End of training
Browse files- README.md +87 -0
- config.json +486 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- training_args.bin +3 -0
README.md
ADDED
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@@ -0,0 +1,87 @@
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| 1 |
+
---
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| 2 |
+
license: apache-2.0
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| 3 |
+
base_model: facebook/wav2vec2-base
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| 4 |
+
tags:
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| 5 |
+
- generated_from_trainer
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| 6 |
+
datasets:
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| 7 |
+
- audiofolder
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| 8 |
+
metrics:
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| 9 |
+
- accuracy
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| 10 |
+
model-index:
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| 11 |
+
- name: my_birdcall_model
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| 12 |
+
results:
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| 13 |
+
- task:
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| 14 |
+
name: Audio Classification
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| 15 |
+
type: audio-classification
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| 16 |
+
dataset:
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| 17 |
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name: audiofolder
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| 18 |
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type: audiofolder
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| 19 |
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config: rb
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| 20 |
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split: train[:5000]
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| 21 |
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args: rb
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| 22 |
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metrics:
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| 23 |
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- name: Accuracy
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| 24 |
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type: accuracy
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| 25 |
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value: 0.26
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| 26 |
+
---
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| 27 |
+
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| 28 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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| 29 |
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should probably proofread and complete it, then remove this comment. -->
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| 30 |
+
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| 31 |
+
# my_birdcall_model
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| 32 |
+
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| 33 |
+
This model is a fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on the audiofolder dataset.
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| 34 |
+
It achieves the following results on the evaluation set:
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| 35 |
+
- Loss: 3.1584
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| 36 |
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- Accuracy: 0.26
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| 37 |
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## Model description
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More information needed
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## Intended uses & limitations
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| 43 |
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More information needed
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| 45 |
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## Training and evaluation data
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| 47 |
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| 48 |
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More information needed
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| 49 |
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| 50 |
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## Training procedure
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| 51 |
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### Training hyperparameters
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| 53 |
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| 54 |
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The following hyperparameters were used during training:
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| 55 |
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- learning_rate: 3e-05
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| 56 |
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- train_batch_size: 32
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| 57 |
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- eval_batch_size: 32
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| 58 |
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- seed: 42
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| 59 |
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- gradient_accumulation_steps: 4
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| 60 |
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- total_train_batch_size: 128
