Instructions to use Qdrant/bm25 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Qdrant/bm25 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Qdrant/bm25", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| a | |
| aadi | |
| aaj | |
| aap | |
| aapne | |
| aata | |
| aati | |
| aaya | |
| aaye | |
| ab | |
| abbe | |
| abbey | |
| abe | |
| abhi | |
| able | |
| about | |
| above | |
| accha | |
| according | |
| accordingly | |
| acha | |
| achcha | |
| across | |
| actually | |
| after | |
| afterwards | |
| again | |
| against | |
| agar | |
| ain | |
| aint | |
| ain't | |
| aisa | |
| aise | |
| aisi | |
| alag | |
| all | |
| allow | |
| allows | |
| almost | |
| alone | |
| along | |
| already | |
| also | |
| although | |
| always | |
| am | |
| among | |
| amongst | |
| an | |
| and | |
| andar | |
| another | |
| any | |
| anybody | |
| anyhow | |
| anyone | |
| anything | |
| anyway | |
| anyways | |
| anywhere | |
| ap | |
| apan | |
| apart | |
| apna | |
| apnaa | |
| apne | |
| apni | |
| appear | |
| are | |
| aren | |
| arent | |
| aren't | |
| around | |
| arre | |
| as | |
| aside | |
| ask | |
| asking | |
| at | |
| aur | |
| avum | |
| aya | |
| aye | |
| baad | |
| baar | |
| bad | |
| bahut | |
| bana | |
| banae | |
| banai | |
| banao | |
| banaya | |
| banaye | |
| banayi | |
| banda | |
| bande | |
| bandi | |
| bane | |
| bani | |
| bas | |
| bata | |
| batao | |
| bc | |
| be | |
| became | |
| because | |
| become | |
| becomes | |
| becoming | |
| been | |
| before | |
| beforehand | |
| behind | |
| being | |
| below | |
| beside | |
| besides | |
| best | |
| better | |
| between | |
| beyond | |
| bhai | |
| bheetar | |
| bhi | |
| bhitar | |
| bht | |
| bilkul | |
| bohot | |
| bol | |
| bola | |
| bole | |
| boli | |
| bolo | |
| bolta | |
| bolte | |
| bolti | |
| both | |
| brief | |
| bro | |
| btw | |
| but | |
| by | |
| came | |
| can | |
| cannot | |
| cant | |
| can't | |
| cause | |
| causes | |
| certain | |
| certainly | |
| chahiye | |
| chaiye | |
| chal | |
| chalega | |
| chhaiye | |
| clearly | |
| c'mon | |
| com | |
| come | |
| comes | |
| could | |
| couldn | |
| couldnt | |
| couldn't | |
| d | |
| de | |
| dede | |
| dega | |
| degi | |
| dekh | |
| dekha | |
| dekhe | |
| dekhi | |
| dekho | |
| denge | |
| dhang | |
| di | |
| did | |
| didn | |
| didnt | |
| didn't | |
| dijiye | |
| diya | |
| diyaa | |
| diye | |
| diyo | |
| do | |
| does | |
| doesn | |
| doesnt | |
| doesn't | |
| doing | |
| done | |
| dono | |
| dont | |
| don't | |
| doosra | |
| doosre | |
| down | |
| downwards | |
| dude | |
| dunga | |
| dungi | |
| during | |
| dusra | |
| dusre | |
| dusri | |
| dvaara | |
| dvara | |
| dwaara | |
| dwara | |
| each | |
| edu | |
| eg | |
| eight | |
| either | |
| ek | |
| else | |
| elsewhere | |
| enough | |
| etc | |
| even | |
| ever | |
| every | |
| everybody | |
| everyone | |
| everything | |
| everywhere | |
| ex | |
| exactly | |
| example | |
| except | |
| far | |
| few | |
| fifth | |
| fir | |
| first | |
| five | |
| followed | |
| following | |
