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Browse files- README.md +81 -0
- added_tokens.json +4 -0
- all_results.json +20 -0
- checkpoint-11000/added_tokens.json +4 -0
- checkpoint-11000/config.json +117 -0
- checkpoint-11000/optimizer.pt +3 -0
- checkpoint-11000/preprocessor_config.json +10 -0
- checkpoint-11000/pytorch_model.bin +3 -0
- checkpoint-11000/rng_state_0.pth +3 -0
- checkpoint-11000/rng_state_1.pth +3 -0
- checkpoint-11000/rng_state_2.pth +3 -0
- checkpoint-11000/rng_state_3.pth +3 -0
- checkpoint-11000/scheduler.pt +3 -0
- checkpoint-11000/special_tokens_map.json +30 -0
- checkpoint-11000/tokenizer_config.json +51 -0
- checkpoint-11000/trainer_state.json +316 -0
- checkpoint-11000/training_args.bin +3 -0
- checkpoint-11000/vocab.json +2306 -0
- checkpoint-16000/added_tokens.json +4 -0
- checkpoint-16000/config.json +117 -0
- checkpoint-16000/optimizer.pt +3 -0
- checkpoint-16000/preprocessor_config.json +10 -0
- checkpoint-16000/pytorch_model.bin +3 -0
- checkpoint-16000/rng_state_0.pth +3 -0
- checkpoint-16000/rng_state_1.pth +3 -0
- checkpoint-16000/rng_state_2.pth +3 -0
- checkpoint-16000/rng_state_3.pth +3 -0
- checkpoint-16000/scheduler.pt +3 -0
- checkpoint-16000/special_tokens_map.json +30 -0
- checkpoint-16000/tokenizer_config.json +51 -0
- checkpoint-16000/trainer_state.json +451 -0
- checkpoint-16000/training_args.bin +3 -0
- checkpoint-16000/vocab.json +2306 -0
- config.json +117 -0
- eval_results.json +9 -0
- predict_results.json +8 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +30 -0
- tokenizer_config.json +51 -0
- train_results.json +8 -0
- trainer_state.json +460 -0
- training_args.bin +3 -0
- vocab.json +2306 -0
README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-large-xlsr-53
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tags:
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- automatic-speech-recognition
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- ./sample_speech.py
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- generated_from_trainer
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model-index:
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- name: jako-xlsr
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results: []
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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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# jako-xlsr
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This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the ./SAMPLE_SPEECH.PY - NA dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.9486
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- Cer: 0.2606
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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: 0.0003
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 32
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- total_eval_batch_size: 16
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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_ratio: 0.03
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- num_epochs: 30
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Cer |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|
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| 3.5667 | 1.14 | 1000 | 2.2323 | 0.5188 |
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| 1.5569 | 2.28 | 2000 | 1.3106 | 0.3527 |
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| 1.2238 | 3.43 | 3000 | 1.1109 | 0.3099 |
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| 1.0593 | 4.57 | 4000 | 1.0390 | 0.2891 |
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| 0.9658 | 5.71 | 5000 | 0.9731 | 0.2918 |
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| 0.8796 | 6.85 | 6000 | 0.9479 | 0.2696 |
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| 0.8022 | 8.0 | 7000 | 0.9331 | 0.2710 |
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| 0.7392 | 9.14 | 8000 | 0.9252 | 0.2746 |
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| 0.6694 | 10.28 | 9000 | 0.9318 | 0.2590 |
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| 0.5977 | 11.42 | 10000 | 0.9349 | 0.2674 |
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| 0.5484 | 12.56 | 11000 | 0.9409 | 0.2555 |
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| 0.5154 | 13.71 | 12000 | 0.9510 | 0.2719 |
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| 0.4767 | 14.85 | 13000 | 0.9556 | 0.2624 |
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| 0.4536 | 15.99 | 14000 | 0.9850 | 0.2684 |
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| 0.4195 | 17.13 | 15000 | 0.9894 | 0.2590 |
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| 0.3937 | 18.28 | 16000 | 1.0197 | 0.2698 |
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### Framework versions
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- Transformers 4.34.1
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- Pytorch 2.1.0+cu121
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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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"</s>": 2305,
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"<s>": 2304
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}
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all_results.json
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{
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"epoch": 18.28,
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"eval_cer": 0.2605997837798552,
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"eval_loss": 0.9486236572265625,
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"eval_runtime": 335.3871,
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"eval_samples": 3507,
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"eval_samples_per_second": 10.457,
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"eval_steps_per_second": 0.656,
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"predict_cer": 0.2637435086927072,
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"predict_loss": 0.9820764064788818,
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"predict_runtime": 338.0661,
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"predict_samples": 3511,
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"predict_samples_per_second": 10.386,
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"predict_steps_per_second": 0.651,
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"train_loss": 1.4304106447696685,
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"train_runtime": 19413.4182,
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"train_samples": 28009,
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"train_samples_per_second": 43.283,
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"train_steps_per_second": 1.352
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}
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checkpoint-11000/added_tokens.json
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{
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"</s>": 2305,
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"<s>": 2304
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}
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checkpoint-11000/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": 0.05,
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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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"conv_bias": true,
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"conv_kernel": [
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"conv_stride": [
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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": 0.05,
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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": 0.05,
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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": 0.05,
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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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"model_type": "wav2vec2",
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"num_adapter_layers": 3,
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}
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checkpoint-11000/optimizer.pt
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checkpoint-11000/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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ADDED
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version https://git-lfs.github.com/spec/v1
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size 4536
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1 |
+
{
|
2 |
+
"\"": 1,
|
3 |
+
"-": 2,
|
4 |
+
"[PAD]": 2303,
|
5 |
+
"[UNK]": 2302,
|
6 |
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"a": 3,
|
7 |
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"b": 4,
|
8 |
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"c": 5,
|
9 |
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"d": 6,
|
10 |
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"e": 7,
|
11 |
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"f": 8,
|
12 |
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"g": 9,
|
13 |
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"h": 10,
|
14 |
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"i": 11,
|
15 |
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"j": 12,
|
16 |
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"k": 13,
|
17 |
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"l": 14,
|
18 |
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"m": 15,
|
19 |
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"n": 16,
|
20 |
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"o": 17,
|
21 |
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"p": 18,
|
22 |
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"q": 19,
|
23 |
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"r": 20,
|
24 |
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"s": 21,
|
25 |
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"t": 22,
|
26 |
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|
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|
checkpoint-16000/added_tokens.json
ADDED
@@ -0,0 +1,4 @@
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|
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|
1 |
+
{
|
2 |
+
"</s>": 2305,
|
3 |
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"<s>": 2304
|
4 |
+
}
|
checkpoint-16000/config.json
ADDED
@@ -0,0 +1,117 @@
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|
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|
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|
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|
1 |
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{
|
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|
