Upload 6 files
Browse files- README.md +23 -3
- config.json +117 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- tokenizer_config.json +13 -0
- vocab.json +56 -0
README.md
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---
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---
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language: ami
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license: cc-by-4.0
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library_name: transformers
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tags:
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- speech-recognition
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- wav2vec2
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- xlsr
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- ctc
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---
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# XLSR-Amis ASR Model
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Fine-tuned XLSR (wav2vec2) model for Automatic Speech Recognition in **Amis**.
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## Usage
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```python
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from transformers import Wav2Vec2Processor, Wav2Vec2ForCTC
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processor = Wav2Vec2Processor.from_pretrained("FormosanBankDemos/xlsr_Amis")
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model = Wav2Vec2ForCTC.from_pretrained("FormosanBankDemos/xlsr_Amis")
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config.json
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{
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"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
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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": 0.0,
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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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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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],
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"ctc_loss_reduction": "mean",
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"ctc_zero_infinity": true,
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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": 0.0,
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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": 0.0,
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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": 0.0,
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"mask_channel_length": 10,
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"mask_channel_min_space": 1,
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"mask_channel_other": 0.0,
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"mask_channel_prob": 0.0,
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"mask_channel_selection": "static",
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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_min_space": 1,
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"mask_time_other": 0.0,
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"mask_time_prob": 0.05,
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"mask_time_selection": "static",
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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": 56,
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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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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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],
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"tdnn_kernel": [
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],
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"torch_dtype": "float32",
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"transformers_version": "4.31.0",
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"use_weighted_layer_sum": false,
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"vocab_size": 57,
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"xvector_output_dim": 512
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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:f87daefd36c0332f7b056a2db774bb6d95a49a9bdc54598f2479acc371109ba1
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size 1262041148
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preprocessor_config.json
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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": 0.0,
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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tokenizer_config.json
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{
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"do_lower_case": false,
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"eos_token": "</s>",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "[PAD]",
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"replace_word_delimiter_char": " ",
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"target_lang": null,
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"tokenizer_class": "Wav2Vec2CTCTokenizer",
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"unk_token": "[UNK]",
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"word_delimiter_token": "|"
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}
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vocab.json
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{
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"&": 1,
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"'": 2,
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"(": 3,
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")": 4,
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"/": 5,
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"0": 6,
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"1": 7,
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"2": 8,
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"3": 9,
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"4": 10,
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"5": 11,
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"6": 12,
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"7": 13,
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"8": 14,
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"9": 15,
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"=": 16,
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"^": 17,
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"a": 18,
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"c": 19,
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"d": 20,
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"e": 21,
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"f": 22,
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"g": 23,
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"h": 24,
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"i": 25,
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"k": 26,
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"l": 27,
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"m": 28,
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"n": 29,
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"o": 30,
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"p": 31,
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"q": 32,
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"r": 33,
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"s": 34,
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"t": 35,
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"u": 36,
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"v": 37,
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"w": 38,
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"x": 39,
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"y": 40,
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"z": 41,
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"|": 0,
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"~": 42,
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"ǃ": 43,
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"—": 44,
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"―": 45,
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"’": 46,
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"“": 47,
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"”": 48,
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"…": 49,
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"藝": 50,
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"術": 51,
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"!": 52,
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"?": 53
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}
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