Datasets:

Cohere
/

wikipedia-2023-11-embed-multilingual-v3

@@ -1,1294 +1,1294 @@
 ---
 configs:
-- config_name: ab
   data_files:
   - split: train
     path: ab/*
-- config_name: ace
   data_files:
   - split: train
     path: ace/*
-- config_name: ady
   data_files:
   - split: train
     path: ady/*
-- config_name: af
   data_files:
   - split: train
     path: af/*
-- config_name: als
   data_files:
   - split: train
     path: als/*
-- config_name: alt
   data_files:
   - split: train
     path: alt/*
-- config_name: am
   data_files:
   - split: train
     path: am/*
-- config_name: ami
   data_files:
   - split: train
     path: ami/*
-- config_name: an
   data_files:
   - split: train
     path: an/*
-- config_name: ang
   data_files:
   - split: train
     path: ang/*
-- config_name: anp
   data_files:
   - split: train
     path: anp/*
-- config_name: ar
   data_files:
   - split: train
     path: ar/*
-- config_name: arc
   data_files:
   - split: train
     path: arc/*
-- config_name: ary
   data_files:
   - split: train
     path: ary/*
-- config_name: arz
   data_files:
   - split: train
     path: arz/*
-- config_name: as
   data_files:
   - split: train
     path: as/*
-- config_name: ast
   data_files:
   - split: train
     path: ast/*
-- config_name: atj
   data_files:
   - split: train
     path: atj/*
-- config_name: av
   data_files:
   - split: train
     path: av/*
-- config_name: avk
   data_files:
   - split: train
     path: avk/*
-- config_name: awa
   data_files:
   - split: train
     path: awa/*
-- config_name: ay
   data_files:
   - split: train
     path: ay/*
-- config_name: az
   data_files:
   - split: train
     path: az/*
-- config_name: azb
   data_files:
   - split: train
     path: azb/*
-- config_name: ba
   data_files:
   - split: train
     path: ba/*
-- config_name: ban
   data_files:
   - split: train
     path: ban/*
-- config_name: bar
   data_files:
   - split: train
     path: bar/*
-- config_name: bat-smg
   data_files:
   - split: train
     path: bat-smg/*
-- config_name: bcl
   data_files:
   - split: train
     path: bcl/*
-- config_name: be
   data_files:
   - split: train
     path: be/*
-- config_name: be-x-old
   data_files:
   - split: train
     path: be-x-old/*
-- config_name: bg
   data_files:
   - split: train
     path: bg/*
-- config_name: bh
   data_files:
   - split: train
     path: bh/*
-- config_name: bi
   data_files:
   - split: train
     path: bi/*
-- config_name: bjn
   data_files:
   - split: train
     path: bjn/*
-- config_name: blk
   data_files:
   - split: train
     path: blk/*
-- config_name: bm
   data_files:
   - split: train
     path: bm/*
-- config_name: bn
   data_files:
   - split: train
     path: bn/*
-- config_name: bo
   data_files:
   - split: train
     path: bo/*
-- config_name: bpy
   data_files:
   - split: train
     path: bpy/*
-- config_name: br
   data_files:
   - split: train
     path: br/*
-- config_name: bs
   data_files:
   - split: train
     path: bs/*
-- config_name: bug
   data_files:
   - split: train
     path: bug/*
-- config_name: bxr
   data_files:
   - split: train
     path: bxr/*
-- config_name: ca
   data_files:
   - split: train
     path: ca/*
-- config_name: cbk-zam
   data_files:
   - split: train
     path: cbk-zam/*
-- config_name: cdo
   data_files:
   - split: train
     path: cdo/*
-- config_name: ce
   data_files:
   - split: train
     path: ce/*
-- config_name: ceb
   data_files:
   - split: train
     path: ceb/*
-- config_name: ch
   data_files:
   - split: train
     path: ch/*
-- config_name: chr
   data_files:
   - split: train
     path: chr/*
-- config_name: chy
   data_files:
   - split: train
     path: chy/*
-- config_name: ckb
   data_files:
   - split: train
     path: ckb/*
-- config_name: co
   data_files:
   - split: train
     path: co/*
-- config_name: cr
   data_files:
   - split: train
     path: cr/*
-- config_name: crh
   data_files:
   - split: train
     path: crh/*
-- config_name: cs
   data_files:
   - split: train
     path: cs/*
-- config_name: csb
   data_files:
   - split: train
     path: csb/*
-- config_name: cu
   data_files:
   - split: train
     path: cu/*
-- config_name: cv
   data_files:
   - split: train
     path: cv/*
-- config_name: cy
   data_files:
   - split: train
     path: cy/*
-- config_name: da
   data_files:
   - split: train
     path: da/*
-- config_name: dag
   data_files:
   - split: train
     path: dag/*
-- config_name: de
   data_files:
   - split: train
     path: de/*
-- config_name: din
   data_files:
   - split: train
     path: din/*
-- config_name: diq
   data_files:
   - split: train
     path: diq/*
-- config_name: dsb
   data_files:
   - split: train
     path: dsb/*
-- config_name: dty
   data_files:
   - split: train
     path: dty/*
-- config_name: dv
   data_files:
   - split: train
     path: dv/*
-- config_name: dz
   data_files:
   - split: train
     path: dz/*
-- config_name: ee
   data_files:
   - split: train
     path: ee/*
-- config_name: el
   data_files:
   - split: train
     path: el/*
-- config_name: eml
   data_files:
   - split: train
     path: eml/*
-- config_name: en
   data_files:
   - split: train
     path: en/*
-- config_name: eo
   data_files:
   - split: train
     path: eo/*
-- config_name: es
   data_files:
   - split: train
     path: es/*
-- config_name: et
   data_files:
   - split: train
     path: et/*
-- config_name: eu
   data_files:
   - split: train
     path: eu/*
-- config_name: ext
   data_files:
   - split: train
     path: ext/*
-- config_name: fa
   data_files:
   - split: train
     path: fa/*
-- config_name: fat
   data_files:
   - split: train
     path: fat/*
-- config_name: ff
   data_files:
   - split: train
     path: ff/*
-- config_name: fi
   data_files:
   - split: train
     path: fi/*
-- config_name: fiu-vro
   data_files:
   - split: train
     path: fiu-vro/*
-- config_name: fj
   data_files:
   - split: train
     path: fj/*
-- config_name: fo
   data_files:
