Initial commit

.gitattributes

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README.md

@@ -0,0 +1,2529 @@
+---
+library_name: transformers
+language:
+- anp
+- as
+- awa
+- bho
+- bn
+- bpy
+- de
+- dv
+- en
+- es
+- fr
+- gbm
+- gu
+- hi
+- hif
+- hne
+- hns
+- kok
+- ks
+- lah
+- mag
+- mai
+- mr
+- ne
+- or
+- pa
+- pi
+- pt
+- rhg
+- rmy
+- rom
+- sa
+- sd
+- si
+- skr
+- syl
+- ur
+
+tags:
+- translation
+- opus-mt-tc-bible
+
+license: apache-2.0
+model-index:
+- name: opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa
+  results:
+  - task:
+      name: Translation asm-eng
+      type: translation
+      args: asm-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: asm-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.9
+       - name: chr-F
+         type: chrf
+         value: 0.48584
+  - task:
+      name: Translation asm-por
+      type: translation
+      args: asm-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: asm-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.1
+       - name: chr-F
+         type: chrf
+         value: 0.35028
+  - task:
+      name: Translation awa-deu
+      type: translation
+      args: awa-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: awa-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.5
+       - name: chr-F
+         type: chrf
+         value: 0.47173
+  - task:
+      name: Translation awa-eng
+      type: translation
+      args: awa-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: awa-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 24.5
+       - name: chr-F
+         type: chrf
+         value: 0.50582
+  - task:
+      name: Translation awa-fra
+      type: translation
+      args: awa-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: awa-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.4
+       - name: chr-F
+         type: chrf
+         value: 0.49682
+  - task:
+      name: Translation awa-por
+      type: translation
+      args: awa-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: awa-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.5
+       - name: chr-F
+         type: chrf
+         value: 0.49663
+  - task:
+      name: Translation awa-spa
+      type: translation
+      args: awa-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: awa-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.1
+       - name: chr-F
+         type: chrf
+         value: 0.43740
+  - task:
+      name: Translation ben-deu
+      type: translation
+      args: ben-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: ben-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.6
+       - name: chr-F
+         type: chrf
+         value: 0.47330
+  - task:
+      name: Translation ben-eng
+      type: translation
+      args: ben-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: ben-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 30.5
+       - name: chr-F
+         type: chrf
+         value: 0.58077
+  - task:
+      name: Translation ben-fra
+      type: translation
+      args: ben-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: ben-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.6
+       - name: chr-F
+         type: chrf
+         value: 0.50884
+  - task:
+      name: Translation ben-por
+      type: translation
+      args: ben-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: ben-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.4
+       - name: chr-F
+         type: chrf
+         value: 0.50054
+  - task:
+      name: Translation ben-spa
+      type: translation
+      args: ben-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: ben-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.2
+       - name: chr-F
+         type: chrf
+         value: 0.44159
+  - task:
+      name: Translation bho-deu
+      type: translation
+      args: bho-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: bho-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 12.6
+       - name: chr-F
+         type: chrf
+         value: 0.42660
+  - task:
+      name: Translation bho-eng
+      type: translation
+      args: bho-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: bho-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.7
+       - name: chr-F
+         type: chrf
+         value: 0.50609
+  - task:
+      name: Translation bho-fra
+      type: translation
+      args: bho-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: bho-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.8
+       - name: chr-F
+         type: chrf
+         value: 0.44889
+  - task:
+      name: Translation bho-por
+      type: translation
+      args: bho-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: bho-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.9
+       - name: chr-F
+         type: chrf
+         value: 0.44582
+  - task:
+      name: Translation bho-spa
+      type: translation
+      args: bho-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: bho-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.1
+       - name: chr-F
+         type: chrf
+         value: 0.40581
+  - task:
+      name: Translation guj-deu
+      type: translation
+      args: guj-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: guj-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.8
+       - name: chr-F
+         type: chrf
+         value: 0.46665
+  - task:
+      name: Translation guj-eng
+      type: translation
+      args: guj-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: guj-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 34.3
+       - name: chr-F
+         type: chrf
+         value: 0.61383
+  - task:
+      name: Translation guj-fra
+      type: translation
+      args: guj-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: guj-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.3
+       - name: chr-F
+         type: chrf
+         value: 0.50410
+  - task:
+      name: Translation guj-por
+      type: translation
+      args: guj-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: guj-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.3
+       - name: chr-F
+         type: chrf
+         value: 0.49257
+  - task:
+      name: Translation guj-spa
+      type: translation
+      args: guj-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: guj-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.6
+       - name: chr-F
+         type: chrf
+         value: 0.44565
+  - task:
+      name: Translation hin-deu
+      type: translation
+      args: hin-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hin-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 20.4
+       - name: chr-F
+         type: chrf
+         value: 0.50226
+  - task:
+      name: Translation hin-eng
+      type: translation
+      args: hin-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hin-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 37.3
+       - name: chr-F
+         type: chrf
+         value: 0.63336
+  - task:
+      name: Translation hin-fra
+      type: translation
+      args: hin-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hin-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.9
+       - name: chr-F
+         type: chrf
+         value: 0.53701
+  - task:
+      name: Translation hin-por
+      type: translation
+      args: hin-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hin-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.5
+       - name: chr-F
+         type: chrf
+         value: 0.53448
+  - task:
+      name: Translation hin-spa
+      type: translation
+      args: hin-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hin-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 17.2
+       - name: chr-F
+         type: chrf
+         value: 0.46171
+  - task:
+      name: Translation hne-deu
+      type: translation
+      args: hne-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hne-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.0
+       - name: chr-F
+         type: chrf
+         value: 0.49698
+  - task:
+      name: Translation hne-eng
+      type: translation
+      args: hne-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hne-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 38.5
+       - name: chr-F
+         type: chrf
+         value: 0.63936
+  - task:
+      name: Translation hne-fra
+      type: translation
+      args: hne-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hne-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.3
+       - name: chr-F
+         type: chrf
+         value: 0.52835
+  - task:
+      name: Translation hne-por
+      type: translation
+      args: hne-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hne-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.0
+       - name: chr-F
+         type: chrf
+         value: 0.52788
+  - task:
+      name: Translation hne-spa
+      type: translation
+      args: hne-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: hne-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.7
+       - name: chr-F
+         type: chrf
+         value: 0.45443
+  - task:
+      name: Translation mag-deu
+      type: translation
+      args: mag-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mag-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.7
+       - name: chr-F
+         type: chrf
+         value: 0.50359
+  - task:
+      name: Translation mag-eng
+      type: translation
+      args: mag-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mag-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 38.0
+       - name: chr-F
+         type: chrf
+         value: 0.63906
+  - task:
+      name: Translation mag-fra
+      type: translation
+      args: mag-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mag-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.8
+       - name: chr-F
+         type: chrf
+         value: 0.53616
+  - task:
+      name: Translation mag-por
+      type: translation
+      args: mag-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mag-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.9
+       - name: chr-F
+         type: chrf
+         value: 0.53537
+  - task:
+      name: Translation mag-spa
+      type: translation
+      args: mag-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mag-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.9
