cv15
Browse files- README.md +21 -63
- added_tokens.json +1502 -2
- config.json +13 -4
- generation_config.json +263 -0
- model.safetensors +2 -2
- preprocessor_config.json +0 -0
- special_tokens_map.json +4 -22
- tokenizer.json +0 -0
- tokenizer_config.json +0 -0
- training_args.bin +2 -2
- vocab.json +0 -0
README.md
CHANGED
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---
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language:
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- ckb
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- ku
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license: apache-2.0
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tags:
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- whisper-event
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- generated_from_trainer
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datasets:
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- mozilla-foundation/common_voice_11_0
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- google/fleurs
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metrics:
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- wer
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- cer
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base_model: openai/whisper-small
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model-index:
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- name:
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results:
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- task:
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type: automatic-speech-recognition
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name: Automatic Speech Recognition
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dataset:
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name: Common Voice 11.0
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type: mozilla-foundation/common_voice_11_0
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config: ckb
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split: test
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metrics:
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- type: wer
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value: 33.2192952446117
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name: Wer
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- task:
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type: automatic-speech-recognition
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name: Automatic Speech Recognition
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dataset:
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name: razhan/asosoft-speech
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type: razhan/asosoft-speech
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config: ckb
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split: test
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metrics:
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- type: wer
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value: 31.94
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name: WER
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- type: cer
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value: 5.65
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name: CER
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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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-
This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Wer:
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## Model description
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@@ -73,36 +38,29 @@ More information needed
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The following hyperparameters were used during training:
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- learning_rate: 1e-05
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- train_batch_size:
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- eval_batch_size: 32
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- seed: 42
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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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- training_steps:
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step
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| 0.
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| 0.0028 | 14.93 | 6000 | 0.3453 | 35.9258 |
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| 0.003 | 17.41 | 7000 | 0.3558 | 34.9565 |
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| 0.0022 | 19.9 | 8000 | 0.3593 | 34.2722 |
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| 0.0016 | 22.39 | 9000 | 0.3639 | 34.3369 |
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| 0.0015 | 24.88 | 10000 | 0.3785 | 34.0062 |
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| 0.0009 | 27.36 | 11000 | 0.3915 | 34.2951 |
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| 0.0001 | 29.85 | 12000 | 0.3825 | 33.2193 |
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### Framework versions
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- Transformers 4.
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- Pytorch
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- Datasets 2.
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- Tokenizers 0.
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---
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license: apache-2.0
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base_model: openai/whisper-small
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tags:
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- generated_from_trainer
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metrics:
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- wer
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model-index:
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- name: whisper-small-sorani
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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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+
# whisper-small-sorani
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+
This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0334
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- Wer: 0.0613
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## Model description
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The following hyperparameters were used during training:
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- learning_rate: 1e-05
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- train_batch_size: 56
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- eval_batch_size: 32
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- seed: 42
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- distributed_type: multi-GPU
