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README.md

@@ -0,0 +1,973 @@
+---
+library_name: transformers
+language:
+- bas
+- bem
+- bnt
+- bss
+- cce
+- cjk
+- cwe
+- de
+- dig
+- dug
+- en
+- es
+- fr
+- gog
+- gwr
+- hay
+- heh
+- hz
+- jmc
+- kam
+- kdc
+- kdn
+- kg
+- ki
+- kj
+- kki
+- kkj
+- kmb
+- ksb
+- lem
+- lg
+- ln
+- lon
+- lsm
+- lua
+- luy
+- mcp
+- myx
+- nd
+- ng
+- nim
+- nnb
+- nr
+- nso
+- nuj
+- ny
+- nyf
+- nyn
+- nyo
+- nyy
+- old
+- ozm
+- pkb
+- pt
+- rim
+- rn
+- rw
+- seh
+- sn
+- ss
+- st
+- suk
+- sw
+- sxb
+- thk
+- tlj
+- tn
+- toh
+- toi
+- ts
+- tum
+- umb
+- ve
+- vmw
+- vun
+- wmw
+- xh
+- xog
+- zu
+
+tags:
+- translation
+- opus-mt-tc-bible
+
+license: apache-2.0
+model-index:
+- name: opus-mt-tc-bible-big-deu_eng_fra_por_spa-bnt
+  results:
+  - task:
+      name: Translation deu-tsn
+      type: translation
+      args: deu-tsn
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: deu-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 11.9
+       - name: chr-F
+         type: chrf
+         value: 0.39738
+  - task:
+      name: Translation eng-kin
+      type: translation
+      args: eng-kin
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-kin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 11.1
+       - name: chr-F
+         type: chrf
+         value: 0.41492
+  - task:
+      name: Translation eng-lin
+      type: translation
+      args: eng-lin
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-lin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.7
+       - name: chr-F
+         type: chrf
+         value: 0.45568
+  - task:
+      name: Translation eng-nso
+      type: translation
+      args: eng-nso
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-nso
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 20.8
+       - name: chr-F
+         type: chrf
+         value: 0.48626
+  - task:
+      name: Translation eng-nya
+      type: translation
+      args: eng-nya
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-nya
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.7
+       - name: chr-F
+         type: chrf
+         value: 0.45067
+  - task:
+      name: Translation eng-sna
+      type: translation
+      args: eng-sna
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-sna
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.1
+       - name: chr-F
+         type: chrf
+         value: 0.45629
+  - task:
+      name: Translation eng-sot
+      type: translation
+      args: eng-sot
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-sot
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.4
+       - name: chr-F
+         type: chrf
+         value: 0.45331
+  - task:
+      name: Translation eng-tsn
+      type: translation
+      args: eng-tsn
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 17.7
+       - name: chr-F
+         type: chrf
+         value: 0.45233
+  - task:
+      name: Translation eng-tso
+      type: translation
+      args: eng-tso
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-tso
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.3
+       - name: chr-F
+         type: chrf
+         value: 0.48529
+  - task:
+      name: Translation eng-xho
+      type: translation
+      args: eng-xho
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-xho
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.1
+       - name: chr-F
+         type: chrf
+         value: 0.51974
+  - task:
+      name: Translation eng-zul
+      type: translation
+      args: eng-zul
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: eng-zul
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.0
+       - name: chr-F
+         type: chrf
+         value: 0.53320
+  - task:
+      name: Translation fra-lin
+      type: translation
+      args: fra-lin
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: fra-lin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.0
+       - name: chr-F
+         type: chrf
+         value: 0.44410
+  - task:
+      name: Translation fra-tsn
+      type: translation
