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Update app.py
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app.py
CHANGED
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@@ -5,8 +5,6 @@ from transformers import AutoModel, AutoTokenizer
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import warnings
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import os
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import spaces
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import markdown
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import re
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# 禁用警告信息
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warnings.filterwarnings("ignore")
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@@ -138,199 +136,6 @@ def clean_text_output(text):
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return '\n'.join(text_lines)
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def detect_content_types(text):
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"""检测文本中包含的内容类型"""
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content_types = set()
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# 检测表格(Markdown格式)
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if '|' in text and any(line.count('|') >= 2 for line in text.split('\n')):
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content_types.add('table')
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# 检测公式(LaTeX格式)
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formula_indicators = ['$', '\\frac', '\\sum', '\\int', '\\sqrt', '\\alpha', '\\beta', '\\gamma', '\\delta',
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'\\theta', '\\pi', '\\sigma', '\\omega', '\\infty', '\\partial', '\\nabla']
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if any(indicator in text for indicator in formula_indicators) or \
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(any(symbol in text for symbol in ['{', '}', '^', '_']) and any(char.isdigit() for char in text)):
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content_types.add('formula')
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# 总是包含文本
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content_types.add('text')
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return content_types
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def render_mixed_content(text):
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"""渲染混合内容(文本+表格+公式)"""
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if not text.strip():
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return text
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# 检测内容类型
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content_types = detect_content_types(text)
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# 如果只有纯文本,简单处理
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if content_types == {'text'}:
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return f"<div style='padding: 15px; white-space: pre-wrap; font-family: Arial, sans-serif; line-height: 1.6;'>{text}</div>"
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# 处理混合内容
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lines = text.split('\n')
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rendered_parts = []
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current_block = []
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current_type = 'text'
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i = 0
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while i < len(lines):
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line = lines[i].strip()
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# 检测表格开始
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if '|' in line and line.count('|') >= 2:
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# 先处理之前累积的文本块
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if current_block and current_type == 'text':
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text_content = '\n'.join(current_block)
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if text_content.strip():
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rendered_parts.append(f"<div style='padding: 10px 0; white-space: pre-wrap; font-family: Arial, sans-serif; line-height: 1.6;'>{text_content}</div>")
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current_block = []
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# 收集表格行
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table_lines = []
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while i < len(lines) and '|' in lines[i]:
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table_lines.append(lines[i])
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i += 1
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# 渲染表格
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if table_lines:
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table_markdown = '\n'.join(table_lines)
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table_html = render_markdown_table(table_markdown)
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rendered_parts.append(table_html)
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current_type = 'text'
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continue
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-
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# 检测公式(简单检测包含LaTeX符号的行)
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elif any(symbol in line for symbol in ['$', '\\frac', '\\sum', '\\int', '\\sqrt']) and current_type != 'formula':
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# 先处理之前累积的文本块
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if current_block and current_type == 'text':
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text_content = '\n'.join(current_block)
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if text_content.strip():
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rendered_parts.append(f"<div style='padding: 10px 0; white-space: pre-wrap; font-family: Arial, sans-serif; line-height: 1.6;'>{text_content}</div>")
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current_block = []
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# 收集公式行
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formula_lines = [line]
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i += 1
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while i < len(lines):
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next_line = lines[i].strip()
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if any(symbol in next_line for symbol in ['$', '\\', '{', '}', '^', '_']) or \
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any(char.isdigit() or char in '+-*/=()[]{}^_' for char in next_line):
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formula_lines.append(next_line)
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i += 1
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else:
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break
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# 渲染公式
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if formula_lines:
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formula_text = '\n'.join(formula_lines)
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formula_html = render_latex_formula(formula_text)
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rendered_parts.append(formula_html)
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current_type = 'text'
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continue
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# 普通文本行
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else:
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current_block.append(lines[i])
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current_type = 'text'
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i += 1
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# 处理最后剩余的文本块
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if current_block:
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text_content = '\n'.join(current_block)
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if text_content.strip():
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rendered_parts.append(f"<div style='padding: 10px 0; white-space: pre-wrap; font-family: Arial, sans-serif; line-height: 1.6;'>{text_content}</div>")
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# 合并所有渲染部分
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if rendered_parts:
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return '<div style="padding: 5px;">' + ''.join(rendered_parts) + '</div>'
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else:
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return f"<div style='padding: 15px; white-space: pre-wrap; font-family: Arial, sans-serif; line-height: 1.6;'>{text}</div>"
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-
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def render_markdown_table(markdown_text):
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"""将Markdown表格转换为HTML渲染格式"""
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if not markdown_text.strip():
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return markdown_text
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# 使用markdown库转换为HTML
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html_content = markdown.markdown(markdown_text, extensions=['tables'])
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# 添加表格样式
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styled_html = f"""
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<div style="overflow-x: auto; margin: 10px 0;">
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<style>
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table {{
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border-collapse: collapse;
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width: 100%;
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margin: 10px 0;
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font-family: Arial, sans-serif;
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}}
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th, td {{
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border: 1px solid #ddd;
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padding: 8px 12px;
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text-align: left;
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}}
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th {{
