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Update app.py
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app.py
CHANGED
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@@ -1,5 +1,6 @@
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import gradio as gr
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import random
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import os
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from openai import OpenAI
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from dotenv import load_dotenv
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@@ -13,7 +14,7 @@ ITEMS = ["magic wand", "sword", "flower", "book of spells", "ancient scroll", "m
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OTHER_DETAILS = ["sparkles", "magical aura", "lens flare", "fireworks in the background"]
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SCENES = ["sunset beach", "rainy city street at night", "fantasy forest with glowing mushrooms", "futuristic skyline at dawn"]
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CAMERA_ANGLES = ["low-angle shot", "close-up shot", "bird's-eye view", "wide-angle shot"]
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QUALITY_PROMPTS = ["8k", "ultra-realistic", "high detail", "cinematic lighting", "award-winning"]
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# ========== 工具函数 ==========
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def load_candidates_from_files(files):
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all_lines = []
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if files:
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for file in files:
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# Gradio 的 Files 返回文件路径
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if isinstance(file, str):
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with open(file, "r", encoding="utf-8") as f:
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all_lines.extend([line.strip() for line in f if line.strip()])
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"""
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return random.choice(candidates) if candidates else ""
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def generate_natural_language_description(tags, api_key=None):
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"""
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使用 OpenAI GPT
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"""
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# 如果用户未输入 API Key,则尝试从环境变量获取
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if not api_key:
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api_key = os.getenv("OPENAI_API_KEY")
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if not api_key:
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return "Error: No API Key provided and none found in environment variables."
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try:
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# 初始化 OpenAI 客户端
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client = OpenAI(api_key=api_key)
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# 调用 chat.completions.create
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response = client.chat.completions.create(
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messages=[
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{
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"role": "system",
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"content": (
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"You are a
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"
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),
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},
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{
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"role": "user",
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"content": f"Here are the tags
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},
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],
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model="gpt-4o",
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)
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return generated_content
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except Exception as e:
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return f"GPT generation failed. Error: {e}"
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def generate_prompt(action_file, style_file, artist_files, character_files, api_key, selected_categories):
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"""
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生成随机提示词和描述。
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"""
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# 从文件加载候选项
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actions = load_candidates_from_files([action_file]) if action_file else []
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styles = load_candidates_from_files([style_file]) if style_file else []
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artists = load_candidates_from_files(artist_files) if artist_files else []
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characters = load_candidates_from_files(character_files) if character_files else []
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# 确定角色类型
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number_of_characters = ", ".join(selected_categories) if selected_categories else random.choice(["1girl", "1boy"])
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# 随机生成提示词
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tags = {
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"number_of_characters": number_of_characters,
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"character_name": get_random_item(characters),
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"items": get_random_item(ITEMS),
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"other_details": get_random_item(OTHER_DETAILS),
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"quality_prompts": get_random_item(QUALITY_PROMPTS),
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}
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# 生成描述
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description = generate_natural_language_description(tags, api_key)
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# 返回结果
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tags_list = [value for value in tags.values() if value]
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return final_tags, description, combined_output
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# ========== Gradio 界面 ==========
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with gr.Blocks() as demo:
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gr.Markdown("## Random Prompt Generator with User-Provided GPT API Key")
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# API Key 输入区
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api_key_input = gr.Textbox(
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label="Enter your OpenAI API Key (Optional)
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placeholder="sk-...",
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type="password"
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)
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# 文件上传
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with gr.Row():
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action_file = gr.File(label="Upload Action File (Optional)", file_types=[".txt"])
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style_file = gr.File(label="Upload Style File (Optional)", file_types=[".txt"])
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with gr.Row():
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artist_files = gr.Files(label="Upload Artist Files (Multiple Allowed)", file_types=[".txt"])
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character_files = gr.Files(label="Upload Character Files (Multiple Allowed)", file_types=[".txt"])
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selected_categories = gr.CheckboxGroup(
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["1boy", "1girl", "furry", "mecha", "fantasy monster", "animal", "still life"],
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label="Choose Character Categories (Optional)"
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)
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# 输出区域
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with gr.Row():
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tags_output = gr.Textbox(label="Generated Tags")
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description_output = gr.Textbox(label="Generated Description")
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combined_output = gr.Textbox(label="Combined Output: Tags + Description")
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# 按钮
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generate_button = gr.Button("Generate Prompt")
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# 按钮动作
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generate_button.click(
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generate_prompt,
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inputs=[
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outputs=[tags_output, description_output, combined_output],
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)
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import gradio as gr
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import random
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import glob
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import os
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from openai import OpenAI
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from dotenv import load_dotenv
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OTHER_DETAILS = ["sparkles", "magical aura", "lens flare", "fireworks in the background"]
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SCENES = ["sunset beach", "rainy city street at night", "fantasy forest with glowing mushrooms", "futuristic skyline at dawn"]
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CAMERA_ANGLES = ["low-angle shot", "close-up shot", "bird's-eye view", "wide-angle shot"]
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QUALITY_PROMPTS = ["8k", "ultra-realistic", "high detail", "cinematic lighting", "award-winning", "masterpiece"]
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# ========== 工具函数 ==========
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def load_candidates_from_files(files):
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all_lines = []
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if files:
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for file in files:
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if isinstance(file, str):
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with open(file, "r", encoding="utf-8") as f:
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all_lines.extend([line.strip() for line in f if line.strip()])
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"""
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return random.choice(candidates) if candidates else ""
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def load_dtr_from_directory(directory=".", pattern="*DTR*"):
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"""
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从指定目录中加载所有包含特定模式的文件内容。
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:param directory: 目标目录,默认为当前目录
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:param pattern: 匹配文件名的模式,默认是包含 "DTR" 的文件
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:return: 文件内容的列表
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"""
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dtr_candidates = []
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try:
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files = glob.glob(os.path.join(directory, pattern))
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for file in files:
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with open(file, "r", encoding="utf-8") as f:
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dtr_candidates.extend([line.strip() for line in f if line.strip()])
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except Exception as e:
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print(f"Error loading DTR files: {e}")
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return dtr_candidates
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def generate_natural_language_description(tags, api_key=None):
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"""
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使用 OpenAI GPT 生成自然语言描述。
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"""
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if not api_key:
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api_key = os.getenv("OPENAI_API_KEY")
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if not api_key:
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return "Error: No API Key provided and none found in environment variables."
