Upload ONNX model with documentation
Browse files- README.md +30 -0
- added_tokens.json +4 -0
- config.json +91 -0
- generation_config.json +9 -0
- onnx/decoder_model_merged.onnx +3 -0
- onnx/decoder_model_merged_quantized.onnx +3 -0
- preprocessor_config.json +19 -0
- quantize_config.json +122 -0
- special_tokens_map.json +13 -0
- spm_char.model +3 -0
- tokenizer.json +231 -0
- tokenizer_config.json +64 -0
README.md
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---
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language: en
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tags:
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- onnx
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- transformers.js
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---
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# eligapris/microsoft-speecht5_tts-ONNX
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This is an ONNX-converted version of the model for use with [🤗 Transformers.js](https://github.com/xenova/transformers.js).
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## Usage
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```javascript
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import { pipeline } from '@xenova/transformers';
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// Load the model
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const model = await pipeline('task-type', 'eligapris/microsoft-speecht5_tts-ONNX');
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// Use the model
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// Check the original model's documentation for specific usage instructions
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```
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## Original Model
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This model was converted from the original HuggingFace model. Please refer to the original model's documentation for detailed information about its architecture, training, and usage.
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## Conversion Details
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This model was converted to ONNX format using the Transformers.js conversion script. The conversion includes quantization for optimal performance.
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added_tokens.json
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{
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"<ctc_blank>": 80,
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"<mask>": 79
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}
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config.json
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{
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"_name_or_path": "microsoft/speecht5_tts",
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"activation_dropout": 0.1,
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"apply_spec_augment": true,
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"architectures": [
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"SpeechT5ForTextToSpeech"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 0,
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"conv_bias": false,
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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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"decoder_attention_heads": 12,
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"decoder_ffn_dim": 3072,
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"decoder_layerdrop": 0.1,
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"decoder_layers": 6,
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"decoder_start_token_id": 2,
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"encoder_attention_heads": 12,
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"encoder_ffn_dim": 3072,
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"encoder_layerdrop": 0.1,
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"encoder_layers": 12,
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"encoder_max_relative_position": 160,
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"eos_token_id": 2,
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"feat_extract_activation": "gelu",
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"feat_extract_norm": "group",
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"feat_proj_dropout": 0.0,
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"guided_attention_loss_num_heads": 2,
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"guided_attention_loss_scale": 10.0,
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"guided_attention_loss_sigma": 0.4,
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"hidden_act": "gelu",
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"hidden_dropout": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"is_encoder_decoder": true,
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"layer_norm_eps": 1e-05,
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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": 0.05,
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"max_length": 1876,
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"max_speech_positions": 1876,
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"max_text_positions": 600,
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"model_type": "speecht5",
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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_mel_bins": 80,
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"pad_token_id": 1,
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"positional_dropout": 0.1,
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"reduction_factor": 2,
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"scale_embedding": false,
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"speaker_embedding_dim": 512,
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"speech_decoder_postnet_dropout": 0.5,