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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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- training_steps: 5000
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:------:|
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| 0.1005 | 0.55 | 1000 | 0.1405 | 0.2743 |
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| 0.0711 | 1.09 | 2000 | 0.0858 | 0.1772 |
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| 0.0609 | 1.64 | 3000 | 0.0585 | 0.1151 |
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| 0.02 | 2.19 | 4000 | 0.0408 | 0.0789 |
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| 0.0169 | 2.74 | 5000 | 0.0334 | 0.0613 |
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### Framework versions
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- Transformers 4.34.0.dev0
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- Pytorch 2.0.1+cu117
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- Datasets 2.14.5
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- Tokenizers 0.14.0
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added_tokens.json
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2 |
"<|af|>": 50327,
|
3 |
"<|am|>": 50334,
|
4 |
"<|ar|>": 50272,
|
@@ -17,7 +1518,6 @@
|
|
17 |
"<|da|>": 50285,
|
18 |
"<|de|>": 50261,
|
19 |
"<|el|>": 50281,
|
20 |
-
"<|endoftext|>": 50257,
|
21 |
"<|en|>": 50259,
|
22 |
"<|es|>": 50262,
|
23 |
"<|et|>": 50307,
|
@@ -30,6 +1530,7 @@
|
|
30 |
"<|gu|>": 50333,
|
31 |
"<|haw|>": 50352,
|
32 |
"<|ha|>": 50354,
|
|
|
33 |
"<|hi|>": 50276,
|
34 |
"<|hr|>": 50291,
|
35 |
"<|ht|>": 50339,
|
@@ -38,7 +1539,6 @@
|
|
38 |
"<|id|>": 50275,
|
39 |
"<|is|>": 50311,
|
40 |
"<|it|>": 50274,
|
41 |
-
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|
42 |
"<|ja|>": 50266,
|
43 |
"<|jw|>": 50356,
|
44 |
"<|ka|>": 50329,
|
|
|
1 |
{
|
2 |
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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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|
8 |
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|
9 |
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|
10 |
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|
11 |
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12 |
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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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|
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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|
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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53 |
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54 |
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55 |
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56 |
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57 |
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58 |
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59 |
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60 |
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61 |
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62 |
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63 |
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64 |
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65 |
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66 |
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67 |
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68 |
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69 |
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70 |
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71 |
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72 |
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73 |
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74 |
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75 |
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76 |
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77 |
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78 |
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81 |
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91 |
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93 |
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98 |
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99 |
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100 |
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101 |
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102 |
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103 |
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104 |
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105 |
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106 |
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107 |
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108 |
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109 |
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110 |
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111 |
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112 |
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113 |
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114 |
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115 |
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116 |
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117 |
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118 |
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119 |
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120 |
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121 |
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122 |
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123 |
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124 |
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125 |
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126 |
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127 |
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128 |
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129 |
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130 |
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131 |
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132 |
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133 |
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134 |
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135 |
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136 |
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137 |
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138 |
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139 |
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140 |
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141 |
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142 |
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143 |
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144 |
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145 |
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147 |