   - split: train
     path: fo/*
-- config_name: fon
   data_files:
   - split: train
     path: fon/*
-- config_name: fr
   data_files:
   - split: train
     path: fr/*
-- config_name: frp
   data_files:
   - split: train
     path: frp/*
-- config_name: frr
   data_files:
   - split: train
     path: frr/*
-- config_name: fur
   data_files:
   - split: train
     path: fur/*
-- config_name: fy
   data_files:
   - split: train
     path: fy/*
-- config_name: ga
   data_files:
   - split: train
     path: ga/*
-- config_name: gag
   data_files:
   - split: train
     path: gag/*
-- config_name: gan
   data_files:
   - split: train
     path: gan/*
-- config_name: gcr
   data_files:
   - split: train
     path: gcr/*
-- config_name: gd
   data_files:
   - split: train
     path: gd/*
-- config_name: gl
   data_files:
   - split: train
     path: gl/*
-- config_name: glk
   data_files:
   - split: train
     path: glk/*
-- config_name: gn
   data_files:
   - split: train
     path: gn/*
-- config_name: gom
   data_files:
   - split: train
     path: gom/*
-- config_name: gor
   data_files:
   - split: train
     path: gor/*
-- config_name: got
   data_files:
   - split: train
     path: got/*
-- config_name: gpe
   data_files:
   - split: train
     path: gpe/*
-- config_name: gu
   data_files:
   - split: train
     path: gu/*
-- config_name: guc
   data_files:
   - split: train
     path: guc/*
-- config_name: gur
   data_files:
   - split: train
     path: gur/*
-- config_name: guw
   data_files:
   - split: train
     path: guw/*
-- config_name: gv
   data_files:
   - split: train
     path: gv/*
-- config_name: ha
   data_files:
   - split: train
     path: ha/*
-- config_name: hak
   data_files:
   - split: train
     path: hak/*
-- config_name: haw
   data_files:
   - split: train
     path: haw/*
-- config_name: he
   data_files:
   - split: train
     path: he/*
-- config_name: hi
   data_files:
   - split: train
     path: hi/*
-- config_name: hif
   data_files:
   - split: train
     path: hif/*
-- config_name: hr
   data_files:
   - split: train
     path: hr/*
-- config_name: hsb
   data_files:
   - split: train
     path: hsb/*
-- config_name: ht
   data_files:
   - split: train
     path: ht/*
-- config_name: hu
   data_files:
   - split: train
     path: hu/*
-- config_name: hy
   data_files:
   - split: train
     path: hy/*
-- config_name: hyw
   data_files:
   - split: train
     path: hyw/*
-- config_name: ia
   data_files:
   - split: train
     path: ia/*
-- config_name: id
   data_files:
   - split: train
     path: id/*
-- config_name: ie
   data_files:
   - split: train
     path: ie/*
-- config_name: ig
   data_files:
   - split: train
     path: ig/*
-- config_name: ik
   data_files:
   - split: train
     path: ik/*
-- config_name: ilo
   data_files:
   - split: train
     path: ilo/*
-- config_name: inh
   data_files:
   - split: train
     path: inh/*
-- config_name: io
   data_files:
   - split: train
     path: io/*
-- config_name: is
   data_files:
   - split: train
     path: is/*
-- config_name: it
   data_files:
   - split: train
     path: it/*
-- config_name: iu
   data_files:
   - split: train
     path: iu/*
-- config_name: ja
   data_files:
   - split: train
     path: ja/*
-- config_name: jam
   data_files:
   - split: train
     path: jam/*
-- config_name: jbo
   data_files:
   - split: train
     path: jbo/*
-- config_name: jv
   data_files:
   - split: train
     path: jv/*
-- config_name: ka
   data_files:
   - split: train
     path: ka/*
-- config_name: kaa
   data_files:
   - split: train
     path: kaa/*
-- config_name: kab
   data_files:
   - split: train
     path: kab/*
-- config_name: kbd
   data_files:
   - split: train
     path: kbd/*
-- config_name: kbp
   data_files:
   - split: train
     path: kbp/*
-- config_name: kcg
   data_files:
   - split: train
     path: kcg/*
-- config_name: kg
   data_files:
   - split: train
     path: kg/*
-- config_name: ki
   data_files:
   - split: train
     path: ki/*
-- config_name: kk
   data_files:
   - split: train
     path: kk/*
-- config_name: kl
   data_files:
   - split: train
     path: kl/*
-- config_name: km
   data_files:
   - split: train
     path: km/*
-- config_name: kn
   data_files:
   - split: train
     path: kn/*
-- config_name: ko
   data_files:
   - split: train
     path: ko/*
-- config_name: koi
   data_files:
   - split: train
     path: koi/*
-- config_name: krc
   data_files:
   - split: train
     path: krc/*
-- config_name: ks
   data_files:
   - split: train
     path: ks/*
-- config_name: ksh
   data_files:
   - split: train
     path: ksh/*
-- config_name: ku
   data_files:
   - split: train
     path: ku/*
-- config_name: kv
   data_files:
   - split: train
     path: kv/*
-- config_name: kw
   data_files:
   - split: train
     path: kw/*
-- config_name: ky
   data_files:
   - split: train
     path: ky/*
-- config_name: la
   data_files:
   - split: train
     path: la/*
-- config_name: lad
   data_files:
   - split: train
     path: lad/*
-- config_name: lb
   data_files:
   - split: train
     path: lb/*
-- config_name: lbe
   data_files:
   - split: train
     path: lbe/*
-- config_name: lez
   data_files:
   - split: train
     path: lez/*
-- config_name: lfn
   data_files:
   - split: train
     path: lfn/*
-- config_name: lg
   data_files:
   - split: train
     path: lg/*
-- config_name: li
   data_files:
   - split: train
     path: li/*
-- config_name: lij
   data_files:
   - split: train
     path: lij/*
-- config_name: lld
   data_files:
   - split: train
     path: lld/*
-- config_name: lmo
   data_files:
   - split: train
     path: lmo/*
-- config_name: ln
   data_files:
   - split: train
     path: ln/*
-- config_name: lo
   data_files:
   - split: train
     path: lo/*
-- config_name: lt
   data_files:
   - split: train
     path: lt/*
-- config_name: ltg
   data_files:
   - split: train
     path: ltg/*
-- config_name: lv
   data_files:
   - split: train
     path: lv/*