| follows | |
| for | |
| forth | |
| four | |
| from | |
| further | |
| furthermore | |
| gaya | |
| gaye | |
| gayi | |
| get | |
| gets | |
| getting | |
| ghar | |
| given | |
| gives | |
| go | |
| goes | |
| going | |
| gone | |
| good | |
| got | |
| gotten | |
| greetings | |
| haan | |
| had | |
| hadd | |
| hadn | |
| hadnt | |
| hadn't | |
| hai | |
| hain | |
| hamara | |
| hamare | |
| hamari | |
| hamne | |
| han | |
| happens | |
| har | |
| hardly | |
| has | |
| hasn | |
| hasnt | |
| hasn't | |
| have | |
| haven | |
| havent | |
| haven't | |
| having | |
| he | |
| hello | |
| help | |
| hence | |
| her | |
| here | |
| hereafter | |
| hereby | |
| herein | |
| here's | |
| hereupon | |
| hers | |
| herself | |
| he's | |
| hi | |
| him | |
| himself | |
| his | |
| hither | |
| hm | |
| hmm | |
| ho | |
| hoga | |
| hoge | |
| hogi | |
| hona | |
| honaa | |
| hone | |
| honge | |
| hongi | |
| honi | |
| hopefully | |
| hota | |
| hotaa | |
| hote | |
| hoti | |
| how | |
| howbeit | |
| however | |
| hoyenge | |
| hoyengi | |
| hu | |
| hua | |
| hue | |
| huh | |
| hui | |
| hum | |
| humein | |
| humne | |
| hun | |
| huye | |
| huyi | |
| i | |
| i'd | |
| idk | |
| ie | |
| if | |
| i'll | |
| i'm | |
| imo | |
| in | |
| inasmuch | |
| inc | |
| inhe | |
| inhi | |
| inho | |
| inka | |
| inkaa | |
| inke | |
| inki | |
| inn | |
| inner | |
| inse | |
| insofar | |
| into | |
| inward | |
| is | |
| ise | |
| isi | |
| iska | |
| iskaa | |
| iske | |
| iski | |
| isme | |
| isn | |
| isne | |
| isnt | |
| isn't | |
| iss | |
| isse | |
| issi | |
| isski | |
| it | |
| it'd | |
| it'll | |
| itna | |
| itne | |
| itni | |
| itno | |
| its | |
| it's | |
| itself | |
| ityaadi | |
| ityadi | |
| i've | |
| ja | |
| jaa | |
| jab | |
| jabh | |
| jaha | |
| jahaan | |
| jahan | |
| jaisa | |
| jaise | |
| jaisi | |
| jata | |
| jayega | |
| jidhar | |
| jin | |
| jinhe | |
| jinhi | |
| jinho | |
| jinhone | |
| jinka | |
| jinke | |
| jinki | |
| jinn | |
| jis | |
| jise | |
| jiska | |
| jiske | |
| jiski | |
| jisme | |
| jiss | |
| jisse | |
| jitna | |
| jitne | |
| jitni | |
| jo | |
| just | |
| jyaada | |
| jyada | |
| k | |
| ka | |
| kaafi | |
| kab | |
| kabhi | |
| kafi | |
| kaha | |
| kahaa | |
| kahaan | |
| kahan | |
| kahi | |
| kahin | |
| kahte | |
| kaisa | |
| kaise | |
| kaisi | |
| kal | |
| kam | |
| kar | |
| kara | |
| kare | |
| karega | |
| karegi | |
| karen | |
| karenge | |
| kari | |
| karke | |
| karna | |
| karne | |
| karni | |
| karo | |
| karta | |
| karte | |
| karti | |
| karu | |
| karun | |
| karunga | |
| karungi | |
| kaun | |
| kaunsa | |
| kayi | |
| kch | |
| ke | |
| keep | |
| keeps | |
| keh | |
| kehte | |
| kept | |
| khud | |
| ki | |
| kin | |
| kine | |
| kinhe | |
| kinho | |
| kinka | |
| kinke | |
| kinki | |
| kinko | |
| kinn | |
| kino | |
| kis | |
| kise | |
| kisi | |
| kiska | |
| kiske | |
| kiski | |
| kisko | |
| kisliye | |
| kisne | |
| kitna | |
| kitne | |
| kitni | |
| kitno | |
| kiya | |
| kiye | |
| know | |
| known | |
| knows | |
