upstream-archive byte-perfect snapshot of Helsinki-NLP/opus-mt-eo-caenes (ADR-039 Phase D)
Browse files- .gitattributes +2 -0
- README.md +80 -0
- added_tokens.json +3 -0
- config.json +39 -0
- generation_config.json +16 -0
- model.safetensors +3 -0
- source.spm +3 -0
- special_tokens_map.json +30 -0
- target.spm +3 -0
- test.cat.out +0 -0
- test.eng.out +0 -0
- test.spa.out +0 -0
- tokenizer_config.json +48 -0
- train.log +0 -0
- vocab.json +0 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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source.spm filter=lfs diff=lfs merge=lfs -text
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target.spm filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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language:
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- eo
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- en
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- es
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- ca
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tags:
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- translation
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- machine-translation
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- marian
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- opus-mt
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- multilingual
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license: cc-by-4.0
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pipeline_tag: translation
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metrics:
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- bleu
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- chrf
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---
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# Esperanto -> Catalan, English, Spanish MT Model
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## Model description
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This repository contains a **multilingual MarianMT** model for **Esperanto → (English, Spanish, Catalan)** translation using language tags.
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## Usage
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The model is loaded and used with `transformers` as:
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```python
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from transformers import MarianMTModel, MarianTokenizer
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import torch
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model_name = "Helsinki-NLP/opus-mt-eo-caenes"
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device = "cuda" if torch.cuda.is_available() else "cpu"
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model = MarianMTModel.from_pretrained(model_name).to(device)
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tokenizer = MarianTokenizer.from_pretrained(model_name)
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source_texts = [
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">>spa<< Saluton, kiel vi fartas?",
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">>eng<< Saluton, kiel vi fartas?",
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">>cat<< Saluton, kiel vi fartas?"
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]
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inputs = tokenizer(source_texts, return_tensors="pt", padding=True, truncation=True)
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inputs = {k: v.to(device) for k, v in inputs.items()}
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translated_ids = model.generate(inputs["input_ids"])
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translated_texts = tokenizer.batch_decode(translated_ids, skip_special_tokens=True)
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for src, tgt in zip(source_texts, translated_texts):
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print(f"Source: {src} => Translated: {tgt}")
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````
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### Supported target languages (via tags)
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You control the target language by prefixing the source sentence with one of the following tags:
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* `>>eng<<` → English
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* `>>spa<<` → Spanish
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* `>>cat<<` → Catalan
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## Training data
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The model was trained using **Tatoeba** parallel data, with **FLORES-200** used as the development set.
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Training sentence-pair counts:
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* **ca-eo**: 672,931
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* **es-eo**: 4,677,945
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* **eo-en**: 5,000,000
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## Evaluation on FLORES
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| Language Pair | BLEU | ChrF++ |
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| ------------- | ----: | ----: |
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| epo-spa | 19.98 | 49.11 |
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| epo-cat | 28.35 | 55.42 |
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| epo-eng | 37.47 | 63.09 |
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added_tokens.json
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{
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"<s>": 32001
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}
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config.json
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{
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"activation_dropout": 0.0,
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"activation_function": "relu",
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"architectures": [
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"MarianMTModel"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"d_model": 512,
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"decoder_attention_heads": 8,
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"decoder_ffn_dim": 2048,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 6,
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"decoder_start_token_id": 32000,
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"decoder_vocab_size": 32001,
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"dropout": 0.1,
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"dtype": "float16",
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"encoder_attention_heads": 8,
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"encoder_ffn_dim": 2048,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 6,
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"eos_token_id": 0,
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"forced_eos_token_id": 0,
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"max_length": null,
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"max_position_embeddings": 512,
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"model_type": "marian",
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"normalize_embedding": false,
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"num_beams": null,
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"num_hidden_layers": 6,
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"pad_token_id": 32000,
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"scale_embedding": true,
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"share_encoder_decoder_embeddings": true,
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"static_position_embeddings": true,
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"transformers_version": "4.57.3",
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"use_cache": true,
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"vocab_size": 32001
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bad_words_ids": [
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[
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32000
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]
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],
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"bos_token_id": 0,
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"decoder_start_token_id": 32000,
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"eos_token_id": 0,
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"forced_eos_token_id": 0,
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"max_length": 512,
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"num_beams": 8,
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"pad_token_id": 32000,
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"transformers_version": "4.57.3"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:38b4b78e7bb9206834d231ae41785165b17f8deae57a5c286f1b80b982a9d7fa
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size 153908130
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source.spm
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version https://git-lfs.github.com/spec/v1
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oid sha256:d561cdf0fc7ad693c1bf1fe21732c6434650623ec69dc712aceb36483587914d
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size 805644
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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target.spm
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version https://git-lfs.github.com/spec/v1
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oid sha256:d561cdf0fc7ad693c1bf1fe21732c6434650623ec69dc712aceb36483587914d
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size 805644
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test.cat.out
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test.eng.out
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test.spa.out
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"32000": {
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"content": "<pad>",
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| 21 |
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"lstrip": false,
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| 22 |
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"normalized": false,
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| 23 |
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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| 27 |
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"32001": {
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| 28 |
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"content": "<s>",
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| 29 |
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"lstrip": false,
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| 30 |
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"normalized": false,
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| 31 |
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"rstrip": false,
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| 32 |
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"single_word": false,
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"special": true
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}
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},
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| 36 |
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"bos_token": "<s>",
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| 37 |
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"clean_up_tokenization_spaces": false,
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| 38 |
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"eos_token": "</s>",
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| 39 |
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"extra_special_tokens": {},
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| 40 |
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"model_max_length": 512,
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| 41 |
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"pad_token": "<pad>",
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| 42 |
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"separate_vocabs": false,
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| 43 |
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"source_lang": null,
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| 44 |
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"sp_model_kwargs": {},
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| 45 |
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"target_lang": null,
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| 46 |
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"tokenizer_class": "MarianTokenizer",
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"unk_token": "<unk>"
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}
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train.log
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vocab.json
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