+      args: fra-tsn
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: fra-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 12.0
+       - name: chr-F
+         type: chrf
+         value: 0.39823
+  - task:
+      name: Translation por-lin
+      type: translation
+      args: por-lin
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: por-lin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 11.7
+       - name: chr-F
+         type: chrf
+         value: 0.42944
+  - task:
+      name: Translation por-tsn
+      type: translation
+      args: por-tsn
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: por-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.5
+       - name: chr-F
+         type: chrf
+         value: 0.37629
+  - task:
+      name: Translation eng-lin
+      type: translation
+      args: eng-lin
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: eng lin devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.2
+       - name: chr-F
+         type: chrf
+         value: 0.43748
+  - task:
+      name: Translation eng-nso
+      type: translation
+      args: eng-nso
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: eng nso devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.4
+       - name: chr-F
+         type: chrf
+         value: 0.47122
+  - task:
+      name: Translation eng-xho
+      type: translation
+      args: eng-xho
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: eng xho devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 11.6
+       - name: chr-F
+         type: chrf
+         value: 0.50110
+  - task:
+      name: Translation por-lin
+      type: translation
+      args: por-lin
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: por lin devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.7
+       - name: chr-F
+         type: chrf
+         value: 0.41675
+  - task:
+      name: Translation deu-swa
+      type: translation
+      args: deu-swa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: deu-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.0
+       - name: chr-F
+         type: chrf
+         value: 0.48979
+  - task:
+      name: Translation deu-tsn
+      type: translation
+      args: deu-tsn
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: deu-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.4
+       - name: chr-F
+         type: chrf
+         value: 0.41894
+  - task:
+      name: Translation eng-kin
+      type: translation
+      args: eng-kin
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: eng-kin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.5
+       - name: chr-F
+         type: chrf
+         value: 0.39546
+  - task:
+      name: Translation eng-nya
+      type: translation
+      args: eng-nya
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: eng-nya
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.9
+       - name: chr-F
+         type: chrf
+         value: 0.46801
+  - task:
+      name: Translation eng-swa
+      type: translation
+      args: eng-swa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: eng-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 33.4
+       - name: chr-F
+         type: chrf
+         value: 0.60117
+  - task:
+      name: Translation eng-tsn
+      type: translation
+      args: eng-tsn
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: eng-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.2
+       - name: chr-F
+         type: chrf
+         value: 0.46599
+  - task:
+      name: Translation eng-xho
+      type: translation
+      args: eng-xho
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: eng-xho
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 11.2
+       - name: chr-F
+         type: chrf
+         value: 0.48847
+  - task:
+      name: Translation eng-zul
+      type: translation
+      args: eng-zul
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: eng-zul
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.7
+       - name: chr-F
+         type: chrf
+         value: 0.49764
+  - task:
