ISOM5240 / app.py
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import streamlit as st
from transformers import pipeline
from gtts import gTTS
import io
import os
# function part
# img2text
def img2text(url):
try:
image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
text = image_to_text_model(url)[0]["generated_text"]
return text
except Exception as e:
st.error(f"图像转文本出错: {e}")
return None
# text2story
def text2story(text):
try:
story_generator = pipeline("text-generation", model="Qwen/QwQ-32B-Preview")
# 生成故事文本
result = story_generator(text, max_length=200, num_return_sequences=1)
story = result[0]['generated_text']
return story
except Exception as e:
st.error(f"文本生成故事出错: {e}")
return None
# text2audio
def text2audio(story_text):
try:
# 创建 gTTS 对象,将文本转换为语音
tts = gTTS(text=story_text, lang='en')
# 创建字节流对象用于存储音频数据
audio_file = io.BytesIO()
# 将音频数据写入字节流
tts.write_to_fp(audio_file)
# 移动文件指针到开头
audio_file.seek(0)
return audio_file
except Exception as e:
st.error(f"文本转音频出错: {e}")
return None
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:
# 使用临时文件存储上传的图像
temp_file_path = "temp_image.jpg"
bytes_data = uploaded_file.getvalue()
with open(temp_file_path, "wb") as file:
file.write(bytes_data)
# 显示上传的图像,使用 use_container_width 避免弃用警告
st.image(uploaded_file, caption="Uploaded Image", use_container_width=True)
# Stage 1: Image to Text
st.text('Processing img2text...')
scenario = img2text(temp_file_path)
if scenario:
st.write(scenario)
# Stage 2: Text to Story
st.text('Generating a story...')
story = text2story(scenario)
if story:
st.write(story)
# Stage 3: Story to Audio data
st.text('Generating audio data...')
audio_data = text2audio(story)
if audio_data:
# Play button
if st.button("Play Audio"):
st.audio(audio_data, format="audio/mpeg", start_time=0)
# 删除临时文件
if os.path.exists(temp_file_path):
os.remove(temp_file_path)