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148 |
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149 |
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150 |
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153 |
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154 |
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155 |
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156 |
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157 |
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158 |
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159 |
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160 |
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161 |
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162 |
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163 |
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1222 |
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1224 |
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1225 |
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1226 |
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|
1227 |
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1228 |
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|
1229 |
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|
1230 |
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|
1231 |
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|
1232 |
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|
1233 |
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|
1234 |
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|
1235 |
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|
1236 |
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|
1237 |
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|
1238 |
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|
1239 |
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|
1240 |
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|
1241 |
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|
1242 |
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|
1243 |
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|
1244 |
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|
1245 |
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|
1246 |
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|
1247 |
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|
1248 |
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|
1249 |
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|
1250 |
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|
1251 |
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|
1252 |
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|
1253 |
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"<|5.00|>": 50614,
|
1254 |
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|
1255 |
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|
1256 |
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|
1257 |
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|
1258 |
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|
1259 |
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|
1260 |
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|
1261 |
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|
1262 |
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|
1263 |
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|
1264 |
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|
1265 |
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|
1266 |
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|
1267 |
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|
1268 |
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|
1269 |
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|
1270 |
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|
1271 |
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|
1272 |
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|
1273 |
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|
1274 |
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|
1275 |
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|
1276 |
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|
1277 |
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|
1278 |
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|
1279 |
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|
1280 |
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|
1281 |
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|
1282 |
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|
1283 |
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|
1284 |
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|
1285 |
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|
1286 |
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|
1287 |
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|
1288 |
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|
1289 |
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|
1290 |
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|
1291 |
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|
1292 |
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|
1293 |
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|
1294 |
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|
1295 |
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|
1296 |
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|
1297 |
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|
1298 |
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|
1299 |
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|
1300 |
+
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|
1301 |
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|
1302 |
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|
1303 |
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|
1304 |
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|
1305 |
+
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|
1306 |
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|
1307 |
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|
1308 |
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|
1309 |
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|
1310 |
+
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|
1311 |
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|
1312 |
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|
1313 |
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|
1314 |
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|
1315 |
+
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|
1316 |
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|
1317 |
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|
1318 |
+
"<|6.30|>": 50679,
|
1319 |
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"<|6.32|>": 50680,
|
1320 |
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"<|6.34|>": 50681,
|
1321 |
+
"<|6.36|>": 50682,
|
1322 |
+
"<|6.38|>": 50683,
|
1323 |
+
"<|6.40|>": 50684,
|
1324 |
+
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|
