| import streamlit as st |
| from transformers import pipeline |
| import soundfile as sf |
| import io |
|
|
| |
| image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base") |
| text_to_story_model = pipeline("text-generation", model="pranavpsv/genre-story-generator-v2") |
| story_to_audio_model = pipeline("text-to-speech", model="facebook/mms-tts-eng") |
|
|
| |
| |
| def img2text(image_path): |
| text = image_to_text_model(image_path)[0]["generated_text"] |
| return text |
|
|
| |
| def text2story(text): |
| story_text = text_to_story_model(text, max_new_tokens=150)[0]['generated_text'] |
| words = story_text.split() |
| if len(words) > 100: |
| story_text = ' '.join(words[:100]) + '.' |
| return story_text |
|
|
| |
| def text2audio(story_text): |
| speech_data = story_to_audio_model(story_text) |
| return speech_data |
|
|
| |
| def play_audio(audio_data): |
| audio_buffer = io.BytesIO() |
| sf.write(audio_buffer, audio_data['audio'], audio_data['sampling_rate'], format='WAV') |
| audio_buffer.seek(0) |
| st.audio(audio_buffer, format='audio/wav') |
|
|
| |
| st.set_page_config(page_title="Your Image to Audio Story", page_icon="🦜") |
| st.header("Turn Your Image to Audio Story") |
|
|
| uploaded_file = st.file_uploader("Select an Image...") |
|
|
| if uploaded_file is not None: |
| bytes_data = uploaded_file.getvalue() |
| with open(uploaded_file.name, "wb") as file: |
| file.write(bytes_data) |
| st.image(uploaded_file, caption="Uploaded Image", use_container_width=True) |
|
|
| |
| if "scenario" not in st.session_state: |
| with st.spinner('Processing image to text...'): |
| st.session_state.scenario = img2text(uploaded_file.name) |
| st.subheader("Image Description:") |
| st.write(st.session_state.scenario) |
|
|
| |
| if "story" not in st.session_state: |
| with st.spinner('Generating a story...'): |
| st.session_state.story = text2story(st.session_state.scenario) |
| st.subheader("Generated Story:") |
| st.write(st.session_state.story) |
|
|
| |
| if "audio_data" not in st.session_state: |
| with st.spinner('Generating audio narration...'): |
| st.session_state.audio_data = text2audio(st.session_state.story) |
|
|
| |
| if st.button("Play Audio"): |
| if "audio_data" in st.session_state: |
| play_audio(st.session_state.audio_data) |
| else: |
| st.warning("Please generate the audio first.") |
|
|