3 |
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|
4 |
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|
5 |
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|
6 |
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|
7 |
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|
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|
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|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
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],
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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"num_negatives": 100,
|
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|
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|
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|
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"tdnn_dilation": [
|
92 |
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|
93 |
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|
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|
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|
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|
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],
|
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"tdnn_dim": [
|
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|
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|
101 |
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|
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|
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|
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|
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"tdnn_kernel": [
|
106 |
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|
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|
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|
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|
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|
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],
|
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"torch_dtype": "float32",
|
113 |
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"transformers_version": "4.34.1",
|
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|
115 |
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"vocab_size": 2306,
|
116 |
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"xvector_output_dim": 512
|
117 |
+
}
|
checkpoint-16000/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
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|
|
|
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|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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3 |
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size 2509068982
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checkpoint-16000/preprocessor_config.json
ADDED
@@ -0,0 +1,10 @@
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|
|
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|
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|
1 |
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{
|
2 |
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"do_normalize": true,
|
3 |
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
4 |
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"feature_size": 1,
|
5 |
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"padding_side": "right",
|
6 |
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"padding_value": 0,
|
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"processor_class": "Wav2Vec2Processor",
|
8 |
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"return_attention_mask": true,
|
9 |
+
"sampling_rate": 16000
|
10 |
+
}
|
checkpoint-16000/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 1271356970
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checkpoint-16000/rng_state_0.pth
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 15024
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checkpoint-16000/rng_state_1.pth
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 15088
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checkpoint-16000/rng_state_2.pth
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 15024
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checkpoint-16000/rng_state_3.pth
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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|
3 |
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size 15024
|
checkpoint-16000/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:5ff8a663030a1652b8064f5f029270985a8a273836dd2397212c1295ef64e1dc
|
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size 1064
|
checkpoint-16000/special_tokens_map.json
ADDED
@@ -0,0 +1,30 @@
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|
|
|
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|
|
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|
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|
1 |
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{
|
2 |
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|
3 |
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"content": "<s>",
|
4 |
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|
5 |
+
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|
6 |
+
"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
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"eos_token": {
|
10 |
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"content": "</s>",
|
11 |
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|
12 |
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"normalized": true,
|
13 |
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"rstrip": false,
|
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+
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|
15 |
+
},
|
16 |
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"pad_token": {
|
17 |
+
"content": "[PAD]",
|
18 |
+
"lstrip": true,
|
19 |
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|
20 |
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"rstrip": true,
|
21 |
+
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|
22 |
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|
23 |
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"unk_token": {
|
24 |
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|
25 |
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|
26 |
+
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|
27 |
+
"rstrip": true,
|
28 |
+
"single_word": false
|
29 |
+
}
|
30 |
+
}
|
checkpoint-16000/tokenizer_config.json
ADDED
@@ -0,0 +1,51 @@
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|
|
|
|
|
|
|
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|
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|
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}
|
config.json
ADDED
@@ -0,0 +1,117 @@
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|
1 |
+
{
|
2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
3 |
+
"activation_dropout": 0.0,
|
4 |
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|
5 |
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|
6 |
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"adapter_stride": 2,
|
7 |
+
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|
8 |
+
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|
9 |
+
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|
10 |
+
"Wav2Vec2ForCTC"
|
11 |
+
],
|
12 |
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"attention_dropout": 0.05,
|
13 |
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|
14 |
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|
15 |
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|
16 |
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|
17 |
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|
18 |
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|
19 |
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|
20 |
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|
21 |
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|
22 |
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|
23 |
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|
24 |
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|
25 |
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|
26 |
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],
|
27 |
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"conv_kernel": [
|
28 |
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|
29 |
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|
30 |
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|
31 |
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|
32 |
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|
33 |
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|
34 |
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|
35 |
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],
|
36 |
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"conv_stride": [
|
37 |
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|
38 |
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|
39 |
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|
40 |
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|
41 |
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|
42 |
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|
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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|
50 |
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|
51 |
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|
52 |
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|
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|
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|
55 |
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|
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|
57 |
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|
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|
59 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
68 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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92 |
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|
94 |
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|
95 |
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|
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|
97 |
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],
|
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"tdnn_dim": [
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|
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|
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eval_results.json
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predict_results.json
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preprocessor_config.json
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special_tokens_map.json
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1 |
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