| times 297 | |
| line 296 | |
| human 296 | |
| above 294 | |
| name 292 | |
| action 288 | |
| local 286 | |
| five 286 | |
| show 285 | |
| whether 285 | |
| hands 284 | |
| example 284 | |
| c 283 | |
| week 283 | |
| gave 283 | |
| 're 282 | |
| across 281 | |
| past 281 | |
| history 281 | |
| act 280 | |
| quite 280 | |
| taken 280 | |
| either 280 | |
| feet 280 | |
| car 279 | |
| anything 279 | |
| having 278 | |
| seen 277 | |
| body 276 | |
| death 275 | |
| 2 275 | |
| really 275 | |
| half 275 | |
| field 274 | |
| word 273 | |
| experience 272 | |
| already 270 | |
| words 269 | |
| information 269 | |
| themselves 269 | |
| 'm 268 | |
| tell 267 | |
| shall 265 | |
| period 264 | |
| keep 263 | |
| together 263 | |
| college 263 | |
| money 262 | |
| held 261 | |
| probably 260 | |
| real 260 | |
| sure 260 | |
| seems 259 | |
| free 258 | |
| behind 258 | |
| boy 257 | |
| miss 257 | |
| political 257 | |
| air 256 | |
| making 255 | |
| office 255 | |
| brought 253 | |
| question 251 | |
| mother 250 | |
| whose 250 | |
| individual 249 | |
| moment 249 | |
| special 248 | |
| heard 247 | |
| study 246 | |
| major 246 | |
| 've 245 | |
| became 245 | |
| federal 245 | |
| child 244 | |
| woman 244 | |
| street 244 | |
| result 244 | |
| known 244 | |
| available 243 | |
| economic 243 | |
| ago 242 | |
| problems 242 | |
| board 242 | |
| wife 240 | |
| department 239 | |
| south 239 | |
| position 239 | |
| society 239 | |
| court 238 | |
| change 237 | |
| reason 237 | |
| job 236 | |
| areas 235 | |
| west 235 | |
| close 234 | |
| love 233 | |
| turn 233 | |
| community 231 | |
| full 229 | |
| seem 229 | |
| cost 228 | |
| force 227 | |
| true 227 | |
| am 227 | |
| center 226 | |
| voice 225 | |
| age 225 | |
| girl 225 | |
| town 224 | |
| wanted 224 | |
| common 223 | |
| future 223 | |
| party 223 | |
| necessary 221 | |
| following 221 | |
| university 221 | |
| sometimes 221 | |
| women 221 | |
| control 220 | |
| front 220 | |
| father 219 | |
| policy 219 | |
| clear 219 | |
| m 218 | |
| six 217 | |
| students 217 | |
| provide 216 | |
| feel 216 | |
| further 215 | |
| america 215 | |
| able 214 | |
| music 213 | |
| effect 213 | |
| land 213 | |
| stood 212 | |
| run 212 | |
| short 211 | |
| education 211 | |
| total 211 | |
| military 211 | |
| level 209 | |
| black 209 | |
| morning 209 | |
| outside 208 | |
| rate 207 | |
| art 206 | |
| figure 206 | |
| class 205 | |
| north 205 | |
| therefore 205 | |
| usually 205 | |
| evidence 204 | |
| leave 204 | |
| million 204 | |
| century 204 | |
| sound 204 | |
| plan 203 | |
| top 203 | |
| p 203 | |
| hard 203 | |
| play 202 | |
| strong 202 | |
| various 201 | |
| secretary 200 | |
| road 200 | |
| says 200 | |
| soon 200 | |
| surface 200 | |
| brown 199 | |
| washington 199 | |
| believe 199 | |
| table 199 | |
| lines 198 | |
| value 198 | |
| mean 198 | |
| modern 198 | |
| near 198 | |
| red 197 | |
| peace 197 | |
| tax 196 | |
| situation 196 | |
| personal 196 | |
| type 195 | |
| increase 195 | |
| book 195 | |
| nor 194 | |
| idea 194 | |
| started 194 | |
| minutes 194 | |
| english 194 | |
| longer 193 | |
| months 193 | |
| living 193 | |
| gone 192 | |