| ko | |
| koi | |
| kon | |
| konsa | |
| koyi | |
| krna | |
| krne | |
| kuch | |
| kuchch | |
| kuchh | |
| kul | |
| kull | |
| kya | |
| kyaa | |
| kyu | |
| kyuki | |
| kyun | |
| kyunki | |
| lagta | |
| lagte | |
| lagti | |
| last | |
| lately | |
| later | |
| le | |
| least | |
| lekar | |
| lekin | |
| less | |
| lest | |
| let | |
| let's | |
| li | |
| like | |
| liked | |
| likely | |
| little | |
| liya | |
| liye | |
| ll | |
| lo | |
| log | |
| logon | |
| lol | |
| look | |
| looking | |
| looks | |
| ltd | |
| lunga | |
| m | |
| maan | |
| maana | |
| maane | |
| maani | |
| maano | |
| magar | |
| mai | |
| main | |
| maine | |
| mainly | |
| mana | |
| mane | |
| mani | |
| mano | |
| many | |
| mat | |
| may | |
| maybe | |
| me | |
| mean | |
| meanwhile | |
| mein | |
| mera | |
| mere | |
| merely | |
| meri | |
| might | |
| mightn | |
| mightnt | |
| mightn't | |
| mil | |
| mjhe | |
| more | |
| moreover | |
| most | |
| mostly | |
| much | |
| mujhe | |
| must | |
| mustn | |
| mustnt | |
| mustn't | |
| my | |
| myself | |
| na | |
| naa | |
| naah | |
| nahi | |
| nahin | |
| nai | |
| name | |
| namely | |
| nd | |
| ne | |
| near | |
| nearly | |
| necessary | |
| neeche | |
| need | |
| needn | |
| neednt | |
| needn't | |
| needs | |
| neither | |
| never | |
| nevertheless | |
| new | |
| next | |
| nhi | |
| nine | |
| no | |
| nobody | |
| non | |
| none | |
| noone | |
| nope | |
| nor | |
| normally | |
| not | |
| nothing | |
| novel | |
| now | |
| nowhere | |
| o | |
| obviously | |
| of | |
| off | |
| often | |
| oh | |
| ok | |
| okay | |
| old | |
| on | |
| once | |
| one | |
| ones | |
| only | |
| onto | |
| or | |
| other | |
| others | |
| otherwise | |
| ought | |
| our | |
| ours | |
| ourselves | |
| out | |
| outside | |
| over | |
| overall | |
| own | |
| par | |
| pata | |
| pe | |
| pehla | |
| pehle | |
| pehli | |
| people | |
| per | |
| perhaps | |
| phla | |
| phle | |
| phli | |
| placed | |
| please | |
| plus | |
| poora | |
| poori | |
| provides | |
| pura | |
| puri | |
| q | |
| que | |
| quite | |
| raha | |
| rahaa | |
| rahe | |
| rahi | |
| rakh | |
| rakha | |
| rakhe | |
| rakhen | |
| rakhi | |
| rakho | |
| rather | |
| re | |
| really | |
| reasonably | |
| regarding | |
| regardless | |
| regards | |
| rehte | |
| rha | |
| rhaa | |
| rhe | |
| rhi | |
| ri | |
| right | |
| s | |
| sa | |
| saara | |
| saare | |
| saath | |
| sab | |
| sabhi | |
| sabse | |
| sahi | |
| said | |
| sakta | |
| saktaa | |
| sakte | |
| sakti | |
| same | |
| sang | |
| sara | |
| sath | |
| saw | |
| say | |
| saying | |
| says | |
| se | |
| second | |
| secondly | |
| see | |
| seeing | |
| seem | |
| seemed | |
| seeming | |
| seems | |
| seen | |
| self | |
| selves | |
| sensible | |
| sent | |
| serious | |
| seriously | |
| seven | |
| several | |
| shall | |
| shan | |
| shant | |
| shan't | |
| she | |
| she's | |
| should | |
| shouldn | |
| shouldnt | |
| shouldn't | |
| should've | |
| si | |
| since | |
| six | |
| so | |
| soch | |
| some | |
| somebody | |