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"speech_decoder_postnet_kernel": 5,
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"speech_decoder_postnet_layers": 5,
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"speech_decoder_postnet_units": 256,
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"speech_decoder_prenet_dropout": 0.5,
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"speech_decoder_prenet_layers": 2,
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"speech_decoder_prenet_units": 256,
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"transformers_version": "4.35.2",
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"use_cache": true,
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"use_guided_attention_loss": true,
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"vocab_size": 81
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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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"bos_token_id": 0,
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"decoder_start_token_id": 2,
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"eos_token_id": 2,
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"max_length": 1876,
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"pad_token_id": 1,
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"transformers_version": "4.35.2"
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}
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onnx/decoder_model_merged.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:8328a9ebe4f7801996d2efe1768daba6747644b9b7d52bb3ab3b2d10766fd0df
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size 55432027
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onnx/decoder_model_merged_quantized.onnx
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version https://git-lfs.github.com/spec/v1
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oid sha256:177985092ae92d5b798e5105b60491bf8e1967f70e76969e57477385462e7da0
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size 18251673
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preprocessor_config.json
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{
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"do_normalize": false,
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"feature_extractor_type": "SpeechT5FeatureExtractor",
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"feature_size": 1,
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"fmax": 7600,
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"fmin": 80,
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"frame_signal_scale": 1.0,
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"hop_length": 16,
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"mel_floor": 1e-10,
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"num_mel_bins": 80,
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"padding_side": "right",
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"padding_value": 0.0,
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"processor_class": "SpeechT5Processor",
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"reduction_factor": 2,
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"return_attention_mask": true,
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"sampling_rate": 16000,
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"win_function": "hann_window",
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"win_length": 64
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}
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quantize_config.json
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{
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"per_channel": true,
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"reduce_range": true,
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"per_model_config": {
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"encoder_model": {
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"op_types": [
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"Div",
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"Erf",
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"Add",
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"Slice",
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"Unsqueeze",
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"ConstantOfShape",
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"Range",
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"ReduceMean",
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"Sub",
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"Equal",
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"Reshape",
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"Shape",
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"Gather",
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"Mul",
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"Pow",
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"Expand",
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"Less",
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"Transpose",
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"Sqrt",
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"Constant",
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"Concat",
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"Cast",
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"Softmax",
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"MatMul",
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"Not",
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"Where"
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],
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"weight_type": "QInt8"
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},
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"decoder_model": {
|
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"op_types": [
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"Div",
