Initial version
Browse files- README.md +58 -3
- config.json +2 -0
- model.bin +3 -0
- model_description.txt +9 -0
- shared_vocabulary.txt +0 -0
- sp_m.model +3 -0
README.md
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---
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---
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language:
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- ca
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- gl
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tags:
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- translation
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library_name: opennmt
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license: mit
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metrics:
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- bleu
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inference: false
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---
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### Introduction
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Catalan - Galician translation model for OpenNMT. These are the same models that we have in production at https://www.softcatala.org/traductor/.
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The models are quantified for low latency.
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### Usage
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Install the necessary dependencies:
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```bash
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pip3 install ctranslate2 pyonmttok
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```
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Simple tokenization & translation using Python:
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```python
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import ctranslate2
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import pyonmttok
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from huggingface_hub import snapshot_download
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model_dir = snapshot_download(repo_id="softcatala/translate-cat-glg", revision="main")
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tokenizer=pyonmttok.Tokenizer(mode="none", sp_model_path = model_dir + "/sp_m.model")
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tokenized=tokenizer.tokenize("Hola amics")
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translator = ctranslate2.Translator(model_dir)
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translated = translator.translate_batch([tokenized[0]])
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print(tokenizer.detokenize(translated[0][0]['tokens']))
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```
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## Benchmarks
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| testset | BLEU |
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|---------------------------------------|-------|
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| test dataset (from train/dev/test) | 80.7 |
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| Flores200 dataset | 31.9 |
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## Additional information
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* https://github.com/Softcatala/nmt-models
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* https://github.com/Softcatala/parallel-catalan-corpus
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config.json
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{
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}
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model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:fc94a4caa3a7ad9087943e83f71619b016ca53cde820c52ea062cb22e6094c26
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size 70727761
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model_description.txt
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Model description: cat-glg
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Date: 2022-11-21
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TF version 2.10.0, OpenNMT version 2.29.1, CTranslate2 version 2.24.0
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Test data set
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BLEU|nrefs:1|case:mixed|eff:no|tok:13a|smooth:exp|version:2.1.0 = 80.7 92.3/85.6/80.3/75.6 (BP = 0.970 ratio = 0.970 hyp_len = 96933 ref_len = 99928)
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chrF2|nrefs:1|case:mixed|eff:yes|nc:6|nw:0|space:no|version:2.1.0 = 89.7
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Flores data set
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BLEU|nrefs:1|case:mixed|eff:no|tok:13a|smooth:exp|version:2.1.0 = 31.9 63.7/39.4/26.2/17.5 (BP = 0.974 ratio = 0.974 hyp_len = 25893 ref_len = 26582)
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chrF2|nrefs:1|case:mixed|eff:yes|nc:6|nw:0|space:no|version:2.1.0 = 59.5
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shared_vocabulary.txt
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sp_m.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:096530f4aa45e25d8b626549b7d23615656bcc77e996b3fe62f5c969e4d28789
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size 1136059
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