Automatic Speech Recognition
Transformers
TensorBoard
Safetensors
wav2vec2
speech-recognition
korean-phoneme-recognition
Instructions to use slplab/wav2vec2-XLSR-300m_KoreanPhonene_spoken_by_foreigners with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use slplab/wav2vec2-XLSR-300m_KoreanPhonene_spoken_by_foreigners with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="slplab/wav2vec2-XLSR-300m_KoreanPhonene_spoken_by_foreigners")# Load model directly from transformers import AutoProcessor, AutoModelForCTC processor = AutoProcessor.from_pretrained("slplab/wav2vec2-XLSR-300m_KoreanPhonene_spoken_by_foreigners") model = AutoModelForCTC.from_pretrained("slplab/wav2vec2-XLSR-300m_KoreanPhonene_spoken_by_foreigners", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Initial commit for wav2vec2-xls-r-300m pronunciation model
Browse files- config.json +109 -0
- model.safetensors +3 -0
- preprocessor_config.json +10 -0
- special_tokens_map.json +6 -0
- tokenizer_config.json +50 -0
- vocab.json +84 -0
config.json
ADDED
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{
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"_name_or_path": "facebook/wav2vec2-xls-r-300m",
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"activation_dropout": 0.0,
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"adapter_attn_dim": null,
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"adapter_kernel_size": 3,
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"adapter_stride": 2,
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"add_adapter": false,
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"apply_spec_augment": true,
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"architectures": [
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"Wav2Vec2ForCTC"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 1,
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"classifier_proj_size": 256,
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"codevector_dim": 768,
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"contrastive_logits_temperature": 0.1,
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"conv_bias": true,
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"conv_dim": [
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512,
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512,
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512,
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512,
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512,
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512,
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512
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],
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"conv_kernel": [
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10,
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3,
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3,
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3,
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3,
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2,
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2
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],
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"conv_stride": [
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5,
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2,
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2,
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2,
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2,
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2,
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2
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],
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"ctc_loss_reduction": "mean",
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"ctc_zero_infinity": false,
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"diversity_loss_weight": 0.1,
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"do_stable_layer_norm": true,
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"eos_token_id": 2,
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"feat_extract_activation": "gelu",
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"feat_extract_dropout": 0.0,
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"feat_extract_norm": "layer",
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"feat_proj_dropout": 0.1,
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"feat_quantizer_dropout": 0.0,
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"final_dropout": 0.0,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout": 0.1,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-05,
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"layerdrop": 0.1,
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.0,
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"mask_time_length": 10,
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"mask_time_min_masks": 2,
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"mask_time_prob": 0.075,
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"model_type": "wav2vec2",
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"num_adapter_layers": 3,
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"num_attention_heads": 16,
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"num_codevector_groups": 2,
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"num_codevectors_per_group": 320,
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"num_conv_pos_embedding_groups": 16,
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"num_conv_pos_embeddings": 128,
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"num_feat_extract_layers": 7,
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"num_hidden_layers": 24,
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"num_negatives": 100,
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"output_hidden_size": 1024,
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"pad_token_id": 79,
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"proj_codevector_dim": 768,
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"tdnn_dilation": [
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1,
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2,
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3,
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1,
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1
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],
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"tdnn_dim": [
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512,
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512,
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512,
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512,
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1500
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],
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"tdnn_kernel": [
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5,
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3,
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3,
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1,
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1
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],
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"torch_dtype": "float32",
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"transformers_version": "4.48.1",
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"use_weighted_layer_sum": false,
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"vocab_size": 84,
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"xvector_output_dim": 512
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}
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model.safetensors
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:a7d4d56b7436c37080404b86bfa0f88d22e2c9d03cb7d6c7ab81d65fe2ad73f0
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size 1262151880
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preprocessor_config.json
ADDED
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{
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"do_normalize": true,
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0,
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"processor_class": "Wav2Vec2Processor",
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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special_tokens_map.json
ADDED
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{
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"bos_token": "<s>",
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"eos_token": "</s>",
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"pad_token": "<pad>",
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"unk_token": "<unk>"
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}
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tokenizer_config.json
ADDED
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@@ -0,0 +1,50 @@
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{
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"added_tokens_decoder": {
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"79": {
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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": true,
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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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"special": true
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},
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"80": {
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"content": "<unk>",
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"lstrip": false,
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| 14 |
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"normalized": true,
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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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"82": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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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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"83": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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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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},
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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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"do_phonemize": false,
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| 39 |
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"eos_token": "</s>",
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| 40 |
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"extra_special_tokens": {},
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| 41 |
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"model_max_length": 1000000000000000019884624838656,
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| 42 |
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"pad_token": "<pad>",
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"phone_delimiter_token": " ",
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| 44 |
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"phonemizer_backend": "espeak",
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"phonemizer_lang": "en-us",
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"processor_class": "Wav2Vec2Processor",
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"tokenizer_class": "Wav2Vec2PhonemeCTCTokenizer",
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"unk_token": "<unk>",
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"word_delimiter_token": null
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}
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vocab.json
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{
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"<pad>": 79,
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"<unk>": 80,
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"|": 81,
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"แ": 0,
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"แ": 1,
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"แ": 2,
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"แ": 3,
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"แ
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"แ": 5,
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"แ": 6,
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"แ": 7,
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"แ": 8,
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"แ": 9,
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"แ": 10,
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"แ": 11,
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"แ": 12,
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+
"แ": 13,
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| 19 |
+
"แ": 14,
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| 20 |
+
"แ
ก": 15,
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| 21 |
+
"แ
ข": 16,
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| 22 |
+
"แ
ฅ": 17,
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| 23 |
+
"แ
ฆ": 18,
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| 24 |
+
"แ
ง": 19,
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| 25 |
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"แ
ฉ": 20,
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| 26 |
+
"แ
ซ": 21,
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| 27 |
+
"แ
ญ": 22,
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| 28 |
+
"แ
ฎ": 23,
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| 29 |
+
"แ
ฏ": 24,
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| 30 |
+
"แ
ฑ": 25,
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"แ
ณ": 26,
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"แ
ต": 27,
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"แจ": 28,
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"แซ": 29,
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"แฎ": 30,
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"แฏ": 31,
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"แท": 32,
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| 38 |
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"แธ": 33,
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"ใฑ": 34,
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+
"ใฒ": 35,
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"ใด": 36,
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| 42 |
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"ใต": 37,
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| 43 |
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"ใท": 38,
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| 44 |
+
"ใธ": 39,
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"ใน": 40,
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| 46 |
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"ใบ": 41,
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"ใป": 42,
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"ใผ": 43,
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"ใ
": 44,
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
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"ใ
ก": 76,
|
| 82 |
+
"ใ
ข": 77,
|
| 83 |
+
"ใ
ฃ": 78
|
| 84 |
+
}
|