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import csv
import io
import json
import logging
import re
from typing import Any, Dict, List, Optional, Union
logger = logging.getLogger(__name__)
class MarkdownToJSONParser:
"""Comprehensive markdown to structured JSON parser."""
def __init__(self):
"""Initialize the parser."""
# Compile regex patterns for better performance
self.header_pattern = re.compile(r'^(#{1,6})\s+(.+)$', re.MULTILINE)
self.list_item_pattern = re.compile(r'^(\s*)[*\-+]\s+(.+)$', re.MULTILINE)
self.ordered_list_pattern = re.compile(r'^(\s*)\d+\.\s+(.+)$', re.MULTILINE)
self.code_block_pattern = re.compile(r'```(\w+)?\n(.*?)```', re.DOTALL)
self.inline_code_pattern = re.compile(r'`([^`]+)`')
self.link_pattern = re.compile(r'\[([^\]]+)\]\(([^)]+)\)')
self.image_pattern = re.compile(r'!\[([^\]]*)\]\(([^)]+)\)')
self.table_pattern = re.compile(r'\|(.+)\|\s*\n\|[-\s|:]+\|\s*\n((?:\|.+\|\s*\n?)*)', re.MULTILINE)
self.blockquote_pattern = re.compile(r'^>\s+(.+)$', re.MULTILINE)
self.bold_pattern = re.compile(r'\*\*(.+?)\*\*')
self.italic_pattern = re.compile(r'\*(.+?)\*')
def parse(self, markdown_text: str) -> Dict[str, Any]:
"""Parse markdown text into structured JSON.
Args:
markdown_text: The markdown content to parse
Returns:
Structured JSON representation
"""
if not markdown_text or not markdown_text.strip():
return {
"document": {
"sections": [],
"metadata": {"total_sections": 0}
}
}
lines = markdown_text.split('\n')
sections = []
current_section = None
current_content = []
for line in lines:
line = line.rstrip()
# Check if this is a header
header_match = self.header_pattern.match(line)
if header_match:
# Save previous section if exists
if current_section is not None:
current_section['content'] = self._parse_content('\n'.join(current_content))
sections.append(current_section)
# Start new section
header_level = len(header_match.group(1))
header_text = header_match.group(2).strip()
current_section = {
"title": header_text,
"level": header_level,
"type": "section",
"content": {}
}
current_content = []
else:
# Add to current content
if line.strip() or current_content: # Keep empty lines only if we have content
current_content.append(line)
# Don't forget the last section
if current_section is not None:
current_section['content'] = self._parse_content('\n'.join(current_content))
sections.append(current_section)
elif current_content:
# Handle content without any headers
sections.append({
"title": "Content",
"level": 1,
"type": "section",
"content": self._parse_content('\n'.join(current_content))
})
# Create hierarchical structure
structured_sections = self._create_hierarchy(sections)
return {
"document": {
"sections": structured_sections,
"metadata": {
"total_sections": len(sections),
"max_heading_level": max([s.get('level', 1) for s in sections]) if sections else 0,
"has_tables": any('tables' in s.get('content', {}) for s in sections),
"has_code_blocks": any('code_blocks' in s.get('content', {}) for s in sections),
"has_lists": any('lists' in s.get('content', {}) for s in sections),
"has_images": any('images' in s.get('content', {}) for s in sections)
}
}
}
def _parse_content(self, content: str) -> Dict[str, Any]:
"""Parse content within a section into structured components."""
if not content.strip():
return {}
result = {}
# Extract and parse different content types
paragraphs = self._extract_paragraphs(content)
if paragraphs:
result['paragraphs'] = paragraphs
lists = self._extract_lists(content)
if lists:
result['lists'] = lists
code_blocks = self._extract_code_blocks(content)
if code_blocks:
result['code_blocks'] = code_blocks
tables = self._extract_tables(content)
if tables:
result['tables'] = tables
images = self._extract_images(content)
if images:
result['images'] = images
links = self._extract_links(content)
if links:
result['links'] = links
blockquotes = self._extract_blockquotes(content)
if blockquotes:
result['blockquotes'] = blockquotes
return result
def _extract_paragraphs(self, content: str) -> List[str]:
"""Extract paragraphs from content."""