1325 |
+
"<|6.44|>": 50686,
|
1326 |
+
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|
1327 |
+
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|
1328 |
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|
1329 |
+
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|
1330 |
+
"<|6.54|>": 50691,
|
1331 |
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|
1332 |
+
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|
1333 |
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|
1334 |
+
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|
1335 |
+
"<|6.64|>": 50696,
|
1336 |
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"<|6.66|>": 50697,
|
1337 |
+
"<|6.68|>": 50698,
|
1338 |
+
"<|6.70|>": 50699,
|
1339 |
+
"<|6.72|>": 50700,
|
1340 |
+
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|
1341 |
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"<|6.76|>": 50702,
|
1342 |
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"<|6.78|>": 50703,
|
1343 |
+
"<|6.80|>": 50704,
|
1344 |
+
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|
1345 |
+
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|
1346 |
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"<|6.86|>": 50707,
|
1347 |
+
"<|6.88|>": 50708,
|
1348 |
+
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|
1349 |
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|
1350 |
+
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|
1351 |
+
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|
1352 |
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"<|6.98|>": 50713,
|
1353 |
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|
1354 |
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|
1355 |
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|
1356 |
+
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|
1357 |
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|
1358 |
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|
1359 |
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|
1360 |
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|
1361 |
+
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|
1362 |
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|
1363 |
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|
1364 |
+
"<|7.22|>": 50725,
|
1365 |
+
"<|7.24|>": 50726,
|
1366 |
+
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|
1367 |
+
"<|7.28|>": 50728,
|
1368 |
+
"<|7.30|>": 50729,
|
1369 |
+
"<|7.32|>": 50730,
|
1370 |
+
"<|7.34|>": 50731,
|
1371 |
+
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|
1372 |
+
"<|7.38|>": 50733,
|
1373 |
+
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|
1374 |
+
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|
1375 |
+
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|
1376 |
+
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|
1377 |
+
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|
1378 |
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|
1379 |
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|
1380 |
+
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|
1381 |
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|
1382 |
+
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|
1383 |
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|
1384 |
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|
1385 |
+
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|
1386 |
+
"<|7.66|>": 50747,
|
1387 |
+
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|
1388 |
+
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|
1389 |
+
"<|7.72|>": 50750,
|
1390 |
+
"<|7.74|>": 50751,
|
1391 |
+
"<|7.76|>": 50752,
|
1392 |
+
"<|7.78|>": 50753,
|
1393 |
+
"<|7.80|>": 50754,
|
1394 |
+
"<|7.82|>": 50755,
|
1395 |
+
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|
1396 |
+
"<|7.86|>": 50757,
|
1397 |
+
"<|7.88|>": 50758,
|
1398 |
+
"<|7.90|>": 50759,
|
1399 |
+
"<|7.92|>": 50760,
|
1400 |
+
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|
1401 |
+
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|
1402 |
+
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|
1403 |
+
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|
1404 |
+
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|
1405 |
+
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|
1406 |
+
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|
1407 |
+
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|
1408 |
+
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|
1409 |
+
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|
1410 |
+
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|
1411 |
+
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|
1412 |
+
"<|8.18|>": 50773,
|
1413 |
+
"<|8.20|>": 50774,
|
1414 |
+
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|
1415 |
+
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|
1416 |
+
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|
1417 |
+
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|
1418 |
+
"<|8.30|>": 50779,
|
1419 |
+
"<|8.32|>": 50780,
|
1420 |
+
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|
1421 |
+
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|
1422 |
+
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|
1423 |
+
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|
1424 |
+
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|
1425 |
+
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|
1426 |
+
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|
1427 |
+
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|
1428 |
+
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|
1429 |
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|
1430 |
+
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|
1431 |
+
"<|8.56|>": 50792,
|
1432 |
+
"<|8.58|>": 50793,
|
1433 |
+
"<|8.60|>": 50794,
|
1434 |
+
"<|8.62|>": 50795,
|
1435 |
+
"<|8.64|>": 50796,
|
1436 |
+
"<|8.66|>": 50797,
|
1437 |
+
"<|8.68|>": 50798,
|
1438 |
+
"<|8.70|>": 50799,
|
1439 |
+
"<|8.72|>": 50800,
|
1440 |
+
"<|8.74|>": 50801,
|
1441 |
+
"<|8.76|>": 50802,
|
1442 |
+
"<|8.78|>": 50803,
|
1443 |
+
"<|8.80|>": 50804,
|
1444 |
+
"<|8.82|>": 50805,
|
1445 |
+
"<|8.84|>": 50806,
|
1446 |
+
"<|8.86|>": 50807,
|
1447 |
+
"<|8.88|>": 50808,
|
1448 |
+
"<|8.90|>": 50809,
|
1449 |
+
"<|8.92|>": 50810,
|
1450 |
+
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|
1451 |
+
"<|8.96|>": 50812,
|
1452 |
+
"<|8.98|>": 50813,
|
1453 |
+
"<|9.00|>": 50814,
|
1454 |
+
"<|9.02|>": 50815,
|
1455 |
+
"<|9.04|>": 50816,
|
1456 |
+
"<|9.06|>": 50817,
|
1457 |
+
"<|9.08|>": 50818,
|
1458 |
+
"<|9.10|>": 50819,
|
1459 |
+
"<|9.12|>": 50820,
|
1460 |
+
"<|9.14|>": 50821,
|
1461 |
+
"<|9.16|>": 50822,
|
1462 |
+
"<|9.18|>": 50823,
|
1463 |
+
"<|9.20|>": 50824,
|
1464 |
+
"<|9.22|>": 50825,
|
1465 |
+
"<|9.24|>": 50826,
|
1466 |
+
"<|9.26|>": 50827,
|
1467 |
+
"<|9.28|>": 50828,
|
1468 |
+
"<|9.30|>": 50829,
|
1469 |
+
"<|9.32|>": 50830,
|
1470 |
+
"<|9.34|>": 50831,
|
1471 |
+
"<|9.36|>": 50832,
|
1472 |
+
"<|9.38|>": 50833,
|
1473 |
