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Leonardo
commited on
Create frontmatter_tool.py
Browse files- scripts/frontmatter_tool.py +448 -0
scripts/frontmatter_tool.py
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| 1 |
+
"""
|
| 2 |
+
Frontmatter Generator Tool for Smolagents
|
| 3 |
+
|
| 4 |
+
This tool helps generate consistent YAML frontmatter for documents,
|
| 5 |
+
useful for RAG systems, static site generators, and document organization.
|
| 6 |
+
"""
|
| 7 |
+
|
| 8 |
+
import re
|
| 9 |
+
import yaml
|
| 10 |
+
from datetime import datetime
|
| 11 |
+
from typing import Dict, List, Optional, Any, Union
|
| 12 |
+
from smolagents import Tool
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
class FrontmatterGeneratorTool(Tool):
|
| 16 |
+
"""Tool for generating and manipulating YAML frontmatter in documents."""
|
| 17 |
+
|
| 18 |
+
name = "frontmatter_generator"
|
| 19 |
+
description = """
|
| 20 |
+
Generates or extracts YAML frontmatter for documents. Frontmatter provides structured
|
| 21 |
+
metadata for documents including title, author, date, description, and tags.
|
| 22 |
+
Useful for document organization, RAG systems, and static site generators.
|
| 23 |
+
"""
|
| 24 |
+
|
| 25 |
+
inputs = {
|
| 26 |
+
"content": {
|
| 27 |
+
"type": "string",
|
| 28 |
+
"description": "Document content (with or without existing frontmatter)",
|
| 29 |
+
},
|
| 30 |
+
"title": {"type": "string", "description": "Document title", "optional": True},
|
| 31 |
+
"author": {
|
| 32 |
+
"type": "string",
|
| 33 |
+
"description": "Document author(s)",
|
| 34 |
+
"optional": True,
|
| 35 |
+
},
|
| 36 |
+
"date": {
|
| 37 |
+
"type": "string",
|
| 38 |
+
"description": "Document date in YYYY-MM-DD format (defaults to today if not provided)",
|
| 39 |
+
"optional": True,
|
| 40 |
+
},
|
| 41 |
+
"date_format": {
|
| 42 |
+
"type": "string",
|
| 43 |
+
"description": "Format string for the document date (e.g., '%Y-%m-%d', '%d/%m/%Y'). Defaults to '%Y-%m-%d'",
|
| 44 |
+
"optional": True,
|
| 45 |
+
"default": "%Y-%m-%d",
|
| 46 |
+
},
|
| 47 |
+
"description": {
|
| 48 |
+
"type": "string",
|
| 49 |
+
"description": "Brief description of the document",
|
| 50 |
+
"optional": True,
|
| 51 |
+
},
|
| 52 |
+
"tags": {
|
| 53 |
+
"type": "string",
|
| 54 |
+
"description": "Comma-separated list of tags",
|
| 55 |
+
"optional": True,
|
| 56 |
+
},
|
| 57 |
+
"additional_fields": {
|
| 58 |
+
"type": "string",
|
| 59 |
+
"description": "JSON string with additional frontmatter fields",
|
| 60 |
+
"optional": True,
|
| 61 |
+
},
|
| 62 |
+
"mode": {
|
| 63 |
+
"type": "string",
|
| 64 |
+
"description": "Operation mode: 'generate' (create new), 'extract' (get existing), 'update' (modify existing), or 'strip' (remove)",
|
| 65 |
+
"default": "generate",
|
| 66 |
+
},
|
| 67 |
+
}
|
| 68 |
+
output_type = "string"
|
| 69 |
+
|
| 70 |
+
# Regular expression to detect and extract YAML frontmatter
|
| 71 |
+
FRONTMATTER_PATTERN = r"^---\s*\n(.*?)\n---\s*\n"
|
| 72 |
+
|
| 73 |
+
def forward(
|
| 74 |
+
self,
|
| 75 |
+
content: str,
|
| 76 |
+
title: Optional[str] = None,
|
| 77 |
+
author: Optional[str] = None,
|
| 78 |
+
date: Optional[str] = None,
|
| 79 |
+
date_format: Optional[str] = "%Y-%m-%d",
|
| 80 |
+
description: Optional[str] = None,
|
| 81 |
+
tags: Optional[str] = None,
|
| 82 |
+
additional_fields: Optional[str] = None,
|
| 83 |
+
mode: str = "generate",
|
| 84 |
+
) -> str:
|
| 85 |
+
"""
|
| 86 |
+
Process document content based on specified mode.