# Remove code blocks, tables, lists, etc. to get clean paragraphs
clean_content = content
# Remove code blocks
clean_content = self.code_block_pattern.sub('', clean_content)
# Remove tables (simplified)
clean_content = re.sub(r'\|.*\|', '', clean_content)
# Remove list items
clean_content = self.list_item_pattern.sub('', clean_content)
clean_content = self.ordered_list_pattern.sub('', clean_content)
# Remove blockquotes
clean_content = self.blockquote_pattern.sub('', clean_content)
# Split into paragraphs and clean
paragraphs = []
for para in clean_content.split('\n\n'):
para = para.strip()
if para and not para.startswith('#'):
# Clean up markdown formatting for paragraphs
para = self._clean_inline_formatting(para)
paragraphs.append(para)
return paragraphs
def _extract_lists(self, content: str) -> List[Dict[str, Any]]:
"""Extract lists from content."""
lists = []
lines = content.split('\n')
current_list = None
for line in lines:
line = line.rstrip()
# Check for unordered list
unordered_match = self.list_item_pattern.match(line)
if unordered_match:
indent_level = len(unordered_match.group(1)) // 2
item_text = self._clean_inline_formatting(unordered_match.group(2))
if current_list is None or current_list['type'] != 'unordered':
if current_list:
lists.append(current_list)
current_list = {'type': 'unordered', 'items': []}
current_list['items'].append({
'text': item_text,
'level': indent_level
})
continue
# Check for ordered list
ordered_match = self.ordered_list_pattern.match(line)
if ordered_match:
indent_level = len(ordered_match.group(1)) // 2
item_text = self._clean_inline_formatting(ordered_match.group(2))
if current_list is None or current_list['type'] != 'ordered':
if current_list:
lists.append(current_list)
current_list = {'type': 'ordered', 'items': []}
current_list['items'].append({
'text': item_text,
'level': indent_level
})
continue
# If we hit a non-list line and have a current list, save it
if current_list and line.strip():
lists.append(current_list)
current_list = None
# Don't forget the last list
if current_list:
lists.append(current_list)
return lists
def _extract_code_blocks(self, content: str) -> List[Dict[str, str]]:
"""Extract code blocks from content."""
code_blocks = []
for match in self.code_block_pattern.finditer(content):
language = match.group(1) or 'text'
code = match.group(2).strip()
code_blocks.append({
'language': language,
'code': code
})
return code_blocks
def _extract_tables(self, content: str) -> List[Dict[str, Any]]:
"""Extract tables from content."""
tables = []
for match in self.table_pattern.finditer(content):
header_row = match.group(1).strip()
body_rows = match.group(2).strip()
# Parse header
headers = [cell.strip() for cell in header_row.split('|') if cell.strip()]
# Parse body rows
rows = []
for row_line in body_rows.split('\n'):
if row_line.strip() and '|' in row_line:
cells = [cell.strip() for cell in row_line.split('|') if cell.strip()]
if cells:
rows.append(cells)
if headers and rows:
tables.append({
'headers': headers,
'rows': rows,
'columns': len(headers)
})
return tables
def _extract_images(self, content: str) -> List[Dict[str, str]]:
"""Extract images from content."""
images = []
for match in self.image_pattern.finditer(content):
alt_text = match.group(1)
url = match.group(2)
images.append({
'alt_text': alt_text,
'url': url
})
return images
def _extract_links(self, content: str) -> List[Dict[str, str]]:
"""Extract links from content."""
links = []
for match in self.link_pattern.finditer(content):
text = match.group(1)
url = match.group(2)
links.append({
'text': text,
'url': url
})
return links
def _extract_blockquotes(self, content: str) -> List[str]:
"""Extract blockquotes from content."""
blockquotes = []
for match in self.blockquote_pattern.finditer(content):
quote_text = match.group(1).strip()
blockquotes.append(quote_text)
return blockquotes
def _clean_inline_formatting(self, text: str) -> str:
"""Clean inline markdown formatting from text."""