| somehow | |
| someone | |
| something | |
| sometime | |
| sometimes | |
| somewhat | |
| somewhere | |
| soon | |
| still | |
| sub | |
| such | |
| sup | |
| sure | |
| t | |
| tab | |
| tabh | |
| tak | |
| take | |
| taken | |
| tarah | |
| teen | |
| teeno | |
| teesra | |
| teesre | |
| teesri | |
| tell | |
| tends | |
| tera | |
| tere | |
| teri | |
| th | |
| tha | |
| than | |
| thank | |
| thanks | |
| thanx | |
| that | |
| that'll | |
| thats | |
| that's | |
| the | |
| theek | |
| their | |
| theirs | |
| them | |
| themselves | |
| then | |
| thence | |
| there | |
| thereafter | |
| thereby | |
| therefore | |
| therein | |
| theres | |
| there's | |
| thereupon | |
| these | |
| they | |
| they'd | |
| they'll | |
| they're | |
| they've | |
| thi | |
| thik | |
| thing | |
| think | |
| thinking | |
| third | |
| this | |
| tho | |
| thoda | |
| thodi | |
| thorough | |
| thoroughly | |
| those | |
| though | |
| thought | |
| three | |
| through | |
| throughout | |
| thru | |
| thus | |
| tjhe | |
| to | |
| together | |
| toh | |
| too | |
| took | |
| toward | |
| towards | |
| tried | |
| tries | |
| true | |
| truly | |
| try | |
| trying | |
| tu | |
| tujhe | |
| tum | |
| tumhara | |
| tumhare | |
| tumhari | |
| tune | |
| twice | |
| two | |
| um | |
| umm | |
| un | |
| under | |
| unhe | |
| unhi | |
| unho | |
| unhone | |
| unka | |
| unkaa | |
| unke | |
| unki | |
| unko | |
| unless | |
| unlikely | |
| unn | |
| unse | |
| until | |
| unto | |
| up | |
| upar | |
| upon | |
| us | |
| use | |
| used | |
| useful | |
| uses | |
| usi | |
| using | |
| uska | |
| uske | |
| usne | |
| uss | |
| usse | |
| ussi | |
| usually | |
| vaala | |
| vaale | |
| vaali | |
| vahaan | |
| vahan | |
| vahi | |
| vahin | |
| vaisa | |
| vaise | |
| vaisi | |
| vala | |
| vale | |
| vali | |
| various | |
| ve | |
| very | |
| via | |
| viz | |
| vo | |
| waala | |
| waale | |
| waali | |
| wagaira | |
| wagairah | |
| wagerah | |
| waha | |
| wahaan | |
| wahan | |
| wahi | |
| wahin | |
| waisa | |
| waise | |
| waisi | |
| wala | |
| wale | |
| wali | |
| want | |
| wants | |
| was | |
| wasn | |
| wasnt | |
| wasn't | |
| way | |
| we | |
| we'd | |
| well | |
| we'll | |
| went | |
| were | |
| we're | |
| weren | |
| werent | |
| weren't | |
| we've | |
| what | |
| whatever | |
| what's | |
| when | |
| whence | |
| whenever | |
| where | |
| whereafter | |
| whereas | |
| whereby | |
| wherein | |
| where's | |
| whereupon | |
| wherever | |
| whether | |
| which | |
| while | |
| who | |
| whoever | |
| whole | |
| whom | |
| who's | |
| whose | |
| why | |
| will | |
| willing | |
| with | |
| within | |
| without | |
| wo | |
| woh | |
| wohi | |
| won | |
| wont | |
| won't | |
| would | |
| wouldn | |
| wouldnt | |
| wouldn't | |
| y | |
| ya | |
| yadi | |
| yah | |
| yaha | |
| yahaan | |
| yahan | |
| yahi | |
| yahin | |
| ye | |
| yeah | |
| yeh | |
| yehi | |
| yes | |
| yet | |
| you | |
| you'd | |
| you'll | |
| your | |
| you're | |
| yours | |
| yourself | |
| yourselves | |
| you've | |
| yup | |