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background-color: #f2f2f2;
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font-weight: bold;
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}}
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tr:nth-child(even) {{
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background-color: #f9f9f9;
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}}
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tr:hover {{
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background-color: #f5f5f5;
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}}
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</style>
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{html_content}
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</div>
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"""
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return styled_html
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def render_latex_formula(latex_text):
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"""将LaTeX公式转换为可渲染的HTML格式"""
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if not latex_text.strip():
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return latex_text
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# 处理LaTeX公式,确保正确的MathJax格式
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lines = latex_text.strip().split('\n')
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processed_lines = []
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for line in lines:
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line = line.strip()
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if line:
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# 检查是否已经有$符号包围
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if not (line.startswith('$') and line.endswith('$')):
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# 如果是单行公式,用$$包围(块级公式)
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if '=' in line or any(symbol in line for symbol in ['\\', '{', '}', '^', '_']):
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line = f"$${line}$$"
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else:
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line = f"${line}$"
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processed_lines.append(line)
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formula_html = '<br>'.join(processed_lines)
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# 添加MathJax支持的HTML
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html_content = f"""
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<div style="margin: 10px 0; padding: 15px; background-color: #f8f9fa; border-left: 4px solid #007bff; border-radius: 4px;">
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<div style="font-family: 'Times New Roman', serif; font-size: 16px; line-height: 1.6;">
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{formula_html}
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</div>
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</div>
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<script>
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if (typeof MathJax !== 'undefined') {{
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MathJax.typesetPromise();
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}}
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</script>
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"""
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return html_content
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@spaces.GPU
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def parse_image(image, parse_type):
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"""解析图片内容为指定格式"""
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@@ -370,36 +175,24 @@ def parse_image(image, parse_type):
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for new_text in res:
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generated_text += new_text
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#
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if parse_type == "表格解析":
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output_format = "Markdown表格"
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return rendered_result, cleaned_result, f"解析完成 - 输出格式: {output_format}"
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elif parse_type == "公式解析":
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output_format = "LaTeX公式"
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return rendered_result, cleaned_result, f"解析完成 - 输出格式: {output_format}"
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elif parse_type == "文本解析":
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-
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content_types = detect_content_types(cleaned_result)
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if len(content_types) > 1: # 包含多种内容类型
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rendered_result = render_mixed_content(cleaned_result)
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output_format = "混合内容(文本+表格+公式)"
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else:
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rendered_result = f"<div style='padding: 15px; white-space: pre-wrap; font-family: Arial, sans-serif; line-height: 1.6;'>{cleaned_result}</div>"
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output_format = "纯文本"
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return rendered_result, cleaned_result, f"解析完成 - 输出格式: {output_format}"
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else:
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result = generated_text.strip()
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output_format = "原始输出"
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-
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except Exception as e:
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return error_html, str(e), "错误"
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def create_interface():
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"""创建Gradio界面"""
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font-family: 'Courier New', monospace;
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font-size: 14px;
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}
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.rendered-output {
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font-family: Arial, sans-serif;
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line-height: 1.6;
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}
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.rendered-output table {
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border-collapse: collapse;
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width: 100%;
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margin: 10px 0;
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}
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.rendered-output th, .rendered-output td {
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border: 1px solid #ddd;
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padding: 8px 12px;
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text-align: left;
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}
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.rendered-output th {
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background-color: #f2f2f2;
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font-weight: bold;
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}
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.rendered-output tr:nth-child(even) {
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background-color: #f9f9f9;
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}
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"""
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-
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mathjax_config = """
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<script>
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window.MathJax = {
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tex: {
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inlineMath: [['$', '$'], ['\\(', '\\)']],
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displayMath: [['$$', '$$'], ['\\[', '\\]']],
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processEscapes: true,
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processEnvironments: true
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},
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options: {
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ignoreHtmlClass: 'tex2jax_ignore',
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processHtmlClass: 'tex2jax_process'
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}
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};
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</script>
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<script src="https://polyfill.io/v3/polyfill.min.js?features=es6"></script>
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<script id="MathJax-script" async src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
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"""
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with gr.Blocks(css=css, title="MiniCPM 多模态内容解析工具", analytics_enabled=False, head=mathjax_config) as interface:
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gr.Markdown("""
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# 🚀 MiniCPM 多模态内容解析工具
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## 📋 使用说明
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1. **上传图片**: 支持 PNG、JPG、JPEG 等格式
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2. **选择解析类型**: 根据图片内容选择相应的解析模式
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3. **获取结果**:
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## 🎯 解析类型说明
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- **📊 表格解析**:
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- **🧮 公式解析**:
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- **📝 文本解析**:
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""")
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with gr.Row():
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interactive=False
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)
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result_output = gr.