# Remove bold
text = self.bold_pattern.sub(r'\1', text)
# Remove italic
text = self.italic_pattern.sub(r'\1', text)
# Remove inline code
text = self.inline_code_pattern.sub(r'\1', text)
return text.strip()
def _create_hierarchy(self, sections: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
"""Create hierarchical structure from flat sections list."""
if not sections:
return []
result = []
stack = []
for section in sections:
level = section['level']
# Pop from stack until we find a parent at appropriate level
while stack and stack[-1]['level'] >= level:
stack.pop()
# If we have a parent, add this section as a subsection
if stack:
parent = stack[-1]
if 'subsections' not in parent:
parent['subsections'] = []
parent['subsections'].append(section)
else:
# This is a top-level section
result.append(section)
# Add this section to the stack
stack.append(section)
return result
class MarkdownToHTMLConverter:
"""Comprehensive markdown to HTML extractor."""
def __init__(self):
"""Initialize the extractor."""
# Compile regex patterns for better performance
self.header_pattern = re.compile(r'^(#{1,6})\s+(.+)$', re.MULTILINE)
self.bold_pattern = re.compile(r'\*\*(.+?)\*\*')
self.italic_pattern = re.compile(r'\*(.+?)\*')
self.bold_italic_pattern = re.compile(r'\*\*\*(.+?)\*\*\*')
self.strikethrough_pattern = re.compile(r'~~(.+?)~~')
self.inline_code_pattern = re.compile(r'`([^`]+)`')
self.link_pattern = re.compile(r'\[([^\]]+)\]\(([^)]+)\)')
self.image_pattern = re.compile(r'!\[([^\]]*)\]\(([^)]+)\)')
self.horizontal_rule_pattern = re.compile(r'^---+$', re.MULTILINE)
self.blockquote_pattern = re.compile(r'^>\s+(.+)$', re.MULTILINE)
def extract(self, markdown_text: str) -> str:
"""Convert markdown text to HTML.
Args:
markdown_text: The markdown content to extract
Returns:
HTML string
"""
html = markdown_text
# Process code blocks first (before other inline processing)
html = self._process_code_blocks(html)
# Process tables
html = self._process_tables(html)
# Process horizontal rules
html = self._process_horizontal_rules(html)
# Process blockquotes
html = self._process_blockquotes(html)
# Process headers
html = self._process_headers(html)
# Process lists
html = self._process_lists(html)
# Process inline elements
html = self._process_inline_elements(html)
# Process paragraphs
html = self._process_paragraphs(html)
return html
def _process_code_blocks(self, text: str) -> str:
"""Process fenced code blocks."""
# Handle ```code blocks```
def replace_code_block(match):
language = match.group(1) or ''
code = match.group(2)
lang_class = f' class="language-{language}"' if language else ''
return f'<pre><code{lang_class}>{self._escape_html(code)}</code></pre>'
text = re.sub(r'```(\w+)?\n(.*?)\n```', replace_code_block, text, flags=re.DOTALL)
# Handle indented code blocks (4 spaces or tab)
lines = text.split('\n')
in_code_block = False
code_lines = []
result_lines = []
for line in lines:
if line.startswith(' ') or line.startswith('\t'):
if not in_code_block:
in_code_block = True
code_lines = [line.lstrip()]
else:
code_lines.append(line.lstrip())
else:
if in_code_block:
# End code block
code_content = '\n'.join(code_lines)
result_lines.append(f'<pre><code>{self._escape_html(code_content)}</code></pre>')
code_lines = []
in_code_block = False
result_lines.append(line)
if in_code_block:
code_content = '\n'.join(code_lines)
result_lines.append(f'<pre><code>{self._escape_html(code_content)}</code></pre>')
return '\n'.join(result_lines)
def _process_tables(self, text: str) -> str:
"""Process markdown tables."""
lines = text.split('\n')
result_lines = []
i = 0
while i < len(lines):
line = lines[i]
# Check if this line looks like a table header
if '|' in line and i + 1 < len(lines) and '|' in lines[i + 1]:
# Check if next line is separator
next_line = lines[i + 1]
if re.match(r'^\s*\|[\s\-:|]+\|\s*$', next_line):
# This is a table
table_lines = [line]
j = i + 1
# Collect all table rows
while j < len(lines) and '|' in lines[j]:
table_lines.append(lines[j])
j += 1
# Convert table to HTML
html_table = self._convert_table_to_html(table_lines)
result_lines.append(html_table)
i = j
continue
result_lines.append(line)
i += 1
return '\n'.join(result_lines)
def _convert_table_to_html(self, table_lines: List[str]) -> str:
"""Convert table lines to HTML table."""
