Upload protein amino-acid fast tokenizer
Browse files- README.md +66 -0
- special_tokens_map.json +8 -0
- tokenizer.json +190 -0
- tokenizer_config.json +66 -0
README.md
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---
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language:
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- en
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tags:
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- protein
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- amino-acid
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- tokenizer
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- biology
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license: mit
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library_name: transformers
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---
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# Protein Amino-Acid Fast Tokenizer
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Fast Rust-backed tokenizer for protein sequences.
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## Features
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- **1 token = 1 amino acid** — character-level tokenization
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- **Fast Rust backend** — efficient processing via HuggingFace Tokenizers
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- **Transformer-ready** — compatible with `AutoTokenizer`
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## Usage
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```python
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from transformers import AutoTokenizer
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tokenizer = AutoTokenizer.from_pretrained("pszmk/protein-aa-fast-tokenizer")
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# Single sequence
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tokens = tokenizer("MKTLLILAVAVCSAA")
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print(tokens)
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# {'input_ids': [2, 16, 14, ...], 'attention_mask': [1, 1, ...]}
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# Batch with padding
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batch = tokenizer(
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["MKTLLILAVAVCSAA", "ACDEFGHIK"],
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padding=True,
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return_tensors="pt",
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)
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```
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## Vocabulary
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| ID | Token | Description |
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|----|-------|-------------|
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| 0 | `<PAD>` | Padding |
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| 1 | `<MASK>` | Masked token |
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| 2 | `<CLS>` | Classification / Start |
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| 3 | `<SEP>` | Separator |
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| 4 | `<EOS>` | End of sequence |
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| 5 | `<UNK>` | Unknown |
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| 6-25 | A-Y | Standard amino acids |
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| 26 | X | Any amino acid |
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| 27 | B | Asparagine or Aspartic acid |
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| 28 | Z | Glutamine or Glutamic acid |
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## Template Processing
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- **Single sequence:** `<CLS> SEQUENCE <EOS>`
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- **Pair sequences:** `<CLS> SEQ_A <SEP> SEQ_B <EOS>`
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## Citation
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Part of the LAMP (Latent Anti-Microbial Peptides) project.
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special_tokens_map.json
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{
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"cls_token": "<CLS>",
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"eos_token": "<EOS>",
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"mask_token": "<MASK>",
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"pad_token": "<PAD>",
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"sep_token": "<SEP>",
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"unk_token": "<UNK>"
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}
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tokenizer.json
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{
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"version": "1.0",
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"truncation": null,
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"padding": null,
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"added_tokens": [
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{
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"id": 0,
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"content": "<PAD>",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 1,
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"content": "<MASK>",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 2,
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"content": "<CLS>",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 3,
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"content": "<SEP>",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 4,
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"content": "<EOS>",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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},
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{
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"id": 5,
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"content": "<UNK>",
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"single_word": false,
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"lstrip": false,
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"rstrip": false,
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"normalized": false,
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"special": true
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}
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],
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"normalizer": null,
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"pre_tokenizer": {
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"type": "Split",
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"pattern": {
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"String": ""
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},
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"behavior": "Isolated",
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"invert": false
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},
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"post_processor": {
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"type": "TemplateProcessing",
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"single": [
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{
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"SpecialToken": {
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"id": "<CLS>",
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"type_id": 0
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}
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},
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{
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"Sequence": {
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| 81 |
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"id": "A",
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"type_id": 0
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| 83 |
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}
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| 84 |
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},
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{
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"SpecialToken": {
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"id": "<EOS>",
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| 88 |
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"type_id": 0
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}
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}
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],
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"pair": [
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{
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"SpecialToken": {
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| 95 |
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"id": "<CLS>",
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| 96 |
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"type_id": 0
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| 97 |
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}
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},
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{
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| 100 |
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"Sequence": {
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| 101 |
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"id": "A",
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"type_id": 0
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| 103 |
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}
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| 104 |
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},
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{