+       - name: chr-F
+         type: chrf
+         value: 0.45822
+  - task:
+      name: Translation mai-deu
+      type: translation
+      args: mai-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mai-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.2
+       - name: chr-F
+         type: chrf
+         value: 0.46791
+  - task:
+      name: Translation mai-eng
+      type: translation
+      args: mai-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mai-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 30.4
+       - name: chr-F
+         type: chrf
+         value: 0.57461
+  - task:
+      name: Translation mai-fra
+      type: translation
+      args: mai-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mai-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.1
+       - name: chr-F
+         type: chrf
+         value: 0.50585
+  - task:
+      name: Translation mai-por
+      type: translation
+      args: mai-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mai-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.0
+       - name: chr-F
+         type: chrf
+         value: 0.50490
+  - task:
+      name: Translation mai-spa
+      type: translation
+      args: mai-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mai-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.3
+       - name: chr-F
+         type: chrf
+         value: 0.44366
+  - task:
+      name: Translation mar-deu
+      type: translation
+      args: mar-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mar-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.5
+       - name: chr-F
+         type: chrf
+         value: 0.44725
+  - task:
+      name: Translation mar-eng
+      type: translation
+      args: mar-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mar-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 31.4
+       - name: chr-F
+         type: chrf
+         value: 0.58500
+  - task:
+      name: Translation mar-fra
+      type: translation
+      args: mar-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mar-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.5
+       - name: chr-F
+         type: chrf
+         value: 0.47027
+  - task:
+      name: Translation mar-por
+      type: translation
+      args: mar-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mar-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.3
+       - name: chr-F
+         type: chrf
+         value: 0.47216
+  - task:
+      name: Translation mar-spa
+      type: translation
+      args: mar-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: mar-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.2
+       - name: chr-F
+         type: chrf
+         value: 0.42178
+  - task:
+      name: Translation npi-deu
+      type: translation
+      args: npi-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: npi-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.4
+       - name: chr-F
+         type: chrf
+         value: 0.46631
+  - task:
+      name: Translation npi-eng
+      type: translation
+      args: npi-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: npi-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 32.3
+       - name: chr-F
+         type: chrf
+         value: 0.59776
+  - task:
+      name: Translation npi-fra
+      type: translation
+      args: npi-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: npi-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.5
+       - name: chr-F
+         type: chrf
+         value: 0.50548
+  - task:
+      name: Translation npi-por
+      type: translation
+      args: npi-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: npi-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.7
+       - name: chr-F
+         type: chrf
+         value: 0.50202
+  - task:
+      name: Translation npi-spa
+      type: translation
+      args: npi-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: npi-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.3
+       - name: chr-F
+         type: chrf
+         value: 0.43804
+  - task:
+      name: Translation pan-deu
+      type: translation
+      args: pan-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: pan-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.7
+       - name: chr-F
+         type: chrf
+         value: 0.48421
+  - task:
+      name: Translation pan-eng
+      type: translation
+      args: pan-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: pan-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 33.8
+       - name: chr-F
+         type: chrf
+         value: 0.60676
+  - task:
+      name: Translation pan-fra
+      type: translation
+      args: pan-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: pan-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 23.5
+       - name: chr-F
+         type: chrf
+         value: 0.51368
+  - task:
+      name: Translation pan-por
+      type: translation
+      args: pan-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: pan-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.7
+       - name: chr-F
+         type: chrf
+         value: 0.50586
+  - task:
+      name: Translation pan-spa
+      type: translation
+      args: pan-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: pan-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.5
+       - name: chr-F
+         type: chrf
+         value: 0.44653
+  - task:
+      name: Translation san-eng
+      type: translation
+      args: san-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: san-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 11.8
+       - name: chr-F
+         type: chrf
+         value: 0.36887
+  - task:
+      name: Translation sin-deu
+      type: translation
+      args: sin-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: sin-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.2
+       - name: chr-F
+         type: chrf
+         value: 0.44676
+  - task:
+      name: Translation sin-eng
+      type: translation
+      args: sin-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: sin-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 26.8
+       - name: chr-F
+         type: chrf
+         value: 0.54777
+  - task:
+      name: Translation sin-fra
+      type: translation
+      args: sin-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: sin-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.0
+       - name: chr-F
+         type: chrf
+         value: 0.47283
+  - task:
+      name: Translation sin-por
+      type: translation
+      args: sin-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: sin-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.4
+       - name: chr-F
+         type: chrf
+         value: 0.46935
+  - task:
+      name: Translation sin-spa
+      type: translation
+      args: sin-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: sin-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.7
+       - name: chr-F
+         type: chrf
+         value: 0.42143
+  - task:
+      name: Translation urd-deu
+      type: translation
+      args: urd-deu
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: urd-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 17.1
+       - name: chr-F
+         type: chrf
+         value: 0.46542
+  - task:
+      name: Translation urd-eng
+      type: translation
+      args: urd-eng
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: urd-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 29.3
+       - name: chr-F
+         type: chrf
+         value: 0.56935
+  - task:
+      name: Translation urd-fra
+      type: translation
+      args: urd-fra
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: urd-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.3
+       - name: chr-F
+         type: chrf
+         value: 0.50276
+  - task:
+      name: Translation urd-por
+      type: translation
+      args: urd-por
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: urd-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 20.3
+       - name: chr-F
+         type: chrf
+         value: 0.48010
+  - task:
+      name: Translation urd-spa
+      type: translation
+      args: urd-spa
+    dataset:
+      name: flores200-devtest
+      type: flores200-devtest
+      args: urd-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.7
+       - name: chr-F
+         type: chrf
+         value: 0.43032
+  - task:
+      name: Translation asm-por
+      type: translation
+      args: asm-por
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: asm por devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 10.0
+       - name: chr-F
+         type: chrf
+         value: 0.34689
+  - task:
+      name: Translation ben-eng
+      type: translation
+      args: ben-eng
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: ben eng devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 30.4
+       - name: chr-F
+         type: chrf
+         value: 0.57906
+  - task:
+      name: Translation ben-fra
+      type: translation
+      args: ben-fra
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: ben fra devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.9
+       - name: chr-F
+         type: chrf
+         value: 0.50109
+  - task:
+      name: Translation guj-spa
+      type: translation
+      args: guj-spa
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: guj spa devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.2
+       - name: chr-F
+         type: chrf
+         value: 0.44065
+  - task:
+      name: Translation mar-deu
+      type: translation
+      args: mar-deu
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: mar deu devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.8
+       - name: chr-F
+         type: chrf
+         value: 0.44067
+  - task:
+      name: Translation mar-por
+      type: translation
+      args: mar-por
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: mar por devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.6
+       - name: chr-F
+         type: chrf
+         value: 0.46685
+  - task:
+      name: Translation mar-spa
+      type: translation
+      args: mar-spa
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: mar spa devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.0
