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  1. model_files/.gitattributes +35 -0
  2. model_files/.gitignore +203 -0
  3. model_files/README.md +295 -0
  4. model_files/added_tokens.json +126 -0
  5. model_files/config.json +32 -0
  6. model_files/generation_config.json +8 -0
  7. model_files/model.safetensors +3 -0
  8. model_files/sentencepiece.bpe.model +3 -0
  9. model_files/special_tokens_map.json +133 -0
  10. model_files/tokenizer_config.json +1167 -0
  11. model_files/vocab.json +0 -0
model_files/.gitattributes ADDED
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model_files/.gitignore ADDED
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+ MANIFEST
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+ # PyInstaller
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+ # Usually these files are written by a python script from a template
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+ # before PyInstaller builds the exe, so as to inject date/other infos into it.
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+ *.manifest
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+ ipython_config.py
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+ # pyenv
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+ # For a library or package, you might want to ignore these files since the code is
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+ # intended to run in multiple environments; otherwise, check them in:
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+
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+ # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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+ #pdm.lock
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+ # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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+ # in version control.
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+ # https://pdm.fming.dev/#use-with-ide
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+ .pdm.toml
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+
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+ # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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+ __pypackages__/
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+
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+ # Celery stuff
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+ celerybeat-schedule
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+ celerybeat.pid
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+ # SageMath parsed files
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+ *.sage.py
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+
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+ # Environments
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+ .env
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+ env/
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+ ENV/
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+ # Spyder project settings
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+ # Rope project settings
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+ # mkdocs documentation
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+ # mypy
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+ .dmypy.json
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+ dmypy.json
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+
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+ # Pyre type checker
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+ # pytype static type analyzer
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+
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+ # Cython debug symbols
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+ # PyCharm
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+ # JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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+ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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+ # and can be added to the global gitignore or merged into this file. For a more nuclear
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+ # option (not recommended) you can uncomment the following to ignore the entire idea folder.
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+ #.idea/
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+
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+ # General
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+ .DS_Store
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+ .AppleDouble
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+ # Icon must end with two \r
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+ Icon
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+
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+ # Thumbnails
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+ ._*
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+
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+ # Files that might appear in the root of a volume
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+ .DocumentRevisions-V100
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+ .fseventsd
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+ .Spotlight-V100
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+ .TemporaryItems
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+ # Directories potentially created on remote AFP share
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+ .nfs*
model_files/README.md ADDED
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+ ---
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+ pipeline_tag: translation
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+ license: mit
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+ language:
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+ - multilingual
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+ - af
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+ - am
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+ - ar
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+ - as
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+ - ast
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+ - ay
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+ - az
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+ - ba
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+ - be
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+ - bg
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+ - bn
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+ - br
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+ - bs
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+ - ca
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+ - ceb
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+ - cjk
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+ - cs
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+ - cy
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+ - da
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+ - de
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+ - dyu
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+ - el
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+ - en
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+ - es
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+ - et
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+ - fa
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+ - ff
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+ - fi
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+ - fr
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+ - fy
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+ - ga
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+ - gd
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+ - gl
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+ - gu
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+ - ha
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+ - he
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+ - hi
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+ - hr
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+ - ht
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+ - hu
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+ - hy
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+ - id
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+ - ig
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+ - ilo
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+ - is
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+ - it
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+ - ja
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+ - jv
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+ - ka
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+ - kac
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+ - kam
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+ - kea
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+ - kg
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+ - kk
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+ - km
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+ - kmb
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+ - kmr
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+ - kn
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+ - ko
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+ - ku
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+ - ky
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+ - lb
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+ - lg
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+ - ln
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+ - lo
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+ - lt
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+ - luo
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+ - lv
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+ - mg
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+ - mi
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+ - mk
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+ - ml
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+ - mn
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+ - mr
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+ - ms
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+ - mt
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+ - my
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+ - ne
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+ - nl
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+ - no
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+ - ns
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+ - ny
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+ - oc
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+ - om
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+ - or
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+ - pa
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+ - pl
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+ - ps
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+ - pt
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+ - qu
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+ - ro
97
+ - ru
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+ - sd
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+ - shn
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+ - si
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+ - sk
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+ - sl
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+ - sn
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+ - so
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+ - sq
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+ - sr
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+ - ss
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+ - su
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+ - sv
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+ - sw
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+ - ta
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+ - te
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+ - tg
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+ - th
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+ - ti
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+ - tl
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+ - tn
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+ - tr
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+ - uk
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+ - umb
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+ - ur
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+ - uz
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+ - vi
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+ - wo
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+ - xh
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+ - yi
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+ - yo
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+ - zh
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+ - zu
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+ ---
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+
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+ # Flores101: Large-Scale Multilingual Machine Translation
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+
134
+ `flores101_mm100_175M` is a multilingual encoder-decoder (seq-to-seq) model trained for Many-to-Many multilingual translation. It was introduced in this [paper](https://aclanthology.org/2022.tacl-1.30) and released in [this](https://github.com/facebookresearch/fairseq/tree/main/examples/flores101) repository.