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| 61 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 62 |
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- lr_scheduler_type: linear
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| 63 |
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- lr_scheduler_warmup_ratio: 0.1
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| 64 |
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- num_epochs: 10
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| 65 |
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| 66 |
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### Training results
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| 67 |
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| 68 |
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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| 69 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 70 |
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| 4.9434 | 0.99 | 31 | 4.8016 | 0.108 |
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| 71 |
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| 4.5209 | 1.98 | 62 | 4.3832 | 0.108 |
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| 72 |
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| 4.1573 | 2.98 | 93 | 3.9995 | 0.108 |
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| 73 |
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| 3.8211 | 4.0 | 125 | 3.6762 | 0.108 |
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| 74 |
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| 3.5876 | 4.99 | 156 | 3.4586 | 0.152 |
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| 75 |
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| 3.4453 | 5.98 | 187 | 3.3284 | 0.191 |
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| 76 |
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| 3.313 | 6.98 | 218 | 3.2432 | 0.21 |
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| 77 |
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| 3.2369 | 8.0 | 250 | 3.1993 | 0.223 |
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| 78 |
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| 3.2286 | 8.99 | 281 | 3.1712 | 0.23 |
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| 79 |
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| 3.1867 | 9.92 | 310 | 3.1584 | 0.26 |
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| 80 |
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| 81 |
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| 82 |
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### Framework versions
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| 83 |
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| 84 |
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- Transformers 4.38.0
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| 85 |
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- Pytorch 2.3.0+cu121
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| 86 |
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- Datasets 2.15.0
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| 87 |
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- Tokenizers 0.15.0
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config.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "facebook/wav2vec2-base",
|
| 3 |
+
"activation_dropout": 0.0,
|
| 4 |
+
"adapter_attn_dim": null,
|
| 5 |
+
"adapter_kernel_size": 3,
|
| 6 |
+
"adapter_stride": 2,
|
| 7 |
+
"add_adapter": false,
|
| 8 |
+
"apply_spec_augment": true,
|
| 9 |
+
"architectures": [
|
| 10 |
+
"Wav2Vec2ForSequenceClassification"
|
| 11 |
+
],
|
| 12 |
+
"attention_dropout": 0.1,
|
| 13 |
+
"bos_token_id": 1,
|
| 14 |
+
"classifier_proj_size": 256,
|
| 15 |
+
"codevector_dim": 256,
|
| 16 |
+
"contrastive_logits_temperature": 0.1,
|
| 17 |
+
"conv_bias": false,
|
| 18 |
+
"conv_dim": [
|
| 19 |
+
512,
|
| 20 |
+
512,
|
| 21 |
+
512,
|
| 22 |
+
512,
|
| 23 |
+
512,
|
| 24 |
+
512,
|
| 25 |
+
512
|
| 26 |
+
],
|
| 27 |
+
"conv_kernel": [
|
| 28 |
+
10,
|
| 29 |
+
3,
|
| 30 |
+
3,
|
| 31 |
+
3,
|
| 32 |
+
3,
|
| 33 |
+
2,
|
| 34 |
+
2
|
| 35 |
+
],
|
| 36 |
+
"conv_stride": [
|
| 37 |
+
5,
|
| 38 |
+
2,
|
| 39 |
+
2,
|
| 40 |
+
2,
|
| 41 |
+
2,
|
| 42 |
+
2,
|
| 43 |
+
2
|
| 44 |
+
],
|
| 45 |
+
"ctc_loss_reduction": "sum",
|
| 46 |
+
"ctc_zero_infinity": false,
|
| 47 |
+
"diversity_loss_weight": 0.1,
|
| 48 |
+
"do_stable_layer_norm": false,
|
| 49 |
+
"eos_token_id": 2,
|
| 50 |
+
"feat_extract_activation": "gelu",
|
| 51 |
+
"feat_extract_norm": "group",
|
| 52 |
+
"feat_proj_dropout": 0.1,
|
| 53 |
+
"feat_quantizer_dropout": 0.0,
|
| 54 |
+
"final_dropout": 0.0,
|
| 55 |
+
"freeze_feat_extract_train": true,
|
| 56 |
+
"hidden_act": "gelu",
|
| 57 |
+
"hidden_dropout": 0.1,
|
| 58 |
+
"hidden_size": 768,
|
| 59 |
+
"id2label": {
|
| 60 |
+
"0": "asbfly",
|
| 61 |
+
"1": "ashdro1",
|
| 62 |
+
"10": "bcnher",
|
| 63 |
+
"100": "labcro1",
|
| 64 |
+
"101": "laudov1",
|
| 65 |
+
"102": "lblwar1",
|
| 66 |
+
"103": "lesyel1",
|
| 67 |
+
"104": "lewduc1",
|
| 68 |
+
"105": "lirplo",
|
| 69 |
+
"106": "litegr",
|
| 70 |
+
"107": "litgre1",
|
| 71 |
+
"108": "litspi1",
|
| 72 |
+
"109": "litswi1",
|
| 73 |
+
"11": "bkcbul1",
|
| 74 |
+
"110": "lobsun2",
|
| 75 |
+
"111": "maghor2",
|
| 76 |
+
"112": "malpar1",
|
| 77 |
+
"113": "maltro1",
|
| 78 |
+
"114": "malwoo1",
|
| 79 |
+
"115": "marsan",
|
| 80 |
+
"116": "mawthr1",
|
| 81 |
+
"117": "moipig1",
|
| 82 |
+
"118": "nilfly2",
|
| 83 |
+
"119": "niwpig1",
|
| 84 |
+
"12": "bkrfla1",
|
| 85 |
+
"120": "nutman",
|
| 86 |
+
"121": "orihob2",
|
| 87 |
+
"122": "oripip1",
|
| 88 |
+
"123": "pabflo1",
|
| 89 |
+
"124": "paisto1",
|
| 90 |
+
"125": "piebus1",
|
| 91 |
+
"126": "piekin1",
|
| 92 |
+
"127": "placuc3",
|
| 93 |
+
"128": "plaflo1",
|
| 94 |
+
"129": "plapri1",
|
| 95 |
+
"13": "bkskit1",
|