+      name: Translation fra-swa
+      type: translation
+      args: fra-swa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: fra-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 17.5
+       - name: chr-F
+         type: chrf
+         value: 0.45494
+  - task:
+      name: Translation fra-tsn
+      type: translation
+      args: fra-tsn
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: fra-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.3
+       - name: chr-F
+         type: chrf
+         value: 0.41426
+  - task:
+      name: Translation por-swa
+      type: translation
+      args: por-swa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: por-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.0
+       - name: chr-F
+         type: chrf
+         value: 0.46465
+  - task:
+      name: Translation por-tsn
+      type: translation
+      args: por-tsn
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: por-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.5
+       - name: chr-F
+         type: chrf
+         value: 0.40236
+  - task:
+      name: Translation spa-swa
+      type: translation
+      args: spa-swa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: spa-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.1
+       - name: chr-F
+         type: chrf
+         value: 0.46670
+  - task:
+      name: Translation spa-tsn
+      type: translation
+      args: spa-tsn
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: spa-tsn
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.2
+       - name: chr-F
+         type: chrf
+         value: 0.40263
+  - task:
+      name: Translation eng-swa
+      type: translation
+      args: eng-swa
+    dataset:
+      name: tatoeba-test-v2021-08-07
+      type: tatoeba_mt
+      args: eng-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 32.7
+       - name: chr-F
+         type: chrf
+         value: 0.60298
+  - task:
+      name: Translation eng-kin
+      type: translation
+      args: eng-kin
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: eng-kin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 11.3
+       - name: chr-F
+         type: chrf
+         value: 0.40952
+  - task:
+      name: Translation eng-lin
+      type: translation
+      args: eng-lin
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: eng-lin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.5
+       - name: chr-F
+         type: chrf
+         value: 0.44670
+  - task:
+      name: Translation eng-lug
+      type: translation
+      args: eng-lug
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: eng-lug
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.9
+       - name: chr-F
+         type: chrf
+         value: 0.38546
+  - task:
+      name: Translation eng-swa
+      type: translation
+      args: eng-swa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: eng-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 28.0
+       - name: chr-F
+         type: chrf
+         value: 0.56798
+  - task:
+      name: Translation eng-zul
+      type: translation
+      args: eng-zul
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: eng-zul
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.4
+       - name: chr-F
+         type: chrf
+         value: 0.53624
+  - task:
+      name: Translation fra-lin
+      type: translation
+      args: fra-lin
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: fra-lin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 12.0
+       - name: chr-F
+         type: chrf
+         value: 0.39748
+  - task:
+      name: Translation fra-swa
+      type: translation
+      args: fra-swa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: fra-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.8
+       - name: chr-F
+         type: chrf
+         value: 0.44926
+  - task:
+      name: Translation por-lin
+      type: translation
+      args: por-lin
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: por-lin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 12.5
+       - name: chr-F