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+
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+ The model architecture and config are the same as [M2M100](https://huggingface.co/facebook/m2m100_418M) implementation, but the **tokenizer should be modified** to adjust language codes.
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+
138
+ ```python
139
+ from transformers import M2M100ForConditionalGeneration, M2M100Tokenizer
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+
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+ hi_text = "जीवन एक चॉकलेट बॉक्स की तरह है।"
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+ chinese_text = "生活就像一盒巧克力。"
143
+
144
+ model = M2M100ForConditionalGeneration.from_pretrained("seyoungsong/flores101_mm100_175M")
145
+ tokenizer: M2M100Tokenizer = M2M100Tokenizer.from_pretrained("seyoungsong/flores101_mm100_175M")
146
+
147
+ # FIX TOKENIZER!
148
+ tokenizer.lang_token_to_id = {t: i for t, i in zip(tokenizer.all_special_tokens, tokenizer.all_special_ids) if i > 5}
149
+ tokenizer.lang_code_to_token = {s.strip("_"): s for s in tokenizer.lang_token_to_id}
150
+ tokenizer.lang_code_to_id = {s.strip("_"): i for s, i in tokenizer.lang_token_to_id.items()}
151
+ tokenizer.id_to_lang_token = {i: s for s, i in tokenizer.lang_token_to_id.items()}
152
+
153
+ # translate Hindi to French
154
+ tokenizer.src_lang = "hi"
155
+ encoded_hi = tokenizer(hi_text, return_tensors="pt")
156
+ generated_tokens = model.generate(**encoded_hi, forced_bos_token_id=tokenizer.get_lang_id("fr"))
157
+ tokenizer.batch_decode(generated_tokens, skip_special_tokens=True)
158
+ # => "La vie est comme une boîte de chocolat."
159
+
160
+ # translate Chinese to English
161
+ tokenizer.src_lang = "zh"
162
+ encoded_zh = tokenizer(chinese_text, return_tensors="pt")
163
+ generated_tokens = model.generate(**encoded_zh, forced_bos_token_id=tokenizer.get_lang_id("en"))
164
+ tokenizer.batch_decode(generated_tokens, skip_special_tokens=True)
165
+ # => "Life is like a chocolate box."
166
+ ```
167
+
168
+ ## Languages covered
169
+
170
+ | Language | lang code |
171
+ | ---------------- | --------- |
172
+ | Akrikaans | af |
173
+ | Amharic | am |
174
+ | Arabic | ar |
175
+ | Assamese | as |
176
+ | Asturian | ast |
177
+ | Aymara | ay |
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+ | Azerbaijani | az |
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+ | Bashkir | ba |
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+ | Belarusian | be |
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+ | Bulgarian | bg |
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+ | Bengali | bn |
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+ | Breton | br |
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+ | Bosnian | bs |
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+ | Catalan | ca |
186
+ | Cebuano | ceb |
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+ | Chokwe | cjk |
188
+ | Czech | cs |
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+ | Welsh | cy |
190
+ | Danish | da |
191
+ | German | de |
192
+ | Dyula | dyu |
193
+ | Greek | el |
194
+ | English | en |
195
+ | Spanish | es |
196
+ | Estonian | et |
197
+ | Persian | fa |
198
+ | Fulah | ff |
199
+ | Finnish | fi |
200
+ | French | fr |
201
+ | Western Frisian | fy |
202
+ | Irish | ga |
203
+ | Scottish Gaelic | gd |
204
+ | Galician | gl |
205
+ | Gujarati | gu |
206
+ | Hausa | ha |
207
+ | Hebrew | he |
208
