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Leo Liu
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Update app.py
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app.py
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# import part
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import streamlit as st
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import torch
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from transformers import pipeline
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import
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import time # 新增time模块
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from PIL import Image
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import io
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# function part
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def split_story_with_delay(story_text, total_duration, num_chunks=5):
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"""将故事分割为带时间戳的段落(优化版)"""
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# 按句号分割更符合自然段落
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sentences = [s.strip() for s in story_text.split('. ') if s]
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if not sentences:
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return [(story_text, total_duration)]
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# 动态计算分段数量(每段最多2句话)
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chunk_size = max(1, min(2, len(sentences)//num_chunks))
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chunks = []
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current_chunk = []
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for sent in sentences:
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current_chunk.append(sent)
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if len(current_chunk) >= chunk_size:
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chunks.append('. '.join(current_chunk) + '.')
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current_chunk = []
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if current_chunk:
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chunks.append('. '.join(current_chunk) + '.')
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def img2text(uploaded_file):
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"""处理上传文件对象"""
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try:
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# 将上传文件转换为PIL Image
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image = Image.open(io.BytesIO(uploaded_file.getvalue()))
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# 显示调试信息(可选)
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st.write(f"✅ 成功读取图片 | 格式: {image.format} | 尺寸: {image.size}")
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# 创建图片转文本模型
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image_to_text_model = pipeline(
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"image-to-text",
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model="Salesforce/blip-image-captioning-base",
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device=0 if torch.cuda.is_available() else -1 # 添加GPU支持
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)
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# 直接传入PIL Image
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result = image_to_text_model(image)
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return result[0]["generated_text"]
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except Exception as e:
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st.error(f"❌ 图片处理失败: {str(e)}")
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st.stop()
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def text2story(text):
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#
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with st.spinner("📖 Brewing story magic..."):
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pipe = pipeline(
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"text-generation",
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model="pranavpsv/genne-story-generator-v2",
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max_new_tokens=200,
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temperature=0.8,
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top_p=0.95,
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repetition_penalty=1.1
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)
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raw_story = pipe(prompt)[0]['generated_text']
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#
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def text2audio(story_text):
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return
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"array": audio_data["audio"][0].numpy(),
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"sampling_rate": audio_data["sampling_rate"]
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}
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def main():
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st.set_page_config(page_title="Magic Storyteller", page_icon="🧚", layout="wide")
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st.markdown("""
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<style>
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@import url('https://fonts.googleapis.com/css2?family=Comic+Neue:wght@700&display=swap');
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st.markdown("""
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<div class="header">
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<h1 style='margin:0;'>🪄 Magic Storyteller</h1>
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<p style='color: white; font-size: 1.2rem;'>Turn your pictures into
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</div>
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""", unsafe_allow_html=True)
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uploaded_file
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with st.status("🔮 Story Creation Progress", expanded=True) as status:
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# Stage 1
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st.subheader("Step 1: Decoding Picture Magic")
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scenario = img2text(uploaded_file)
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st.success(f"**Discovered Magic:** {scenario}")
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# Stage 2
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st.subheader("Step 2: Brewing Story Potion")
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story = text2story(scenario)
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st.success("**Magical Story Created!**")
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# Stage 3
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st.subheader("Step 3: Mixing Audio Spell")
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audio_data = text2audio(story)
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st.success("**Audio Potion Ready!**")
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status.update(label="🎉 All Magic Complete!", state="complete")
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#
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with
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)
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{text}
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</div>
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""", unsafe_allow_html=True)
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if __name__ == "__main__":
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main()
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# import part
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import streamlit as st
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from transformers import pipeline
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from gtts import gTTS
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import io
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# function part
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# img2text
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def img2text(url):