+       - name: chr-F
+         type: chrf
+         value: 0.41662
+  - task:
+      name: Translation pan-eng
+      type: translation
+      args: pan-eng
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: pan eng devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 33.0
+       - name: chr-F
+         type: chrf
+         value: 0.59922
+  - task:
+      name: Translation pan-por
+      type: translation
+      args: pan-por
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: pan por devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.9
+       - name: chr-F
+         type: chrf
+         value: 0.49373
+  - task:
+      name: Translation pan-spa
+      type: translation
+      args: pan-spa
+    dataset:
+      name: flores101-devtest
+      type: flores_101
+      args: pan spa devtest
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.4
+       - name: chr-F
+         type: chrf
+         value: 0.43910
+  - task:
+      name: Translation ben-deu
+      type: translation
+      args: ben-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: ben-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.6
+       - name: chr-F
+         type: chrf
+         value: 0.45180
+  - task:
+      name: Translation ben-eng
+      type: translation
+      args: ben-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: ben-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 29.5
+       - name: chr-F
+         type: chrf
+         value: 0.57247
+  - task:
+      name: Translation ben-fra
+      type: translation
+      args: ben-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: ben-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.0
+       - name: chr-F
+         type: chrf
+         value: 0.46475
+  - task:
+      name: Translation ben-por
+      type: translation
+      args: ben-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: ben-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.8
+       - name: chr-F
+         type: chrf
+         value: 0.45486
+  - task:
+      name: Translation ben-spa
+      type: translation
+      args: ben-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: ben-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.1
+       - name: chr-F
+         type: chrf
+         value: 0.48738
+  - task:
+      name: Translation guj-deu
+      type: translation
+      args: guj-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: guj-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.9
+       - name: chr-F
+         type: chrf
+         value: 0.43539
+  - task:
+      name: Translation guj-eng
+      type: translation
+      args: guj-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: guj-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 31.6
+       - name: chr-F
+         type: chrf
+         value: 0.58894
+  - task:
+      name: Translation guj-fra
+      type: translation
+      args: guj-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: guj-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.9
+       - name: chr-F
+         type: chrf
+         value: 0.45075
+  - task:
+      name: Translation guj-por
+      type: translation
+      args: guj-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: guj-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.2
+       - name: chr-F
+         type: chrf
+         value: 0.43567
+  - task:
+      name: Translation guj-spa
+      type: translation
+      args: guj-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: guj-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 20.2
+       - name: chr-F
+         type: chrf
+         value: 0.47525
+  - task:
+      name: Translation hin-deu
+      type: translation
+      args: hin-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: hin-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.0
+       - name: chr-F
+         type: chrf
+         value: 0.46336
+  - task:
+      name: Translation hin-eng
+      type: translation
+      args: hin-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: hin-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 31.5
+       - name: chr-F
+         type: chrf
+         value: 0.59842
+  - task:
+      name: Translation hin-fra
+      type: translation
+      args: hin-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: hin-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.2
+       - name: chr-F
+         type: chrf
+         value: 0.48208
+  - task:
+      name: Translation hin-por
+      type: translation
+      args: hin-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: hin-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 17.6
+       - name: chr-F
+         type: chrf
+         value: 0.46509
+  - task:
+      name: Translation hin-spa
+      type: translation
+      args: hin-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: hin-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.8
+       - name: chr-F
+         type: chrf
+         value: 0.49436
+  - task:
+      name: Translation mar-deu
+      type: translation
+      args: mar-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: mar-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 12.8
+       - name: chr-F
+         type: chrf
+         value: 0.43119
+  - task:
+      name: Translation mar-eng
+      type: translation
+      args: mar-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: mar-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 27.3
+       - name: chr-F
+         type: chrf
+         value: 0.55151
+  - task:
+      name: Translation mar-fra
+      type: translation
+      args: mar-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: mar-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.2
+       - name: chr-F
+         type: chrf
+         value: 0.43957
+  - task:
+      name: Translation mar-por
+      type: translation
+      args: mar-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: mar-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.4
+       - name: chr-F
+         type: chrf
+         value: 0.43555
+  - task:
+      name: Translation mar-spa
+      type: translation
+      args: mar-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: mar-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.1
+       - name: chr-F
+         type: chrf
+         value: 0.46271
+  - task:
+      name: Translation nep-deu
+      type: translation
+      args: nep-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: nep-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 13.0
+       - name: chr-F
+         type: chrf
+         value: 0.42940
+  - task:
+      name: Translation nep-eng
+      type: translation
+      args: nep-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: nep-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 29.1
+       - name: chr-F
+         type: chrf
+         value: 0.56277
+  - task:
+      name: Translation nep-fra
+      type: translation
+      args: nep-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: nep-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.5
+       - name: chr-F
+         type: chrf
+         value: 0.44663
+  - task:
+      name: Translation nep-por
+      type: translation
+      args: nep-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: nep-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.4
+       - name: chr-F
+         type: chrf
+         value: 0.43686
+  - task:
+      name: Translation nep-spa
+      type: translation
+      args: nep-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: nep-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.3
+       - name: chr-F
+         type: chrf
+         value: 0.46553
+  - task:
+      name: Translation pan-deu
+      type: translation
+      args: pan-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: pan-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.1
+       - name: chr-F
+         type: chrf
+         value: 0.44036
+  - task:
+      name: Translation pan-eng
+      type: translation
+      args: pan-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: pan-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 31.6
+       - name: chr-F
+         type: chrf
+         value: 0.58427
+  - task:
+      name: Translation pan-fra
+      type: translation
+      args: pan-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: pan-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 17.3
+       - name: chr-F
+         type: chrf
+         value: 0.45593
+  - task:
+      name: Translation pan-por
+      type: translation
+      args: pan-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: pan-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.9
+       - name: chr-F
+         type: chrf
+         value: 0.44264
+  - task:
+      name: Translation pan-spa
+      type: translation
+      args: pan-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: pan-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 20.0
+       - name: chr-F
+         type: chrf
+         value: 0.47199
+  - task:
+      name: Translation sin-deu
+      type: translation
+      args: sin-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: sin-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 12.4
+       - name: chr-F
+         type: chrf
+         value: 0.42280
+  - task:
+      name: Translation sin-eng
+      type: translation
+      args: sin-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: sin-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 24.6
+       - name: chr-F
+         type: chrf
+         value: 0.52576
+  - task:
+      name: Translation sin-fra
+      type: translation
+      args: sin-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: sin-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.6
+       - name: chr-F
+         type: chrf
+         value: 0.43594
+  - task:
+      name: Translation sin-por
+      type: translation
+      args: sin-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: sin-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 14.4
+       - name: chr-F
+         type: chrf
+         value: 0.42751
+  - task:
+      name: Translation sin-spa
+      type: translation
+      args: sin-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: sin-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.3
+       - name: chr-F
+         type: chrf