+ | Hindi | hi |
209
+ | Croatian | hr |
210
+ | Haitian Creole | ht |
211
+ | Hungarian | hu |
212
+ | Armenian | hy |
213
+ | Indonesian | id |
214
+ | Igbo | ig |
215
+ | Iloko | ilo |
216
+ | Icelandic | is |
217
+ | Italian | it |
218
+ | Japanese | ja |
219
+ | Javanese | jv |
220
+ | Georgian | ka |
221
+ | Kachin | kac |
222
+ | Kamba | kam |
223
+ | Kabuverdianu | kea |
224
+ | Kongo | kg |
225
+ | Kazakh | kk |
226
+ | Central Khmer | km |
227
+ | Kimbundu | kmb |
228
+ | Northern Kurdish | kmr |
229
+ | Kannada | kn |
230
+ | Korean | ko |
231
+ | Kurdish | ku |
232
+ | Kyrgyz | ky |
233
+ | Luxembourgish | lb |
234
+ | Ganda | lg |
235
+ | Lingala | ln |
236
+ | Lao | lo |
237
+ | Lithuanian | lt |
238
+ | Luo | luo |
239
+ | Latvian | lv |
240
+ | Malagasy | mg |
241
+ | Maori | mi |
242
+ | Macedonian | mk |
243
+ | Malayalam | ml |
244
+ | Mongolian | mn |
245
+ | Marathi | mr |
246
+ | Malay | ms |
247
+ | Maltese | mt |
248
+ | Burmese | my |
249
+ | Nepali | ne |
250
+ | Dutch | nl |
251
+ | Norwegian | no |
252
+ | Northern Sotho | ns |
253
+ | Nyanja | ny |
254
+ | Occitan | oc |
255
+ | Oromo | om |
256
+ | Oriya | or |
257
+ | Punjabi | pa |
258
+ | Polish | pl |
259
+ | Pashto | ps |
260
+ | Portuguese | pt |
261
+ | Quechua | qu |
262
+ | Romanian | ro |
263
+ | Russian | ru |
264
+ | Sindhi | sd |
265
+ | Shan | shn |
266
+ | Sinhala | si |
267
+ | Slovak | sk |
268
+ | Slovenian | sl |
269
+ | Shona | sn |
270
+ | Somali | so |
271
+ | Albanian | sq |
272
+ | Serbian | sr |
273
+ | Swati | ss |
274
+ | Sundanese | su |
275
+ | Swedish | sv |
276
+ | Swahili | sw |
277
+ | Tamil | ta |
278
+ | Telugu | te |
279
+ | Tajik | tg |
280
+ | Thai | th |
281
+ | Tigrinya | ti |
282
+ | Tagalog | tl |
283
+ | Tswana | tn |
284
+ | Turkish | tr |
285
+ | Ukrainian | uk |
286
+ | Umbundu | umb |
287
+ | Urdu | ur |
288
+ | Uzbek | uz |
289
+ | Vietnamese | vi |
290
+ | Wolof | wo |
291
+ | Xhosa | xh |
292
+ | Yiddish | yi |
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+ | Yoruba | yo |
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+ | Chinese | zh |
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+ | Zulu | zu |
model_files/added_tokens.json ADDED
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+ "__bs__": 256013,
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+ "__ca__": 256014,
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+ "__ceb__": 256015,
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+ "__cs__": 256017,
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+ "__cy__": 256018,
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+ "__fr__": 256029,
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+ "__fy__": 256030,
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+ "__ga__": 256031,
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+ "__gl__": 256033,
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+ "__gu__": 256034,
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+ "__ha__": 256035,
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+ "__he__": 256036,
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+ "__hi__": 256037,
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+ "__hr__": 256038,
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+ "lstrip": false,
982
+ "normalized": false,
983
+ "rstrip": false,
984
+ "single_word": false,
985
+ "special": true
986
+ },
987
+ "256120": {
988
+ "content": "__xh__",
989
+ "lstrip": false,
990
+ "normalized": false,
