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app.py
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| 1 |
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"""
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| 2 |
+
儿童故事生成器 (Children's Story Generator)
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| 3 |
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功能:上传图片 → 生成描述 → 创作故事 → 语音朗读
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"""
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# ============ 导入模块 ============
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+
import streamlit as st
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from PIL import Image
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import tempfile
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from transformers import pipeline
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import torch
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import os
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# ============ 第一阶段:图片描述生成 ============
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@st.cache_resource # 缓存模型避免重复加载
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def load_image_captioner():
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"""加载图片描述模型(BLIP模型)"""
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return pipeline(
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"image-to-text",
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model="Salesforce/blip-image-captioning-base",
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device="cuda" if torch.cuda.is_available() else "cpu" # 自动检测GPU
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)
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def generate_caption(_pipeline, image):
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"""生成图片英文描述"""
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try:
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result = _pipeline(image, max_new_tokens=50) # 限制生成长度
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return result[0]['generated_text']
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except Exception as e:
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st.error(f"生成描述失败: {str(e)}")
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return None
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# ============ 第二阶段:故事创作 ============
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@st.cache_resource
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def load_story_generator():
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"""加载儿童故事生成模型"""
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return pipeline(
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"text-generation",
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model="pranavpsv/gpt2-genre-story-generator",
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device="cuda" if torch.cuda.is_available() else "cpu"
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)
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def generate_story(_pipeline, keywords):
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"""根据关键词生成儿童故事"""
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prompt = f"""Generate a children's story (60-80 words) in English about: {keywords}
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Requirements:
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- Use simple words
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- Include magical elements
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- Happy ending
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Story:"""
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try:
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story = _pipeline(
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prompt,
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max_length=200,
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temperature=0.7 # 控制创意程度
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)[0]['generated_text']
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return story.replace(prompt, "").strip()
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except Exception as e:
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st.error(f"生成故事失败: {str(e)}")
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return None
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# ============ 第三阶段:语音合成 ============
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@st.cache_resource
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def load_tts():
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"""加载文本转语音模型"""
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return pipeline(
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"text-to-speech",
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model="facebook/mms-tts-eng",
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device="cuda" if torch.cuda.is_available() else "cpu"
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)
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def text_to_speech(_pipeline, text):
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"""将文本转为语音"""
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try:
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audio = _pipeline(text)
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with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as f:
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import soundfile as sf
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sf.write(f.name, audio["audio"].squeeze().numpy(), audio["sampling_rate"])
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return f.name
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| 81 |
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except Exception as e:
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st.error(f"语音生成失败: {str(e)}")
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return None
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# ============ 主界面 ============
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def main():
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# 界面设置
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st.set_page_config(
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page_title="魔法故事生成器",
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page_icon="🧚",
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layout="wide"
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)
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# 儿童风格CSS
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st.markdown("""
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<style>
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.main { background-color: #FFF5E6 }
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h1 { color: #FF6B6B; font-family: 'Comic Sans MS' }
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.stButton>button { background-color: #4CAF50; border-radius: 20px }
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</style>
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""", unsafe_allow_html=True)
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st.title("🧚 魔法故事生成器")
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st.write("上传小朋友的照片,AI会生成专属故事并朗读!")
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# 图片上传
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uploaded_file = st.file_uploader("选择照片", type=["jpg", "png"])
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if not uploaded_file:
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st.info("请先上传照片")
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return
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image = Image.open(uploaded_file)
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st.image(image, use_column_width=True)
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# 加载模型
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with st.spinner("正在准备魔法..."):
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caption_pipe = load_image_captioner()
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story_pipe = load_story_generator()
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tts_pipe = load_tts()
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# 第一阶段
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with st.spinner("正在分析图片..."):
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caption = generate_caption(caption_pipe, image)
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if caption:
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st.success(f"图片描述: {caption}")
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# 第二阶段
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if caption:
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with st.spinner("正在创作故事..."):
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story = generate_story(story_pipe, caption)
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if story:
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st.subheader("你的故事")
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st.markdown(f'<div style="background-color:#FFF0F5; padding:20px; border-radius:15px">{story}</div>', unsafe_allow_html=True)
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# 第三阶段
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with st.spinner("正在生成语音..."):
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audio_path = text_to_speech(tts_pipe, story)
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| 139 |
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if audio_path:
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| 140 |
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st.audio(audio_path, format="audio/wav")
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| 141 |
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| 142 |
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if __name__ == "__main__":
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| 143 |
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os.environ["HF_HUB_CACHE"] = "/tmp/huggingface" # 设置缓存路径
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| 144 |
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main()
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