+         value: 0.45890
+  - task:
+      name: Translation urd-deu
+      type: translation
+      args: urd-deu
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: urd-deu
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 15.6
+       - name: chr-F
+         type: chrf
+         value: 0.45737
+  - task:
+      name: Translation urd-eng
+      type: translation
+      args: urd-eng
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: urd-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 28.6
+       - name: chr-F
+         type: chrf
+         value: 0.56781
+  - task:
+      name: Translation urd-fra
+      type: translation
+      args: urd-fra
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: urd-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 18.9
+       - name: chr-F
+         type: chrf
+         value: 0.47298
+  - task:
+      name: Translation urd-por
+      type: translation
+      args: urd-por
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: urd-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 16.2
+       - name: chr-F
+         type: chrf
+         value: 0.45273
+  - task:
+      name: Translation urd-spa
+      type: translation
+      args: urd-spa
+    dataset:
+      name: ntrex128
+      type: ntrex128
+      args: urd-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 21.0
+       - name: chr-F
+         type: chrf
+         value: 0.48644
+  - task:
+      name: Translation awa-eng
+      type: translation
+      args: awa-eng
+    dataset:
+      name: tatoeba-test-v2021-08-07
+      type: tatoeba_mt
+      args: awa-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 40.8
+       - name: chr-F
+         type: chrf
+         value: 0.60390
+  - task:
+      name: Translation ben-eng
+      type: translation
+      args: ben-eng
+    dataset:
+      name: tatoeba-test-v2021-08-07
+      type: tatoeba_mt
+      args: ben-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 49.4
+       - name: chr-F
+         type: chrf
+         value: 0.64078
+  - task:
+      name: Translation hin-eng
+      type: translation
+      args: hin-eng
+    dataset:
+      name: tatoeba-test-v2021-08-07
+      type: tatoeba_mt
+      args: hin-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 49.1
+       - name: chr-F
+         type: chrf
+         value: 0.64929
+  - task:
+      name: Translation mar-eng
+      type: translation
+      args: mar-eng
+    dataset:
+      name: tatoeba-test-v2021-08-07
+      type: tatoeba_mt
+      args: mar-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 48.0
+       - name: chr-F
+         type: chrf
+         value: 0.64074
+  - task:
+      name: Translation multi-multi
+      type: translation
+      args: multi-multi
+    dataset:
+      name: tatoeba-test-v2020-07-28-v2023-09-26
+      type: tatoeba_mt
+      args: multi-multi
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 44.6
+       - name: chr-F
+         type: chrf
+         value: 0.61360
+  - task:
+      name: Translation urd-eng
+      type: translation
+      args: urd-eng
+    dataset:
+      name: tatoeba-test-v2021-08-07
+      type: tatoeba_mt
+      args: urd-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 35.0
+       - name: chr-F
+         type: chrf
+         value: 0.52963
+  - task:
+      name: Translation ben-eng
+      type: translation
+      args: ben-eng
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: ben-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 38.2
+       - name: chr-F
+         type: chrf
+         value: 0.64568
+  - task:
+      name: Translation ben-fra
+      type: translation
+      args: ben-fra
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: ben-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.0
+       - name: chr-F
+         type: chrf
+         value: 0.49799
+  - task:
+      name: Translation ben-por
+      type: translation
+      args: ben-por
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: ben-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 27.2
+       - name: chr-F
+         type: chrf
+         value: 0.55115
+  - task:
+      name: Translation ben-spa
+      type: translation
+      args: ben-spa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: ben-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 29.9
+       - name: chr-F
+         type: chrf
+         value: 0.56847
+  - task:
+      name: Translation hin-eng
+      type: translation
+      args: hin-eng
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: hin-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 46.6
+       - name: chr-F
+         type: chrf
+         value: 0.70694
+  - task:
+      name: Translation hin-fra
+      type: translation
+      args: hin-fra
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: hin-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 26.7
+       - name: chr-F
+         type: chrf
+         value: 0.53932
+  - task:
+      name: Translation hin-por
+      type: translation
+      args: hin-por
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: hin-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 33.4
+       - name: chr-F
+         type: chrf
+         value: 0.60581
+  - task:
+      name: Translation hin-spa
+      type: translation
+      args: hin-spa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: hin-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 35.7
+       - name: chr-F
+         type: chrf
+         value: 0.61585
+  - task:
+      name: Translation mar-eng
+      type: translation
+      args: mar-eng
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: mar-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 31.8
+       - name: chr-F
+         type: chrf
+         value: 0.59329
+  - task:
+      name: Translation mar-fra
+      type: translation
+      args: mar-fra
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: mar-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.3
+       - name: chr-F
+         type: chrf
+         value: 0.46574
+  - task:
+      name: Translation mar-por
+      type: translation
+      args: mar-por
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: mar-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 23.6
+       - name: chr-F
+         type: chrf
+         value: 0.51463
+  - task:
+      name: Translation mar-spa
+      type: translation
+      args: mar-spa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: mar-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.7
+       - name: chr-F
+         type: chrf
+         value: 0.52551
+  - task:
+      name: Translation nep-eng
+      type: translation
+      args: nep-eng
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: nep-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 40.7
+       - name: chr-F
+         type: chrf
+         value: 0.66283
+  - task:
+      name: Translation nep-fra
+      type: translation
+      args: nep-fra
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: nep-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 22.8
+       - name: chr-F
+         type: chrf
+         value: 0.50397
+  - task:
+      name: Translation nep-por
+      type: translation
+      args: nep-por
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: nep-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 28.1
+       - name: chr-F
+         type: chrf
+         value: 0.55951
+  - task:
+      name: Translation nep-spa
+      type: translation
+      args: nep-spa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: nep-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 30.3
+       - name: chr-F
+         type: chrf
+         value: 0.57272
+  - task:
+      name: Translation urd-eng
+      type: translation
+      args: urd-eng
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: urd-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 30.5
+       - name: chr-F
+         type: chrf
+         value: 0.57473
+  - task:
+      name: Translation urd-fra
+      type: translation
+      args: urd-fra
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: urd-fra
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 19.6
+       - name: chr-F
+         type: chrf
+         value: 0.46725
+  - task:
+      name: Translation urd-por
+      type: translation
+      args: urd-por
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: urd-por
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 23.5
+       - name: chr-F
+         type: chrf
+         value: 0.50913
+  - task:
+      name: Translation urd-spa
+      type: translation
+      args: urd-spa
+    dataset:
+      name: tico19-test
+      type: tico19-test
+      args: urd-spa
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 25.8
+       - name: chr-F
+         type: chrf
+         value: 0.52387
+  - task:
+      name: Translation hin-eng
+      type: translation
+      args: hin-eng
+    dataset:
+      name: newstest2014
+      type: wmt-2014-news
+      args: hin-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 30.3
+       - name: chr-F
+         type: chrf
+         value: 0.59329
+  - task:
+      name: Translation guj-eng
+      type: translation
+      args: guj-eng
+    dataset:
+      name: newstest2019
+      type: wmt-2019-news
+      args: guj-eng
+    metrics:
+       - name: BLEU
+         type: bleu
+         value: 26.9
+       - name: chr-F
+         type: chrf
+         value: 0.53383
+---
+# opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa
+
+## 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 Indic languages (inc) to unknown (deu+eng+fra+por+spa).
+
+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): anp asm awa ben bho bpy div dty gbm guj hif hin hne hns kas kok lah mag mai mar nep npi ori pan pli rhg rmy rom san sin skr snd syl urd
+  - Target Language(s): deu eng fra por spa
+  - Valid Target Language Labels: >>deu<< >>eng<< >>fra<< >>por<< >>spa<< >>xxx<<
+- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-deu+eng+fra+por+spa/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/inc-deu%2Beng%2Bfra%2Bpor%2Bspa/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. `>>deu<<`
+
+## 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 = [
+    ">>deu<< Replace this with text in an accepted source language.",
+    ">>spa<< This is the second sentence."