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"Erf",
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"Relu",
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"Add",
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"Slice",
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"Unsqueeze",
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"Greater",
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"Clip",
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"ConstantOfShape",
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"ReduceL2",
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"ReduceMean",
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"Sub",
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"Equal",
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"Reshape",
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"RandomUniformLike",
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"Sigmoid",
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"Shape",
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"Gather",
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"Mul",
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"Transpose",
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"Expand",
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"Pow",
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"Sqrt",
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"Constant",
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"Concat",
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"Cast",
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"Softmax",
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"MatMul",
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"Where"
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],
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"weight_type": "QInt8"
|
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},
|
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"decoder_with_past_model": {
|
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"op_types": [
|
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"Div",
|
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"Erf",
|
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"Relu",
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"Add",
|
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"Slice",
|
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"Unsqueeze",
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"Greater",
|
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"Clip",
|
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"ConstantOfShape",
|
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"ReduceL2",
|
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"ReduceMean",
|
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"Sub",
|
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"Equal",
|
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"Reshape",
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"RandomUniformLike",
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"Sigmoid",
|
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"Shape",
|
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"Gather",
|
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"Mul",
|
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"Transpose",
|
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"Expand",
|
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"Pow",
|
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"Sqrt",
|
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"Constant",
|
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"Concat",
|
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"Cast",
|
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"Softmax",
|
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"MatMul",
|
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"Where"
|
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],
|
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"weight_type": "QInt8"
|
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},
|
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"decoder_postnet_and_vocoder": {
|
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"op_types": [
|
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"ConvTranspose",
|
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"Squeeze",
|
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"Div",
|
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"Constant",
|
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"Tanh",
|
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"Add",
|
112 |
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"LeakyRelu",
|
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"Sub",
|
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+
"Conv",
|
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"Transpose",
|
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+
"Unsqueeze",
|
117 |
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"Reshape"
|
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],
|
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"weight_type": "QUInt8"
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}
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}
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}
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"unk_token": "<unk>"
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}
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spm_char.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:7fcc48f3e225f627b1641db410ceb0c8649bd2b0c982e150b03f8be3728ab560
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size 238473
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tokenizer.json
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|
|
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|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"version": "1.0",
|
3 |
+
"truncation": null,
|
4 |
+
"padding": null,