+         type: chrf
+         value: 0.41729
+  - task:
+      name: Translation por-swa
+      type: translation
+      args: por-swa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: por-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.6
+       - name: chr-F
+         type: chrf
+         value: 0.49303
+  - task:
+      name: Translation spa-lin
+      type: translation
+      args: spa-lin
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: spa-lin
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 12.1
+       - name: chr-F
+         type: chrf
+         value: 0.41645
+  - task:
+      name: Translation spa-swa
+      type: translation
+      args: spa-swa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: spa-swa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.8
+       - name: chr-F
+         type: chrf
+         value: 0.48614
+---
+# opus-mt-tc-bible-big-deu_eng_fra_por_spa-bnt
+
+## Table of Contents
+- [Model Details](#model-details)
+- [Uses](#uses)
+- [Risks, Limitations and Biases](#risks-limitations-and-biases)
+- [How to Get Started With the Model](#how-to-get-started-with-the-model)
+- [Training](#training)
+- [Evaluation](#evaluation)
+- [Citation Information](#citation-information)
+- [Acknowledgements](#acknowledgements)
+
+## Model Details
+
+Neural machine translation model for translating from unknown (deu+eng+fra+por+spa) to Bantu languages (bnt).
+
+This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train).
+**Model Description:**
+- **Developed by:** Language Technology Research Group at the University of Helsinki
+- **Model Type:** Translation (transformer-big)
+- **Release**: 2024-05-30
+- **License:** Apache-2.0
+- **Language(s):**  
+  - Source Language(s): deu eng fra por spa
+  - Target Language(s): bas bem bnt bss cce cjk cwe dig dug gog gwr hay heh her jmc kam kdc kdn kik kin kki kkj kmb kng kon ksb kua ldi lem lin lon lsm lua lug luy mcp myx nbl nde ndo nim nnb nso nuj nya nyf nyn nyo nyy old ozm pkb rim run seh sna sot ssw suk swa swc swh sxb thk tlj toh toi tsn tso tum umb ven vmw vun wmw xho xog zul
+  - Valid Target Language Labels: >>abb<< >>agh<< >>akw<< >>asa<< >>auh<< >>axk<< >>baf<< >>bag<< >>bas<< >>bbg<< >>bbi<< >>bbm<< >>bcp<< >>bdp<< >>bdu<< >>beb<< >>bem<< >>beq<< >>bez<< >>bhy<< >>bip<< >>biw<< >>biz<< >>bja<< >>bkf<< >>bkh<< >>bkj<< >>bkp<< >>bkt<< >>bkw<< >>bli<< >>blv<< >>bmb<< >>bmg<< >>bml<< >>bmw<< >>bng<< >>bni<< >>bnm<< >>bnt_Latn<< >>bnx<< >>boh<< >>bok<< >>bou<< >>boy<< >>bpj<< >>bqm<< >>bqu<< >>bqz<< >>brf<< >>bri<< >>brl<< >>bsi<< >>bss<< >>btb<< >>btc<< >>buf<< >>bui<< >>bum<< >>buu<< >>buw<< >>bvb<< >>bvg<< >>bvx<< >>bwc<< >>bwg<< >>bwl<< >>bws<< >>bwt<< >>bww<< >>bwz<< >>bxc<< >>bxg<< >>bxp<< >>byi<< >>bzm<< >>bzo<< >>cce<< >>ccl<< >>cgg<< >>chw<< >>cjk<< >>cjk_Latn<< >>coh<< >>cuh<< >>cwa<< >>cwb<< >>cwe<< >>dav<< >>dde<< >>dez<< >>dhm<< >>dhs<< >>dig<< >>dii<< >>diu<< >>diz<< >>dma<< >>dmx<< >>dne<< >>doe<< >>dov<< >>dua<< >>dug<< >>dzn<< >>ebo<< >>ebu<< >>ekm<< >>eko<< >>eto<< >>ewo<< >>fan<< >>fip<< >>flr<< >>fwe<< >>gev<< >>gey<< >>gmx<< >>gog<< >>guz<< >>gwe<< >>gwr<< >>gyi<< >>han<< >>haq<< >>hav<< >>hay<< >>hba<< >>heh<< >>hem<< >>her<< >>hij<< >>hka<< >>hke<< >>hol<< >>hom<< >>hoo<< >>hum<< >>ifm<< >>ikz<< >>ilb<< >>isn<< >>iyx<< >>jgb<< >>jit<< >>jmc<< >>job<< >>kam<< >>kbj<< >>kbs<< >>kck<< >>kcu<< >>kcv<< >>kcw<< >>kcz<< >>kdc<< >>kde<< >>kdg<< >>kdn<< >>keb<< >>ked<< >>khu<< >>khx<< >>khy<< >>kik<< >>kin<< >>kiv<< >>kiz<< >>kki<< >>kkj<< >>kkq<< >>kkw<< >>kmb<< >>kme<< >>kmw<< >>kng<< >>kny<< >>koh<< >>kon<< >>koo<< >>koq<< >>kqn<< >>ksb<< >>ksf<< >>ksv<< >>ktf<< >>ktu<< >>kty<< >>kua<< >>kuj<< >>kwc<< >>kwm<< >>kwn<< >>kws<< >>kwu<< >>kxx<< >>kya<< >>kzn<< >>kzo<< >>kzy<< >>lag<< >>lai<< >>lam<< >>lch<< >>ldi<< >>lea<< >>leb<< >>leh<< >>lej<< >>lel<< >>lem<< >>leo<< >>lfa<< >>lgm<< >>lgz<< >>lie<< >>lik<< >>lin<< >>liz<< >>lke<< >>llb<< >>lli<< >>lnb<< >>lol<< >>lon<< >>loo<< >>loq<< >>loz<< >>lse<< >>lsm<< >>lua<< >>lub<< >>lue<< >>lug<< >>luj<< >>lum<< >>lun<< >>lup<< >>luy<< >>lwa<< >>lyn<< >>mbm<< >>mbo<< >>mck<< >>mcp<< >>mcx<< >>mdn<< >>mdp<< >>mdq<< >>mdt<< >>mdu<< >>mdw<< >>mer<< >>mfu<< >>mgg<< >>mgh<< >>mgq<< >>mgr<< >>mgs<< >>mgv<< >>mgw<< >>mgy<< >>mgz<< >>mhb<< >>mhm<< >>mho<< >>mhw<< >>mjh<< >>mkk<< >>mkw<< >>mlb<< >>mlk<< >>mmu<< >>mmz<< >>mny<< >>mow<< >>mpa<< >>mvw<< >>mwe<< >>mwn<< >>mws<< >>mwz<< >>mxc<< >>mxg<< >>mxo<< >>myc<< >>mye<< >>myx<< >>mzd<< >>nba<< >>nbd<< >>nbl<< >>nda<< >>ndc<< >>nde<< >>ndg<< >>ndh<< >>ndj<< >>ndk<< >>ndl<< >>ndn<< >>ndo<< >>ndq<< >>ndw<< >>ngc<< >>ngd<< >>ngl<< >>ngo<< >>ngp<< >>ngq<< >>ngy<< >>ngz<< >>nih<< >>nim<< >>nix<< >>njx<< >>njy<< >>nka<< >>nkc<< >>nkn<< >>nkt<< >>nkv<< >>nkw<< >>nlj<< >>nlo<< >>nmd<< >>nmg<< >>nmq<< >>nnb<< >>nnb_Latn<< >>nne<< >>nnq<< >>noq<< >>now<< >>nql<< >>nra<< >>nse<< >>nso<< >>nsx<< >>nte<< >>ntk<< >>nto<< >>nui<< >>nuj<< >>nvo<< >>nxd<< >>nxi<< >>nxo<< >>nya<< >>nyc<< >>nye<< >>nyf<< >>nyg<< >>nyj<< >>nyk<< >>nym<< >>nyn<< >>nyo<< >>nyr<< >>nyu<< >>nyy<< >>nzb<< >>nzd<< >>old<< >>olu<< >>oml<< >>ozm<< >>pae<< >>pbr<< >>pem<< >>phm<< >>pic<< >>piw<< >>pkb<< >>pmm<< >>pof<< >>poy<< >>puu<< >>reg<< >>rim<< >>rnd<< >>rng<< >>rnw<< >>rof<< >>rub<< >>ruc<< >>ruf<< >>run<< >>rwk<< >>rwm<< >>sak<< >>sbk<< >>sbm<< >>sbp<< >>sbs<< >>sbw<< >>sby<< >>sdj<< >>seg<< >>seh<< >>sgm<< >>shc<< >>shq<< >>shr<< >>sie<< >>skt<< >>slx<< >>smd<< >>smx<< >>sna<< >>sng<< >>snq<< >>soc<< >>sod<< >>soe<< >>soo<< >>sop<< >>sot<< >>sox<< >>soz<< >>ssc<< >>ssw<< >>sub<< >>suj<< >>suk<< >>suw<< >>swa<< >>swb<< >>swc<< >>swh<< >>swj<< >>swk<< >>sxb<< >>sxe<< >>syi<< >>syx<< >>szg<< >>szv<< >>tap<< >>tbt<< >>tck<< >>teg<< >>tek<< >>tga<< >>thk<< >>tii<< >>tke<< >>tlj<< >>tll<< >>tmv<< >>tny<< >>tog<< >>toh<< >>toi<< >>toi_Latn<< >>tsa<< >>tsc<< >>tsn<< >>tso<< >>tsv<< >>ttf<< >>ttj<< >>ttl<< >>tum<< >>tvs<< >>tvu<< >>twl<< >>two<< >>twx<< >>tyi<< >>tyx<< >>ukh<< >>umb<< >>vau<< >>ven<< >>vid<< >>vif<< >>vin<< >>vmk<< >>vmr<< >>vmw<< >>vum<< >>vun<< >>wbh<< >>wbi<< >>wdd<< >>wlc<< >>wmw<< >>wni<< >>won<< >>wum<< >>wun<< >>xdo<< >>xho<< >>xku<< >>xkv<< >>xma<< >>xmc<< >>xog<< >>xsq<< >>yaf<< >>yao<< >>yas<< >>yat<< >>yav<< >>yel<< >>yey<< >>yko<< >>ymk<< >>yns<< >>yom<< >>zaj<< >>zak<< >>zdj<< >>zga<< >>zin<< >>zmb<< >>zmf<< >>zmn<< >>zmp<< >>zmq<< >>zms<< >>zmw<< >>zmx<< >>zul<<
+- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-bnt/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip)
+- **Resources for more information:**
+  -  [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/deu%2Beng%2Bfra%2Bpor%2Bspa-bnt/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30)
+  - [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train)
+  - [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian)
+  - [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/)
+  - [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1)
+  - [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/)
+
+This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>bas<<`
+
+## Uses
+
+This model can be used for translation and text-to-text generation.
+
+## Risks, Limitations and Biases
+
+**CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.**
+
+Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)).
+
+## How to Get Started With the Model
+
+A short example code:
+
+```python
+from transformers import MarianMTModel, MarianTokenizer
+
+src_text = [
+    ">>bas<< Replace this with text in an accepted source language.",
+    ">>zul<< This is the second sentence."
+]
+
+model_name = "pytorch-models/opus-mt-tc-bible-big-deu_eng_fra_por_spa-bnt"
+tokenizer = MarianTokenizer.from_pretrained(model_name)
+model = MarianMTModel.from_pretrained(model_name)
+translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True))
+
+for t in translated:
+    print( tokenizer.decode(t, skip_special_tokens=True) )
+```
+
+You can also use OPUS-MT models with the transformers pipelines, for example:
+
+```python
+from transformers import pipeline
+pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-deu_eng_fra_por_spa-bnt")
+print(pipe(">>bas<< Replace this with text in an accepted source language."))
