joey1101 commited on
Commit
fe1bf82
·
verified ·
1 Parent(s): 2058edc

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +59 -0
app.py ADDED
@@ -0,0 +1,59 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from transformers import pipeline
2
+ import streamlit as st
3
+ from PIL import Image
4
+
5
+ # img2text
6
+ def img2text(url):
7
+ image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
8
+ text = image_to_text_model(url)[0]["generated_text"]
9
+ return text
10
+
11
+ # text2story
12
+ def text2story(text):
13
+ text_to_story_model = pipeline("text-generation", model="distilbert/distilgpt2")
14
+ if isinstance(text, list):
15
+ text="".join(text)# Ensure input is a single string
16
+ story_text = text_to_story_model(text, max_length=100, num_return_sequences=1)
17
+ return story_text[0]['generated text']
18
+
19
+ # text2audio
20
+ def text2audio(story_text):
21
+ text_to_audio_model = pipeline("text-to-speech",,model="facebook/mms-tts-eng")
22
+ audio_data = text_to_audio_model(story_text)
23
+ return audio_data
24
+
25
+ #main part
26
+ st.set_page_config(page_title="Your Image to Audio Story",
27
+ page_icon="🦜")
28
+ st.header("Turn Your Image to Story")
29
+ uploaded_file= st.file_uploader("Select an Image...")
30
+
31
+ if uploaded_file is not None:
32
+ print(uploaded_file)
33
+ bytes_data = uploaded_file.getvalue()
34
+ with open(uploaded_file.name,"wb") as file:
35
+ file.write(bytes_data)
36
+ st.image(uploaded_file,caption="Uploaded Image",
37
+ use_column_width=True)
38
+
39
+ #Stage 1:Image to Text
40
+ st.text('Processing img2text...')
41
+ scenario = img2text(uploaded_file.name)
42
+ st.write(scenario)
43
+
44
+ #Stage 2: Text to Story
45
+ st.text('Generating a story...')
46
+ story = text2story(scenario)
47
+ st.write(story)
48
+
49
+ #Stage 3:Story to Audio data
50
+ st.text('Generating audio data...')
51
+ audio_data =text2audio(story)
52
+
53
+ # Play button
54
+ if st.button("Play Audio"):
55
+ st.audio(audio_data'audio']
56
+ format="audio/wav",
57
+ start_time=0,
58
+ sample_rate = audio_data['sampling_rate'])
59
+