| process 192 | |
| dr 192 | |
| 3 192 | |
| cut 191 | |
| alone 191 | |
| finally 191 | |
| nature 191 | |
| third 190 | |
| private 190 | |
| schools 190 | |
| fire 188 | |
| call 187 | |
| greater 187 | |
| kept 186 | |
| ground 186 | |
| section 185 | |
| e 185 | |
| view 185 | |
| expected 184 | |
| basis 184 | |
| dark 183 | |
| pressure 183 | |
| everything 183 | |
| union 183 | |
| space 182 | |
| east 182 | |
| industry 182 | |
| spirit 181 | |
| complete 181 | |
| needed 181 | |
| values 181 | |
| else 181 | |
| except 181 | |
| required 181 | |
| moved 180 | |
| support 180 | |
| wrote 180 | |
| return 180 | |
| late 179 | |
| conditions 178 | |
| person 178 | |
| particular 178 | |
| hope 178 | |
| recent 178 | |
| attention 177 | |
| nations 177 | |
| 1960 176 | |
| live 176 | |
| taking 175 | |
| nation 175 | |
| coming 174 | |
| inside 174 | |
| dead 173 | |
| son 173 | |
| hours 173 | |
| beyond 173 | |
| looking 173 | |
| costs 173 | |
| report 173 | |
| single 172 | |
| followed 172 | |
| heart 172 | |
| island 172 | |
| makes 172 | |
| read 172 | |
| data 172 | |
| instead 172 | |
| miles 172 | |
| lost 172 | |
| cold 171 | |
| move 171 | |
| forces 171 | |
| hundred 171 | |
| ca 171 | |
| added 171 | |
| amount 171 | |
| low 171 | |
| including 171 | |
| feeling 170 | |
| stage 170 | |
| tried 170 | |
| developed 170 | |
| pay 170 | |
| reached 169 | |
| simply 169 | |
| material 168 | |
| hold 168 | |
| basic 167 | |
| research 167 | |
| earth 166 | |
| b 166 | |
| committee 166 | |
| administration 166 | |
| central 165 | |
| actually 165 | |
| shown 164 | |
| defense 164 | |
| beginning 164 | |
| getting 164 | |
| kennedy 164 | |
| sort 164 | |
| terms 163 | |
| river 163 | |
| friends 163 | |
| ten 163 | |
| religious 163 | |
| equipment 163 | |
| trying 162 | |
| st 162 | |
| care 162 | |
| especially 162 | |
| received 162 | |
| difficult 161 | |
| indeed 161 | |
| n 161 | |
| doing 161 | |
| medical 160 | |
| fine 160 | |
| rest 160 | |
| picture 160 | |
| subject 160 | |
| simple 159 | |
| building 159 | |
| range 159 | |
| d 159 | |
| higher 158 | |
| bring 158 | |
| foreign 158 | |
| floor 158 | |
| wall 158 | |
| meeting 157 | |
| similar 157 | |
| walked 157 | |
| passed 156 | |
| final 155 | |
| county 155 | |
| police 155 | |
| paper 155 | |
| cent 154 | |
| talk 154 | |
| congress 154 | |
| natural 154 | |
| england 154 | |
| written 154 | |
| growth 154 | |
| market 154 | |
| training 153 | |
| william 153 | |
| hall 153 | |
| start 153 | |
| international 153 | |
| 10 152 | |
| hear 152 | |
| suddenly 152 | |
| countries 151 | |
| working 151 | |
| considered 151 | |
| story 151 | |
| likely 151 | |
| % 151 | |
| property 151 | |
| sat 150 | |
| club 150 | |
| 4 149 | |
| needs 149 | |
| f. 149 | |
| entire 149 | |
| answer 149 | |
| difference 148 | |
| labor 148 | |
| stock 148 | |
| purpose 147 | |
| husband 147 | |
| meet 147 | |
| cases 147 | |
| hair 147 | |
| happened 147 | |
| stand 147 | |
| production 146 | |
| increased 146 | |
| bill 146 | |
| fall 146 | |
| particularly 146 | |
| whom 145 | |
| food 145 | |
| hour 145 | |
| below 145 | |
| involved 145 | |
| letter 145 | |
| earlier 145 | |
| paid 145 | |