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image_to_text_model = pipeline("image-to-text", model="Salesforce/blip-image-captioning-base")
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text = image_to_text_model(url)[0]["generated_text"]
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return text
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# text2story
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def text2story(text):
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# 儿童故事提示模板
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child_prompt = f"""Write a children's story for ages 3-10 based on: {text}
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Requirements:
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- Use simple words (1st-3rd grade level)
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- Main character: friendly animal
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- Story elements: magic, friendship, happy ending
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- Moral lesson: sharing is caring
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- Length: 100-120 words
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Story structure:
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1. Introduce characters and setting
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2. A problem occurs
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3. Magical solution with teamwork
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4. Happy ending with a lesson
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"""
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pipe = pipeline(
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"text-generation",
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model="pranavpsv/genre-story-generator-v2",
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max_new_tokens=160, # 160 tokens ≈ 120 words
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min_new_tokens=134, # 134 tokens ≈ 100 words
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temperature=0.7, # 平衡创造性与稳定性
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top_p=0.9,
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repetition_penalty=1.2,
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pad_token_id=50256, # 对齐模型config的bos/eos_token_id
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num_return_sequences=1
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)
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# 生成故事
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raw_story = pipe(child_prompt, return_full_text=False)[0]['generated_text']
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# 智能后处理
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def format_story(text):
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# 移除技术性标记
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text = text.replace("<|endoftext|>", "").strip()
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# 寻找自然结尾点
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end_marks = ['.', '!', '?', '...']
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last_positions = [text.rfind(mark) for mark in end_marks]
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valid_positions = [pos for pos in last_positions if pos != -1]
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cutoff = max(valid_positions) + 1 if valid_positions else len(text)
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return text[:cutoff]
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formatted_story = format_story(raw_story)
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# 字数验证
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word_count = len(formatted_story.split())
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if word_count < 100:
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formatted_story += " And they lived happily ever after."
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return formatted_story
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# text2audio
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def text2audio(story_text):
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tts = gTTS(text=story_text, lang='en')
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audio_bytes = io.BytesIO()
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tts.write_to_fp(audio_bytes)
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audio_bytes.seek(0)
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return audio_bytes
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def main():
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# Optimize title area to attract children's attention
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st.set_page_config(page_title="Magic Storyteller", page_icon="🧚")
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st.markdown("""
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<style>
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@import url('https://fonts.googleapis.com/css2?family=Comic+Neue:wght@700&display=swap');
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st.markdown("""
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<div class="header">
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<h1 style='margin:0;'>🪄 Magic Storyteller</h1>
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<p style='color: white; font-size: 1.2rem;'>Turn your pictures into stories!</p>
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</div>
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""", unsafe_allow_html=True)
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uploaded_file = st.file_uploader("👉🏻 Upload your magic picture here...", type=["jpg", "png"])
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if uploaded_file is not None:
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bytes_data = uploaded_file.getvalue()
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with open(uploaded_file.name, "wb") as file:
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file.write(bytes_data)
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st.image(uploaded_file, caption="Your Magic Picture ✨", use_container_width=True)
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status_container = st.empty()
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progress_bar = st.progress(0)
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# Stage 1: Image to Text
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with status_container.status("🔮 **Step 1/3**: Decoding picture magic...", expanded=True) as status:
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progress_bar.progress(33)
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scenario = img2text(uploaded_file.name)
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status.update(label="✅ Picture decoded!", state="complete")
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st.write(f"**What I see:** {scenario}")
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# Stage 2: Text to Story
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with status_container.status("📚 **Step 2/3**: Writing your fairy tale...", expanded=True) as status:
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progress_bar.progress(66)
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story = text2story(scenario)
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status.update(label="✅ Story created!", state="complete")
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st.write(f"**Your Story:**\n{story}")
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# Stage 3: Story to Audio data
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with status_container.status("🎵 **Step 3/3**: Adding magic audio...", expanded=True) as status:
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progress_bar.progress(100)
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audio_data = text2audio(story)
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status.update(label="✅ Start playing the story!", state="complete")
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st.audio(audio_data,
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format="audio/mp3",
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autoplay=True)
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if __name__ == "__main__":
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main()
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