|
| 87 |
+
|
| 88 |
+
Args:
|
| 89 |
+
content: Document content with or without frontmatter
|
| 90 |
+
title: Document title
|
| 91 |
+
author: Document author(s)
|
| 92 |
+
date: Document date (YYYY-MM-DD)
|
| 93 |
+
date_format: strftime format string
|
| 94 |
+
description: Brief document description
|
| 95 |
+
tags: Comma-separated list of tags
|
| 96 |
+
additional_fields: JSON string with additional fields
|
| 97 |
+
mode: Operation mode (generate, extract, update, strip)
|
| 98 |
+
|
| 99 |
+
Returns:
|
| 100 |
+
Processed document or extracted frontmatter
|
| 101 |
+
"""
|
| 102 |
+
# Validate inputs
|
| 103 |
+
if not isinstance(content, str):
|
| 104 |
+
return "Error: Content must be a string"
|
| 105 |
+
if title and not isinstance(title, str):
|
| 106 |
+
return "Error: Title must be a string"
|
| 107 |
+
if author and not isinstance(author, str):
|
| 108 |
+
return "Error: Author must be a string"
|
| 109 |
+
if date and not isinstance(date, str):
|
| 110 |
+
return "Error: Date must be a string"
|
| 111 |
+
if description and not isinstance(description, str):
|
| 112 |
+
return "Error: Description must be a string"
|
| 113 |
+
if tags and not isinstance(tags, str):
|
| 114 |
+
return "Error: Tags must be a string"
|
| 115 |
+
if additional_fields and not isinstance(additional_fields, str):
|
| 116 |
+
return "Error: Additional_fields must be a string"
|
| 117 |
+
if not isinstance(mode, str):
|
| 118 |
+
return "Error: Mode must be a string"
|
| 119 |
+
|
| 120 |
+
# Validate mode
|
| 121 |
+
valid_modes = ["generate", "extract", "update", "strip"]
|
| 122 |
+
if mode not in valid_modes:
|
| 123 |
+
return f"Error: Invalid mode '{mode}'. Valid options are: {', '.join(valid_modes)}"
|
| 124 |
+
|
| 125 |
+
# Handle empty content
|
| 126 |
+
if not content or not content.strip():
|
| 127 |
+
if mode == "generate":
|
| 128 |
+
# We can still generate frontmatter from provided fields
|
| 129 |
+
content = ""
|
| 130 |
+
else:
|
| 131 |
+
return "Error: Empty content provided"
|
| 132 |
+
|
| 133 |
+
# Process based on mode
|
| 134 |
+
try:
|
| 135 |
+
if mode == "extract":
|
| 136 |
+
return self._extract_frontmatter(content)
|
| 137 |
+
elif mode == "strip":
|
| 138 |
+
return self._strip_frontmatter(content)
|
| 139 |
+
elif mode == "update":
|
| 140 |
+
return self._update_frontmatter(
|
| 141 |
+
content,
|
| 142 |
+
title,
|
| 143 |
+
author,
|
| 144 |
+
date,
|
| 145 |
+
description,
|
| 146 |
+
tags,
|
| 147 |
+
additional_fields,
|
| 148 |
+
date_format,
|
| 149 |
+
)
|
| 150 |
+
else: # generate
|
| 151 |
+
return self._generate_frontmatter(
|
| 152 |
+
content,
|
| 153 |
+
title,
|
| 154 |
+
author,
|
| 155 |
+
date,
|
| 156 |
+
description,
|
| 157 |
+
tags,
|
| 158 |
+
additional_fields,
|
| 159 |
+
date_format,
|
| 160 |
+
)
|
| 161 |
+
except Exception as e:
|
| 162 |
+
return f"Error processing frontmatter: {str(e)}"
|
| 163 |
+
|
| 164 |
+
def _extract_frontmatter(self, content: str) -> str:
|
| 165 |
+
"""Extract and return existing frontmatter as formatted YAML."""
