Shehryar718
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Commit
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Parent(s):
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Upload folder using huggingface_hub
Browse files- README.md +81 -0
- added_tokens.json +4 -0
- alphabet.json +1 -0
- config.json +117 -0
- language_model/5gram.bin +3 -0
- language_model/attrs.json +1 -0
- language_model/unigrams.txt +0 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +4 -0
- tokenizer_config.json +34 -0
- trainer_state.json +67 -0
- training_args.bin +3 -0
- vocab.json +54 -0
README.md
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---
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license: apache-2.0
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base_model: Talha/URDU-ASR
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tags:
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- generated_from_trainer
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datasets:
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- common_voice_13_0
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metrics:
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- wer
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model-index:
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- name: wav2vec2-large-xlsr-53-ur-cv13
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: common_voice_13_0
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type: common_voice_13_0
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config: ur
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split: test
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args: ur
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metrics:
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- name: Wer
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type: wer
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value: 0.398777515571202
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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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# wav2vec2-large-xlsr-53-ur-cv13
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This model is a fine-tuned version of [Talha/URDU-ASR](https://huggingface.co/Talha/URDU-ASR) on the common_voice_13_0 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4323
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- Wer: 0.3988
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- Cer: 0.1932
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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: 3e-05
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- train_batch_size: 16
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 32
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|
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| 0.8043 | 1.46 | 250 | 0.5256 | 0.4023 | 0.1949 |
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| 0.5435 | 2.92 | 500 | 0.4381 | 0.3965 | 0.1961 |
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| 0.4827 | 4.39 | 750 | 0.4323 | 0.3988 | 0.1932 |
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### Framework versions
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- Transformers 4.34.1
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- Pytorch 2.1.0+cu118
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- Datasets 2.14.6
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- Tokenizers 0.14.1
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added_tokens.json
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{
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"[PAD]": 51,
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"[UNK]": 50
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}
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alphabet.json
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{"labels": ["\u0631", "\u06a9", "\u062b", "\u0621", "\u0639", "\u0622", "\u06cc", "\u0642", "\u0641", "\u0679", "\u0630", "\u063a", "\u06d3", "\u06af", "\u0691", "\u0638", "\u0688", "\u0649", "\u06d2", "\u062a", "\u06c3", "\u0647", "\u064a", "\u06ba", "\u06be", "\u0628", "\u0636", "\u062f", "\u0633", "\u06c2", "\u067e", "\u062e", "\u0623", "\u0632", "\u06c1", "\u0624", "\u0646", "\u0645", "\u0626", "\u062d", "\u0686", "\u0644", "\u0634", "\u0635", " ", "\u0637", "\u0627", "\u0698", "\u0648", "\u062c", "\u2047", ""], "is_bpe": false}
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config.json
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{
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"_name_or_path": "Talha/URDU-ASR",
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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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],
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"conv_stride": [
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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": 0.1,
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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_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": 51,
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"proj_codevector_dim": 768,
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"tdnn_dilation": [
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],
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"tdnn_dim": [
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"tdnn_kernel": [
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],
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"torch_dtype": "float32",
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"transformers_version": "4.34.1",
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"use_weighted_layer_sum": false,
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"vocab_size": 52,
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"xvector_output_dim": 512
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}
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language_model/5gram.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:3a40a7e9fd0b22c1c40fa9eafee21d9c0e6729af0c6751bf4aadb664ecddbdc4
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size 7191888
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language_model/attrs.json
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{"alpha": 0.5, "beta": 1.5, "unk_score_offset": -10.0, "score_boundary": true}
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language_model/unigrams.txt
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The diff for this file is too large to render.
See raw diff
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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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"processor_class": "Wav2Vec2ProcessorWithLM",
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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size 1262115562
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rng_state.pth
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version https://git-lfs.github.com/spec/v1
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size 14308
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scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 1064
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special_tokens_map.json
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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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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"50": {
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"content": "[UNK]",
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"lstrip": true,
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"normalized": false,
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"rstrip": true,
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"single_word": false,
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"special": false
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},
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"51": {
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"content": "[PAD]",
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"lstrip": true,
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"normalized": false,
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"rstrip": true,
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"single_word": false,
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"special": false
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}
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},
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"additional_special_tokens": [],
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"bos_token": null,
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"clean_up_tokenization_spaces": true,
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"do_lower_case": false,
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"eos_token": null,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "[PAD]",
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"processor_class": "Wav2Vec2ProcessorWithLM",
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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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"tokenizer_file": null,
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"unk_token": "[UNK]",
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"word_delimiter_token": "|"
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}
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trainer_state.json
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{
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"best_metric": null,
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version https://git-lfs.github.com/spec/v1
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size 4600
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vocab.json
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