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label="📄
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)
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raw_output = gr.Textbox(
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label="📝 原始代码(可复制)",
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lines=8,
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max_lines=15,
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show_copy_button=True,
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elem_classes=["output-text"],
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placeholder="
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)
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# 示例图片
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parse_button.click(
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fn=parse_image,
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inputs=[image_input, parse_type],
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outputs=[result_output,
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)
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# 添加页脚信息
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@@ -548,7 +294,6 @@ def create_interface():
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- 复杂表格建议分段处理
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- 公式图片建议使用高分辨率
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- 文字图片避免模糊、倾斜或光线不足
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- **文本解析**现在支持智能识别:如果文本中包含表格或公式,会自动渲染显示
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### 🔧 技术支持
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- 模型: MiniCPM-o-2.6
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import warnings
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import os
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import spaces
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# 禁用警告信息
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warnings.filterwarnings("ignore")
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return '\n'.join(text_lines)
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| 139 |
@spaces.GPU
|
| 140 |
def parse_image(image, parse_type):
|
| 141 |
"""解析图片内容为指定格式"""
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|
| 175 |
for new_text in res:
|
| 176 |
generated_text += new_text
|
| 177 |
|
| 178 |
+
# 根据类型清理输出
|
| 179 |
if parse_type == "表格解析":
|
| 180 |
+
result = clean_markdown_output(generated_text)
|
| 181 |
+
output_format = "Markdown"
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|
| 182 |
elif parse_type == "公式解析":
|
| 183 |
+
result = clean_formula_output(generated_text)
|
| 184 |
+
output_format = "LaTeX"
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|
| 185 |
elif parse_type == "文本解析":
|
| 186 |
+
result = clean_text_output(generated_text)
|
| 187 |
+
output_format = "纯文本"
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|
| 188 |
else:
|
| 189 |
result = generated_text.strip()
|
| 190 |
output_format = "原始输出"
|
| 191 |
+
|
| 192 |
+
return result, f"解析完成 - 输出格式: {output_format}"
|
| 193 |
|
| 194 |
except Exception as e:
|
| 195 |
+
return f"解析失败: {str(e)}", "错误"
|
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|
| 196 |
|
| 197 |
def create_interface():
|
| 198 |
"""创建Gradio界面"""
|
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|
| 206 |
font-family: 'Courier New', monospace;
|
| 207 |
font-size: 14px;
|
| 208 |
}
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|
| 209 |
"""
|
| 210 |
|
| 211 |
+
with gr.Blocks(css=css, title="MiniCPM 多模态内容解析工具", analytics_enabled=False) as interface:
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|
| 212 |
gr.Markdown("""
|
| 213 |
# 🚀 MiniCPM 多模态内容解析工具
|
| 214 |
|
|
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|
| 217 |
## 📋 使用说明
|
| 218 |
1. **上传图片**: 支持 PNG、JPG、JPEG 等格式
|
| 219 |
2. **选择解析类型**: 根据图片内容选择相应的解析模式
|
| 220 |
+
3. **获取结果**: 自动清理输出,获得纯净的解析结果
|
| 221 |
|
| 222 |
## 🎯 解析类型说明
|
| 223 |
+
- **📊 表格解析**: 将表格图片转换为Markdown格式
|
| 224 |
+
- **🧮 公式解析**: 识别数学公式并输出LaTeX格式
|
| 225 |
+
- **📝 文本解析**: 提取图片中的所有文字内容
|
| 226 |
""")
|
| 227 |
|
| 228 |
with gr.Row():
|
|
|
|
| 255 |
interactive=False
|
| 256 |
)
|
| 257 |
|
| 258 |
+
result_output = gr.Textbox(
|
| 259 |
+
label="📄 解析结果",
|
| 260 |
+
lines=20,
|
| 261 |
+
max_lines=30,
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
| 262 |
show_copy_button=True,
|
| 263 |
elem_classes=["output-text"],
|
| 264 |
+
placeholder="解析结果将在这里显示...",
|
| 265 |
+
interactive=True
|
| 266 |
)
|
| 267 |
|
| 268 |
# 示例图片
|
|
|
|
| 283 |
parse_button.click(
|
| 284 |
fn=parse_image,
|
| 285 |
inputs=[image_input, parse_type],
|
| 286 |
+
outputs=[result_output, status_output]
|
| 287 |
)
|
| 288 |
|
| 289 |
# 添加页脚信息
|
|
|
|
| 294 |
- 复杂表格建议分段处理
|
| 295 |
- 公式图片建议使用高分辨率
|
| 296 |
- 文字图片避免模糊、倾斜或光线不足
|
|
|
|
| 297 |
|
| 298 |
### 🔧 技术支持
|
| 299 |
- 模型: MiniCPM-o-2.6
|