|
| 166 |
+
match = re.search(self.FRONTMATTER_PATTERN, content, re.DOTALL)
|
| 167 |
+
if not match:
|
| 168 |
+
return "No frontmatter found in the document"
|
| 169 |
+
|
| 170 |
+
try:
|
| 171 |
+
yaml_content = match.group(1)
|
| 172 |
+
# Parse and reformat for consistency
|
| 173 |
+
frontmatter_dict = yaml.safe_load(yaml_content)
|
| 174 |
+
return f"Extracted frontmatter:\n\n```yaml\n{yaml.dump(frontmatter_dict, sort_keys=False, default_flow_style=False)}```"
|
| 175 |
+
except yaml.YAMLError:
|
| 176 |
+
return "Found frontmatter but failed to parse it as valid YAML"
|
| 177 |
+
|
| 178 |
+
def _strip_frontmatter(self, content: str) -> str:
|
| 179 |
+
"""Remove frontmatter from document and return clean content."""
|
| 180 |
+
result = re.sub(self.FRONTMATTER_PATTERN, "", content, count=1, flags=re.DOTALL)
|
| 181 |
+
|
| 182 |
+
# Check if anything was actually removed
|
| 183 |
+
if result == content:
|
| 184 |
+
return "No frontmatter found to strip. Content unchanged."
|
| 185 |
+
|
| 186 |
+
return result.strip()
|
| 187 |
+
|
| 188 |
+
def _parse_additional_fields(self, additional_fields: str) -> Dict[str, Any]:
|
| 189 |
+
"""Parse the additional_fields JSON string into a dictionary."""
|
| 190 |
+
if not additional_fields:
|
| 191 |
+
return {}
|
| 192 |
+
|
| 193 |
+
try:
|
| 194 |
+
import json
|
| 195 |
+
|
| 196 |
+
return json.loads(additional_fields)
|
| 197 |
+
except json.JSONDecodeError:
|
| 198 |
+
raise ValueError("additional_fields must be a valid JSON string")
|
| 199 |
+
|
| 200 |
+
def _infer_title_from_content(self, content: str) -> Optional[str]:
|
| 201 |
+
"""Attempt to infer document title from content."""
|
| 202 |
+
# Try to find the first heading
|
| 203 |
+
heading_match = re.search(r"^#\s+(.+)$", content, re.MULTILINE)
|
| 204 |
+
if heading_match:
|
| 205 |
+
return heading_match.group(1).strip()
|
| 206 |
+
|
| 207 |
+
# Try to find the first non-empty line
|
| 208 |
+
lines = content.split("\n")
|
| 209 |
+
for line in lines:
|
| 210 |
+
if line.strip():
|
| 211 |
+
# Limit to a reasonable title length
|
| 212 |
+
return line.strip()[:100]
|
| 213 |
+
|
| 214 |
+
return None
|
| 215 |
+
|
| 216 |
+
def _parse_tags(self, tags_string: str) -> List[str]:
|
| 217 |
+
"""Parse comma-separated tags into a list."""
|
| 218 |
+
if not tags_string:
|
| 219 |
+
return []
|
| 220 |
+
|
| 221 |
+
# Split by comma and clean each tag
|
| 222 |
+
tag_list = [tag.strip() for tag in tags_string.split(",")]
|
| 223 |
+
# Remove any empty tags
|
| 224 |
+
return [tag for tag in tag_list if tag]
|
| 225 |
+
|
| 226 |
+
def _parse_flexible_date(
|
| 227 |
+
self, date_str: str, date_format: Optional[str] = None
|
| 228 |
+
) -> str:
|
| 229 |
+
"""
|
| 230 |
+
Try to parse dates in various formats and convert to YYYY-MM-DD.