991
+ "rstrip": false,
992
+ "single_word": false,
993
+ "special": true
994
+ },
995
+ "256121": {
996
+ "content": "__yi__",
997
+ "lstrip": false,
998
+ "normalized": false,
999
+ "rstrip": false,
1000
+ "single_word": false,
1001
+ "special": true
1002
+ },
1003
+ "256122": {
1004
+ "content": "__yo__",
1005
+ "lstrip": false,
1006
+ "normalized": false,
1007
+ "rstrip": false,
1008
+ "single_word": false,
1009
+ "special": true
1010
+ },
1011
+ "256123": {
1012
+ "content": "__zh__",
1013
+ "lstrip": false,
1014
+ "normalized": false,
1015
+ "rstrip": false,
1016
+ "single_word": false,
1017
+ "special": true
1018
+ },
1019
+ "256124": {
1020
+ "content": "__zu__",
1021
+ "lstrip": false,
1022
+ "normalized": false,
1023
+ "rstrip": false,
1024
+ "single_word": false,
1025
+ "special": true
1026
+ }
1027
+ },
1028
+ "additional_special_tokens": [
1029
+ "__af__",
1030
+ "__am__",
1031
+ "__ar__",
1032
+ "__as__",
1033
+ "__ast__",
1034
+ "__ay__",
1035
+ "__az__",
1036
+ "__ba__",
1037
+ "__be__",
1038
+ "__bg__",
1039
+ "__bn__",
1040
+ "__br__",
1041
+ "__bs__",
1042
+ "__ca__",
1043
+ "__ceb__",
1044
+ "__cjk__",
1045
+ "__cs__",
1046
+ "__cy__",
1047
+ "__da__",
1048
+ "__de__",
1049
+ "__dyu__",
1050
+ "__el__",
1051
+ "__en__",
1052
+ "__es__",
1053
+ "__et__",
1054
+ "__fa__",
1055
+ "__ff__",
1056
+ "__fi__",
1057
+ "__fr__",
1058
+ "__fy__",
1059
+ "__ga__",
1060
+ "__gd__",
1061
+ "__gl__",
1062
+ "__gu__",
1063
+ "__ha__",
1064
+ "__he__",
1065
+ "__hi__",
1066
+ "__hr__",
1067
+ "__ht__",
1068
+ "__hu__",
1069
+ "__hy__",
1070
+ "__id__",
1071
+ "__ig__",
1072
+ "__ilo__",
1073
+ "__is__",
1074
+ "__it__",
1075
+ "__ja__",
1076
+ "__jv__",
1077
+ "__ka__",
1078
+ "__kac__",
1079
+ "__kam__",
1080
+ "__kea__",
1081
+ "__kg__",
1082
+ "__kk__",
1083
+ "__km__",
1084
+ "__kmb__",
1085
+ "__kmr__",
1086
+ "__kn__",
1087
+ "__ko__",
1088
+ "__ku__",
1089
+ "__ky__",
1090
+ "__lb__",
1091
+ "__lg__",
1092
+ "__ln__",
1093
+ "__lo__",
1094
+ "__lt__",
1095
+ "__luo__",
1096
+ "__lv__",
1097
+ "__mg__",
1098
+ "__mi__",
1099
+ "__mk__",
1100
+ "__ml__",
1101
+ "__mn__",
1102
+ "__mr__",
1103
+ "__ms__",
1104
+ "__mt__",
1105
+ "__my__",
1106
+ "__ne__",
1107
+ "__nl__",
1108
+ "__no__",
1109
+ "__ns__",
1110
+ "__ny__",
1111
+ "__oc__",
1112
+ "__om__",
1113
+ "__or__",
1114
+ "__pa__",
1115
+ "__pl__",
1116
+ "__ps__",
1117
+ "__pt__",
1118
+ "__qu__",
1119
+ "__ro__",
1120
+ "__ru__",
1121
+ "__sd__",
1122
+ "__shn__",
1123
+ "__si__",
1124
+ "__sk__",
1125
+ "__sl__",
1126
+ "__sn__",
1127
+ "__so__",
1128
+ "__sq__",
1129
+ "__sr__",
1130
+ "__ss__",
1131
+ "__su__",
1132
+ "__sv__",
1133
+ "__sw__",
1134
+ "__ta__",
1135
+ "__te__",
1136
+ "__tg__",
1137
+ "__th__",
1138
+ "__ti__",
1139
+ "__tl__",
1140
+ "__tn__",
1141
+ "__tr__",
1142
+ "__uk__",
1143
+ "__umb__",
1144
+ "__ur__",
1145
+ "__uz__",
1146
+ "__vi__",
1147
+ "__wo__",
1148
+ "__xh__",
1149
+ "__yi__",
1150
+ "__yo__",
1151
+ "__zh__",
1152
+ "__zu__"
1153
+ ],
1154
+ "bos_token": "<s>",
1155
+ "clean_up_tokenization_spaces": true,
1156
+ "eos_token": "</s>",
1157
+ "language_codes": "m2m100",
1158
+ "model_max_length": 1024,
1159
+ "num_madeup_words": 0,
1160
+ "pad_token": "<pad>",
1161
+ "sep_token": "</s>",
1162
+ "sp_model_kwargs": {},
1163
+ "src_lang": "en",
1164
+ "tgt_lang": null,
1165
+ "tokenizer_class": "M2M100Tokenizer",
1166
+ "unk_token": "<unk>"
1167
+ }
model_files/vocab.json ADDED
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