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LJ001-0001
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0001.wav
Printing, in the only sense with which we are at present concerned, differs from most if not from all the arts and crafts represented in the Exhibition
Printing, in the only sense with which we are at present concerned, differs from most if not from all the arts and crafts represented in the Exhibition
...
LJ001-0002
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0002.wav
in being comparatively modern.
in being comparatively modern.
...
LJ001-0003
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0003.wav
For although the Chinese took impressions from wood blocks engraved in relief for centuries before the woodcutters of the Netherlands, by a similar process
For although the Chinese took impressions from wood blocks engraved in relief for centuries before the woodcutters of the Netherlands, by a similar process
...
LJ001-0004
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0004.wav
produced the block books, which were the immediate predecessors of the true printed book,
produced the block books, which were the immediate predecessors of the true printed book,
...
LJ001-0005
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0005.wav
the invention of movable metal letters in the middle of the fifteenth century may justly be considered as the invention of the art of printing.
the invention of movable metal letters in the middle of the fifteenth century may justly be considered as the invention of the art of printing.
...
LJ001-0006
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0006.wav
And it is worth mention in passing that, as an example of fine typography,
And it is worth mention in passing that, as an example of fine typography,
...
LJ001-0007
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0007.wav
the earliest book printed with movable types, the Gutenberg, or "forty-two line Bible" of about 1455,
the earliest book printed with movable types, the Gutenberg, or "forty-two line Bible" of about fourteen fifty-five,
...
LJ001-0008
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0008.wav
has never been surpassed.
has never been surpassed.
...
LJ001-0009
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0009.wav
Printing, then, for our purpose, may be considered as the art of making books by means of movable types.
Printing, then, for our purpose, may be considered as the art of making books by means of movable types.
...
LJ001-0010
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0010.wav
Now, as all books not primarily intended as picture-books consist principally of types composed to form letterpress,
Now, as all books not primarily intended as picture-books consist principally of types composed to form letterpress,
...
LJ001-0011
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0011.wav
it is of the first importance that the letter used should be fine in form;
it is of the first importance that the letter used should be fine in form;
...
LJ001-0012
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0012.wav
especially as no more time is occupied, or cost incurred, in casting, setting, or printing beautiful letters
especially as no more time is occupied, or cost incurred, in casting, setting, or printing beautiful letters
...
LJ001-0013
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0013.wav
than in the same operations with ugly ones.
than in the same operations with ugly ones.
...
LJ001-0014
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0014.wav
And it was a matter of course that in the Middle Ages, when the craftsmen took care that beautiful form should always be a part of their productions whatever they were,
And it was a matter of course that in the Middle Ages, when the craftsmen took care that beautiful form should always be a part of their productions whatever they were,
...
LJ001-0015
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0015.wav
the forms of printed letters should be beautiful, and that their arrangement on the page should be reasonable and a help to the shapeliness of the letters themselves.
the forms of printed letters should be beautiful, and that their arrangement on the page should be reasonable and a help to the shapeliness of the letters themselves.
...
LJ001-0016
/tmp/hf-datasets-cache/medium/datasets/22920977535657-config-parquet-and-info-lj_speech-31954901/downloads/extracted/7c4930d0c706da8a8c6bbc2d08bf815b17279180594c23fa8d0c16260666d630/LJSpeech-1.1/wavs/LJ001-0016.wav
The Middle Ages brought calligraphy to perfection, and it was natural therefore
The Middle Ages brought calligraphy to perfection, and it was natural therefore
...
End of preview. Expand in Data Studio

Explanation

A small experiment insipred by the Mistral playing DOOM experiment from the Mistral Hackathon

How it works?

Audio -> Waveform Visualization -> Waveform ASCII Art -> Finetune Mistral on ASCII Art to predict text from ASCII Art