| effort 144 | |
| sent 144 | |
| results 144 | |
| certainly 143 | |
| christian 143 | |
| anyone 143 | |
| using 143 | |
| knowledge 143 | |
| issue 143 | |
| points 143 | |
| ready 143 | |
| weeks 142 | |
| thinking 142 | |
| moral 142 | |
| boys 142 | |
| square 142 | |
| blue 142 | |
| girls 142 | |
| neither 141 | |
| nearly 141 | |
| throughout 141 | |
| statement 141 | |
| trade 141 | |
| deal 141 | |
| due 141 | |
| showed 141 | |
| color 141 | |
| addition 141 | |
| directly 141 | |
| ideas 140 | |
| decided 140 | |
| industrial 140 | |
| try 140 | |
| bad 140 | |
| questions 140 | |
| summer 139 | |
| yes 139 | |
| methods 138 | |
| according 138 | |
| + 138 | |
| reading 138 | |
| french 138 | |
| lay 138 | |
| member 137 | |
| remember 137 | |
| comes 137 | |
| western 137 | |
| southern 137 | |
| physical 137 | |
| record 137 | |
| army 136 | |
| size 136 | |
| normal 136 | |
| merely 135 | |
| understand 135 | |
| 1961 135 | |
| concerned 135 | |
| friend 135 | |
| appeared 135 | |
| ran 134 | |
| district 134 | |
| trouble 134 | |
| programs 134 | |
| method 134 | |
| student 134 | |
| volume 134 | |
| trial 134 | |
| strength 134 | |
| population 134 | |
| services 134 | |
| direction 133 | |
| maybe 133 | |
| sales 133 | |
| temperature 133 | |
| /2 133 | |
| led 132 | |
| provided 132 | |
| continued 132 | |
| george 132 | |
| list 132 | |
| j 132 | |
| influence 132 | |
| literature 131 | |
| month 131 | |
| association 131 | |
| chance 131 | |
| opened 131 | |
| science 131 | |
| evening 131 | |
| step 130 | |
| average 130 | |
| former 130 | |
| freedom 130 | |
| changes 130 | |
| soviet 130 | |
| generally 130 | |
| series 130 | |
| met 130 | |
| myself 129 | |
| lead 129 | |
| wrong 129 | |
| piece 129 | |
| hot 129 | |
| effective 129 | |
| clearly 128 | |
| movement 128 | |
| forms 128 | |
| stopped 128 | |
| worked 128 | |
| cause 127 | |
| direct 127 | |
| works 127 | |
| press 127 | |
| ask 127 | |
| somewhat 127 | |
| systems 127 | |
| theory 127 | |
| consider 127 | |
| spring 127 | |
| plant 126 | |
| aid 126 | |
| hotel 126 | |
| efforts 126 | |
| beautiful 126 | |
| lot 126 | |
| fear 126 | |
| ways 126 | |
| placed 126 | |
| treatment 125 | |
| bed 125 | |
| carried 125 | |
| degree 125 | |
| note 125 | |
| farm 125 | |
| respect 125 | |
| wide 125 | |
| herself 125 | |
| latter 124 | |
| apparently 124 | |
| manner 124 | |
| planning 124 | |
| meaning 124 | |
| game 124 | |
| truth 123 | |
| easy 123 | |
| immediately 123 | |
| organization 123 | |
| feed 123 | |
| couple 123 | |
| de 122 | |
| numbers 122 | |
| running 122 | |
| lower 122 | |
| larger 122 | |
| groups 122 | |
| chief 122 | |
| recently 122 | |
| charge 121 | |
| r 121 | |
| performance 121 | |
| daily 121 | |
| horse 121 | |
| understanding 120 | |
| reaction 120 | |
| described 120 | |
| eye 120 | |
| europe 120 | |
| approach 120 | |
| blood 120 | |
| persons 120 | |
| stop 120 | |
| progress 119 | |
| image 119 | |
| based 119 | |
| march 119 | |
| radio 119 | |
| main 119 | |
| reported 119 | |
| opportunity 119 | |
| served 119 | |
| religion 119 | |
| window 118 | |
| decision 118 | |
| determined 118 | |
| british 118 | |
| green 118 | |