if len(table_lines) < 2:
return table_lines[0] if table_lines else ''
html_parts = ['<table>']
# Process header
header_cells = [cell.strip() for cell in table_lines[0].split('|')[1:-1]]
html_parts.append('<thead><tr>')
for cell in header_cells:
html_parts.append(f'<th>{self._escape_html(cell)}</th>')
html_parts.append('</tr></thead>')
# Process body (skip separator line)
html_parts.append('<tbody>')
for line in table_lines[2:]:
cells = [cell.strip() for cell in line.split('|')[1:-1]]
html_parts.append('<tr>')
for cell in cells:
html_parts.append(f'<td>{self._escape_html(cell)}</td>')
html_parts.append('</tr>')
html_parts.append('</tbody>')
html_parts.append('</table>')
return '\n'.join(html_parts)
def _process_horizontal_rules(self, text: str) -> str:
"""Process horizontal rules."""
return self.horizontal_rule_pattern.sub('<hr>', text)
def _process_blockquotes(self, text: str) -> str:
"""Process blockquotes."""
lines = text.split('\n')
result_lines = []
i = 0
while i < len(lines):
line = lines[i]
if line.startswith('> '):
# Start blockquote
quote_lines = [line[2:]] # Remove '> '
j = i + 1
# Collect all quote lines
while j < len(lines) and (lines[j].startswith('> ') or lines[j].strip() == ''):
if lines[j].startswith('> '):
quote_lines.append(lines[j][2:])
else:
quote_lines.append('')
j += 1
# Convert to HTML
quote_content = '\n'.join(quote_lines)
quote_html = self._process_inline_elements(quote_content)
result_lines.append(f'<blockquote>{quote_html}</blockquote>')
i = j
continue
result_lines.append(line)
i += 1
return '\n'.join(result_lines)
def _process_headers(self, text: str) -> str:
"""Process markdown headers."""
def replace_header(match):
level = len(match.group(1))
content = match.group(2)
return f'<h{level}>{self._escape_html(content)}</h{level}>'
return self.header_pattern.sub(replace_header, text)
def _process_lists(self, text: str) -> str:
"""Process ordered and unordered lists."""
lines = text.split('\n')
result_lines = []
i = 0
while i < len(lines):
line = lines[i]
# Check for unordered list
if re.match(r'^[\s]*[-*+]\s+', line):
list_lines = self._collect_list_items(lines, i, r'^[\s]*[-*+]\s+')
html_list = self._convert_list_to_html(list_lines, 'ul')
result_lines.append(html_list)
i += len(list_lines)
continue
# Check for ordered list
elif re.match(r'^[\s]*\d+\.\s+', line):
list_lines = self._collect_list_items(lines, i, r'^[\s]*\d+\.\s+')
html_list = self._convert_list_to_html(list_lines, 'ol')
result_lines.append(html_list)
i += len(list_lines)
continue
result_lines.append(line)
i += 1
return '\n'.join(result_lines)
def _collect_list_items(self, lines: List[str], start_idx: int, pattern: str) -> List[str]:
"""Collect consecutive list items."""
items = []
i = start_idx
while i < len(lines):
line = lines[i]
if re.match(pattern, line):
items.append(line)
i += 1
elif line.strip() == '':
# Empty line might be part of list item
items.append(line)
i += 1
else:
break
return items
def _convert_list_to_html(self, list_lines: List[str], list_type: str) -> str:
"""Convert list lines to HTML list."""
html_parts = [f'<{list_type}>']
for line in list_lines:
if line.strip() == '':
continue
# Extract list item content
if list_type == 'ul':
content = re.sub(r'^[\s]*[-*+]\s+', '', line)
else:
content = re.sub(r'^[\s]*\d+\.\s+', '', line)
# Process inline elements in list item
content = self._process_inline_elements(content)
html_parts.append(f'<li>{content}</li>')
html_parts.append(f'</{list_type}>')
return '\n'.join(html_parts)
def _process_inline_elements(self, text: str) -> str:
"""Process inline markdown elements."""