Quick video explanation

Example Waveform

image/png

Example ASCII Art

                                                                                                                                                                          
                                                                                y                                                                                         
                                                                                x                                                                                         
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                         9                                                     ex            v                                                                            
                         4                                                     dr            v                                                                            
                         4                                                     do            s                                                                            
                         1Y                                                    6o            e                 o5                                                         
            x            1Y      y                                             6o        ze  7                 iYY                                                        
            e            YYz     r                     Ys                      Ym        xd  Y                 gYY                                                        
            6            YYY     r                     Ys                      Yl        xd sY        Y        eYY            Y                                           
        z   6            YYY   y s         k      z    Ys                      Yl        xd sY        Y   m   vYYY   s       5Y         z                                 
        Yh  6Y         xfYYY   y qq        i      2m   Ydu                     Y6 Y      vd sYY       Yz  cq  vYYY  eY       5Y0      b z            q                    
        YYz 6Y       xywYYYY   ZzqYt       f      YY   Ydu                     Y6 Y      vd sYY       Yl  6d  iYYY  YYz      5YY      Y z  9     g  il                    
        YYx YYo      gfwYYYY   ZxkY6      wf    Z9YY   Ydu     xz6             Y6 Yi8    v4 sYY   z   YY  6d  4YYY uYYu o    5YY   f  Y zkyY     0  1Y  z                 
        YYw YY7      hfwYYYY 7 ZYkYY 1 z  7Y   yYYYY   YdY     8zY             Y6 Y78    v4 sYYyt Y   YY  6d  4YYYz3YYY o    4YYx  e  Yzx0xY     Z  1Y  8                 
        YYw YYY      5dwYYYYeYmZYmYY Y Y  YY  sYYYYY   YdYl  x 50Yo 9          Y6 YYY4   v5 vYY3tpY   YY  6d  4YYYyYYYY m    3YYq  Y  Yzg0iY     Y 4ZY 98 p               
        YYsjYYYYz    5Y7YYYYYYdYYYYY Y Y  YY  YYYYYY   YcYY  5lY8YYa1          Y6 YYY2   v7YYYYYYpYz YYY  6d  ZYYYtYYYY Yg   3YYo  Y  Yz8YZY xw  Y YYY Y5 p   Y           
        YY6YYYYYa    YY9YYYYYYYYYYYYrYyYz YYe YYYYYY   YYYYv YsYYYYYYY        uY5 YYYY0  vYYYYYYYoYz YYY  6Y  YYYYtYYYY Y7   3YYi rY wYz7YYYvkt  YYYYY Y4yo4 1Yay         
       3YYdYYYYY8    YYYYYYYYYYYYYYYYYwYu YY3 YYYYYY   YYYYn YeYYYYYYYZ       uY5 YYYY0  uYYYYYYY6Yz YYY  6Y9 YYYYsYYYY Y58  3YYi6pY ZYz5YYY2e5  YYYYY Y2qeYz1YY9         
       YYY5YYYYY5    YYYYYYYYYYYYYYYYYuYu YY1 YYYYYY   YYYY3 YYYYYYYYYY       uYYYYYYY0  hYYYYYYY6YyrYYY  6YY YYYYYYYYY YYY  3YYfYsY YYz1YYY1Y2Y YYYYY YYq0YYYYYY         
       YYYYYYYYYY    YYYYYYYYYYYYYYYYYsYuyYYYoYYYYYY1  YYYY2YYYYYYYYYYY       vYYYYYYYY z4YYYYYYYYYYYYYYZg1YYYYYYYYYYYYzYYYz ZYYYYdYlYYYYYYYZYYY YYYYYzYYYYYYYYYY         
       YYYYYYYYYYYYY1YYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYZY112YYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYYY       
       YYY1YYYYYY    YYYYYYYYYYYYYYYYYsYu YYYoYYYYYY4  YYYY2YYYYYYYYYYY       vYYYYYYYY  7YYYYYYYZYYYYYYZv7YYYYYYYYYYYY YYYz 1YYYYdYmYYYYYYYZYYY YYYYYzYYYYYYYYYY         
       YYY6YYYYY6    YYYYYYYYYYYYYYYYYvYu YY1 YYYYYY   YYYY3 YYYYYYYYYY       uYYYYYYY0  hYYYYYYY6YyxYYY  6YY YYYYYYYYY YYY  3YYfYtY YYz3YYY1Y2Y YYYYY YYq0YYYYYY         
       cYYcYYYYY8    YYYYYYYYYYYYYYYYYxYu YY3 YYYYYY   YYYYn YfYYYYYYYZ       uY5 YYYY0  vYYYYYYY6Yz YYY  6Y9 YYYYsYYYY Y5n  3YYi8pY 1Yz6YYY3g7  YYYYY Y2qkYz1YYa         
        YY9YYYYYf    YY9YYYYYYYYYYYYrYyYz YYi YYYYYY   Y1YYv YsYZYYYYY        uY5 YYYYb  vYYYYYYYoYz YYY  6Y  YYYYtYYYY Y7   3YYi rY wYz7YYYvku  YYYYY Y3zo6 1Yn          
        YYskYYYYz    5Y8YYYYYYdYY2YY Y Y  YY  YYYYYY   YcYY  5lY8YYd3          Y6 YYY4   v9YYYYYYpYz YYY  6d  1YYYtYYYY Yg   3YYp  Y  Yz8Y1Y yw  Y YYY Y5 q   Y           
        YYw YYY      5dwYYYYhYpZYmYY Y Y  YY  wYYYYY   YdYr  z 50Yo 0          Y6 YYY5   v5 vYY4tpY   YY  6d  4YYYzYYYY m    3YYq  Y  Yzh0iY     Y 4ZY 98 o               
        YYw YY7      hfwYYYY b ZYkYY 4    cY   yYYYY   YdY     dzY             Y6 Y78    v4 sYYzt Y   YY  6d  4YYY 7YYY o    5YYx  f  Yzy0yY     3  1Y  8                 
        YYx ZYo      hfwYYYY   ZykY7      wf    Z9YY   Ydu     xz7             Y6 Ykb    v3 sYY       YY  6d  9YYY uYYy o    5YY   f  Y zpyY     b  1Y  z                 
        YY  6Y       xywYYYY   ZzqYy       f      YY   Ydu                     Y6 Y      vd sYY       Yo  6d  jYYY  1Yz      5YY      Y z  9     g  lm                    
        Yi  6Y         ygYYY   y qq        i      9m   Ydu                     Y6 Y      vd sYY       Y   cs  vYYY  rY       5Yp      e z            t                    
            6            YYY   y s         o           Ys                      Yl        xd sY        Y   r   vYYY   y       5Y         z                                 
            6            YYY     r                     Ys                      Yl        xd sY        Y        eYY            Y                                           
            e            YYz     r                     Ys                      Ym        xd  Y                 gYY                                                        
            x            1Y      z                                             6o        ze  8                 mYY                                                        
                         14                                                    6o            e                 o5                                                         
                         4                                                     do            t                                                                            
                         4                                                     dv            v                                                                            
                         h                                                     ex            v                                                                            
                                                                               dx                                                                                         
                                                                               ux                                                                                         
                                                                               ux                                                                                         
                                                                                x                                                                                         
                                                                                x                                                                                         
                                                                                x                                                                                         
                                                                                y                                                                                         
                                                                                                                                                                          