-- config_name: mad
   data_files:
   - split: train
     path: mad/*
-- config_name: mai
   data_files:
   - split: train
     path: mai/*
-- config_name: map-bms
   data_files:
   - split: train
     path: map-bms/*
-- config_name: mdf
   data_files:
   - split: train
     path: mdf/*
-- config_name: mg
   data_files:
   - split: train
     path: mg/*
-- config_name: mhr
   data_files:
   - split: train
     path: mhr/*
-- config_name: mi
   data_files:
   - split: train
     path: mi/*
-- config_name: min
   data_files:
   - split: train
     path: min/*
-- config_name: mk
   data_files:
   - split: train
     path: mk/*
-- config_name: ml
   data_files:
   - split: train
     path: ml/*
-- config_name: mn
   data_files:
   - split: train
     path: mn/*
-- config_name: mni
   data_files:
   - split: train
     path: mni/*
-- config_name: mnw
   data_files:
   - split: train
     path: mnw/*
-- config_name: mr
   data_files:
   - split: train
     path: mr/*
-- config_name: mrj
   data_files:
   - split: train
     path: mrj/*
-- config_name: ms
   data_files:
   - split: train
     path: ms/*
-- config_name: mt
   data_files:
   - split: train
     path: mt/*
-- config_name: mwl
   data_files:
   - split: train
     path: mwl/*
-- config_name: my
   data_files:
   - split: train
     path: my/*
-- config_name: myv
   data_files:
   - split: train
     path: myv/*
-- config_name: mzn
   data_files:
   - split: train
     path: mzn/*
-- config_name: nah
   data_files:
   - split: train
     path: nah/*
-- config_name: nap
   data_files:
   - split: train
     path: nap/*
-- config_name: nds
   data_files:
   - split: train
     path: nds/*
-- config_name: nds-nl
   data_files:
   - split: train
     path: nds-nl/*
-- config_name: ne
   data_files:
   - split: train
     path: ne/*
-- config_name: new
   data_files:
   - split: train
     path: new/*
-- config_name: nia
   data_files:
   - split: train
     path: nia/*
-- config_name: nl
   data_files:
   - split: train
     path: nl/*
-- config_name: nn
   data_files:
   - split: train
     path: nn/*
-- config_name: no
   data_files:
   - split: train
     path: no/*
-- config_name: nov
   data_files:
   - split: train
     path: nov/*
-- config_name: nqo
   data_files:
   - split: train
     path: nqo/*
-- config_name: nrm
   data_files:
   - split: train
     path: nrm/*
-- config_name: nso
   data_files:
   - split: train
     path: nso/*
-- config_name: nv
   data_files:
   - split: train
     path: nv/*
-- config_name: ny
   data_files:
   - split: train
     path: ny/*
-- config_name: oc
   data_files:
   - split: train
     path: oc/*
-- config_name: olo
   data_files:
   - split: train
     path: olo/*
-- config_name: om
   data_files:
   - split: train
     path: om/*
-- config_name: or
   data_files:
   - split: train
     path: or/*
-- config_name: os
   data_files:
   - split: train
     path: os/*
-- config_name: pa
   data_files:
   - split: train
     path: pa/*
-- config_name: pag
   data_files:
   - split: train
     path: pag/*
-- config_name: pam
   data_files:
   - split: train
     path: pam/*
-- config_name: pap
   data_files:
   - split: train
     path: pap/*
-- config_name: pcd
   data_files:
   - split: train
     path: pcd/*
-- config_name: pcm
   data_files:
   - split: train
     path: pcm/*
-- config_name: pdc
   data_files:
   - split: train
     path: pdc/*
-- config_name: pfl
   data_files:
   - split: train
     path: pfl/*
-- config_name: pi
   data_files:
   - split: train
     path: pi/*
-- config_name: pih
   data_files:
   - split: train
     path: pih/*
-- config_name: pl
   data_files:
   - split: train
     path: pl/*
-- config_name: pms
   data_files:
   - split: train
     path: pms/*
-- config_name: pnb
   data_files:
   - split: train
     path: pnb/*
-- config_name: pnt
   data_files:
   - split: train
     path: pnt/*
-- config_name: ps
   data_files:
   - split: train
     path: ps/*
-- config_name: pt
   data_files:
   - split: train
     path: pt/*
-- config_name: pwn
   data_files:
   - split: train
     path: pwn/*
-- config_name: qu
   data_files:
   - split: train
     path: qu/*
-- config_name: rm
   data_files:
   - split: train
     path: rm/*
-- config_name: rmy
   data_files:
   - split: train
     path: rmy/*
-- config_name: rn
   data_files:
   - split: train
     path: rn/*
-- config_name: ro
   data_files:
   - split: train
     path: ro/*
-- config_name: roa-rup
   data_files:
   - split: train
     path: roa-rup/*
-- config_name: roa-tara
   data_files:
   - split: train
     path: roa-tara/*
-- config_name: ru
   data_files:
   - split: train
     path: ru/*
-- config_name: rue
   data_files:
   - split: train
     path: rue/*
-- config_name: rw
   data_files:
   - split: train
     path: rw/*
-- config_name: sa
   data_files:
   - split: train
     path: sa/*
-- config_name: sah
   data_files:
   - split: train
     path: sah/*
-- config_name: sat
   data_files:
   - split: train
     path: sat/*
-- config_name: sc
   data_files:
   - split: train
     path: sc/*
-- config_name: scn
   data_files:
   - split: train
     path: scn/*
-- config_name: sco
   data_files:
   - split: train
     path: sco/*
-- config_name: sd
   data_files:
   - split: train
     path: sd/*
-- config_name: se
   data_files:
   - split: train
     path: se/*
-- config_name: sg
   data_files:
   - split: train
     path: sg/*
-- config_name: sh
   data_files:
   - split: train
     path: sh/*
-- config_name: shi
   data_files:
   - split: train
     path: shi/*
-- config_name: shn
   data_files:
   - split: train
     path: shn/*
-- config_name: si
   data_files:
   - split: train
     path: si/*
-- config_name: simple
   data_files:
   - split: train
     path: simple/*
-- config_name: sk
   data_files:
   - split: train
     path: sk/*
-- config_name: skr
   data_files:
   - split: train
     path: skr/*
-- config_name: sl
   data_files:
   - split: train
     path: sl/*
-- config_name: sm
   data_files:
   - split: train
     path: sm/*
-- config_name: smn
   data_files:
   - split: train
     path: smn/*
-- config_name: sn
   data_files:
   - split: train
     path: sn/*
-- config_name: so
   data_files:
   - split: train
     path: so/*
-- config_name: sq
   data_files:
   - split: train
     path: sq/*
-- config_name: sr
   data_files:
   - split: train
     path: sr/*
-- config_name: srn
   data_files:
   - split: train
     path: srn/*
-- config_name: ss
   data_files:
   - split: train
     path: ss/*
-- config_name: st
   data_files:
   - split: train
     path: st/*
-- config_name: stq
   data_files:
   - split: train
     path: stq/*
-- config_name: su
   data_files:
   - split: train
     path: su/*
-- config_name: sv
   data_files:
   - split: train
     path: sv/*
-- config_name: sw
   data_files:
   - split: train
     path: sw/*
-- config_name: szl
   data_files:
   - split: train
     path: szl/*
-- config_name: szy
   data_files:
   - split: train
     path: szy/*
-- config_name: ta
   data_files:
   - split: train
     path: ta/*
-- config_name: tay
   data_files:
   - split: train
     path: tay/*
-- config_name: tcy
   data_files:
   - split: train
     path: tcy/*
-- config_name: te
   data_files:
   - split: train
     path: te/*
-- config_name: tet
   data_files:
   - split: train
     path: tet/*
-- config_name: tg
   data_files:
   - split: train
     path: tg/*
-- config_name: th
   data_files:
   - split: train
     path: th/*
-- config_name: ti
   data_files:
   - split: train
     path: ti/*
-- config_name: tk
   data_files:
   - split: train
     path: tk/*
-- config_name: tl
   data_files:
   - split: train
     path: tl/*
-- config_name: tly
   data_files:
   - split: train
     path: tly/*
-- config_name: tn
   data_files:
   - split: train
     path: tn/*
-- config_name: to
   data_files:
   - split: train
     path: to/*
-- config_name: tpi
   data_files:
   - split: train
     path: tpi/*
-- config_name: tr
   data_files:
   - split: train
     path: tr/*
-- config_name: trv
   data_files:
   - split: train
     path: trv/*
-- config_name: ts
   data_files:
   - split: train
     path: ts/*
-- config_name: tt
   data_files:
   - split: train
     path: tt/*
-- config_name: tum
   data_files:
   - split: train
     path: tum/*
-- config_name: tw
   data_files:
   - split: train
     path: tw/*
-- config_name: ty
   data_files:
   - split: train
     path: ty/*
-- config_name: tyv
   data_files:
   - split: train
     path: tyv/*
-- config_name: udm
   data_files:
   - split: train
     path: udm/*
-- config_name: ug
   data_files:
   - split: train
     path: ug/*
-- config_name: uk
   data_files:
   - split: train
     path: uk/*
-- config_name: ur
   data_files:
   - split: train
     path: ur/*
-- config_name: uz
   data_files:
   - split: train
     path: uz/*
-- config_name: ve
   data_files:
   - split: train
     path: ve/*
-- config_name: vec
   data_files:
   - split: train
     path: vec/*
-- config_name: vep
   data_files:
   - split: train
     path: vep/*
-- config_name: vi
   data_files:
   - split: train
     path: vi/*
-- config_name: vls
   data_files:
   - split: train
     path: vls/*
-- config_name: vo
   data_files:
   - split: train
     path: vo/*
-- config_name: wa
   data_files:
   - split: train
     path: wa/*
-- config_name: war
   data_files:
   - split: train
     path: war/*
-- config_name: wo
   data_files:
   - split: train
     path: wo/*
-- config_name: wuu
   data_files:
   - split: train
     path: wuu/*
-- config_name: xal
   data_files:
   - split: train
     path: xal/*
-- config_name: xh
   data_files:
   - split: train
     path: xh/*
-- config_name: xmf
   data_files:
   - split: train
     path: xmf/*
-- config_name: yi
   data_files:
   - split: train
     path: yi/*
-- config_name: yo
   data_files:
   - split: train
     path: yo/*
-- config_name: za
   data_files:
   - split: train
     path: za/*
-- config_name: zea
   data_files:
   - split: train
     path: zea/*
-- config_name: zh
   data_files:
   - split: train
     path: zh/*
-- config_name: zh-classical
   data_files:
   - split: train
     path: zh-classical/*
-- config_name: zh-min-nan
   data_files:
   - split: train
     path: zh-min-nan/*
-- config_name: zh-yue
   data_files:
   - split: train
     path: zh-yue/*
-- config_name: zu
   data_files:
   - split: train
     path: zu/*
@@ -1296,7 +1296,78 @@ configs:
 # Multilingual Embeddings for Wikipedia in 300+ Languages
 ## Overview

 ---
 configs:
+- config_name: "ab"
   data_files:
   - split: train
     path: ab/*
+- config_name: "ace"
   data_files:
   - split: train
     path: ace/*
+- config_name: "ady"
   data_files:
   - split: train
     path: ady/*
+- config_name: "af"
   data_files:
   - split: train
     path: af/*
+- config_name: "als"
   data_files:
   - split: train
     path: als/*
+- config_name: "alt"
   data_files:
   - split: train
     path: alt/*
+- config_name: "am"
   data_files:
   - split: train
     path: am/*
+- config_name: "ami"
   data_files:
   - split: train
     path: ami/*
+- config_name: "an"
   data_files:
   - split: train
     path: an/*
+- config_name: "ang"
   data_files:
   - split: train
     path: ang/*
+- config_name: "anp"
   data_files:
   - split: train
     path: anp/*
+- config_name: "ar"
   data_files:
   - split: train
     path: ar/*
+- config_name: "arc"
   data_files:
   - split: train
     path: arc/*
+- config_name: "ary"
   data_files:
   - split: train
     path: ary/*
+- config_name: "arz"
   data_files:
   - split: train
     path: arz/*
+- config_name: "as"
   data_files:
   - split: train
     path: as/*
+- config_name: "ast"
   data_files:
   - split: train
     path: ast/*
+- config_name: "atj"
   data_files:
   - split: train
     path: atj/*
+- config_name: "av"
   data_files:
   - split: train
     path: av/*
+- config_name: "avk"
   data_files:
   - split: train
     path: avk/*
+- config_name: "awa"
   data_files:
   - split: train
     path: awa/*