# Process bold and italic (order matters)
text = self.bold_italic_pattern.sub(r'<strong><em>\1</em></strong>', text)
text = self.bold_pattern.sub(r'<strong>\1</strong>', text)
text = self.italic_pattern.sub(r'<em>\1</em>', text)
# Process strikethrough
text = self.strikethrough_pattern.sub(r'<del>\1</del>', text)
# Process inline code
text = self.inline_code_pattern.sub(r'<code>\1</code>', text)
# Process links
text = self.link_pattern.sub(r'<a href="\2">\1</a>', text)
# Process images
text = self.image_pattern.sub(r'<img src="\2" alt="\1">', text)
return text
def _process_paragraphs(self, text: str) -> str:
"""Process paragraphs by wrapping non-empty lines in <p> tags."""
lines = text.split('\n')
result_lines = []
current_paragraph = []
for line in lines:
if line.strip() == '':
if current_paragraph:
# End current paragraph
paragraph_content = ' '.join(current_paragraph)
result_lines.append(f'<p>{paragraph_content}</p>')
current_paragraph = []
else:
# Check if line is already an HTML block element
if re.match(r'^<(h[1-6]|p|div|blockquote|pre|table|ul|ol|li|hr)', line.strip()):
# Flush current paragraph if any
if current_paragraph:
paragraph_content = ' '.join(current_paragraph)
result_lines.append(f'<p>{paragraph_content}</p>')
current_paragraph = []
result_lines.append(line)
else:
current_paragraph.append(line)
# Handle any remaining paragraph
if current_paragraph:
paragraph_content = ' '.join(current_paragraph)
result_lines.append(f'<p>{paragraph_content}</p>')
return '\n'.join(result_lines)
def _escape_html(self, text: str) -> str:
"""Escape HTML special characters."""
return (text.replace('&', '&')
.replace('<', '<')
.replace('>', '>')
.replace('"', '"')
.replace("'", '''))
class ConversionResult:
"""Result object with methods to export to different formats."""
def __init__(self, content: str, metadata: Optional[Dict[str, Any]] = None):
"""Initialize the conversion result.
Args:
content: The converted content as string
metadata: Optional metadata about the conversion
"""
self.content = content
self.metadata = metadata or {}
self._html_converter = MarkdownToHTMLConverter()
self._json_parser = MarkdownToJSONParser()
def extract_markdown(self) -> str:
"""Export as markdown.
Returns:
The content formatted as markdown
"""
return self.content
def extract_html(self) -> str:
"""Export as HTML.
Returns:
The content formatted as HTML
"""
# Convert markdown content to HTML using the comprehensive extractor
html_content = self._html_converter.extract(self.content)
# Wrap in HTML structure with Nanonets design system
return f"""<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Converted Document</title>
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&display=swap" rel="stylesheet">
<style>
* {{
box-sizing: border-box;
}}
body {{
font-family: 'Inter', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
line-height: 1.6;
color: #1F2129;
background-color: #FFFFFF;
margin: 0;
padding: 2rem;
max-width: 1200px;
margin: 0 auto;
}}
.content {{
background: #FFFFFF;
padding: 2rem;
border-radius: 8px;
box-shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
}}
/* Typography */
h1, h2, h3, h4, h5, h6 {{
font-family: 'Inter', sans-serif;
color: #1D2554;
margin-top: 2rem;
margin-bottom: 1rem;
font-weight: 600;
line-height: 1.3;
}}
h1 {{ font-size: 48px; letter-spacing: -0.02em; margin-top: 0; }}
h2 {{ font-size: 36px; letter-spacing: -0.01em; }}
h3 {{ font-size: 24px; }}
h4 {{ font-size: 20px; }}
h5 {{ font-size: 16px; }}
h6 {{ font-size: 14px; }}
p {{
font-size: 16px;
line-height: 1.6;
margin-bottom: 1rem;
color: #1F2129;
}}
/* Lists */
ul, ol {{
margin: 1rem 0;
padding-left: 2rem;
}}
li {{
margin-bottom: 0.5rem;
line-height: 1.6;
}}
/* Code */
code {{
background-color: #F8FAFF;
color: #3A4DB2;
padding: 0.2rem 0.4rem;
border-radius: 4px;
font-family: 'SF Mono', Monaco, 'Cascadia Code', 'Roboto Mono', Consolas, 'Courier New', monospace;
font-size: 0.9em;
border: 1px solid #EAEDFF;
}}
pre {{
background-color: #F8FAFF;
border: 1px solid #EAEDFF;
border-radius: 8px;
padding: 1.5rem;
overflow-x: auto;
margin: 1.5rem 0;
}}
pre code {{
background: none;
border: none;
padding: 0;
color: #1F2129;