+
"<|9.40|>": 50834,
|
1474 |
+
"<|9.42|>": 50835,
|
1475 |
+
"<|9.44|>": 50836,
|
1476 |
+
"<|9.46|>": 50837,
|
1477 |
+
"<|9.48|>": 50838,
|
1478 |
+
"<|9.50|>": 50839,
|
1479 |
+
"<|9.52|>": 50840,
|
1480 |
+
"<|9.54|>": 50841,
|
1481 |
+
"<|9.56|>": 50842,
|
1482 |
+
"<|9.58|>": 50843,
|
1483 |
+
"<|9.60|>": 50844,
|
1484 |
+
"<|9.62|>": 50845,
|
1485 |
+
"<|9.64|>": 50846,
|
1486 |
+
"<|9.66|>": 50847,
|
1487 |
+
"<|9.68|>": 50848,
|
1488 |
+
"<|9.70|>": 50849,
|
1489 |
+
"<|9.72|>": 50850,
|
1490 |
+
"<|9.74|>": 50851,
|
1491 |
+
"<|9.76|>": 50852,
|
1492 |
+
"<|9.78|>": 50853,
|
1493 |
+
"<|9.80|>": 50854,
|
1494 |
+
"<|9.82|>": 50855,
|
1495 |
+
"<|9.84|>": 50856,
|
1496 |
+
"<|9.86|>": 50857,
|
1497 |
+
"<|9.88|>": 50858,
|
1498 |
+
"<|9.90|>": 50859,
|
1499 |
+
"<|9.92|>": 50860,
|
1500 |
+
"<|9.94|>": 50861,
|
1501 |
+
"<|9.96|>": 50862,
|
1502 |
+
"<|9.98|>": 50863,
|
1503 |
"<|af|>": 50327,
|
1504 |
"<|am|>": 50334,
|
1505 |
"<|ar|>": 50272,
|
|
|
1518 |
"<|da|>": 50285,
|
1519 |
"<|de|>": 50261,
|
1520 |
"<|el|>": 50281,
|
|
|
1521 |
"<|en|>": 50259,
|
1522 |
"<|es|>": 50262,
|
1523 |
"<|et|>": 50307,
|
|
|
1530 |
"<|gu|>": 50333,
|
1531 |
"<|haw|>": 50352,
|
1532 |
"<|ha|>": 50354,
|
1533 |
+
"<|he|>": 50279,
|
1534 |
"<|hi|>": 50276,
|
1535 |
"<|hr|>": 50291,
|
1536 |
"<|ht|>": 50339,
|
|
|
1539 |
"<|id|>": 50275,
|
1540 |
"<|is|>": 50311,
|
1541 |
"<|it|>": 50274,
|
|
|
1542 |
"<|ja|>": 50266,
|
1543 |
"<|jw|>": 50356,
|
1544 |
"<|ka|>": 50329,
|
config.json
CHANGED
@@ -2,6 +2,7 @@
|
|
2 |
"_name_or_path": "openai/whisper-small",
|
3 |
"activation_dropout": 0.0,
|
4 |
"activation_function": "gelu",
|
|
|
5 |
"architectures": [
|
6 |
"WhisperForConditionalGeneration"
|
7 |
],
|
@@ -11,6 +12,7 @@
|
|
11 |
50257
|
12 |
],
|
13 |
"bos_token_id": 50257,
|
|
|
14 |
"d_model": 768,
|
15 |
"decoder_attention_heads": 12,
|
16 |
"decoder_ffn_dim": 3072,
|
@@ -26,17 +28,24 @@
|
|
26 |
"forced_decoder_ids": null,
|
27 |
"init_std": 0.02,
|
28 |
"is_encoder_decoder": true,
|
|
|
|
|
|
|
|
|
|
|
|
|
29 |
"max_length": 448,
|
30 |
"max_source_positions": 1500,
|
31 |
"max_target_positions": 448,
|
|
|
32 |
"model_type": "whisper",
|
33 |
"num_hidden_layers": 12,
|
34 |
"num_mel_bins": 80,
|
35 |
"pad_token_id": 50257,
|
36 |
"scale_embedding": false,
|
37 |
-
"
|
38 |
-
"
|
39 |
-
"
|
40 |
-
"
|
41 |
"vocab_size": 51865
|
42 |
}
|
|
|
2 |
"_name_or_path": "openai/whisper-small",
|
3 |
"activation_dropout": 0.0,
|
4 |
"activation_function": "gelu",
|
5 |
+
"apply_spec_augment": false,
|
6 |
"architectures": [
|
7 |
"WhisperForConditionalGeneration"
|
8 |
],
|
|
|
12 |
50257
|
13 |
],
|
14 |
"bos_token_id": 50257,
|
15 |
+
"classifier_proj_size": 256,
|
16 |
"d_model": 768,
|
17 |
"decoder_attention_heads": 12,
|
18 |
"decoder_ffn_dim": 3072,
|
|
|
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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|
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|
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|
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|
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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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|
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|
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|
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|
49 |
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|
50 |
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|
51 |
}
|
generation_config.json
ADDED
@@ -0,0 +1,263 @@
|
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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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|
model.safetensors
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
-
size
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|
1 |
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|
3 |
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size 563189936
|
preprocessor_config.json
CHANGED
The diff for this file is too large to render.
See raw diff
|
|
special_tokens_map.json
CHANGED
@@ -22,7 +22,7 @@
|
|
22 |
"<|hi|>",
|
23 |
"<|fi|>",
|
24 |
"<|vi|>",
|
25 |
-
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|
26 |
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|
27 |
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|
28 |
"<|ms|>",
|
@@ -108,26 +108,8 @@
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|
108 |
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|
109 |
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|
110 |
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|
111 |
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|
112 |
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|
113 |
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|
114 |
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|
115 |
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|
116 |
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|
117 |
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|
118 |
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|
119 |
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|
120 |
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|
121 |
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|
122 |
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|
123 |
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|
124 |
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|
125 |
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|
126 |
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"unk_token":
|
127 |
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|
128 |
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|
129 |
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"normalized": true,
|
130 |
-
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|
131 |
-
"single_word": false
|
132 |
-
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|
133 |
}
|
|
|
22 |
"<|hi|>",
|
23 |
"<|fi|>",
|
24 |
"<|vi|>",
|
25 |
+
"<|he|>",
|
26 |
"<|uk|>",
|
27 |
"<|el|>",
|
28 |
"<|ms|>",
|
|
|
108 |
"<|nocaptions|>",
|
109 |
"<|notimestamps|>"
|
110 |
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|
111 |
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|
112 |
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|
113 |
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|
114 |
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|
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|
115 |
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|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
CHANGED
The diff for this file is too large to render.
See raw diff
|
|
training_args.bin
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:
|
3 |
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2 |
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size 5819
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vocab.json
CHANGED
The diff for this file is too large to render.
See raw diff
|
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