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"SpecialToken": {
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"id": "<SEP>",
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"type_id": 0
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| 109 |
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}
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},
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| 111 |
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{
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| 112 |
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"Sequence": {
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| 113 |
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"id": "B",
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| 114 |
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"type_id": 0
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| 115 |
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}
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| 116 |
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},
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| 117 |
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{
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| 118 |
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"SpecialToken": {
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| 119 |
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"id": "<EOS>",
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"type_id": 0
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}
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}
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],
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"special_tokens": {
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"<CLS>": {
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"id": "<CLS>",
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"ids": [
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2
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],
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"tokens": [
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"<CLS>"
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]
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},
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"<EOS>": {
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| 135 |
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"id": "<EOS>",
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"ids": [
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4
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],
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| 139 |
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"tokens": [
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"<EOS>"
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| 141 |
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]
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},
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"<SEP>": {
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"id": "<SEP>",
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"ids": [
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3
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| 147 |
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],
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"tokens": [
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"<SEP>"
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]
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}
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}
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},
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"decoder": null,
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"model": {
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"type": "WordLevel",
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"vocab": {
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"<PAD>": 0,
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| 159 |
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"<MASK>": 1,
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| 160 |
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"<CLS>": 2,
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| 161 |
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"<SEP>": 3,
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| 162 |
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"<EOS>": 4,
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| 163 |
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"<UNK>": 5,
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| 164 |
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"A": 6,
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| 165 |
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"C": 7,
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| 166 |
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"D": 8,
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| 167 |
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"E": 9,
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| 168 |
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"F": 10,
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| 169 |
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"G": 11,
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| 170 |
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"H": 12,
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| 171 |
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"I": 13,
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| 172 |
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"K": 14,
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| 173 |
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"L": 15,
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| 174 |
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"M": 16,
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| 175 |
+
"N": 17,
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| 176 |
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"P": 18,
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| 177 |
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"Q": 19,
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| 178 |
+
"R": 20,
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| 179 |
+
"S": 21,
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| 180 |
+
"T": 22,
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| 181 |
+
"V": 23,
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| 182 |
+
"W": 24,
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| 183 |
+
"Y": 25,
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| 184 |
+
"X": 26,
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| 185 |
+
"B": 27,
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| 186 |
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"Z": 28
|
| 187 |
+
},
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| 188 |
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"unk_token": "<UNK>"
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| 189 |
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}
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}
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tokenizer_config.json
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{
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| 2 |
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"added_tokens_decoder": {
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| 3 |
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"0": {
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| 4 |
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"content": "<PAD>",
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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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| 7 |
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"rstrip": false,
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| 8 |
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"single_word": false,
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| 9 |
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"special": true
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| 10 |
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},
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| 11 |
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"1": {
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| 12 |
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"content": "<MASK>",
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| 13 |
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"lstrip": false,
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| 14 |
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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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| 17 |
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"special": true
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| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "<CLS>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "<SEP>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"4": {
|
| 36 |
+
"content": "<EOS>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
},
|
| 43 |
+
"5": {
|
| 44 |
+
"content": "<UNK>",
|
| 45 |
+
"lstrip": false,
|
| 46 |
+
"normalized": false,
|
| 47 |
+
"rstrip": false,
|
| 48 |
+
"single_word": false,
|
| 49 |
+
"special": true
|
| 50 |
+
}
|
| 51 |
+
},
|
| 52 |
+
"clean_up_tokenization_spaces": false,
|
| 53 |
+
"cls_token": "<CLS>",
|
| 54 |
+
"eos_token": "<EOS>",
|
| 55 |
+
"extra_special_tokens": {},
|
| 56 |
+
"mask_token": "<MASK>",
|
| 57 |
+
"model_input_names": [
|
| 58 |
+
"input_ids",
|
| 59 |
+
"attention_mask"
|
| 60 |
+
],
|
| 61 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 62 |
+
"pad_token": "<PAD>",
|
| 63 |
+
"sep_token": "<SEP>",
|
| 64 |
+
"tokenizer_class": "PreTrainedTokenizerFast",
|
| 65 |
+
"unk_token": "<UNK>"
|
| 66 |
+
}
|