}}
/* Tables */
table {{
border-collapse: collapse;
width: 100%;
margin: 1.5rem 0;
border-radius: 8px;
overflow: hidden;
box-shadow: 0 1px 3px rgba(0, 0, 0, 0.1);
}}
th, td {{
border: 1px solid #EAEDFF;
padding: 0.75rem;
text-align: left;
vertical-align: top;
}}
th {{
background-color: #F2F4FF;
color: #1D2554;
font-weight: 600;
font-size: 14px;
}}
td {{
background-color: #FFFFFF;
font-size: 14px;
}}
tr:nth-child(even) td {{
background-color: #F8FAFF;
}}
/* Links */
a {{
color: #546FFF;
text-decoration: none;
border-bottom: 1px solid transparent;
transition: border-bottom-color 0.2s ease;
}}
a:hover {{
border-bottom-color: #546FFF;
}}
/* Images */
img {{
max-width: 100%;
height: auto;
border-radius: 8px;
margin: 1rem 0;
box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);
}}
/* Blockquotes */
blockquote {{
border-left: 4px solid #546FFF;
margin: 1.5rem 0;
padding: 1rem 1.5rem;
background-color: #F8FAFF;
border-radius: 0 8px 8px 0;
font-style: italic;
}}
blockquote p {{
margin: 0;
color: #3A4DB2;
}}
/* Horizontal rules */
hr {{
border: none;
height: 1px;
background-color: #EAEDFF;
margin: 2rem 0;
}}
/* Emphasis */
strong {{
font-weight: 600;
color: #1D2554;
}}
em {{
font-style: italic;
color: #3A4DB2;
}}
del {{
text-decoration: line-through;
color: #676767;
}}
/* Responsive design */
@media (max-width: 768px) {{
body {{
padding: 1rem;
}}
.content {{
padding: 1rem;
}}
h1 {{ font-size: 32px; }}
h2 {{ font-size: 28px; }}
h3 {{ font-size: 20px; }}
table {{
font-size: 12px;
}}
th, td {{
padding: 0.5rem;
}}
}}
</style>
</head>
<body>
<div class="content">
{html_content}
</div>
</body>
</html>"""
def extract_data(self, specified_fields: Optional[list] = None, json_schema: Optional[dict] = None,
ollama_url: str = "http://localhost:11434", ollama_model: str = "llama3.2") -> Dict[str, Any]:
"""Convert content to JSON format.
Args:
specified_fields: List of specific fields to extract (uses Ollama)
json_schema: JSON schema to conform to (uses Ollama)
ollama_url: Ollama server URL for local processing
ollama_model: Model name for local processing
Returns:
Dictionary containing the JSON representation
"""
try:
# If specific fields or schema are requested, use Ollama extraction
if specified_fields or json_schema:
try:
from docstrange.services import OllamaFieldExtractor
extractor = OllamaFieldExtractor(base_url=ollama_url, model=ollama_model)
if extractor.is_available():
if specified_fields:
extracted_data = extractor.extract_fields(self.content, specified_fields)
return {
"extracted_fields": extracted_data,
"requested_fields": specified_fields,
**self.metadata,
"format": "local_specified_fields",
"extractor": "ollama"
}
elif json_schema:
extracted_data = extractor.extract_with_schema(self.content, json_schema)
return {
"extracted_data": extracted_data,
"schema": json_schema,
**self.metadata,
"format": "local_json_schema",
"extractor": "ollama"
}
else:
logger.warning("Ollama not available for field extraction, falling back to standard parsing")
except Exception as e:
logger.warning(f"Ollama extraction failed: {e}, falling back to standard parsing")
# For general JSON conversion, try Ollama first for better document understanding
try:
from docstrange.services import OllamaFieldExtractor
extractor = OllamaFieldExtractor(base_url=ollama_url, model=ollama_model)
if extractor.is_available():
# Ask Ollama to extract the entire document to structured JSON
document_json = extractor.extract_document_json(self.content)
return {
**document_json,
**self.metadata,
"format": "ollama_structured_json",
"extractor": "ollama"
}
else:
logger.info("Ollama not available, using fallback JSON parser")
except Exception as e:
logger.warning(f"Ollama document conversion failed: {e}, using fallback parser")
# Fallback to original parsing logic
parsed_content = self._json_parser.parse(self.content)
return {
**parsed_content,
**self.metadata,
"format": "structured_json"
}
except Exception as e:
logger.error(f"JSON conversion failed: {e}")
return {
"error": f"Failed to extract to JSON: {str(e)}",
"raw_content": self.content,
**self.metadata,
"format": "error"
}
def extract_text(self) -> str:
"""Export as plain text.