| 96 |
+
"130": "plhpar1",
|
| 97 |
+
"131": "pomgrp2",
|
| 98 |
+
"132": "purher1",
|
| 99 |
+
"133": "pursun3",
|
| 100 |
+
"134": "pursun4",
|
| 101 |
+
"135": "purswa3",
|
| 102 |
+
"136": "putbab1",
|
| 103 |
+
"137": "redspu1",
|
| 104 |
+
"138": "rerswa1",
|
| 105 |
+
"139": "revbul",
|
| 106 |
+
"14": "bkwsti",
|
| 107 |
+
"140": "rewbul",
|
| 108 |
+
"141": "rewlap1",
|
| 109 |
+
"142": "rocpig",
|
| 110 |
+
"143": "rorpar",
|
| 111 |
+
"144": "rossta2",
|
| 112 |
+
"145": "rufbab3",
|
| 113 |
+
"146": "ruftre2",
|
| 114 |
+
"147": "rufwoo2",
|
| 115 |
+
"148": "rutfly6",
|
| 116 |
+
"149": "sbeowl1",
|
| 117 |
+
"15": "bladro1",
|
| 118 |
+
"150": "scamin3",
|
| 119 |
+
"151": "shikra1",
|
| 120 |
+
"152": "smamin1",
|
| 121 |
+
"153": "sohmyn1",
|
| 122 |
+
"154": "spepic1",
|
| 123 |
+
"155": "spodov",
|
| 124 |
+
"156": "spoowl1",
|
| 125 |
+
"157": "sqtbul1",
|
| 126 |
+
"158": "stbkin1",
|
| 127 |
+
"159": "sttwoo1",
|
| 128 |
+
"16": "blaeag1",
|
| 129 |
+
"160": "thbwar1",
|
| 130 |
+
"161": "tibfly3",
|
| 131 |
+
"162": "tilwar1",
|
| 132 |
+
"163": "vefnut1",
|
| 133 |
+
"164": "vehpar1",
|
| 134 |
+
"165": "wbbfly1",
|
| 135 |
+
"166": "wemhar1",
|
| 136 |
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"167": "whbbul2",
|
| 137 |
+
"168": "whbsho3",
|
| 138 |
+
"169": "whbtre1",
|
| 139 |
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"17": "blakit1",
|
| 140 |
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"170": "whbwag1",
|
| 141 |
+
"171": "whbwat1",
|
| 142 |
+
"172": "whbwoo2",
|
| 143 |
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"173": "whcbar1",
|
| 144 |
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"174": "whiter2",
|
| 145 |
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"175": "whrmun",
|
| 146 |
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"176": "whtkin2",
|
| 147 |
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"177": "woosan",
|
| 148 |
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"178": "wynlau1",
|
| 149 |
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"179": "yebbab1",
|
| 150 |
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"18": "blhori1",
|
| 151 |
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"180": "yebbul3",
|
| 152 |
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"181": "zitcis1",
|
| 153 |
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"19": "blnmon1",
|
| 154 |
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"2": "ashpri1",
|
| 155 |
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"20": "blrwar1",
|
| 156 |
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"21": "bncwoo3",
|
| 157 |
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"22": "brakit1",
|
| 158 |
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"23": "brasta1",
|
| 159 |
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"24": "brcful1",
|
| 160 |
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"25": "brfowl1",
|
| 161 |
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"26": "brnhao1",
|
| 162 |
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"27": "brnshr",
|
| 163 |
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"28": "brodro1",
|
| 164 |
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"29": "brwjac1",
|
| 165 |
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"3": "ashwoo2",
|
| 166 |
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"30": "brwowl1",
|
| 167 |
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"31": "btbeat1",
|
| 168 |
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"32": "bwfshr1",
|
| 169 |
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"33": "categr",
|
| 170 |
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"34": "chbeat1",
|
| 171 |
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"35": "cohcuc1",
|
| 172 |
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"36": "comfla1",
|
| 173 |
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"37": "comgre",
|
| 174 |
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"38": "comior1",
|
| 175 |
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"39": "comkin1",
|
| 176 |
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|
| 177 |
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"40": "commoo3",
|
| 178 |
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"41": "commyn",
|
| 179 |
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"42": "compea",
|
| 180 |
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"43": "comros",
|
| 181 |
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"44": "comsan",
|
| 182 |
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"45": "comtai1",
|
| 183 |
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"46": "copbar1",
|
| 184 |
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"47": "crbsun2",
|
| 185 |
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"48": "cregos1",
|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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"55": "eucdov",
|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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|
| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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| 221 |
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|
| 222 |
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| 223 |
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|
| 224 |
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| 225 |
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| 226 |
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| 227 |
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| 228 |
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| 229 |
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|
| 230 |
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| 231 |
