readme: ---
  language: 
  - bn
  - or
  - gu
  - mr
  - ur
  - hi
  - as
  - si
  - inc
  
  tags:
  - translation
  
  license: apache-2.0
  ---
  
  ### inc-inc
  
  * source group: Indic languages 
  * target group: Indic languages 
  *  OPUS readme: [inc-inc](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/inc-inc/README.md)
  
  *  model: transformer
  * source language(s): asm hin mar urd
  * target language(s): asm hin mar urd
  * model: transformer
  * pre-processing: normalization + SentencePiece (spm32k,spm32k)
  * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
  * download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.zip)
  * test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.test.txt)
  * test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.eval.txt)
  
  ## Benchmarks
  
  | testset               | BLEU  | chr-F |
  |-----------------------|-------|-------|
  | Tatoeba-test.asm-hin.asm.hin 	| 2.6 	| 0.231 |
  | Tatoeba-test.hin-asm.hin.asm 	| 9.1 	| 0.262 |
  | Tatoeba-test.hin-mar.hin.mar 	| 28.1 	| 0.548 |
  | Tatoeba-test.hin-urd.hin.urd 	| 19.9 	| 0.508 |
  | Tatoeba-test.mar-hin.mar.hin 	| 11.6 	| 0.466 |
  | Tatoeba-test.multi.multi 	| 17.1 	| 0.464 |
  | Tatoeba-test.urd-hin.urd.hin 	| 13.5 	| 0.377 |
  
  
  ### System Info: 
  - hf_name: inc-inc
  
  - source_languages: inc
  
  - target_languages: inc
  
  - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/inc-inc/README.md
  
  - original_repo: Tatoeba-Challenge
  
  - tags: ['translation']
  
  - languages: ['bn', 'or', 'gu', 'mr', 'ur', 'hi', 'as', 'si', 'inc']
  
  - src_constituents: {'pnb', 'gom', 'ben', 'hif_Latn', 'ori', 'guj', 'pan_Guru', 'snd_Arab', 'npi', 'mar', 'urd', 'bho', 'hin', 'san_Deva', 'asm', 'rom', 'mai', 'awa', 'sin'}
  
  - tgt_constituents: {'pnb', 'gom', 'ben', 'hif_Latn', 'ori', 'guj', 'pan_Guru', 'snd_Arab', 'npi', 'mar', 'urd', 'bho', 'hin', 'san_Deva', 'asm', 'rom', 'mai', 'awa', 'sin'}
  
  - src_multilingual: True
  
  - tgt_multilingual: True
  
  - prepro:  normalization + SentencePiece (spm32k,spm32k)
  
  - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.zip
  
  - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/inc-inc/opus-2020-07-27.test.txt
  
  - src_alpha3: inc
  
  - tgt_alpha3: inc
  
  - short_pair: inc-inc
  
  - chrF2_score: 0.46399999999999997
  
  - bleu: 17.1
  
  - brevity_penalty: 1.0
  
  - ref_len: 4985.0
  
  - src_name: Indic languages
  
  - tgt_name: Indic languages
  
  - train_date: 2020-07-27
  
  - src_alpha2: inc
  
  - tgt_alpha2: inc
  
  - prefer_old: False
  
  - long_pair: inc-inc
  
  - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
  
  - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
  
  - port_machine: brutasse
  
  - port_time: 2020-08-21-14:41