Returns:
The content as plain text
"""
return self.content
def extract_csv(self, table_index: int = 0, include_all_tables: bool = False) -> str:
"""Export tables as CSV format.
Args:
table_index: Which table to export (0-based index). Default is 0 (first table).
include_all_tables: If True, export all tables with separators. Default is False.
Returns:
CSV formatted string of the table(s)
Raises:
ValueError: If no tables are found or table_index is out of range
"""
# Parse the content to extract tables
json_data = self.extract_data()
# Extract all tables from all sections
tables = []
def extract_tables_from_sections(sections):
for section in sections:
content = section.get('content', {})
if 'tables' in content:
tables.extend(content['tables'])
# Recursively check subsections
if 'subsections' in section:
extract_tables_from_sections(section['subsections'])
if 'document' in json_data and 'sections' in json_data['document']:
extract_tables_from_sections(json_data['document']['sections'])
if not tables:
# If no structured tables found, try to parse markdown tables directly
tables = self._extract_markdown_tables_directly(self.content)
if not tables:
raise ValueError("No tables found in the document content")
if include_all_tables:
# Export all tables with separators
csv_output = io.StringIO()
writer = csv.writer(csv_output)
for i, table in enumerate(tables):
if i > 0:
# Add separator between tables
writer.writerow([])
writer.writerow([f"=== Table {i + 1} ==="])
writer.writerow([])
# Write table headers if available
if 'headers' in table and table['headers']:
writer.writerow(table['headers'])
# Write table rows
if 'rows' in table:
for row in table['rows']:
writer.writerow(row)
return csv_output.getvalue()
else:
# Export specific table
if table_index >= len(tables):
raise ValueError(f"Table index {table_index} out of range. Found {len(tables)} table(s)")
table = tables[table_index]
csv_output = io.StringIO()
writer = csv.writer(csv_output)
# Write table headers if available
if 'headers' in table and table['headers']:
writer.writerow(table['headers'])
# Write table rows
if 'rows' in table:
for row in table['rows']:
writer.writerow(row)
return csv_output.getvalue()
def _extract_markdown_tables_directly(self, content: str) -> List[Dict[str, Any]]:
"""Extract tables directly from markdown content as fallback."""
tables = []
table_pattern = re.compile(r'\|(.+)\|\s*\n\|[-\s|:]+\|\s*\n((?:\|.+\|\s*\n?)*)', re.MULTILINE)
for match in table_pattern.finditer(content):
header_row = match.group(1).strip()
body_rows = match.group(2).strip()
# Parse header
headers = [cell.strip() for cell in header_row.split('|') if cell.strip()]
# Parse body rows
rows = []
for row_line in body_rows.split('\n'):
if row_line.strip() and '|' in row_line:
cells = [cell.strip() for cell in row_line.split('|') if cell.strip()]
if cells:
rows.append(cells)
if headers and rows:
tables.append({
'headers': headers,
'rows': rows,
'columns': len(headers)
})
return tables
def __str__(self) -> str:
"""String representation of the result."""
return self.content
def __repr__(self) -> str:
"""Representation of the result object."""
return f"ConversionResult(content='{self.content[:50]}...', metadata={self.metadata})" |