End of training
Browse files- README.md +117 -0
- generation_config.json +261 -0
- model-00001-of-00002.safetensors +3 -0
- model-00002-of-00002.safetensors +3 -0
- model.safetensors.index.json +0 -0
README.md
ADDED
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1 |
+
---
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language:
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- ga
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- en
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license: apache-2.0
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base_model: openai/whisper-large
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tags:
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- generated_from_trainer
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datasets:
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- ymoslem/IWSLT2023-GA-EN
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- ymoslem/FLEURS-GA-EN
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- ymoslem/BitesizeIrish-GA-EN
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- ymoslem/SpokenWords-GA-EN-MTed
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metrics:
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- bleu
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- wer
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model-index:
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- name: Whisper Large GA-EN Speech Translation
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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: IWSLT-2023, FLEURS, BiteSize, SpokenWords, Tatoeba, and Wikimedia
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type: ymoslem/IWSLT2023-GA-EN
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metrics:
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- name: Bleu
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type: bleu
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value: 30.16
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- name: Wer
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type: wer
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value: 69.968482665466
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---
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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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+
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# Whisper Large GA-EN Speech Translation
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This model is a fine-tuned version of [openai/whisper-large](https://huggingface.co/openai/whisper-large) on the IWSLT-2023, FLEURS, BiteSize, SpokenWords, Tatoeba, and Wikimedia dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1742
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- Bleu: 30.16
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- Chrf: 50.72
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- Wer: 69.9685
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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: 0.0001
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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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- gradient_accumulation_steps: 4
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- total_train_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_steps: 0.03
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- training_steps: 3000
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Bleu | Chrf | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:-----:|:-----:|:--------:|
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| 3.1833 | 0.03 | 100 | 2.5169 | 2.03 | 16.8 | 215.5786 |
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| 2.7632 | 0.07 | 200 | 2.1827 | 7.81 | 24.07 | 113.1022 |
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| 2.5687 | 0.1 | 300 | 2.0746 | 6.16 | 24.2 | 158.8474 |
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| 2.5615 | 0.13 | 400 | 1.9379 | 8.68 | 26.18 | 120.8465 |
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| 2.4554 | 0.16 | 500 | 1.8932 | 12.14 | 28.94 | 103.1067 |
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| 2.3546 | 0.2 | 600 | 1.8734 | 14.34 | 29.83 | 91.5353 |
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| 2.2804 | 0.23 | 700 | 1.8075 | 13.18 | 33.07 | 105.5380 |
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| 2.1408 | 0.26 | 800 | 1.7034 | 13.01 | 33.0 | 89.4642 |
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| 2.0411 | 0.3 | 900 | 1.6556 | 16.73 | 34.97 | 91.4453 |
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| 1.7766 | 0.33 | 1000 | 1.6505 | 17.21 | 35.54 | 83.5209 |
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| 1.7704 | 0.36 | 1100 | 1.5800 | 17.54 | 38.11 | 77.1724 |
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| 1.6537 | 0.39 | 1200 | 1.5684 | 14.2 | 35.39 | 95.6326 |
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| 1.4841 | 0.43 | 1300 | 1.4970 | 22.96 | 39.35 | 71.3643 |
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| 1.641 | 0.46 | 1400 | 1.4693 | 16.3 | 37.69 | 103.7821 |
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| 1.393 | 0.49 | 1500 | 1.3923 | 27.21 | 43.87 | 69.3381 |
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| 1.249 | 0.53 | 1600 | 1.3876 | 23.33 | 42.26 | 76.5421 |
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| 1.3385 | 0.56 | 1700 | 1.3404 | 23.86 | 42.82 | 75.0563 |
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| 1.2537 | 0.59 | 1800 | 1.3226 | 17.03 | 41.72 | 100.1801 |
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| 1.2891 | 0.62 | 1900 | 1.2995 | 27.26 | 43.62 | 69.1580 |
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| 1.226 | 0.66 | 2000 | 1.2605 | 30.89 | 47.34 | 63.5750 |
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| 1.1268 | 0.69 | 2100 | 1.2783 | 27.43 | 45.97 | 67.4921 |
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| 1.0007 | 0.72 | 2200 | 1.2521 | 27.21 | 47.25 | 71.0041 |
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| 0.9565 | 0.76 | 2300 | 1.2219 | 31.65 | 48.07 | 64.2053 |
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| 0.9309 | 0.79 | 2400 | 1.2193 | 31.4 | 48.18 | 64.1603 |
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| 0.7923 | 0.82 | 2500 | 1.2099 | 28.88 | 48.89 | 69.7884 |
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| 0.8199 | 0.85 | 2600 | 1.1972 | 29.37 | 48.07 | 67.3120 |
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| 0.6974 | 0.89 | 2700 | 1.1857 | 29.7 | 48.95 | 70.5988 |
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| 0.6736 | 0.92 | 2800 | 1.1884 | 29.33 | 48.97 | 72.7150 |
