Instructions to use Bakhteyar/Balochi-Model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Bakhteyar/Balochi-Model with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSeq2SeqLM tokenizer = AutoTokenizer.from_pretrained("Bakhteyar/Balochi-Model") model = AutoModelForSeq2SeqLM.from_pretrained("Bakhteyar/Balochi-Model") - Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- .gitattributes +2 -0
- README.md +63 -0
- config.json +54 -0
- download.gitattributes +37 -0
- generation_config.json +16 -0
- model.safetensors +3 -0
- source.spm +3 -0
- target.spm +3 -0
- tokenizer_config.json +41 -0
- training_args.bin +3 -0
- vocab.json +0 -0
.gitattributes
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README.md
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---
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library_name: transformers
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license: mit
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base_model: shehzadkhalid04/balochi-latani
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tags:
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- generated_from_trainer
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model-index:
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- name: en-bal-latin-v2
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# en-bal-latin-v2
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This model is a fine-tuned version of [shehzadkhalid04/balochi-latani](https://huggingface.co/shehzadkhalid04/balochi-latani) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1554
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 32
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 5
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.3135 | 1.0 | 899 | 0.1732 |
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| 0.1672 | 2.0 | 1798 | 0.1649 |
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| 0.1384 | 3.0 | 2697 | 0.1590 |
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| 0.1192 | 4.0 | 3596 | 0.1560 |
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| 0.1058 | 5.0 | 4495 | 0.1554 |
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### Framework versions
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- Transformers 5.0.0
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- Pytorch 2.10.0+cu128
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- Datasets 4.8.5
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- Tokenizers 0.22.2
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config.json
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{
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"activation_dropout": 0.0,
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"activation_function": "swish",
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"add_bias_logits": false,
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"add_final_layer_norm": false,
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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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"classif_dropout": 0.0,
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"classifier_dropout": 0.0,
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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": 64109,
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"decoder_vocab_size": 64110,
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"dropout": 0.1,
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"dtype": "float32",
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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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"extra_pos_embeddings": 64110,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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},
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"init_std": 0.02,
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"is_decoder": false,
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"is_encoder_decoder": true,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2
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},
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"max_position_embeddings": 512,
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"model_type": "marian",
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"normalize_before": false,
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"normalize_embedding": false,
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"num_hidden_layers": 6,
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"pad_token_id": 64109,
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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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"tie_word_embeddings": true,
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"transformers_version": "5.0.0",
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"use_cache": false,
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"vocab_size": 64110
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}
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download.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.wasm 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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generation_config.json
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{
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"bad_words_ids": [
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[
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64109
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]
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],
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"bos_token_id": 0,
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"decoder_start_token_id": 64109,
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| 9 |
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"eos_token_id": 0,
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| 10 |
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"max_length": 512,
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"pad_token_id": 64109,
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"renormalize_logits": true,
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"transformers_version": "5.0.0"
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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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size 308136760
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source.spm
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version https://git-lfs.github.com/spec/v1
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target.spm
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version https://git-lfs.github.com/spec/v1
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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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| 5 |
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"lstrip": false,
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| 6 |
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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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| 15 |
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"rstrip": false,
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| 16 |
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"single_word": false,
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"special": true
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},
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| 19 |
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"64109": {
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"content": "<pad>",
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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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| 24 |
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"single_word": false,
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| 25 |
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"special": true
|
| 26 |
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}
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| 27 |
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},
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| 28 |
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"additional_special_tokens": null,
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| 29 |
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"backend": "custom",
|
| 30 |
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"clean_up_tokenization_spaces": true,
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| 31 |
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"eos_token": "</s>",
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| 32 |
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"is_local": false,
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| 33 |
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"model_max_length": 512,
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| 34 |
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"pad_token": "<pad>",
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| 35 |
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"separate_vocabs": false,
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| 36 |
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"source_lang": "eng",
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| 37 |
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"sp_model_kwargs": {},
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| 38 |
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"target_lang": "mul",
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| 39 |
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"tokenizer_class": "MarianTokenizer",
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| 40 |
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"unk_token": "<unk>"
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| 41 |
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 5393
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vocab.json
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