+]
+
+model_name = "pytorch-models/opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa"
+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-inc-deu_eng_fra_por_spa")
+print(pipe(">>deu<< 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/inc-deu+eng+fra+por+spa/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/inc-deu%2Beng%2Bfra%2Bpor%2Bspa/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/inc-deu+eng+fra+por+spa/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/inc-deu+eng+fra+por+spa/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 |
+|----------|---------|-------|-------|-------|--------|
+| awa-eng | tatoeba-test-v2021-08-07 | 0.60390 | 40.8 | 279 | 1335 |
+| ben-eng | tatoeba-test-v2021-08-07 | 0.64078 | 49.4 | 2500 | 13978 |
+| hin-eng | tatoeba-test-v2021-08-07 | 0.64929 | 49.1 | 5000 | 33943 |
+| mar-eng | tatoeba-test-v2021-08-07 | 0.64074 | 48.0 | 10396 | 67527 |
+| urd-eng | tatoeba-test-v2021-08-07 | 0.52963 | 35.0 | 1663 | 12029 |
+| ben-eng | flores101-devtest | 0.57906 | 30.4 | 1012 | 24721 |
+| ben-fra | flores101-devtest | 0.50109 | 21.9 | 1012 | 28343 |
+| guj-spa | flores101-devtest | 0.44065 | 15.2 | 1012 | 29199 |
+| mar-deu | flores101-devtest | 0.44067 | 13.8 | 1012 | 25094 |
+| mar-por | flores101-devtest | 0.46685 | 18.6 | 1012 | 26519 |
+| mar-spa | flores101-devtest | 0.41662 | 14.0 | 1012 | 29199 |
+| pan-eng | flores101-devtest | 0.59922 | 33.0 | 1012 | 24721 |
+| pan-por | flores101-devtest | 0.49373 | 21.9 | 1012 | 26519 |
+| pan-spa | flores101-devtest | 0.43910 | 15.4 | 1012 | 29199 |
+| asm-eng | flores200-devtest | 0.48584 | 21.9 | 1012 | 24721 |
+| awa-deu | flores200-devtest | 0.47173 | 16.5 | 1012 | 25094 |
+| awa-eng | flores200-devtest | 0.50582 | 24.5 | 1012 | 24721 |
+| awa-fra | flores200-devtest | 0.49682 | 21.4 | 1012 | 28343 |
+| awa-por | flores200-devtest | 0.49663 | 21.5 | 1012 | 26519 |
+| awa-spa | flores200-devtest | 0.43740 | 15.1 | 1012 | 29199 |
+| ben-deu | flores200-devtest | 0.47330 | 16.6 | 1012 | 25094 |
+| ben-eng | flores200-devtest | 0.58077 | 30.5 | 1012 | 24721 |
+| ben-fra | flores200-devtest | 0.50884 | 22.6 | 1012 | 28343 |
+| ben-por | flores200-devtest | 0.50054 | 21.4 | 1012 | 26519 |
+| ben-spa | flores200-devtest | 0.44159 | 15.2 | 1012 | 29199 |
+| bho-deu | flores200-devtest | 0.42660 | 12.6 | 1012 | 25094 |
+| bho-eng | flores200-devtest | 0.50609 | 22.7 | 1012 | 24721 |
+| bho-fra | flores200-devtest | 0.44889 | 16.8 | 1012 | 28343 |
+| bho-por | flores200-devtest | 0.44582 | 16.9 | 1012 | 26519 |
+| bho-spa | flores200-devtest | 0.40581 | 13.1 | 1012 | 29199 |
+| guj-deu | flores200-devtest | 0.46665 | 16.8 | 1012 | 25094 |
+| guj-eng | flores200-devtest | 0.61383 | 34.3 | 1012 | 24721 |
+| guj-fra | flores200-devtest | 0.50410 | 22.3 | 1012 | 28343 |
+| guj-por | flores200-devtest | 0.49257 | 21.3 | 1012 | 26519 |
+| guj-spa | flores200-devtest | 0.44565 | 15.6 | 1012 | 29199 |
+| hin-deu | flores200-devtest | 0.50226 | 20.4 | 1012 | 25094 |
+| hin-eng | flores200-devtest | 0.63336 | 37.3 | 1012 | 24721 |
+| hin-fra | flores200-devtest | 0.53701 | 25.9 | 1012 | 28343 |
+| hin-por | flores200-devtest | 0.53448 | 25.5 | 1012 | 26519 |
+| hin-spa | flores200-devtest | 0.46171 | 17.2 | 1012 | 29199 |
+| hne-deu | flores200-devtest | 0.49698 | 19.0 | 1012 | 25094 |
+| hne-eng | flores200-devtest | 0.63936 | 38.5 | 1012 | 24721 |
+| hne-fra | flores200-devtest | 0.52835 | 25.3 | 1012 | 28343 |
+| hne-por | flores200-devtest | 0.52788 | 25.0 | 1012 | 26519 |
+| hne-spa | flores200-devtest | 0.45443 | 16.7 | 1012 | 29199 |
+| mag-deu | flores200-devtest | 0.50359 | 19.7 | 1012 | 25094 |
+| mag-eng | flores200-devtest | 0.63906 | 38.0 | 1012 | 24721 |
+| mag-fra | flores200-devtest | 0.53616 | 25.8 | 1012 | 28343 |
+| mag-por | flores200-devtest | 0.53537 | 25.9 | 1012 | 26519 |
+| mag-spa | flores200-devtest | 0.45822 | 16.9 | 1012 | 29199 |
+| mai-deu | flores200-devtest | 0.46791 | 16.2 | 1012 | 25094 |
+| mai-eng | flores200-devtest | 0.57461 | 30.4 | 1012 | 24721 |
+| mai-fra | flores200-devtest | 0.50585 | 22.1 | 1012 | 28343 |
+| mai-por | flores200-devtest | 0.50490 | 22.0 | 1012 | 26519 |
+| mai-spa | flores200-devtest | 0.44366 | 15.3 | 1012 | 29199 |
+| mar-deu | flores200-devtest | 0.44725 | 14.5 | 1012 | 25094 |
+| mar-eng | flores200-devtest | 0.58500 | 31.4 | 1012 | 24721 |
+| mar-fra | flores200-devtest | 0.47027 | 19.5 | 1012 | 28343 |
+| mar-por | flores200-devtest | 0.47216 | 19.3 | 1012 | 26519 |
+| mar-spa | flores200-devtest | 0.42178 | 14.2 | 1012 | 29199 |
+| npi-deu | flores200-devtest | 0.46631 | 16.4 | 1012 | 25094 |
+| npi-eng | flores200-devtest | 0.59776 | 32.3 | 1012 | 24721 |
+| npi-fra | flores200-devtest | 0.50548 | 22.5 | 1012 | 28343 |
+| npi-por | flores200-devtest | 0.50202 | 21.7 | 1012 | 26519 |
