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Phone-aid
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Mostafa Shahin commited on
Commit
9a81c33
·
1 Parent(s): 4c01711

Support IPA

Browse files
Files changed (4) hide show
  1. app.py +27 -9
  2. data/arpa2ipa.csv +39 -0
  3. data/p2att_en_us-arpa.csv +40 -42
  4. data/p2att_en_us-ipa.csv +40 -0
app.py CHANGED
@@ -14,6 +14,7 @@ import numpy as np
14
 
15
  engine = transcriber.transcribe_SA(model_path='models/SA',verbose=0)
16
  phonemizer = Phonemize.phonemization()
 
17
 
18
  prompts = np.loadtxt('data/prompts.txt', dtype=str)
19
 
@@ -23,26 +24,38 @@ df_output = None
23
  def select_prompt():
24
  return random.choice(prompts)
25
 
26
- def phonemize_prompt(prompt):
27
- return ' '.join(phonemizer.cmu_phonemize(prompt)).lower()
 
 
 
 
28
 
29
  def diff_fn():
30
  return [('H','+'),('E','-'),('N',None),('\n', None),('F','-'),('Fgo','-'),('M','+')]
31
 
32
- def recognizeAudio(audio_file, attributes):
33
  #print(','.join(attributes))
34
  global df_output
35
- output = engine.transcribe(audio_file, attributes= tuple(attributes), phonological_matrix_file='data/p2att_en_us-arpa.csv', human_readable=False)
 
 
 
 
36
  records = []
37
  d = json.loads(output)
38
- records.append(['Phoneme']+d['Phoneme']['symbols'])
 
 
 
39
  for att in d['Attributes']:
40
  records.append([att['Name']]+att['Pattern'])
41
  df = pd.DataFrame.from_records(records)
42
  df.fillna('', inplace=True)
43
  df_output = df
44
  return df.to_html(header=False, index=False)
45
-
 
46
  #Get error by matching the expected sequence with the recognized one and return the output in a format that can be visualized by the gradio HighlightedText box
47
  def get_error(exp_list, rec_list):
48
  exp_list = list(exp_list)
@@ -114,10 +127,15 @@ with gr.Blocks() as gui:
114
  prompt = gr.Textbox(label='Prompt', value=select_prompt)
115
  get_prompt = gr.Button("Get Prompt")
116
  get_prompt.click(fn=select_prompt, outputs=prompt)
 
 
 
 
 
 
117
 
118
- prompt_phonemes = gr.Textbox(label="Expected Phonemes", interactive=False)
119
  get_phoneme = gr.Button("Get Phonemes")
120
- get_phoneme.click(fn=phonemize_prompt, inputs=prompt, outputs=prompt_phonemes)
121
 
122
  record_audio = gr.Audio(sources=["microphone","upload"], type="filepath")
123
  att_list = gr.Dropdown(label="Select Attributes", choices=Attributes, value=['vowel', 'voiced', 'consonant'] ,multiselect=True)
@@ -125,7 +143,7 @@ with gr.Blocks() as gui:
125
 
126
  recognition = gr.HTML(label='Output')
127
 
128
- process.click(fn=recognizeAudio, inputs=[record_audio,att_list], outputs=recognition)
129
 
130
 
131
 
 
14
 
15
  engine = transcriber.transcribe_SA(model_path='models/SA',verbose=0)
16
  phonemizer = Phonemize.phonemization()
17
+ arpa2ipa = pd.read_csv('data/arpa2ipa.csv', sep='\\s+', header=None, names=['arpa','ipa'])
18
 
19
  prompts = np.loadtxt('data/prompts.txt', dtype=str)
20
 
 
24
  def select_prompt():
25
  return random.choice(prompts)
26
 
27
+ def phonemize_prompt(prompt, is_ipa=False):
28
+ phonemes = phonemizer.cmu_phonemize(prompt)
29
+ phonemes = [ph.lower() for ph in phonemes]
30
+ if is_ipa:
31
+ phonemes = [arpa2ipa[arpa2ipa.arpa==ph].ipa.values[0] for ph in phonemes]
32
+ return ' '.join(phonemes)
33
 
34
  def diff_fn():
35
  return [('H','+'),('E','-'),('N',None),('\n', None),('F','-'),('Fgo','-'),('M','+')]
36
 
37
+ def recognizeAudio(audio_file, attributes, is_ipa=False):
38
  #print(','.join(attributes))
39
  global df_output
40
+ if is_ipa:
41
+ p2att_matrix = 'data/p2att_en_us-ipa.csv'
42
+ else:
43
+ p2att_matrix = 'data/p2att_en_us-arpa.csv'
44
+ output = engine.transcribe(audio_file, attributes= tuple(attributes), phonological_matrix_file=p2att_matrix, human_readable=False)
45
  records = []
46
  d = json.loads(output)
47
+ phonemes = d['Phoneme']['symbols']
48
+ #if is_ipa:
49
+ # phonemes = [arpa2ipa[arpa2ipa.arpa==ph].ipa.values[0] for ph in phonemes]
50
+ records.append(['Phoneme']+phonemes)
51
  for att in d['Attributes']:
52
  records.append([att['Name']]+att['Pattern'])
53
  df = pd.DataFrame.from_records(records)
54
  df.fillna('', inplace=True)
55
  df_output = df
56
  return df.to_html(header=False, index=False)
57
+
58
+
59
  #Get error by matching the expected sequence with the recognized one and return the output in a format that can be visualized by the gradio HighlightedText box
60
  def get_error(exp_list, rec_list):
61
  exp_list = list(exp_list)
 