|
5 |
+
"added_tokens": [
|
6 |
+
{
|
7 |
+
"id": 0,
|
8 |
+
"content": "<s>",
|
9 |
+
"single_word": false,
|
10 |
+
"lstrip": false,
|
11 |
+
"rstrip": false,
|
12 |
+
"normalized": false,
|
13 |
+
"special": true
|
14 |
+
},
|
15 |
+
{
|
16 |
+
"id": 1,
|
17 |
+
"content": "<pad>",
|
18 |
+
"single_word": false,
|
19 |
+
"lstrip": false,
|
20 |
+
"rstrip": false,
|
21 |
+
"normalized": false,
|
22 |
+
"special": true
|
23 |
+
},
|
24 |
+
{
|
25 |
+
"id": 2,
|
26 |
+
"content": "</s>",
|
27 |
+
"single_word": false,
|
28 |
+
"lstrip": false,
|
29 |
+
"rstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"special": true
|
32 |
+
},
|
33 |
+
{
|
34 |
+
"id": 3,
|
35 |
+
"content": "<unk>",
|
36 |
+
"single_word": false,
|
37 |
+
"lstrip": false,
|
38 |
+
"rstrip": false,
|
39 |
+
"normalized": false,
|
40 |
+
"special": true
|
41 |
+
},
|
42 |
+
{
|
43 |
+
"id": 79,
|
44 |
+
"content": "<mask>",
|
45 |
+
"single_word": false,
|
46 |
+
"lstrip": false,
|
47 |
+
"rstrip": false,
|
48 |
+
"normalized": false,
|
49 |
+
"special": true
|
50 |
+
},
|
51 |
+
{
|
52 |
+
"id": 80,
|
53 |
+
"content": "<ctc_blank>",
|
54 |
+
"single_word": false,
|
55 |
+
"lstrip": false,
|
56 |
+
"rstrip": false,
|
57 |
+
"normalized": false,
|
58 |
+
"special": true
|
59 |
+
}
|
60 |
+
],
|
61 |
+
"normalizer": {
|
62 |
+
"type": "Precompiled",
|
63 |
+
"precompiled_charsmap": null
|
64 |
+
},
|
65 |
+
"pre_tokenizer": {
|
66 |
+
"type": "Sequence",
|
67 |
+
"pretokenizers": [
|
68 |
+
{
|
69 |
+
"type": "WhitespaceSplit"
|
70 |
+
},
|
71 |
+
{
|
72 |
+
"type": "Metaspace",
|
73 |
+
"replacement": "\u2581",
|
74 |
+
"add_prefix_space": true
|
75 |
+
},
|
76 |
+
{
|
77 |
+
"type": "Split",
|
78 |
+
"pattern": {
|
79 |
+
"Regex": ""
|
80 |
+
},
|
81 |
+
"behavior": "Isolated",
|
82 |
+
"invert": false
|
83 |
+
}
|
84 |
+
]
|
85 |
+
},
|
86 |
+
"post_processor": {
|
87 |
+
"type": "TemplateProcessing",
|
88 |
+
"single": [
|
89 |
+
{
|
90 |
+
"Sequence": {
|
91 |
+
"id": "A",
|
92 |
+
"type_id": 0
|
93 |
+
}
|
94 |
+
},
|
95 |
+
{
|
96 |
+
"SpecialToken": {
|
97 |
+
"id": "</s>",
|
98 |
+
"type_id": 0
|
99 |
+
}
|
100 |
+
}
|
101 |
+
],
|
102 |
+
"pair": [
|
103 |
+
{
|
104 |
+
"Sequence": {
|
105 |
+
"id": "A",
|
106 |
+
"type_id": 0
|
107 |
+
}
|
108 |
+
},
|
109 |
+
{
|
110 |
+
"SpecialToken": {
|
111 |
+
"id": "</s>",
|
112 |
+
"type_id": 0
|
113 |
+
}
|
114 |
+
},
|
115 |
+
{
|
116 |
+
"Sequence": {
|
117 |
+
"id": "B",
|
118 |
+
"type_id": 0
|
119 |
+
}
|
120 |
+
},
|
121 |
+
{
|
122 |
+
"SpecialToken": {
|
123 |
+
"id": "</s>",
|
124 |
+
"type_id": 0
|
125 |
+
}
|
126 |
+
}
|
127 |
+
],
|
128 |
+
"special_tokens": {
|
129 |
+
"</s>": {
|
130 |
+
"id": "</s>",
|
131 |
+
"ids": [
|
132 |
+
2
|
133 |
+
],
|
134 |
+
"tokens": [
|
135 |
+
"</s>"
|
136 |
+
]
|
137 |
+
}
|
138 |
+
}
|
139 |
+
},
|
140 |
+
"decoder": {
|
141 |
+
"type": "Metaspace",
|
142 |
+
"replacement": "\u2581",
|
143 |
+
"add_prefix_space": true
|
144 |
+
},
|
145 |
+
"model": {
|
146 |
+
"unk_id": 2,
|
147 |
+
"vocab": {
|
148 |
+
"<s>": 0,
|
149 |
+
"<pad>": 1,
|
150 |
+
"</s>": 2,
|
151 |
+
"<unk>": 3,
|
152 |
+
"\u2581": 4,
|
153 |
+
"e": 5,
|
154 |
+
"t": 6,
|
155 |
+
"a": 7,
|
156 |
+
"o": 8,
|
157 |
+
"n": 9,
|
158 |
+
"i": 10,
|
159 |
+
"h": 11,
|
160 |
+
"s": 12,
|
161 |
+
"r": 13,
|
162 |
+
"d": 14,
|
163 |
+
"l": 15,
|
164 |
+
"u": 16,
|
165 |
+
"c": 17,
|
166 |
+
"m": 18,
|
167 |
+
"f": 19,
|
168 |
+
"w": 20,
|
169 |
+
"g": 21,
|
170 |
+
"y": 22,
|
171 |
+
",": 23,
|
172 |
+
"p": 24,
|
173 |
+
"b": 25,
|
174 |
+
".": 26,
|
175 |
+
"v": 27,
|
176 |
+
"k": 28,
|
177 |
+
"\"": 29,
|
178 |
+
"I": 30,
|
179 |
+
"'": 31,
|
180 |
+
"T": 32,
|
181 |
+
"A": 33,
|
182 |
+
"S": 34,
|
183 |
+
"H": 35,
|
184 |
+
";": 36,
|
185 |
+
"x": 37,
|
186 |
+
"W": 38,
|
187 |
+
"-": 39,
|
188 |
+
"B": 40,
|
189 |
+
"?": 41,
|
190 |
+
"C": 42,
|
191 |
+
"M": 43,
|
192 |
+
"!": 44,
|
193 |
+
"q": 45,
|
194 |
+
"j": 46,
|
195 |
+
"E": 47,
|
196 |
+
"N": 48,
|
197 |
+
"P": 49,
|
198 |
+
"O": 50,
|
199 |
+
"D": 51,
|
200 |
+
"L": 52,
|
201 |
+
"G": 53,
|
202 |
+
"R": 54,
|
203 |
+
"F": 55,
|
204 |
+
"Y": 56,
|
205 |
+
"z": 57,
|
206 |
+
"J": 58,
|
207 |
+
":": 59,
|
208 |
+
"K": 60,
|
209 |
+
"U": 61,
|
210 |
+
"V": 62,
|
211 |
+
")": 63,
|
212 |
+
"(": 64,
|
213 |
+
"Q": 65,
|
214 |
+
"Z": 66,
|
215 |
+
"]": 67,
|
216 |
+
"[": 68,
|
217 |
+
"X": 69,
|
218 |
+
"\u2014": 70,
|
219 |
+
"/": 71,
|
220 |
+
"\u00e6": 72,
|
221 |
+
"\u00e9": 73,
|
222 |
+
"{": 74,
|
223 |
+
"}": 75,
|
224 |
+
"\u00ea": 76,
|
225 |
+
"\u0153": 77,
|
226 |
+
"\u0304": 78,
|
227 |
+
"<mask>": 79,
|
228 |
+
"<ctc_blank>": 80
|
229 |
+
}
|
230 |
+
}
|
231 |
+
}
|
tokenizer_config.json
ADDED
@@ -0,0 +1,64 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"0": {
|
4 |
+
"content": "<s>",
|
5 |
+
"lstrip": false,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": false,
|
8 |
+
"single_word": false,
|
9 |
+
"special": true
|
10 |
+
},
|
11 |
+
"1": {
|
12 |
+
"content": "<pad>",
|
13 |
+
"lstrip": false,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": false,
|
16 |
+
"single_word": false,
|
17 |
+
"special": true
|
18 |
+
},
|
19 |
+
"2": {
|
20 |
+
"content": "</s>",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"3": {
|
28 |
+
"content": "<unk>",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
},
|
35 |
+
"79": {
|
36 |
+
"content": "<mask>",
|
37 |
+
"lstrip": true,
|
38 |
+
"normalized": true,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
},
|
43 |
+
"80": {
|
44 |
+
"content": "<ctc_blank>",
|
45 |
+
"lstrip": false,
|
46 |
+
"normalized": true,
|
47 |
+
"rstrip": false,
|
48 |
+
"single_word": false,
|
49 |
+
"special": false
|
50 |
+
}
|
51 |
+
},
|
52 |
+
"bos_token": "<s>",
|
53 |
+
"clean_up_tokenization_spaces": true,
|
54 |
+
"eos_token": "</s>",
|
55 |
+
"mask_token": "<mask>",
|
56 |
+
"model_max_length": 600,
|
57 |
+
"normalize": false,
|
58 |
+
"pad_token": "<pad>",
|
59 |
+
"processor_class": "SpeechT5Processor",
|
60 |
+
"sp_model_kwargs": {},
|
61 |
+
"tokenizer_class": "SpeechT5Tokenizer",
|
62 |
+
"trust_remote_code": false,
|
63 |
+
"unk_token": "<unk>"
|
64 |
+
}
|