+| npi-spa | flores200-devtest | 0.43804 | 15.3 | 1012 | 29199 |
+| pan-deu | flores200-devtest | 0.48421 | 18.7 | 1012 | 25094 |
+| pan-eng | flores200-devtest | 0.60676 | 33.8 | 1012 | 24721 |
+| pan-fra | flores200-devtest | 0.51368 | 23.5 | 1012 | 28343 |
+| pan-por | flores200-devtest | 0.50586 | 22.7 | 1012 | 26519 |
+| pan-spa | flores200-devtest | 0.44653 | 16.5 | 1012 | 29199 |
+| sin-deu | flores200-devtest | 0.44676 | 14.2 | 1012 | 25094 |
+| sin-eng | flores200-devtest | 0.54777 | 26.8 | 1012 | 24721 |
+| sin-fra | flores200-devtest | 0.47283 | 19.0 | 1012 | 28343 |
+| sin-por | flores200-devtest | 0.46935 | 18.4 | 1012 | 26519 |
+| sin-spa | flores200-devtest | 0.42143 | 13.7 | 1012 | 29199 |
+| urd-deu | flores200-devtest | 0.46542 | 17.1 | 1012 | 25094 |
+| urd-eng | flores200-devtest | 0.56935 | 29.3 | 1012 | 24721 |
+| urd-fra | flores200-devtest | 0.50276 | 22.3 | 1012 | 28343 |
+| urd-por | flores200-devtest | 0.48010 | 20.3 | 1012 | 26519 |
+| urd-spa | flores200-devtest | 0.43032 | 14.7 | 1012 | 29199 |
+| hin-eng | newstest2014 | 0.59329 | 30.3 | 2507 | 55571 |
+| guj-eng | newstest2019 | 0.53383 | 26.9 | 1016 | 17757 |
+| ben-deu | ntrex128 | 0.45180 | 14.6 | 1997 | 48761 |
+| ben-eng | ntrex128 | 0.57247 | 29.5 | 1997 | 47673 |
+| ben-fra | ntrex128 | 0.46475 | 18.0 | 1997 | 53481 |
+| ben-por | ntrex128 | 0.45486 | 16.8 | 1997 | 51631 |
+| ben-spa | ntrex128 | 0.48738 | 21.1 | 1997 | 54107 |
+| guj-deu | ntrex128 | 0.43539 | 13.9 | 1997 | 48761 |
+| guj-eng | ntrex128 | 0.58894 | 31.6 | 1997 | 47673 |
+| guj-fra | ntrex128 | 0.45075 | 16.9 | 1997 | 53481 |
+| guj-por | ntrex128 | 0.43567 | 15.2 | 1997 | 51631 |
+| guj-spa | ntrex128 | 0.47525 | 20.2 | 1997 | 54107 |
+| hin-deu | ntrex128 | 0.46336 | 15.0 | 1997 | 48761 |
+| hin-eng | ntrex128 | 0.59842 | 31.5 | 1997 | 47673 |
+| hin-fra | ntrex128 | 0.48208 | 19.2 | 1997 | 53481 |
+| hin-por | ntrex128 | 0.46509 | 17.6 | 1997 | 51631 |
+| hin-spa | ntrex128 | 0.49436 | 21.8 | 1997 | 54107 |
+| mar-deu | ntrex128 | 0.43119 | 12.8 | 1997 | 48761 |
+| mar-eng | ntrex128 | 0.55151 | 27.3 | 1997 | 47673 |
+| mar-fra | ntrex128 | 0.43957 | 16.2 | 1997 | 53481 |
+| mar-por | ntrex128 | 0.43555 | 15.4 | 1997 | 51631 |
+| mar-spa | ntrex128 | 0.46271 | 19.1 | 1997 | 54107 |
+| nep-deu | ntrex128 | 0.42940 | 13.0 | 1997 | 48761 |
+| nep-eng | ntrex128 | 0.56277 | 29.1 | 1997 | 47673 |
+| nep-fra | ntrex128 | 0.44663 | 16.5 | 1997 | 53481 |
+| nep-por | ntrex128 | 0.43686 | 15.4 | 1997 | 51631 |
+| nep-spa | ntrex128 | 0.46553 | 19.3 | 1997 | 54107 |
+| pan-deu | ntrex128 | 0.44036 | 14.1 | 1997 | 48761 |
+| pan-eng | ntrex128 | 0.58427 | 31.6 | 1997 | 47673 |
+| pan-fra | ntrex128 | 0.45593 | 17.3 | 1997 | 53481 |
+| pan-por | ntrex128 | 0.44264 | 15.9 | 1997 | 51631 |
+| pan-spa | ntrex128 | 0.47199 | 20.0 | 1997 | 54107 |
+| sin-deu | ntrex128 | 0.42280 | 12.4 | 1997 | 48761 |
+| sin-eng | ntrex128 | 0.52576 | 24.6 | 1997 | 47673 |
+| sin-fra | ntrex128 | 0.43594 | 15.6 | 1997 | 53481 |
+| sin-por | ntrex128 | 0.42751 | 14.4 | 1997 | 51631 |
+| sin-spa | ntrex128 | 0.45890 | 18.3 | 1997 | 54107 |
+| urd-deu | ntrex128 | 0.45737 | 15.6 | 1997 | 48761 |
+| urd-eng | ntrex128 | 0.56781 | 28.6 | 1997 | 47673 |
+| urd-fra | ntrex128 | 0.47298 | 18.9 | 1997 | 53481 |
+| urd-por | ntrex128 | 0.45273 | 16.2 | 1997 | 51631 |
+| urd-spa | ntrex128 | 0.48644 | 21.0 | 1997 | 54107 |
+| ben-eng | tico19-test | 0.64568 | 38.2 | 2100 | 56824 |
+| ben-fra | tico19-test | 0.49799 | 22.0 | 2100 | 64661 |
+| ben-por | tico19-test | 0.55115 | 27.2 | 2100 | 62729 |
+| ben-spa | tico19-test | 0.56847 | 29.9 | 2100 | 66563 |
+| hin-eng | tico19-test | 0.70694 | 46.6 | 2100 | 56323 |
+| hin-fra | tico19-test | 0.53932 | 26.7 | 2100 | 64661 |
+| hin-por | tico19-test | 0.60581 | 33.4 | 2100 | 62729 |
+| hin-spa | tico19-test | 0.61585 | 35.7 | 2100 | 66563 |
+| mar-eng | tico19-test | 0.59329 | 31.8 | 2100 | 56315 |
+| mar-fra | tico19-test | 0.46574 | 19.3 | 2100 | 64661 |
+| mar-por | tico19-test | 0.51463 | 23.6 | 2100 | 62729 |
+| mar-spa | tico19-test | 0.52551 | 25.7 | 2100 | 66563 |
+| nep-eng | tico19-test | 0.66283 | 40.7 | 2100 | 56824 |
+| nep-fra | tico19-test | 0.50397 | 22.8 | 2100 | 64661 |
+| nep-por | tico19-test | 0.55951 | 28.1 | 2100 | 62729 |
+| nep-spa | tico19-test | 0.57272 | 30.3 | 2100 | 66563 |
+| urd-eng | tico19-test | 0.57473 | 30.5 | 2100 | 56315 |
+| urd-fra | tico19-test | 0.46725 | 19.6 | 2100 | 64661 |
+| urd-por | tico19-test | 0.50913 | 23.5 | 2100 | 62729 |
+| urd-spa | tico19-test | 0.52387 | 25.8 | 2100 | 66563 |
+
+## 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 11:39:25 EEST 2024
+* port machine: LM0-400-22516.local

benchmark_results.txt

@@ -0,0 +1,178 @@
+multi-multi	tatoeba-test-v2020-07-28-v2023-09-26	0.61360	44.6	10000	64736
+asm-fra	flores101-devtest	0.33042	9.5	1012	28343