| additional 118 | |
| technical 118 | |
| gun 117 | |
| arms 117 | |
| t 117 | |
| sun 117 | |
| character 117 | |
| middle 117 | |
| christ 117 | |
| learned 117 | |
| appear 117 | |
| 5 117 | |
| writing 116 | |
| doctor 116 | |
| justice 116 | |
| responsibility 116 | |
| fiscal 116 | |
| steps 116 | |
| length 116 | |
| account 116 | |
| test 116 | |
| serious 116 | |
| returned 115 | |
| slowly 115 | |
| nuclear 115 | |
| letters 115 | |
| audience 115 | |
| oh 115 | |
| pool 115 | |
| corner 115 | |
| obtained 115 | |
| obviously 114 | |
| activity 114 | |
| ones 114 | |
| poor 114 | |
| hit 114 | |
| plane 114 | |
| straight 114 | |
| 30 114 | |
| forward 114 | |
| lived 114 | |
| 15 114 | |
| figures 113 | |
| doubt 113 | |
| moving 113 | |
| parts 113 | |
| include 113 | |
| specific 113 | |
| types 113 | |
| function 113 | |
| choice 112 | |
| saying 112 | |
| quality 112 | |
| born 112 | |
| gives 112 | |
| officer 112 | |
| thomas 112 | |
| poet 112 | |
| cars 112 | |
| pattern 112 | |
| operation 112 | |
| shot 112 | |
| ball 111 | |
| activities 111 | |
| plans 111 | |
| design 111 | |
| [ 111 | |
| ] 111 | |
| stay 111 | |
| whatever 111 | |
| firm 110 | |
| speak 110 | |
| seven 110 | |
| lack 110 | |
| waiting 110 | |
| staff 110 | |
| heavy 110 | |
| standard 110 | |
| faith 110 | |
| mass 110 | |
| extent 109 | |
| wish 109 | |
| language 109 | |
| democratic 109 | |
| visit 109 | |
| station 109 | |
| completely 109 | |
| deep 109 | |
| none 108 | |
| effects 108 | |
| negro 108 | |
| season 108 | |
| council 108 | |
| division 108 | |
| expect 108 | |
| importance 108 | |
| hospital 107 | |
| distance 107 | |
| growing 107 | |
| stress 107 | |
| ahead 107 | |
| corps 107 | |
| pretty 107 | |
| serve 107 | |
| existence 107 | |
| patient 107 | |
| continue 107 | |
| principle 107 | |
| designed 107 | |
| determine 107 | |
| applied 106 | |
| indicated 106 | |
| sunday 106 | |
| reach 106 | |
| write 106 | |
| easily 106 | |
| leaders 106 | |
| income 106 | |
| products 106 | |
| hardly 106 | |
| price 106 | |
| closed 106 | |
| established 106 | |
| limited 106 | |
| rhode 105 | |
| elements 105 | |
| wo 105 | |
| drive 105 | |
| afternoon 105 | |
| commission 105 | |
| interested 105 | |
| lord 105 | |
| /1 105 | |
| remained 105 | |
| attitude 105 | |
| agreement 104 | |
| cities 104 | |
| eight 104 | |
| covered 104 | |
| suggested 104 | |
| professional 104 | |
| james 104 | |
| spent 104 | |
| factors 103 | |
| exactly 103 | |
| teeth 103 | |
| current 103 | |
| mouth 103 | |
| analysis 103 | |
| played 103 | |
| attack 103 | |
| married 103 | |
| despite 103 | |
| relations 102 | |
| built 102 | |
| machine 102 | |
| scene 102 | |
| unit 102 | |
| jack 102 | |
| news 102 | |
| original 102 | |
| king 102 | |
| rise 102 | |
| date 102 | |
| charles 102 | |
| trees 102 | |
| becomes 102 | |
| role 102 | |
| related 102 | |
| supply 102 | |
| director 102 | |
| demand 102 | |
| standing 101 | |
| health 101 | |
| prepared 101 | |
| playing 101 | |
| reasons 101 | |
| studies 101 | |
| raised 101 | |
| rates 101 | |
| unless 101 | |
| dropped 101 | |
| energy 100 | |
| actual 100 | |
| race 100 | |
| meant 100 | |
| clay 100 | |
| 20 100 | |