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28c2183
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1 Parent(s): 5ed01cd

Update app.py

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Files changed (1) hide show
  1. app.py +109 -80
app.py CHANGED
@@ -1,8 +1,8 @@
1
  # Import necessary libraries
2
- import streamlit as st
3
- from transformers import pipeline
4
- from gtts import gTTS
5
- import os
6
 
7
  # Function to convert image to text using Hugging Face's BLIP model
8
  def img2text(url):
@@ -13,17 +13,24 @@ def img2text(url):
13
  url (str): Path to the image file.
14
 
15
  Returns:
16
- str: Generated text caption from the image, without words like "illustration".
17
  """
18
- image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
19
- text = image_to_text_model(url)[0]["generated_text"]
20
-
21
- # Remove unwanted words like "illustration"
22
- unwanted_words = ["illustration", "drawing", "sketch", "picture", "dream", "imagination"]
23
- for word in unwanted_words:
24
- text = text.replace(word, "")
25
-
26
- return text.strip()
 
 
 
 
 
 
 
27
 
28
  # Function to generate a kid-friendly superhero story from the text caption
29
  def text2story(text):
@@ -36,21 +43,28 @@ def text2story(text):
36
  Returns:
37
  str: Generated superhero story suitable for kids aged 3-10, within 100 words.
38
  """
39
- # Load the text generation model
40
- story_generator = pipeline("text-generation", model="pranavpsv/gpt2-genre-story-generator")
41
-
42
- # Generate the story with the superhero genre
43
- prompt = f"<BOS> <superhero> {text}"
44
- story = story_generator(prompt, max_length=100, num_return_sequences=1)[0]['generated_text']
45
-
46
- # Remove <BOS> and <superhero> tags from the generated story
47
- story = story.replace("<BOS>", "").replace("<superhero>", "").strip()
48
-
49
- # Remove the input text (scenario) from the generated story
50
- if text in story:
51
- story = story.replace(text, "").strip()
52
-
53
- return story
 
 
 
 
 
 
 
54
 
55
  # Function to convert text to audio using gTTS
56
  def text2audio(story_text):
@@ -63,63 +77,78 @@ def text2audio(story_text):
63
  Returns:
64
  str: Path to the generated audio file.
65
  """
66
- # Convert text to speech
67
- tts = gTTS(text=story_text, lang='en')
68
- audio_file = "story_audio.mp3"
69
- tts.save(audio_file)
70
-
71
- return audio_file
 
 
 
 
 
 
 
 
 
 
 
 
 
72
 
73
- # Main application
74
- st.set_page_config(page_title="Picture Stories πŸŽ¨πŸ“–", page_icon="πŸ¦„")
75
- st.title("Picture Stories πŸŽ¨πŸ“–")
76
- st.markdown("### Turn your pictures into fun superhero stories and listen to them! πŸŽ‰")
 
 
 
 
77
 
78
- # Instructions for kids
79
- st.markdown("""
80
- **How to use this app:**
81
- 1. **Upload a picture** of something fun, like your favorite toy, a park, or your pet.
82
- 2. Wait for the app to **create a superhero story** from your picture.
83
- 3. **Listen to the story** by clicking the "Play Audio" button.
84
- 4. Enjoy your fun superhero story! 🎧
85
- """)
86
 
87
- # Upload image
88
- uploaded_file = st.file_uploader("πŸ“· **Upload your picture here!**", type=["jpg", "jpeg", "png"])
 
 
 
89
 
90
- if uploaded_file is not None:
91
- # Save the uploaded file
92
- bytes_data = uploaded_file.getvalue()
93
- with open(uploaded_file.name, "wb") as file:
94
- file.write(bytes_data)
95
 
96
- # Display the uploaded image
97
- st.image(uploaded_file, caption="Your awesome picture!", use_container_width=True)
 
 
 
98
 
99
- # Stage 1: Image to Text
100
- st.text('✨ Turning your picture into words...')
101
- scenario = img2text(uploaded_file.name)
102
- st.write("**What we see:**", scenario)
 
103
 
104
- # Stage 2: Text to Story
105
- st.text('πŸ“– Creating a fun superhero story for you...')
106
- story = text2story(scenario)
107
- st.write("**Your superhero story:**", story)
 
 
 
 
 
 
 
 
108
 
109
- # Stage 3: Story to Audio
110
- st.text('🎧 Turning your story into audio...')
111
-
112
- # Use session state to avoid regenerating audio on button click
113
- if 'audio_file' not in st.session_state:
114
- st.session_state.audio_file = text2audio(story)
115
-
116
- # Play button for the generated audio
117
- if st.button("🎡 **Play Audio**"):
118
- if os.path.exists(st.session_state.audio_file):
119
- st.audio(st.session_state.audio_file, format="audio/mp3")
120
- else:
121
- st.error("Audio file not found. Please try again.")
122
 
123
- # Clean up the generated audio file and uploaded image
124
- if os.path.exists(uploaded_file.name):
125
- os.remove(uploaded_file.name)
 
1
  # Import necessary libraries
2
+ import streamlit as st # For building the web application
3
+ from transformers import pipeline # For using pre-trained models (image-to-text and text-generation)
4
+ from gtts import gTTS # For converting text to speech
5
+ import os # For file handling (saving and deleting temporary files)
6
 
7
  # Function to convert image to text using Hugging Face's BLIP model
8
  def img2text(url):
 