+- config_name: "ay"
   data_files:
   - split: train
     path: ay/*
+- config_name: "az"
   data_files:
   - split: train
     path: az/*
+- config_name: "azb"
   data_files:
   - split: train
     path: azb/*
+- config_name: "ba"
   data_files:
   - split: train
     path: ba/*
+- config_name: "ban"
   data_files:
   - split: train
     path: ban/*
+- config_name: "bar"
   data_files:
   - split: train
     path: bar/*
+- config_name: "bat-smg"
   data_files:
   - split: train
     path: bat-smg/*
+- config_name: "bcl"
   data_files:
   - split: train
     path: bcl/*
+- config_name: "be"
   data_files:
   - split: train
     path: be/*
+- config_name: "be-x-old"
   data_files:
   - split: train
     path: be-x-old/*
+- config_name: "bg"
   data_files:
   - split: train
     path: bg/*
+- config_name: "bh"
   data_files:
   - split: train
     path: bh/*
+- config_name: "bi"
   data_files:
   - split: train
     path: bi/*
+- config_name: "bjn"
   data_files:
   - split: train
     path: bjn/*
+- config_name: "blk"
   data_files:
   - split: train
     path: blk/*
+- config_name: "bm"
   data_files:
   - split: train
     path: bm/*
+- config_name: "bn"
   data_files:
   - split: train
     path: bn/*
+- config_name: "bo"
   data_files:
   - split: train
     path: bo/*
+- config_name: "bpy"
   data_files:
   - split: train
     path: bpy/*
+- config_name: "br"
   data_files:
   - split: train
     path: br/*
+- config_name: "bs"
   data_files:
   - split: train
     path: bs/*
+- config_name: "bug"
   data_files:
   - split: train
     path: bug/*
+- config_name: "bxr"
   data_files:
   - split: train
     path: bxr/*
+- config_name: "ca"
   data_files:
   - split: train
     path: ca/*
+- config_name: "cbk-zam"
   data_files:
   - split: train
     path: cbk-zam/*
+- config_name: "cdo"
   data_files:
   - split: train
     path: cdo/*
+- config_name: "ce"
   data_files:
   - split: train
     path: ce/*
+- config_name: "ceb"
   data_files:
   - split: train
     path: ceb/*
+- config_name: "ch"
   data_files:
   - split: train
     path: ch/*
+- config_name: "chr"
   data_files:
   - split: train
     path: chr/*
+- config_name: "chy"
   data_files:
   - split: train
     path: chy/*
+- config_name: "ckb"
   data_files:
   - split: train
     path: ckb/*
+- config_name: "co"
   data_files:
   - split: train
     path: co/*
+- config_name: "cr"
   data_files:
   - split: train
     path: cr/*
+- config_name: "crh"
   data_files:
   - split: train
     path: crh/*
+- config_name: "cs"
   data_files:
   - split: train
     path: cs/*
+- config_name: "csb"
   data_files:
   - split: train
     path: csb/*
+- config_name: "cu"
   data_files:
   - split: train
     path: cu/*
+- config_name: "cv"
   data_files:
   - split: train
     path: cv/*
+- config_name: "cy"
   data_files:
   - split: train
     path: cy/*
+- config_name: "da"
   data_files:
   - split: train
     path: da/*
+- config_name: "dag"
   data_files:
   - split: train
     path: dag/*
+- config_name: "de"
   data_files:
   - split: train
     path: de/*
+- config_name: "din"
   data_files:
   - split: train
     path: din/*
+- config_name: "diq"
   data_files:
   - split: train
     path: diq/*
+- config_name: "dsb"
   data_files:
   - split: train
     path: dsb/*
+- config_name: "dty"
   data_files:
   - split: train
     path: dty/*
+- config_name: "dv"
   data_files:
   - split: train
     path: dv/*
+- config_name: "dz"
   data_files:
   - split: train
     path: dz/*
+- config_name: "ee"
   data_files:
   - split: train
     path: ee/*
+- config_name: "el"
   data_files:
   - split: train
     path: el/*
+- config_name: "eml"
   data_files:
   - split: train
     path: eml/*
+- config_name: "en"
   data_files:
   - split: train
     path: en/*
+- config_name: "eo"
   data_files:
   - split: train
     path: eo/*
+- config_name: "es"
   data_files:
   - split: train
     path: es/*
+- config_name: "et"
   data_files:
   - split: train
     path: et/*
+- config_name: "eu"
   data_files:
   - split: train
     path: eu/*
+- config_name: "ext"
   data_files:
   - split: train
     path: ext/*
+- config_name: "fa"
   data_files:
   - split: train
     path: fa/*
+- config_name: "fat"
   data_files:
   - split: train
     path: fat/*
+- config_name: "ff"
   data_files:
   - split: train
     path: ff/*
+- config_name: "fi"
   data_files:
   - split: train
     path: fi/*
+- config_name: "fiu-vro"
   data_files:
   - split: train
     path: fiu-vro/*
+- config_name: "fj"
   data_files:
   - split: train
     path: fj/*
+- config_name: "fo"
   data_files:
   - split: train
     path: fo/*
+- config_name: "fon"
   data_files:
   - split: train
     path: fon/*
+- config_name: "fr"
   data_files:
   - split: train
     path: fr/*
+- config_name: "frp"
   data_files:
   - split: train
     path: frp/*
+- config_name: "frr"
   data_files:
   - split: train
     path: frr/*
+- config_name: "fur"
   data_files:
   - split: train
     path: fur/*
+- config_name: "fy"
   data_files:
   - split: train
     path: fy/*
+- config_name: "ga"
   data_files:
   - split: train
     path: ga/*
+- config_name: "gag"
   data_files:
   - split: train
     path: gag/*
+- config_name: "gan"
   data_files:
   - split: train
     path: gan/*
+- config_name: "gcr"
   data_files:
   - split: train
     path: gcr/*
+- config_name: "gd"
   data_files:
   - split: train
     path: gd/*
+- config_name: "gl"
   data_files:
   - split: train
     path: gl/*
+- config_name: "glk"
   data_files:
   - split: train
     path: glk/*
+- config_name: "gn"
   data_files:
   - split: train
     path: gn/*
+- config_name: "gom"
   data_files:
   - split: train
     path: gom/*
+- config_name: "gor"
   data_files:
   - split: train
     path: gor/*
+- config_name: "got"
   data_files:
   - split: train
     path: got/*
+- config_name: "gpe"
   data_files:
   - split: train
     path: gpe/*
+- config_name: "gu"
   data_files:
   - split: train
     path: gu/*
+- config_name: "guc"
   data_files:
   - split: train
     path: guc/*
+- config_name: "gur"
   data_files:
   - split: train
     path: gur/*
+- config_name: "guw"
   data_files:
   - split: train
     path: guw/*
+- config_name: "gv"
   data_files:
   - split: train
     path: gv/*
+- config_name: "ha"
   data_files:
   - split: train
     path: ha/*
+- config_name: "hak"
   data_files:
   - split: train
     path: hak/*
+- config_name: "haw"
   data_files:
   - split: train
     path: haw/*
+- config_name: "he"
   data_files:
   - split: train
     path: he/*
+- config_name: "hi"
   data_files:
   - split: train
     path: hi/*
+- config_name: "hif"
   data_files:
   - split: train
     path: hif/*
+- config_name: "hr"
   data_files:
   - split: train
     path: hr/*
+- config_name: "hsb"
   data_files:
   - split: train
     path: hsb/*
+- config_name: "ht"
   data_files:
   - split: train
     path: ht/*
+- config_name: "hu"
   data_files:
   - split: train
     path: hu/*
+- config_name: "hy"
   data_files:
   - split: train
     path: hy/*
+- config_name: "hyw"
   data_files:
   - split: train
     path: hyw/*
+- config_name: "ia"
   data_files:
   - split: train
     path: ia/*
+- config_name: "id"
   data_files:
   - split: train
     path: id/*
+- config_name: "ie"
   data_files:
   - split: train
     path: ie/*
+- config_name: "ig"
   data_files:
   - split: train
     path: ig/*
+- config_name: "ik"
   data_files:
   - split: train
     path: ik/*
+- config_name: "ilo"
   data_files:
   - split: train
     path: ilo/*
+- config_name: "inh"
   data_files:
   - split: train
     path: inh/*
+- config_name: "io"
   data_files:
   - split: train
     path: io/*
+- config_name: "is"
   data_files:
   - split: train
     path: is/*
+- config_name: "it"
   data_files:
   - split: train
     path: it/*
+- config_name: "iu"
   data_files:
   - split: train
     path: iu/*
+- config_name: "ja"
   data_files:
   - split: train
     path: ja/*
+- config_name: "jam"
   data_files:
   - split: train
     path: jam/*
+- config_name: "jbo"
   data_files:
   - split: train
     path: jbo/*
+- config_name: "jv"
   data_files:
   - split: train
     path: jv/*
+- config_name: "ka"
   data_files:
   - split: train
     path: ka/*
+- config_name: "kaa"
   data_files:
   - split: train
     path: kaa/*
+- config_name: "kab"
   data_files:
   - split: train
     path: kab/*
+- config_name: "kbd"
   data_files:
   - split: train
     path: kbd/*
+- config_name: "kbp"
   data_files:
   - split: train
     path: kbp/*
+- config_name: "kcg"
   data_files:
   - split: train
     path: kcg/*
+- config_name: "kg"
   data_files:
   - split: train
     path: kg/*
+- config_name: "ki"
   data_files:
   - split: train
     path: ki/*
+- config_name: "kk"
   data_files:
   - split: train
     path: kk/*
+- config_name: "kl"
   data_files:
   - split: train
     path: kl/*
+- config_name: "km"
   data_files:
   - split: train
     path: km/*
+- config_name: "kn"
   data_files:
   - split: train
     path: kn/*
+- config_name: "ko"
   data_files:
   - split: train
     path: ko/*
+- config_name: "koi"
   data_files:
   - split: train
     path: koi/*
+- config_name: "krc"
   data_files:
   - split: train
     path: krc/*
+- config_name: "ks"
   data_files:
   - split: train
     path: ks/*
+- config_name: "ksh"
   data_files:
   - split: train
     path: ksh/*
+- config_name: "ku"
   data_files:
   - split: train
     path: ku/*
+- config_name: "kv"
   data_files:
   - split: train
     path: kv/*
+- config_name: "kw"
   data_files:
   - split: train
     path: kw/*
+- config_name: "ky"
   data_files:
   - split: train
     path: ky/*
+- config_name: "la"
   data_files:
   - split: train
     path: la/*
+- config_name: "lad"
   data_files:
   - split: train
     path: lad/*
+- config_name: "lb"
   data_files:
   - split: train
     path: lb/*
+- config_name: "lbe"
   data_files:
   - split: train
     path: lbe/*
+- config_name: "lez"
   data_files:
   - split: train
     path: lez/*
+- config_name: "lfn"
   data_files:
   - split: train
     path: lfn/*
+- config_name: "lg"
   data_files:
   - split: train
     path: lg/*
+- config_name: "li"
   data_files:
   - split: train
     path: li/*
+- config_name: "lij"
   data_files:
   - split: train
     path: lij/*
+- config_name: "lld"
   data_files:
   - split: train
     path: lld/*
+- config_name: "lmo"
   data_files:
   - split: train
     path: lmo/*
+- config_name: "ln"
   data_files:
   - split: train
     path: ln/*
+- config_name: "lo"
   data_files:
   - split: train
     path: lo/*
+- config_name: "lt"
   data_files:
   - split: train
     path: lt/*
+- config_name: "ltg"
   data_files:
   - split: train
     path: ltg/*
+- config_name: "lv"
   data_files:
   - split: train
     path: lv/*
+- config_name: "mad"
   data_files:
   - split: train
     path: mad/*
+- config_name: "mai"
   data_files:
   - split: train
     path: mai/*
+- config_name: "map-bms"
   data_files:
   - split: train
     path: map-bms/*
+- config_name: "mdf"
   data_files:
   - split: train
     path: mdf/*
+- config_name: "mg"
   data_files:
   - split: train
     path: mg/*
+- config_name: "mhr"
   data_files:
   - split: train
     path: mhr/*
+- config_name: "mi"
   data_files:
   - split: train
     path: mi/*
+- config_name: "min"
   data_files:
   - split: train
     path: min/*
+- config_name: "mk"
   data_files:
   - split: train
     path: mk/*
+- config_name: "ml"
   data_files:
   - split: train
     path: ml/*
+- config_name: "mn"
   data_files:
   - split: train
     path: mn/*
+- config_name: "mni"
   data_files:
   - split: train
     path: mni/*
+- config_name: "mnw"
   data_files:
   - split: train
     path: mnw/*
+- config_name: "mr"
   data_files:
   - split: train
     path: mr/*
+- config_name: "mrj"
   data_files:
   - split: train
     path: mrj/*
+- config_name: "ms"
   data_files:
   - split: train
     path: ms/*
+- config_name: "mt"
   data_files:
   - split: train
     path: mt/*
+- config_name: "mwl"
   data_files:
   - split: train
     path: mwl/*
+- config_name: "my"
   data_files:
   - split: train
     path: my/*
+- config_name: "myv"
   data_files:
   - split: train
     path: myv/*
+- config_name: "mzn"
   data_files:
   - split: train
     path: mzn/*
+- config_name: "nah"
   data_files:
   - split: train
     path: nah/*
+- config_name: "nap"
   data_files:
   - split: train
     path: nap/*
+- config_name: "nds"
   data_files:
   - split: train
     path: nds/*
+- config_name: "nds-nl"
   data_files:
   - split: train
     path: nds-nl/*
+- config_name: "ne"
   data_files:
   - split: train
     path: ne/*
+- config_name: "new"
   data_files:
   - split: train
     path: new/*
+- config_name: "nia"
   data_files:
   - split: train
     path: nia/*
+- config_name: "nl"
   data_files:
   - split: train
     path: nl/*
+- config_name: "nn"
   data_files:
   - split: train
     path: nn/*
+- config_name: "no"
   data_files:
   - split: train
     path: no/*
+- config_name: "nov"
   data_files:
   - split: train
     path: nov/*
+- config_name: "nqo"
   data_files:
   - split: train
     path: nqo/*
+- config_name: "nrm"
   data_files:
   - split: train
     path: nrm/*
+- config_name: "nso"
   data_files:
   - split: train
     path: nso/*
+- config_name: "nv"
   data_files:
   - split: train
     path: nv/*
+- config_name: "ny"
   data_files:
   - split: train
     path: ny/*
+- config_name: "oc"
   data_files:
   - split: train
     path: oc/*
+- config_name: "olo"
   data_files:
   - split: train
     path: olo/*
+- config_name: "om"
   data_files:
   - split: train
     path: om/*
+- config_name: "or"
   data_files:
   - split: train
     path: or/*
+- config_name: "os"
   data_files:
   - split: train
     path: os/*
+- config_name: "pa"
   data_files:
   - split: train
     path: pa/*
+- config_name: "pag"
   data_files:
   - split: train
     path: pag/*
+- config_name: "pam"
   data_files:
   - split: train
     path: pam/*
+- config_name: "pap"
   data_files:
   - split: train
     path: pap/*
+- config_name: "pcd"
   data_files:
   - split: train
     path: pcd/*
+- config_name: "pcm"
   data_files:
   - split: train
     path: pcm/*
+- config_name: "pdc"
   data_files:
   - split: train
     path: pdc/*
+- config_name: "pfl"
   data_files:
   - split: train
     path: pfl/*
+- config_name: "pi"
   data_files:
   - split: train
     path: pi/*
+- config_name: "pih"
   data_files:
   - split: train
     path: pih/*
+- config_name: "pl"
   data_files:
   - split: train
     path: pl/*
+- config_name: "pms"
   data_files:
   - split: train
     path: pms/*
+- config_name: "pnb"
   data_files:
   - split: train
     path: pnb/*
+- config_name: "pnt"
   data_files:
   - split: train
     path: pnt/*
+- config_name: "ps"
   data_files:
   - split: train
     path: ps/*
+- config_name: "pt"
   data_files:
   - split: train
     path: pt/*
+- config_name: "pwn"
   data_files:
   - split: train
     path: pwn/*
+- config_name: "qu"
   data_files:
   - split: train
     path: qu/*
+- config_name: "rm"
   data_files:
   - split: train
     path: rm/*
+- config_name: "rmy"
   data_files:
   - split: train
     path: rmy/*
+- config_name: "rn"
   data_files:
   - split: train
     path: rn/*
+- config_name: "ro"
   data_files:
   - split: train
     path: ro/*
+- config_name: "roa-rup"
   data_files:
   - split: train
     path: roa-rup/*
+- config_name: "roa-tara"
   data_files:
   - split: train
     path: roa-tara/*
+- config_name: "ru"
   data_files:
   - split: train
     path: ru/*
+- config_name: "rue"
   data_files:
   - split: train
     path: rue/*
+- config_name: "rw"
   data_files:
   - split: train
     path: rw/*
+- config_name: "sa"
   data_files:
   - split: train
     path: sa/*
+- config_name: "sah"
   data_files:
   - split: train
     path: sah/*
+- config_name: "sat"
   data_files:
   - split: train
     path: sat/*
+- config_name: "sc"
   data_files:
   - split: train
     path: sc/*
+- config_name: "scn"
   data_files:
   - split: train
     path: scn/*
+- config_name: "sco"
   data_files:
   - split: train
     path: sco/*
+- config_name: "sd"
   data_files:
   - split: train
     path: sd/*
+- config_name: "se"
   data_files:
   - split: train
     path: se/*
+- config_name: "sg"
   data_files:
   - split: train
     path: sg/*
+- config_name: "sh"
   data_files:
   - split: train
     path: sh/*
+- config_name: "shi"
   data_files:
   - split: train
     path: shi/*
+- config_name: "shn"
   data_files:
   - split: train
     path: shn/*
+- config_name: "si"
   data_files:
   - split: train
     path: si/*
+- config_name: "simple"
   data_files:
   - split: train
     path: simple/*
+- config_name: "sk"
   data_files:
   - split: train
     path: sk/*
+- config_name: "skr"
   data_files:
   - split: train
     path: skr/*
+- config_name: "sl"
   data_files:
   - split: train
     path: sl/*
+- config_name: "sm"
   data_files:
   - split: train
     path: sm/*
+- config_name: "smn"
   data_files:
   - split: train
     path: smn/*
+- config_name: "sn"
   data_files:
   - split: train
     path: sn/*
+- config_name: "so"
   data_files:
   - split: train
     path: so/*
+- config_name: "sq"
   data_files:
   - split: train
     path: sq/*
+- config_name: "sr"
   data_files:
   - split: train
     path: sr/*
+- config_name: "srn"
   data_files:
   - split: train
     path: srn/*
+- config_name: "ss"
   data_files:
   - split: train
     path: ss/*
+- config_name: "st"
   data_files:
   - split: train
     path: st/*
+- config_name: "stq"
   data_files:
   - split: train
     path: stq/*
+- config_name: "su"
   data_files:
   - split: train
     path: su/*
+- config_name: "sv"
   data_files:
   - split: train
     path: sv/*
+- config_name: "sw"
   data_files:
   - split: train
     path: sw/*
+- config_name: "szl"
   data_files:
   - split: train
     path: szl/*
+- config_name: "szy"
   data_files:
   - split: train
     path: szy/*
+- config_name: "ta"
   data_files:
   - split: train
     path: ta/*
