Spaces:
Running
on
Zero
Running
on
Zero
Add app & requirements.txt
Browse files- app.py +78 -0
- requirements.txt +1 -0
app.py
ADDED
@@ -0,0 +1,78 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from typing import Tuple
|
2 |
+
import gradio as gr
|
3 |
+
from transformers import pipeline, Pipeline
|
4 |
+
|
5 |
+
from speech_to_text_finetune.config import LANGUAGES_NAME_TO_ID
|
6 |
+
|
7 |
+
languages = LANGUAGES_NAME_TO_ID.keys()
|
8 |
+
model_ids = [
|
9 |
+
"kostissz/whisper-small-el",
|
10 |
+
"kostissz/whisper-tiny-gl",
|
11 |
+
"kostissz/whisper-tiny-el",
|
12 |
+
"openai/whisper-tiny",
|
13 |
+
"openai/whisper-small",
|
14 |
+
"openai/whisper-medium",
|
15 |
+
]
|
16 |
+
|
17 |
+
|
18 |
+
def load_model(model_id: str, language: str) -> Tuple[Pipeline, str]:
|
19 |
+
if model_id and language:
|
20 |
+
yield None, f"Loading {model_id}..."
|
21 |
+
pipe = pipeline(
|
22 |
+
"automatic-speech-recognition",
|
23 |
+
model=model_id,
|
24 |
+
generate_kwargs={"language": language},
|
25 |
+
)
|
26 |
+
yield pipe, f"✅ Model {model_id} has been loaded."
|
27 |
+
else:
|
28 |
+
yield None, "⚠️ Please select a model and a language from the dropdown"
|
29 |
+
|
30 |
+
|
31 |
+
def transcribe(pipe: Pipeline, audio: gr.Audio) -> str:
|
32 |
+
text = pipe(audio)["text"]
|
33 |
+
return text
|
34 |
+
|
35 |
+
|
36 |
+
def setup_gradio_demo():
|
37 |
+
with gr.Blocks() as demo:
|
38 |
+
gr.Markdown(
|
39 |
+
""" # 🗣️ Speech-to-Text Transcription
|
40 |
+
### 1. Select a model and a language from the dropdowns.
|
41 |
+
### 2. Load the model by clicking the Load model button.
|
42 |
+
### 3. Record a message and click Transcribe to see the transcription.
|
43 |
+
"""
|
44 |
+
)
|
45 |
+
### Model & Language selection ###
|
46 |
+
dropdown_model = gr.Dropdown(
|
47 |
+
choices=model_ids, value=None, label="Select a model"
|
48 |
+
)
|
49 |
+
selected_lang = gr.Dropdown(
|
50 |
+
choices=list(languages), value=None, label="Select a language"
|
51 |
+
)
|
52 |
+
load_model_button = gr.Button("Load model")
|
53 |
+
model_loaded = gr.Markdown()
|
54 |
+
|
55 |
+
### Transcription ###
|
56 |
+
audio_input = gr.Audio(
|
57 |
+
sources=["microphone"], type="filepath", label="Record a message"
|
58 |
+
)
|
59 |
+
transcribe_button = gr.Button("Transcribe")
|
60 |
+
transcribe_output = gr.Text(label="Output")
|
61 |
+
|
62 |
+
### Event listeners ###
|
63 |
+
model = gr.State()
|
64 |
+
load_model_button.click(
|
65 |
+
fn=load_model,
|
66 |
+
inputs=[dropdown_model, selected_lang],
|
67 |
+
outputs=[model, model_loaded],
|
68 |
+
)
|
69 |
+
|
70 |
+
transcribe_button.click(
|
71 |
+
fn=transcribe, inputs=[model, audio_input], outputs=transcribe_output
|
72 |
+
)
|
73 |
+
|
74 |
+
demo.launch()
|
75 |
+
|
76 |
+
|
77 |
+
if __name__ == "__main__":
|
78 |
+
setup_gradio_demo()
|
requirements.txt
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
git+https://github.com/mozilla-ai/speech-to-text-finetune.git
|