13
  url (str): Path to the image file.
14
 
15
  Returns:
16
+ str: Generated text caption from the image, without unwanted words like "illustration".
17
  """
18
+ try:
19
+ # Load the image-to-text model
20
+ image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
21
+
22
+ # Generate text caption from the image
23
+ text = image_to_text_model(url)[0]["generated_text"]
24
+
25
+ # Remove unwanted words like "illustration" to make the caption cleaner
26
+ unwanted_words = ["illustration", "drawing", "sketch", "picture", "dream", "imagination"]
27
+ for word in unwanted_words:
28
+ text = text.replace(word, "")
29
+
30
+ return text.strip() # Return the cleaned caption
31
+ except Exception as e:
32
+ st.error(f"Error processing image: {e}") # Display error message if something goes wrong
33
+ return None
34
 
35
  # Function to generate a kid-friendly superhero story from the text caption
36
  def text2story(text):
 
43
  Returns:
44
  str: Generated superhero story suitable for kids aged 3-10, within 100 words.
45
  """
46
+ try:
47
+ # Load the text-generation model
48
+ story_generator = pipeline("text-generation", model="pranavpsv/gpt2-genre-story-generator")
49
+
50
+ # Generate the story with the superhero genre
51
+ prompt = f"<BOS> <superhero> {text}" # Add genre tags to the prompt
52
+ story = story_generator(prompt, max_length=100, num_return_sequences=1)[0]['generated_text']
53
+
54
+ # Remove <BOS> and <superhero> tags from the generated story
55
+ story = story.replace("<BOS>", "").replace("<superhero>", "").strip()
56
+
57
+ # Remove the input text (scenario) from the generated story to avoid redundancy
58
+ if text in story:
59
+ story = story.replace(text, "").strip()
60
+
61
+ # Ensure the story is within 100 words by truncating if necessary
62
+ story = " ".join(story.split()[:100])
63
+
64
+ return story
65
+ except Exception as e:
66
+ st.error(f"Error generating story: {e}") # Display error message if something goes wrong
67
+ return None
68
 
69
  # Function to convert text to audio using gTTS
70
  def text2audio(story_text):
 
77
  Returns:
78
  str: Path to the generated audio file.
79
  """
80
+ try:
81
+ # Convert text to speech using gTTS
82
+ tts = gTTS(text=story_text, lang='en')
83
+ audio_file = "story_audio.mp3" # Define the output audio file name
84
+ tts.save(audio_file) # Save the audio file
85
+ return audio_file
86
+ except Exception as e:
87
+ st.error(f"Error generating audio: {e}") # Display error message if something goes wrong
88
+ return None
89
+
90
+ # Main application function
91
+ def main():
92
+ """
93
+ Main function to run the Streamlit application.
94
+ """
95
+ # Configure the Streamlit app page
96
+ st.set_page_config(page_title="Picture Stories πŸŽ¨πŸ“–", page_icon="πŸ¦„")
97
+ st.title("Picture Stories πŸŽ¨πŸ“–")
98
+ st.markdown("### Turn your pictures into fun superhero stories and listen to them! πŸŽ‰")
99
 
100
+ # Instructions for kids
101
+ st.markdown("""
102
+ **How to use this app:**
103
+ 1. **Upload a picture** of something fun, like your favorite toy, a park, or your pet.
104
+ 2. Wait for the app to **create a superhero story** from your picture.
105
+ 3. **Listen to the story** by clicking the "Play Audio" button.
106
+ 4. Enjoy your fun superhero story! 🎧
107
+ """)
108
 
109
+ # Upload image
110
+ uploaded_file = st.file_uploader("πŸ“· **Upload your picture here!**", type=["jpg", "jpeg", "png"])
 
 
 
 
 
 
111
 
112
+ if uploaded_file is not None:
113
+ # Save the uploaded file to disk
114
+ image_bytes = uploaded_file.getvalue()
115
+ with open(uploaded_file.name, "wb") as file:
116
+ file.write(image_bytes)
117
 
118
+ # Display the uploaded image in the app
119
+ st.image(uploaded_file, caption="Your awesome picture!", use_container_width=True)
 
 
 
120
 
121
+ # Stage 1: Image to Text
122
+ with st.spinner('✨ Turning your picture into words...'):
123
+ scenario = img2text(uploaded_file.name) # Generate text caption from the image
124
+ if scenario:
125
+ st.write("**What we see:**", scenario) # Display the generated caption
126
 
127
+ # Stage 2: Text to Story
128
+ with st.spinner('πŸ“– Creating a fun superhero story for you...'):
129
+ story = text2story(scenario) # Generate a superhero story from the caption
130
+ if story:
131
+ st.write("**Your superhero story:**", story) # Display the generated story
132
 
133
+ # Stage 3: Story to Audio
134
+ with st.spinner('🎧 Turning your story into audio...'):
135
+ # Generate audio file if it doesn't already exist in the session state
136
+ if 'audio_file' not in st.session_state:
137
+ st.session_state.audio_file = text2audio(story)
138
+
139
+ # Play button for the generated audio
140
+ if st.button("🎡 **Play Audio**"):
141
+ if os.path.exists(st.session_state.audio_file):
142
+ st.audio(st.session_state.audio_file, format="audio/mp3") # Play the audio
143
+ else:
144
+ st.error("Audio file not found. Please try again.") # Display error if audio file is missing
145
 
146
+ # Clean up temporary files (uploaded image and generated audio)
147
+ if os.path.exists(uploaded_file.name):
148
+ os.remove(uploaded_file.name) # Delete the uploaded image file
149
+ if 'audio_file' in st.session_state and os.path.exists(st.session_state.audio_file):
150
+ os.remove(st.session_state.audio_file) # Delete the generated audio file
 
 
 
 
 
 
 
 
151
 
152
+ # Run the application
153
+ if __name__ == "__main__":
154
+ main()