127
  prompt = gr.Textbox(label='Prompt', value=select_prompt)
128
  get_prompt = gr.Button("Get Prompt")
129
  get_prompt.click(fn=select_prompt, outputs=prompt)
130
+
131
+ with gr.Row():
132
+ with gr.Column(scale=3):
133
+ prompt_phonemes = gr.Textbox(label="Expected Phonemes", interactive=False)
134
+ with gr.Column(scale=1):
135
+ is_ipa = gr.Checkbox(label="IPA")
136
 
 
137
  get_phoneme = gr.Button("Get Phonemes")
138
+ get_phoneme.click(fn=phonemize_prompt, inputs=[prompt, is_ipa], outputs=prompt_phonemes)
139
 
140
  record_audio = gr.Audio(sources=["microphone","upload"], type="filepath")
141
  att_list = gr.Dropdown(label="Select Attributes", choices=Attributes, value=['vowel', 'voiced', 'consonant'] ,multiselect=True)
 
143
 
144
  recognition = gr.HTML(label='Output')
145
 
146
+ process.click(fn=recognizeAudio, inputs=[record_audio,att_list, is_ipa], outputs=recognition)
147
 
148
 
149
 
data/arpa2ipa.csv ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ aa ɑ
2
+ ae æ
3
+ ah ʌ
4
+ ao ɔ
5
+ aw aʊ
6
+ ay aɪ
7
+ eh ɛ
8
+ er ɝ
9
+ ey eɪ
10
+ ih ɪ
11
+ iy i
12
+ ow oʊ
13
+ oy ɔɪ
14
+ uh ʊ
15
+ uw u
16
+ b b
17
+ ch tʃ
18
+ d d
19
+ dh ð
20
+ f f
21
+ g g
22
+ hh h
23
+ jh dʒ
24
+ k k
25
+ l l
26
+ m m
27
+ n n
28
+ ng ŋ
29
+ p p
30
+ r ɹ
31
+ s s
32
+ sh ʃ
33
+ t t
34
+ th θ
35
+ v v
36
+ w w
37
+ y j
38
+ z z
39
+ zh ʒ
data/p2att_en_us-arpa.csv CHANGED
@@ -1,42 +1,40 @@
1
- Phoneme_arpa,alveolar,palatal,dental,glottal,labial,velar,anterior,posterior,retroflex,high,low,mid,front,back,central,consonant,sonorant,long,short,vowel,semivowel,fricative,nasal,stop,approximant,affricate,liquid,continuant,monophthong,diphthong,round,voiced,labiodental,obstruent,bilabial,coronal,dorsal
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- iy,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0
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- ow,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0
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- oy,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0
15
- uh,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,0,0
16
- uw,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,0,0
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- b,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0
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- ch,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0
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20
- dh,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,1,0
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- f,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,0,1,0
22
- g,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,1
23
- hh,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,1
24
- jh,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,1,0
25
- k,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1
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- l,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,1,0
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- m,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,1,0,0
28
- n,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,1,0
29
- nd,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,1,0
30
- ng,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,0,0,0,0,1
31
- p,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,1,0,0
32
- r,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,1,0
33
- s,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0
34
- sh,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0
35
- sil,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
36
- t,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0
37
- th,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0
38
- v,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,1,1,0,1,0
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- w,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,1,0,0
40
- y,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,0
41
- z,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,1,0
42
- zh,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,1,0
 
1
+ Phoneme_arpa,alveolar,palatal,dental,glottal,labial,velar,anterior,posterior,retroflex,high,low,mid,front,back,central,consonant,sonorant,long,short,vowel,semivowel,fricative,nasal,stop,approximant,affricate,liquid,continuant,monophthong,diphthong,round,voiced,labiodental,obstruent,bilabial,coronal,dorsal
2
+ aa,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0
3
+ ae,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0
4
+ ah,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0
5
+ ao,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,0,0
6
+ aw,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0
7
+ ay,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0
8
+ eh,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,1,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0
9
+ er,0,0,0,0,0,0,0,0,1,0,0,1,0,0,1,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0
10
+ ey,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0
11
+ ih,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0
12
+ iy,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1,0,0,1,0,0,0,0,0
13
+ ow,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0
14
+ oy,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0
15
+ uh,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,0,0
16
+ uw,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1,0,1,1,0,0,0,0,0
17
+ b,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,1,0,0
18
+ ch,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0
19
+ d,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1,0
20
+ dh,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,1,0,1,0,1,0
21
+ f,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,1,1,0,1,0
22
+ g,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0,1
23
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