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| 0.6826 | 0.95 | 2900 | 1.1834 | 30.76 | 50.11 | 68.1225 |
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| 0.7001 | 0.99 | 3000 | 1.1742 | 30.16 | 50.72 | 69.9685 |
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### Framework versions
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- Transformers 4.39.3
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- Pytorch 2.0.1+cu118
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- Datasets 2.18.0
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+
- Tokenizers 0.15.2
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generation_config.json
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"alignment_heads": [
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],
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]
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],
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"begin_suppress_tokens": [
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220,
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50257
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],
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"bos_token_id": 50257,
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"decoder_start_token_id": 50258,
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"eos_token_id": 50257,
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"forced_decoder_ids": [
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[
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1,
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null
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],
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[
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2,
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50359
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]
|
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],
|
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"is_multilingual": true,
|
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"lang_to_id": {
|
59 |
+
"<|af|>": 50327,
|
60 |
+
"<|am|>": 50334,
|
61 |
+
"<|ar|>": 50272,
|
62 |
+
"<|as|>": 50350,
|
63 |
+
"<|az|>": 50304,
|
64 |
+
"<|ba|>": 50355,
|
65 |
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"<|be|>": 50330,
|
66 |
+
"<|bg|>": 50292,
|
67 |
+
"<|bn|>": 50302,
|
68 |
+
"<|bo|>": 50347,
|
69 |
+
"<|br|>": 50309,
|
70 |
+
"<|bs|>": 50315,
|
71 |
+
"<|ca|>": 50270,
|
72 |
+
"<|cs|>": 50283,
|
73 |
+
"<|cy|>": 50297,
|
74 |
+
"<|da|>": 50285,
|
75 |
+
"<|de|>": 50261,
|
76 |
+
"<|el|>": 50281,
|
77 |
+
"<|en|>": 50259,
|
78 |
+
"<|es|>": 50262,
|
79 |
+
"<|et|>": 50307,
|
80 |
+
"<|eu|>": 50310,
|
81 |
+
"<|fa|>": 50300,
|
82 |
+
"<|fi|>": 50277,
|
83 |
+
"<|fo|>": 50338,
|
84 |
+
"<|fr|>": 50265,
|
85 |
+
"<|gl|>": 50319,
|
86 |
+
"<|gu|>": 50333,
|
87 |
+
"<|haw|>": 50352,
|
88 |
+
"<|ha|>": 50354,
|
89 |
+
"<|he|>": 50279,
|
90 |
+
"<|hi|>": 50276,
|
91 |
+
"<|hr|>": 50291,
|
92 |
+
"<|ht|>": 50339,
|
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+
"<|hu|>": 50286,
|
94 |
+
"<|hy|>": 50312,
|
95 |
+
"<|id|>": 50275,
|
96 |
+
"<|is|>": 50311,
|
97 |
+
"<|it|>": 50274,
|
98 |
+
"<|ja|>": 50266,
|
99 |
+
"<|jw|>": 50356,
|
100 |
+
"<|ka|>": 50329,
|
101 |
+
"<|kk|>": 50316,
|
102 |
+
"<|km|>": 50323,
|
103 |
+
"<|kn|>": 50306,
|
104 |
+
"<|ko|>": 50264,
|
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+
"<|la|>": 50294,
|
106 |
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"<|lb|>": 50345,
|
107 |
+
"<|ln|>": 50353,
|
108 |
+
"<|lo|>": 50336,
|
109 |
+
"<|lt|>": 50293,
|
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+
"<|lv|>": 50301,
|
111 |
+
"<|mg|>": 50349,
|
112 |
+
"<|mi|>": 50295,
|
113 |
+
"<|mk|>": 50308,
|
114 |
+
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|
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"<|mn|>": 50314,
|
116 |
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|
117 |
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|
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|
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|
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"<|ne|>": 50313,
|
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"<|nl|>": 50271,
|
122 |
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|
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|
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|
125 |
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|
126 |
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"<|pl|>": 50269,
|
127 |
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|
128 |
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|
129 |
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"<|ro|>": 50284,
|
130 |
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|
131 |
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|
132 |
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"<|sd|>": 50332,
|
133 |
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|
134 |
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|
135 |
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"<|sl|>": 50305,
|
136 |
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"<|sn|>": 50324,
|
137 |
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"<|so|>": 50326,
|
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"<|sq|>": 50317,
|
139 |
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"<|sr|>": 50303,
|
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|
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|
142 |
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"<|sw|>": 50318,
|
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"<|ta|>": 50287,
|
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"<|te|>": 50299,
|
145 |
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"<|tg|>": 50331,
|
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"<|th|>": 50289,
|
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"<|tk|>": 50341,
|
148 |
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"<|tl|>": 50348,
|
149 |
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"<|tr|>": 50268,
|
150 |
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"<|tt|>": 50351,
|
151 |
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"<|uk|>": 50280,
|
152 |
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"<|ur|>": 50290,
|
153 |
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"<|uz|>": 50337,
|
154 |
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"<|vi|>": 50278,
|
155 |
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"<|yi|>": 50335,
|
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