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| 232 |
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| 233 |
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| 234 |
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| 235 |
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| 236 |
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| 237 |
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| 238 |
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| 239 |
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| 240 |
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| 241 |
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|
| 242 |
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},
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| 342 |
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| 343 |
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| 345 |
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| 346 |
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| 347 |
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| 348 |
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| 349 |
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| 350 |
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| 351 |
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| 352 |
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| 354 |
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| 355 |
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| 357 |
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| 358 |
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| 359 |
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| 360 |
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| 363 |
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| 371 |
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| 374 |
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| 382 |
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| 383 |
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| 388 |
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| 397 |
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| 398 |
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| 399 |
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| 400 |
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| 401 |
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| 403 |
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| 404 |
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| 405 |
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| 406 |
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| 407 |
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| 408 |
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| 409 |
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| 410 |
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| 411 |
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| 412 |
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| 413 |
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| 414 |
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| 415 |
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| 416 |
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| 417 |
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| 418 |
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| 419 |
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| 420 |
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| 421 |
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|
| 422 |
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|
| 423 |
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|
| 424 |
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|
| 425 |
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|
| 426 |
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| 427 |
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|
| 428 |
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},
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|
| 441 |
+
"mask_time_min_space": 1,
|
| 442 |
+
"mask_time_other": 0.0,
|
| 443 |
+
"mask_time_prob": 0.05,
|
| 444 |
+
"mask_time_selection": "static",
|
| 445 |
+
"model_type": "wav2vec2",
|
| 446 |
+
"no_mask_channel_overlap": false,
|
| 447 |
+
"no_mask_time_overlap": false,
|
| 448 |
+
"num_adapter_layers": 3,
|
| 449 |
+
"num_attention_heads": 12,
|
| 450 |
+
"num_codevector_groups": 2,
|
| 451 |
+
"num_codevectors_per_group": 320,
|
| 452 |
+
"num_conv_pos_embedding_groups": 16,
|
| 453 |
+
"num_conv_pos_embeddings": 128,
|
| 454 |
+
"num_feat_extract_layers": 7,
|
| 455 |
+
"num_hidden_layers": 12,
|
| 456 |
+
"num_negatives": 100,
|
| 457 |
+
"output_hidden_size": 768,
|
| 458 |
+
"pad_token_id": 0,
|
| 459 |
+
"proj_codevector_dim": 256,
|
| 460 |
+
"tdnn_dilation": [
|
| 461 |
+
1,
|
| 462 |
+
2,
|
| 463 |
+
3,
|
| 464 |
+
1,
|
| 465 |
+
1
|
| 466 |
+
],
|
| 467 |
+
"tdnn_dim": [
|
| 468 |
+
512,
|
| 469 |
+
512,
|
| 470 |
+
512,
|
| 471 |
+
512,
|
| 472 |
+
1500
|
| 473 |
+
],
|
| 474 |
+
"tdnn_kernel": [
|
| 475 |
+
5,
|
| 476 |
+
3,
|
| 477 |
+
3,
|
| 478 |
+
1,
|
| 479 |
+
1
|
| 480 |
+
],
|
| 481 |
+
"torch_dtype": "float32",
|
| 482 |
+
"transformers_version": "4.38.0",
|
| 483 |
+
"use_weighted_layer_sum": false,
|
| 484 |
+
"vocab_size": 32,
|
| 485 |
+
"xvector_output_dim": 512
|
| 486 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1ebe357f31da38f797e9a4e9c33a601b9980c1601cf09fdf592e50c3d9ae0007
|
| 3 |
+
size 378487416
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
| 4 |
+
"feature_size": 1,
|
| 5 |
+
"padding_side": "right",
|
| 6 |
+
"padding_value": 0.0,
|
| 7 |
+
"return_attention_mask": false,
|
| 8 |
+
"sampling_rate": 16000
|
| 9 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b10aefa828c7cf7f4fdd8aa18ae0418820315f4879081cda7100fa1d23ac8cc7
|
| 3 |
+
size 4920
|