+```
+
+## Training
+
+- **Data**: opusTCv20230926max50+bt+jhubc ([source](https://github.com/Helsinki-NLP/Tatoeba-Challenge))
+- **Pre-processing**: SentencePiece (spm32k,spm32k)
+- **Model Type:**  transformer-big
+- **Original MarianNMT Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-bnt/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip)
+- **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train)
+
+## Evaluation
+
+* [Model scores at the OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/deu%2Beng%2Bfra%2Bpor%2Bspa-bnt/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30)
+* test set translations: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-bnt/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt)
+* test set scores: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-bnt/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt)
+* benchmark results: [benchmark_results.txt](benchmark_results.txt)
+* benchmark output: [benchmark_translations.zip](benchmark_translations.zip)
+
+| langpair | testset | chr-F | BLEU  | #sent | #words |
+|----------|---------|-------|-------|-------|--------|
+| eng-run | tatoeba-test-v2021-08-07 | 0.44207 | 11.8 | 1703 | 6710 |
+| eng-swa | tatoeba-test-v2021-08-07 | 0.60298 | 32.7 | 387 | 1888 |
+| fra-run | tatoeba-test-v2021-08-07 | 0.42664 | 11.2 | 1274 | 5081 |
+| spa-run | tatoeba-test-v2021-08-07 | 0.41921 | 10.5 | 963 | 3886 |
+| eng-lin | flores101-devtest | 0.43748 | 13.2 | 1012 | 26769 |
+| eng-nso | flores101-devtest | 0.47122 | 19.4 | 1012 | 31298 |
+| eng-sna | flores101-devtest | 0.44294 | 9.4 | 1012 | 20105 |
+| eng-xho | flores101-devtest | 0.50110 | 11.6 | 1012 | 18227 |
+| fra-sna | flores101-devtest | 0.40676 | 6.2 | 1012 | 20105 |
+| por-lin | flores101-devtest | 0.41675 | 10.7 | 1012 | 26769 |
+| spa-lin | flores101-devtest | 0.40631 | 8.8 | 1012 | 26769 |
+| deu-lin | flores200-devtest | 0.40763 | 9.9 | 1012 | 26769 |
+| deu-xho | flores200-devtest | 0.40586 | 4.8 | 1012 | 18227 |
+| eng-kin | flores200-devtest | 0.41492 | 11.1 | 1012 | 22774 |
+| eng-lin | flores200-devtest | 0.45568 | 14.7 | 1012 | 26769 |
+| eng-nso | flores200-devtest | 0.48626 | 20.8 | 1012 | 31298 |
+| eng-nya | flores200-devtest | 0.45067 | 10.7 | 1012 | 22180 |
+| eng-sna | flores200-devtest | 0.45629 | 10.1 | 1012 | 20105 |
+| eng-sot | flores200-devtest | 0.45331 | 15.4 | 1012 | 31600 |
+| eng-ssw | flores200-devtest | 0.43635 | 7.1 | 1012 | 18508 |
+| eng-tsn | flores200-devtest | 0.45233 | 17.7 | 1012 | 33831 |
+| eng-tso | flores200-devtest | 0.48529 | 18.3 | 1012 | 29548 |
+| eng-xho | flores200-devtest | 0.51974 | 13.1 | 1012 | 18227 |
+| eng-zul | flores200-devtest | 0.53320 | 14.0 | 1012 | 18556 |
+| fra-lin | flores200-devtest | 0.44410 | 13.0 | 1012 | 26769 |
+| fra-sna | flores200-devtest | 0.42053 | 6.9 | 1012 | 20105 |
+| fra-xho | flores200-devtest | 0.44537 | 7.1 | 1012 | 18227 |
+| fra-zul | flores200-devtest | 0.41291 | 5.7 | 1012 | 18556 |
+| por-lin | flores200-devtest | 0.42944 | 11.7 | 1012 | 26769 |
+| por-xho | flores200-devtest | 0.41363 | 5.8 | 1012 | 18227 |
+| spa-lin | flores200-devtest | 0.41938 | 9.4 | 1012 | 26769 |
+| deu-swa | ntrex128 | 0.48979 | 18.0 | 1997 | 46859 |
+| deu-tsn | ntrex128 | 0.41894 | 15.4 | 1997 | 71271 |
+| eng-nya | ntrex128 | 0.46801 | 14.9 | 1997 | 43727 |