+- config_name: "tay"
   data_files:
   - split: train
     path: tay/*
+- config_name: "tcy"
   data_files:
   - split: train
     path: tcy/*
+- config_name: "te"
   data_files:
   - split: train
     path: te/*
+- config_name: "tet"
   data_files:
   - split: train
     path: tet/*
+- config_name: "tg"
   data_files:
   - split: train
     path: tg/*
+- config_name: "th"
   data_files:
   - split: train
     path: th/*
+- config_name: "ti"
   data_files:
   - split: train
     path: ti/*
+- config_name: "tk"
   data_files:
   - split: train
     path: tk/*
+- config_name: "tl"
   data_files:
   - split: train
     path: tl/*
+- config_name: "tly"
   data_files:
   - split: train
     path: tly/*
+- config_name: "tn"
   data_files:
   - split: train
     path: tn/*
+- config_name: "to"
   data_files:
   - split: train
     path: to/*
+- config_name: "tpi"
   data_files:
   - split: train
     path: tpi/*
+- config_name: "tr"
   data_files:
   - split: train
     path: tr/*
+- config_name: "trv"
   data_files:
   - split: train
     path: trv/*
+- config_name: "ts"
   data_files:
   - split: train
     path: ts/*
+- config_name: "tt"
   data_files:
   - split: train
     path: tt/*
+- config_name: "tum"
   data_files:
   - split: train
     path: tum/*
+- config_name: "tw"
   data_files:
   - split: train
     path: tw/*
+- config_name: "ty"
   data_files:
   - split: train
     path: ty/*
+- config_name: "tyv"
   data_files:
   - split: train
     path: tyv/*
+- config_name: "udm"
   data_files:
   - split: train
     path: udm/*
+- config_name: "ug"
   data_files:
   - split: train
     path: ug/*
+- config_name: "uk"
   data_files:
   - split: train
     path: uk/*
+- config_name: "ur"
   data_files:
   - split: train
     path: ur/*
+- config_name: "uz"
   data_files:
   - split: train
     path: uz/*
+- config_name: "ve"
   data_files:
   - split: train
     path: ve/*
+- config_name: "vec"
   data_files:
   - split: train
     path: vec/*
+- config_name: "vep"
   data_files:
   - split: train
     path: vep/*
+- config_name: "vi"
   data_files:
   - split: train
     path: vi/*
+- config_name: "vls"
   data_files:
   - split: train
     path: vls/*
+- config_name: "vo"
   data_files:
   - split: train
     path: vo/*
+- config_name: "wa"
   data_files:
   - split: train
     path: wa/*
+- config_name: "war"
   data_files:
   - split: train
     path: war/*
+- config_name: "wo"
   data_files:
   - split: train
     path: wo/*
+- config_name: "wuu"
   data_files:
   - split: train
     path: wuu/*
+- config_name: "xal"
   data_files:
   - split: train
     path: xal/*
+- config_name: "xh"
   data_files:
   - split: train
     path: xh/*
+- config_name: "xmf"
   data_files:
   - split: train
     path: xmf/*
+- config_name: "yi"
   data_files:
   - split: train
     path: yi/*
+- config_name: "yo"
   data_files:
   - split: train
     path: yo/*
+- config_name: "za"
   data_files:
   - split: train
     path: za/*
+- config_name: "zea"
   data_files:
   - split: train
     path: zea/*
+- config_name: "zh"
   data_files:
   - split: train
     path: zh/*
+- config_name: "zh-classical"
   data_files:
   - split: train
     path: zh-classical/*
+- config_name: "zh-min-nan"
   data_files:
   - split: train
     path: zh-min-nan/*
+- config_name: "zh-yue"
   data_files:
   - split: train
     path: zh-yue/*
+- config_name: "zu"
   data_files:
   - split: train
     path: zu/*
 # Multilingual Embeddings for Wikipedia in 300+ Languages
+This dataset contains the [wikimedia/wikipedia](https://huggingface.co/datasets/wikimedia/wikipedia) dataset dump from 2023-11-01 from Wikipedia in all 300+ languages.
+The individual articles have been chunked and embedded with the state-of-the-art multilingual [Cohere Embed V3 embedding model](https://txt.cohere.com/introducing-embed-v3/). This enables an easy way to semantically search across all of Wikipedia or to use it as a knowledge source for your RAG application.
+##  Loading the dataset
+### Loading the document embeddings
+The `corpus` split contains all document embeddings of the corpus.
+You can either load the dataset like this:
+```python
+from datasets import load_dataset
+lang = "simple" #Use the Simple English Wikipedia subset
+docs = load_dataset("Cohere/wikipedia-2023-11-embed-multilingual-v3", lang, split="train")
+```
+Or you can also stream it without downloading it before:
+```python
+from datasets import load_dataset
+lang = "simple" #Use the Simple English Wikipedia subset
+docs = load_dataset("Cohere/wikipedia-2023-11-embed-multilingual-v3", lang, split="train", streaming=True)
+for doc in docs:
+	doc_id = doc['_id']
+	title = doc['title']
+	text = doc['text']
+	emb = doc['emb']
+```
+Note, depending on the language, the download can be quite large.
+## Search
+A full search example:
+```python
+#Run: pip install cohere datasets
+from datasets import load_dataset
+import torch
+import cohere
+co = cohere.Client(f"<<COHERE_API_KEY>>")  # Add your cohere API key from www.cohere.com
+lang = "simple"
+#Load at max 1000 chunks + embeddings
+max_docs = 1000
+docs_stream = load_dataset(f"Cohere/wikipedia-2023-11-embed-multilingual-v3", lang, split="train", streaming=True)
+docs = []
+doc_embeddings = []
+for doc in docs_stream:
+    docs.append(doc)
+    doc_embeddings.append(doc['emb'])
+    if len(docs) >= max_docs:
+        break
+doc_embeddings = torch.tensor(doc_embeddings)
+query = 'Who founded Youtube'
+response = co.embed(texts=[query], model='embed-multilingual-v3.0', input_type="search_query")
+query_embedding = response.embeddings
+query_embedding = torch.tensor(query_embedding)
+# Compute dot score between query embedding and document embeddings
+dot_scores = torch.mm(query_embedding, doc_embeddings.transpose(0, 1))
+top_k = torch.topk(dot_scores, k=3)
+# Print results
+print("Query:", query)
+for doc_id in top_k.indices[0].tolist():
+    print(docs[doc_id]['title'])
+    print(docs[doc_id]['text'])
+    print(docs[doc_id]['url'], "\n")
+```
 ## Overview