                                                                                                                                                                                                                                   

Models & Results

Mistral 7B 0.2 finetunes on ascii art. As seen in the results, experiment didn't amount to much

  • 2 epochs - 0-hero/mistral-speech-to-text-preview - Loss pretty much flattened after this epoch
    • Metrics:
        rouge-1: {'r': 0.12919024091165357, 'p': 0.1163312036605547, 'f': 0.11315199212991178}
        rouge-2: {'r': 0.013705453572242508, 'p': 0.0137500428446463, 'f': 0.012676757505648992}
        rouge-l: {'r': 0.11261286554140228, 'p': 0.09921920076529338, 'f': 0.09705621471622536}
        length_correlation: 0.014470676120233311
        avg_actual_length: 16.59
        avg_pred_length: 21.46
        exact_match_accuracy: 0.0
      
  • 4 epochs - 0-hero/mistral-speech-to-text
    • Metrics:
        rouge-1: {'r': 0.11869828051815862, 'p': 0.11697319273190071, 'f': 0.11154343875398197}
        rouge-2: {'r': 0.008572925612399297, 'p': 0.009040061245943597, 'f': 0.008369604666309954}
        rouge-l: {'r': 0.10780857719316121, 'p': 0.10373665666448233, 'f': 0.09985384905943501}
        length_correlation: -0.1500200314034927
        avg_actual_length: 16.59
        avg_pred_length: 18.32
        exact_match_accuracy: 0.0
      

Datasets

lj_speech dataset used to convert audio waveforms into ASCII Art

Downloads last month
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Models trained or fine-tuned on 0-hero/lj_speech_with_spectogram