+asm-por	flores101-devtest	0.34689	10.0	1012	26519
+asm-spa	flores101-devtest	0.32971	7.9	1012	29199
+ben-eng	flores101-devtest	0.57906	30.4	1012	24721
+ben-fra	flores101-devtest	0.50109	21.9	1012	28343
+guj-spa	flores101-devtest	0.44065	15.2	1012	29199
+mar-deu	flores101-devtest	0.44067	13.8	1012	25094
+mar-por	flores101-devtest	0.46685	18.6	1012	26519
+mar-spa	flores101-devtest	0.41662	14.0	1012	29199
+pan-eng	flores101-devtest	0.59922	33.0	1012	24721
+pan-por	flores101-devtest	0.49373	21.9	1012	26519
+pan-spa	flores101-devtest	0.43910	15.4	1012	29199
+asm-deu	flores200-devtest	0.30387	4.6	1012	25094
+asm-eng	flores200-devtest	0.48584	21.9	1012	24721
+asm-fra	flores200-devtest	0.32215	8.9	1012	28343
+asm-por	flores200-devtest	0.35028	10.1	1012	26519
+asm-spa	flores200-devtest	0.31983	7.6	1012	29199
+awa-deu	flores200-devtest	0.47173	16.5	1012	25094
+awa-eng	flores200-devtest	0.50582	24.5	1012	24721
+awa-fra	flores200-devtest	0.49682	21.4	1012	28343
+awa-por	flores200-devtest	0.49663	21.5	1012	26519
+awa-spa	flores200-devtest	0.43740	15.1	1012	29199
+ben-deu	flores200-devtest	0.47330	16.6	1012	25094
+ben-eng	flores200-devtest	0.58077	30.5	1012	24721
+ben-fra	flores200-devtest	0.50884	22.6	1012	28343
+ben-por	flores200-devtest	0.50054	21.4	1012	26519
+ben-spa	flores200-devtest	0.44159	15.2	1012	29199
+bho-deu	flores200-devtest	0.42660	12.6	1012	25094
+bho-eng	flores200-devtest	0.50609	22.7	1012	24721
+bho-fra	flores200-devtest	0.44889	16.8	1012	28343
+bho-por	flores200-devtest	0.44582	16.9	1012	26519
+bho-spa	flores200-devtest	0.40581	13.1	1012	29199
+guj-deu	flores200-devtest	0.46665	16.8	1012	25094
+guj-eng	flores200-devtest	0.61383	34.3	1012	24721
+guj-fra	flores200-devtest	0.50410	22.3	1012	28343
+guj-por	flores200-devtest	0.49257	21.3	1012	26519
+guj-spa	flores200-devtest	0.44565	15.6	1012	29199
+hin-deu	flores200-devtest	0.50226	20.4	1012	25094
+hin-eng	flores200-devtest	0.63336	37.3	1012	24721
+hin-fra	flores200-devtest	0.53701	25.9	1012	28343
+hin-por	flores200-devtest	0.53448	25.5	1012	26519
+hin-spa	flores200-devtest	0.46171	17.2	1012	29199
+hne-deu	flores200-devtest	0.49698	19.0	1012	25094
+hne-eng	flores200-devtest	0.63936	38.5	1012	24721
+hne-fra	flores200-devtest	0.52835	25.3	1012	28343
+hne-por	flores200-devtest	0.52788	25.0	1012	26519
+hne-spa	flores200-devtest	0.45443	16.7	1012	29199
+kas_Arab-deu	flores200-devtest	0.30399	2.8	1012	25094
+kas_Arab-eng	flores200-devtest	0.34470	5.6	1012	24721
+kas_Arab-fra	flores200-devtest	0.31008	4.2	1012	28343
+kas_Arab-por	flores200-devtest	0.29714	3.8	1012	26519
+kas_Arab-spa	flores200-devtest	0.29529	3.7	1012	29199
+kas_Deva-deu	flores200-devtest	0.21035	1.7	1012	25094
+kas_Deva-eng	flores200-devtest	0.26718	4.7	1012	24721
+kas_Deva-fra	flores200-devtest	0.21000	2.5	1012	28343
+kas_Deva-por	flores200-devtest	0.21490	2.6	1012	26519
+kas_Deva-spa	flores200-devtest	0.21290	2.6	1012	29199
+mag-deu	flores200-devtest	0.50359	19.7	1012	25094
+mag-eng	flores200-devtest	0.63906	38.0	1012	24721
+mag-fra	flores200-devtest	0.53616	25.8	1012	28343
+mag-por	flores200-devtest	0.53537	25.9	1012	26519
+mag-spa	flores200-devtest	0.45822	16.9	1012	29199
+mai-deu	flores200-devtest	0.46791	16.2	1012	25094
+mai-eng	flores200-devtest	0.57461	30.4	1012	24721
+mai-fra	flores200-devtest	0.50585	22.1	1012	28343
+mai-por	flores200-devtest	0.50490	22.0	1012	26519
+mai-spa	flores200-devtest	0.44366	15.3	1012	29199
+mar-deu	flores200-devtest	0.44725	14.5	1012	25094
+mar-eng	flores200-devtest	0.58500	31.4	1012	24721
+mar-fra	flores200-devtest	0.47027	19.5	1012	28343
+mar-por	flores200-devtest	0.47216	19.3	1012	26519
+mar-spa	flores200-devtest	0.42178	14.2	1012	29199
+npi-deu	flores200-devtest	0.46631	16.4	1012	25094
+npi-eng	flores200-devtest	0.59776	32.3	1012	24721
+npi-fra	flores200-devtest	0.50548	22.5	1012	28343
+npi-por	flores200-devtest	0.50202	21.7	1012	26519
+npi-spa	flores200-devtest	0.43804	15.3	1012	29199
+pan-deu	flores200-devtest	0.48421	18.7	1012	25094
+pan-eng	flores200-devtest	0.60676	33.8	1012	24721
+pan-fra	flores200-devtest	0.51368	23.5	1012	28343
+pan-por	flores200-devtest	0.50586	22.7	1012	26519
+pan-spa	flores200-devtest	0.44653	16.5	1012	29199
+san-deu	flores200-devtest	0.30491	4.5	1012	25094
+san-eng	flores200-devtest	0.36887	11.8	1012	24721
+san-fra	flores200-devtest	0.31881	7.8	1012	28343
+san-por	flores200-devtest	0.33004	7.9	1012	26519
+san-spa	flores200-devtest	0.30853	6.6	1012	29199
+sin-deu	flores200-devtest	0.44676	14.2	1012	25094
+sin-eng	flores200-devtest	0.54777	26.8	1012	24721
+sin-fra	flores200-devtest	0.47283	19.0	1012	28343
+sin-por	flores200-devtest	0.46935	18.4	1012	26519
+sin-spa	flores200-devtest	0.42143	13.7	1012	29199
+urd-deu	flores200-devtest	0.46542	17.1	1012	25094
+urd-eng	flores200-devtest	0.56935	29.3	1012	24721
+urd-fra	flores200-devtest	0.50276	22.3	1012	28343
+urd-por	flores200-devtest	0.48010	20.3	1012	26519