+| eng-ssw | ntrex128 | 0.42880 | 6.7 | 1997 | 36169 |
+| eng-swa | ntrex128 | 0.60117 | 33.4 | 1997 | 46859 |
+| eng-tsn | ntrex128 | 0.46599 | 22.2 | 1997 | 71271 |
+| eng-xho | ntrex128 | 0.48847 | 11.2 | 1997 | 35439 |
+| eng-zul | ntrex128 | 0.49764 | 10.7 | 1997 | 34438 |
+| fra-swa | ntrex128 | 0.45494 | 17.5 | 1997 | 46859 |
+| fra-tsn | ntrex128 | 0.41426 | 15.3 | 1997 | 71271 |
+| fra-xho | ntrex128 | 0.41206 | 5.2 | 1997 | 35439 |
+| por-swa | ntrex128 | 0.46465 | 18.0 | 1997 | 46859 |
+| por-tsn | ntrex128 | 0.40236 | 14.5 | 1997 | 71271 |
+| por-xho | ntrex128 | 0.40070 | 5.0 | 1997 | 35439 |
+| spa-swa | ntrex128 | 0.46670 | 18.1 | 1997 | 46859 |
+| spa-tsn | ntrex128 | 0.40263 | 14.2 | 1997 | 71271 |
+| spa-xho | ntrex128 | 0.40247 | 4.9 | 1997 | 35439 |
+| eng-kin | tico19-test | 0.40952 | 11.3 | 2100 | 55034 |
+| eng-lin | tico19-test | 0.44670 | 15.5 | 2100 | 61116 |
+| eng-swa | tico19-test | 0.56798 | 28.0 | 2100 | 58846 |
+| eng-zul | tico19-test | 0.53624 | 14.4 | 2100 | 44098 |
+| fra-swa | tico19-test | 0.44926 | 16.8 | 2100 | 58846 |
+| fra-zul | tico19-test | 0.40588 | 6.0 | 2100 | 44098 |
+| por-lin | tico19-test | 0.41729 | 12.5 | 2100 | 61116 |
+| por-swa | tico19-test | 0.49303 | 19.6 | 2100 | 58846 |
+| spa-lin | tico19-test | 0.41645 | 12.1 | 2100 | 61116 |
+| spa-swa | tico19-test | 0.48614 | 18.8 | 2100 | 58846 |
+| spa-zul | tico19-test | 0.40058 | 5.3 | 2100 | 44098 |
+
+## Citation Information
+
+* Publications: [Democratizing neural machine translation with OPUS-MT](https://doi.org/10.1007/s10579-023-09704-w) and [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.)
+
+```bibtex
+@article{tiedemann2023democratizing,
+  title={Democratizing neural machine translation with {OPUS-MT}},
+  author={Tiedemann, J{\"o}rg and Aulamo, Mikko and Bakshandaeva, Daria and Boggia, Michele and Gr{\"o}nroos, Stig-Arne and Nieminen, Tommi and Raganato, Alessandro and Scherrer, Yves and Vazquez, Raul and Virpioja, Sami},
+  journal={Language Resources and Evaluation},
+  number={58},
+  pages={713--755},
+  year={2023},
+  publisher={Springer Nature},
+  issn={1574-0218},
+  doi={10.1007/s10579-023-09704-w}
+}
+
+@inproceedings{tiedemann-thottingal-2020-opus,
+    title = "{OPUS}-{MT} {--} Building open translation services for the World",
+    author = {Tiedemann, J{\"o}rg  and Thottingal, Santhosh},
+    booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation",
+    month = nov,
+    year = "2020",
+    address = "Lisboa, Portugal",
+    publisher = "European Association for Machine Translation",
+    url = "https://aclanthology.org/2020.eamt-1.61",
+    pages = "479--480",
+}
+
+@inproceedings{tiedemann-2020-tatoeba,
+    title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}",
+    author = {Tiedemann, J{\"o}rg},
+    booktitle = "Proceedings of the Fifth Conference on Machine Translation",
+    month = nov,
+    year = "2020",
+    address = "Online",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2020.wmt-1.139",
+    pages = "1174--1182",
+}
+```
+
+## Acknowledgements
+
+The work is supported by the [HPLT project](https://hplt-project.org/), funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland, and the [EuroHPC supercomputer LUMI](https://www.lumi-supercomputer.eu/).
