import streamlit as st from transformers import pipeline from gtts import gTTS import io import os import langdetect import tempfile # 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") story = story_generator(text, max_length=200, num_return_sequences=1)[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: # 检测故事的语言 detected_lang = langdetect.detect(story_text) # 根据检测到的语言创建 gTTS 对象 tts = gTTS(text=story_text, lang=detected_lang) # 创建一个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) # 将文件指针移到开头 audio_file.seek(0) return audio_file except langdetect.LangDetectException: st.error("无法检测故事的语言,默认使用英语进行语音合成。") tts = gTTS(text=story_text, lang='en') audio_file = io.BytesIO() tts.write_to_fp(audio_file) 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: print(uploaded_file) # 使用临时文件处理上传的图像 with tempfile.NamedTemporaryFile(delete=False, suffix=".jpg") as temp_file: temp_file.write(uploaded_file.getvalue()) temp_file_path = temp_file.name 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) # 删除临时文件并进行异常处理 try: os.remove(temp_file_path) except Exception as e: st.error(f"删除临时文件出错: {e}")