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tag_descriptions = "\n".join([f"{key}: {value}" for key, value in tags.items() if value])
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try:
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client = OpenAI(api_key=api_key)
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response = client.chat.completions.create(
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messages=[
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{
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"role": "system",
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"content": (
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"You are a creative assistant that generates vivid and imaginative scene descriptions for painting prompts. "
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"Focus on the details provided and incorporate them into a cohesive narrative. "
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"Use at least three sentences."
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),
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},
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{
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"role": "user",
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"content": f"Here are the tags and details:\n{tag_descriptions}\nPlease generate a vivid, imaginative scene description.",
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},
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],
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model="gpt-4o",
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)
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return response.choices[0].message.content.strip()
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except Exception as e:
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return f"GPT generation failed. Error: {e}"
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def generate_prompt(action_file, style_file, artist_files, character_files, dtr_directory, api_key, selected_categories):
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"""
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生成随机提示词和描述。
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"""
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actions = load_candidates_from_files([action_file]) if action_file else []
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styles = load_candidates_from_files([style_file]) if style_file else []
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artists = load_candidates_from_files(artist_files) if artist_files else []
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characters = load_candidates_from_files(character_files) if character_files else []
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dtr_candidates = load_dtr_from_directory(dtr_directory) if dtr_directory else []
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number_of_characters = ", ".join(selected_categories) if selected_categories else random.choice(["1girl", "1boy"])
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tags = {
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"number_of_characters": number_of_characters,
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"character_name": get_random_item(characters),
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"items": get_random_item(ITEMS),
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"other_details": get_random_item(OTHER_DETAILS),
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"quality_prompts": get_random_item(QUALITY_PROMPTS),
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"dtr": get_random_item(dtr_candidates)
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}
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description = generate_natural_language_description(tags, api_key)
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tags_list = [value for value in tags.values() if value]
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unique_tags = list(dict.fromkeys(tags_list))
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final_tags = ", ".join(unique_tags)
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combined_output = f"{final_tags}\n\n{description}"
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return final_tags, description, combined_output
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# ========== Gradio 界面 ==========
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with gr.Blocks() as demo:
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gr.Markdown("## Random Prompt Generator with User-Provided GPT API Key")
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api_key_input = gr.Textbox(
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label="Enter your OpenAI API Key (Optional)",
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placeholder="sk-...",
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type="password"
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)
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with gr.Row():
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action_file = gr.File(label="Upload Action File (Optional)", file_types=[".txt"])
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style_file = gr.File(label="Upload Style File (Optional)", file_types=[".txt"])
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with gr.Row():
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artist_files = gr.Files(label="Upload Artist Files (Multiple Allowed)", file_types=[".txt"])
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character_files = gr.Files(label="Upload Character Files (Multiple Allowed)", file_types=[".txt"])
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dtr_enabled = gr.Checkbox(label="Enable DTR Directory")
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selected_categories = gr.CheckboxGroup(
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["1boy", "1girl", "furry", "mecha", "fantasy monster", "animal", "still life"],
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label="Choose Character Categories (Optional)"
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)
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with gr.Row():
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tags_output = gr.Textbox(label="Generated Tags")
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description_output = gr.Textbox(label="Generated Description")
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combined_output = gr.Textbox(label="Combined Output: Tags + Description")
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generate_button = gr.Button("Generate Prompt")
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generate_button.click(
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generate_prompt,
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inputs=[
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action_file, style_file, artist_files, character_files, dtr_enabled, api_key_input, selected_categories
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],
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outputs=[tags_output, description_output, combined_output],
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)
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