+
+## Model conversion info
+
+* transformers version: 4.45.1
+* OPUS-MT git hash: 0882077
+* port time: Tue Oct  8 01:00:29 EEST 2024
+* port machine: LM0-400-22516.local

benchmark_results.txt

@@ -0,0 +1,216 @@
+multi-multi	tatoeba-test-v2020-07-28-v2023-09-26	0.43414	11.6	6293	25973
+deu-kam	flores101-devtest	0.20549	1.8	1012	23656
+deu-sna	flores101-devtest	0.35655	4.4	1012	20105
+deu-umb	flores101-devtest	0.24496	1.0	1012	20203
+eng-lin	flores101-devtest	0.43748	13.2	1012	26769
+eng-lug	flores101-devtest	0.32632	5.3	1012	20070
+eng-nso	flores101-devtest	0.47122	19.4	1012	31298
+eng-sna	flores101-devtest	0.44294	9.4	1012	20105
+eng-xho	flores101-devtest	0.50110	11.6	1012	18227
+fra-lug	flores101-devtest	0.30351	3.5	1012	20070
+fra-sna	flores101-devtest	0.40676	6.2	1012	20105
+por-lin	flores101-devtest	0.41675	10.7	1012	26769
+por-nso	flores101-devtest	0.30661	5.6	1012	31298
+por-xho	flores101-devtest	0.39822	5.3	1012	18227
+spa-lin	flores101-devtest	0.40631	8.8	1012	26769
+spa-lug	flores101-devtest	0.30296	3.2	1012	20070
+spa-swh	flores101-devtest	0.22466	1.1	1012	23959
+spa-xho	flores101-devtest	0.37483	3.5	1012	18227
+deu-bem	flores200-devtest	0.32696	4.4	1012	25648
+deu-cjk	flores200-devtest	0.20525	1.5	1012	22991
+deu-kam	flores200-devtest	0.21503	2.1	1012	23656
+deu-kik	flores200-devtest	0.26259	3.6	1012	26527
+deu-kin	flores200-devtest	0.32115	5.0	1012	22774
+deu-kmb	flores200-devtest	0.23421	1.7	1012	25787
+deu-kon	flores200-devtest	0.37890	7.9	1012	30121
+deu-lin	flores200-devtest	0.40763	9.9	1012	26769
+deu-lua	flores200-devtest	0.19764	1.8	1012	25734
+deu-lug	flores200-devtest	0.31632	3.7	1012	20070
+deu-nso	flores200-devtest	0.35024	7.4	1012	31298
+deu-nya	flores200-devtest	0.34096	4.5	1012	22180
+deu-run	flores200-devtest	0.35378	5.6	1012	22986
+deu-sna	flores200-devtest	0.37424	5.0	1012	20105
+deu-sot	flores200-devtest	0.32589	6.5	1012	31600
+deu-ssw	flores200-devtest	0.37053	3.6	1012	18508
+deu-swh	flores200-devtest	0.21885	1.2	1012	23959
+deu-tsn	flores200-devtest	0.39738	11.9	1012	33831
+deu-tso	flores200-devtest	0.34314	7.2	1012	29548
+deu-tum	flores200-devtest	0.11324	0.6	1012	27273
+deu-umb	flores200-devtest	0.25744	1.2	1012	20650
+deu-xho	flores200-devtest	0.40586	4.8	1012	18227
+deu-zul	flores200-devtest	0.37724	4.1	1012	18556
+eng-bem	flores200-devtest	0.36381	7.1	1012	25648
+eng-cjk	flores200-devtest	0.22543	1.9	1012	22991
+eng-kam	flores200-devtest	0.21102	2.4	1012	23656
+eng-kik	flores200-devtest	0.25486	4.3	1012	26527
+eng-kin	flores200-devtest	0.41492	11.1	1012	22774
+eng-kmb	flores200-devtest	0.22656	1.7	1012	25787
+eng-kon	flores200-devtest	0.37759	9.8	1012	30121
+eng-lin	flores200-devtest	0.45568	14.7	1012	26769
+eng-lua	flores200-devtest	0.18222	1.9	1012	25734
+eng-lug	flores200-devtest	0.34208	5.9	1012	20070
+eng-nso	flores200-devtest	0.48626	20.8	1012	31298
+eng-nya	flores200-devtest	0.45067	10.7	1012	22180
+eng-run	flores200-devtest	0.38821	8.5	1012	22986
+eng-sna	flores200-devtest	0.45629	10.1	1012	20105
+eng-sot	flores200-devtest	0.45331	15.4	1012	31600
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config.json

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+}

generation_config.json

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