+urd-spa	flores200-devtest	0.43032	14.7	1012	29199
+hin-eng	newstest2014	0.59329	30.3	2507	55571
+guj-eng	newstest2019	0.53383	26.9	1016	17757
+ben-deu	ntrex128	0.45180	14.6	1997	48761
+ben-eng	ntrex128	0.57247	29.5	1997	47673
+ben-fra	ntrex128	0.46475	18.0	1997	53481
+ben-por	ntrex128	0.45486	16.8	1997	51631
+ben-spa	ntrex128	0.48738	21.1	1997	54107
+div-deu	ntrex128	0.20387	0.9	1997	48761
+div-eng	ntrex128	0.20170	1.4	1997	47673
+div-fra	ntrex128	0.19718	1.2	1997	53481
+div-por	ntrex128	0.19274	1.3	1997	51631
+div-spa	ntrex128	0.20807	1.5	1997	54107
+guj-deu	ntrex128	0.43539	13.9	1997	48761
+guj-eng	ntrex128	0.58894	31.6	1997	47673
+guj-fra	ntrex128	0.45075	16.9	1997	53481
+guj-por	ntrex128	0.43567	15.2	1997	51631
+guj-spa	ntrex128	0.47525	20.2	1997	54107
+hin-deu	ntrex128	0.46336	15.0	1997	48761
+hin-eng	ntrex128	0.59842	31.5	1997	47673
+hin-fra	ntrex128	0.48208	19.2	1997	53481
+hin-por	ntrex128	0.46509	17.6	1997	51631
+hin-spa	ntrex128	0.49436	21.8	1997	54107
+mar-deu	ntrex128	0.43119	12.8	1997	48761
+mar-eng	ntrex128	0.55151	27.3	1997	47673
+mar-fra	ntrex128	0.43957	16.2	1997	53481
+mar-por	ntrex128	0.43555	15.4	1997	51631
+mar-spa	ntrex128	0.46271	19.1	1997	54107
+nep-deu	ntrex128	0.42940	13.0	1997	48761
+nep-eng	ntrex128	0.56277	29.1	1997	47673
+nep-fra	ntrex128	0.44663	16.5	1997	53481
+nep-por	ntrex128	0.43686	15.4	1997	51631
+nep-spa	ntrex128	0.46553	19.3	1997	54107
+pan-deu	ntrex128	0.44036	14.1	1997	48761
+pan-eng	ntrex128	0.58427	31.6	1997	47673
+pan-fra	ntrex128	0.45593	17.3	1997	53481
+pan-por	ntrex128	0.44264	15.9	1997	51631
+pan-spa	ntrex128	0.47199	20.0	1997	54107
+sin-deu	ntrex128	0.42280	12.4	1997	48761
+sin-eng	ntrex128	0.52576	24.6	1997	47673
+sin-fra	ntrex128	0.43594	15.6	1997	53481
+sin-por	ntrex128	0.42751	14.4	1997	51631
+sin-spa	ntrex128	0.45890	18.3	1997	54107
+snd_Arab-eng	ntrex128	0.15440	0.6	1997	47673
+snd_Arab-fra	ntrex128	0.15783	0.5	1997	53481
+snd_Arab-por	ntrex128	0.10058	0.2	1997	51631
+snd_Arab-spa	ntrex128	0.13679	0.4	1997	54107
+urd-deu	ntrex128	0.45737	15.6	1997	48761
+urd-eng	ntrex128	0.56781	28.6	1997	47673
+urd-fra	ntrex128	0.47298	18.9	1997	53481
+urd-por	ntrex128	0.45273	16.2	1997	51631
+urd-spa	ntrex128	0.48644	21.0	1997	54107
+mar-eng	tatoeba-test-v2020-07-28	0.63997	47.9	10000	64831
+rom-eng	tatoeba-test-v2020-07-28	0.25545	6.7	671	4457
+awa-eng	tatoeba-test-v2021-03-30	0.61380	41.6	280	1339
+awa-eng	tatoeba-test-v2021-08-07	0.60390	40.8	279	1335
+ben-eng	tatoeba-test-v2021-08-07	0.64078	49.4	2500	13978
+hin-eng	tatoeba-test-v2021-08-07	0.64929	49.1	5000	33943
+mar-eng	tatoeba-test-v2021-08-07	0.64074	48.0	10396	67527
+rom-eng	tatoeba-test-v2021-08-07	0.25329	6.6	706	4690
+urd-eng	tatoeba-test-v2021-08-07	0.52963	35.0	1663	12029
+ben-eng	tico19-test	0.64568	38.2	2100	56824
+ben-fra	tico19-test	0.49799	22.0	2100	64661
+ben-por	tico19-test	0.55115	27.2	2100	62729
+ben-spa	tico19-test	0.56847	29.9	2100	66563
+hin-eng	tico19-test	0.70694	46.6	2100	56323
+hin-fra	tico19-test	0.53932	26.7	2100	64661
+hin-por	tico19-test	0.60581	33.4	2100	62729
+hin-spa	tico19-test	0.61585	35.7	2100	66563
+mar-eng	tico19-test	0.59329	31.8	2100	56315
+mar-fra	tico19-test	0.46574	19.3	2100	64661
+mar-por	tico19-test	0.51463	23.6	2100	62729
+mar-spa	tico19-test	0.52551	25.7	2100	66563
+nep-eng	tico19-test	0.66283	40.7	2100	56824
+nep-fra	tico19-test	0.50397	22.8	2100	64661
+nep-por	tico19-test	0.55951	28.1	2100	62729
+nep-spa	tico19-test	0.57272	30.3	2100	66563
+urd-eng	tico19-test	0.57473	30.5	2100	56315
+urd-fra	tico19-test	0.46725	19.6	2100	64661
+urd-por	tico19-test	0.50913	23.5	2100	62729
+urd-spa	tico19-test	0.52387	25.8	2100	66563

config.json

@@ -0,0 +1,41 @@
+{
+  "_name_or_path": "pytorch-models/opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa",
+  "activation_dropout": 0.0,
+  "activation_function": "relu",
+  "architectures": [
+    "MarianMTModel"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 0,
+  "classifier_dropout": 0.0,
+  "d_model": 1024,
+  "decoder_attention_heads": 16,
+  "decoder_ffn_dim": 4096,
+  "decoder_layerdrop": 0.0,
+  "decoder_layers": 6,
+  "decoder_start_token_id": 61704,
+  "decoder_vocab_size": 61705,
+  "dropout": 0.1,
+  "encoder_attention_heads": 16,
+  "encoder_ffn_dim": 4096,
+  "encoder_layerdrop": 0.0,
+  "encoder_layers": 6,
+  "eos_token_id": 482,
+  "forced_eos_token_id": null,
+  "init_std": 0.02,
+  "is_encoder_decoder": true,
+  "max_length": null,
+  "max_position_embeddings": 1024,
+  "model_type": "marian",
+  "normalize_embedding": false,
+  "num_beams": null,
+  "num_hidden_layers": 6,
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generation_config.json

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special_tokens_map.json

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tokenizer_config.json

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