|
| 231 |
+
|
| 232 |
+
Args:
|
| 233 |
+
date_str: The date string to parse
|
| 234 |
+
date_format: Optional preferred format to try first
|
| 235 |
+
|
| 236 |
+
Returns:
|
| 237 |
+
Formatted date as string (YYYY-MM-DD by default)
|
| 238 |
+
"""
|
| 239 |
+
if not date_str:
|
| 240 |
+
return datetime.now().strftime("%Y-%m-%d")
|
| 241 |
+
|
| 242 |
+
# If a specific format is provided, try it first
|
| 243 |
+
if date_format:
|
| 244 |
+
try:
|
| 245 |
+
parsed_date = datetime.strptime(date_str, date_format)
|
| 246 |
+
return parsed_date.strftime("%Y-%m-%d")
|
| 247 |
+
except ValueError:
|
| 248 |
+
# If it fails, continue with other formats
|
| 249 |
+
pass
|
| 250 |
+
|
| 251 |
+
# Common formats to try
|
| 252 |
+
formats = [
|
| 253 |
+
"%Y-%m-%d", # 2013-03-13
|
| 254 |
+
"%d %B %Y", # 13 March 2013
|
| 255 |
+
"%B %Y", # September 2013
|
| 256 |
+
"%Y", # 1958
|
| 257 |
+
"%d/%m/%Y", # 13/03/2013
|
| 258 |
+
"%m/%d/%Y", # 03/13/2013
|
| 259 |
+
"%d-%m-%Y", # 13-03-2013
|
| 260 |
+
"%m-%d-%Y", # 03-13-2013
|
| 261 |
+
"%Y/%m/%d", # 2013/03/13
|
| 262 |
+
]
|
| 263 |
+
|
| 264 |
+
for fmt in formats:
|
| 265 |
+
try:
|
| 266 |
+
parsed_date = datetime.strptime(date_str, fmt)
|
| 267 |
+
return parsed_date.strftime("%Y-%m-%d")
|
| 268 |
+
except ValueError:
|
| 269 |
+
continue
|
| 270 |
+
|
| 271 |
+
# If no format matched, return the original string
|
| 272 |
+
return date_str
|
| 273 |
+
|
| 274 |
+
def _update_frontmatter(
|
| 275 |
+
self,
|
| 276 |
+
content: str,
|
| 277 |
+
title: Optional[str] = None,
|
| 278 |
+
author: Optional[str] = None,
|
| 279 |
+
date: Optional[str] = None,
|
| 280 |
+
description: Optional[str] = None,
|
| 281 |
+
tags: Optional[str] = None,
|
| 282 |
+
additional_fields: Optional[str] = None,
|
| 283 |
+
date_format: Optional[str] = None,
|
| 284 |
+
) -> str:
|
| 285 |
+
"""Update existing frontmatter with new values."""
|
| 286 |
+
# Check if frontmatter exists
|
| 287 |
+
match = re.search(self.FRONTMATTER_PATTERN, content, re.DOTALL)
|
| 288 |
+
if not match:
|
| 289 |
+
# If no frontmatter exists, generate new one
|
| 290 |
+
return self._generate_frontmatter(
|
| 291 |
+
content,
|
| 292 |
+
title,
|
| 293 |
+
author,
|
| 294 |
+
date,
|
| 295 |
+
description,
|
| 296 |
+
tags,
|
| 297 |
+
additional_fields,
|
| 298 |
+
date_format,
|
| 299 |
+
)
|
| 300 |
+
|
| 301 |
+
# Parse existing frontmatter
|
| 302 |
+
yaml_content = match.group(1)
|
| 303 |
+
try:
|
| 304 |
+
frontmatter_dict = yaml.safe_load(yaml_content) or {}
|
| 305 |
+
except yaml.YAMLError:
|
| 306 |
+
frontmatter_dict = {}
|
| 307 |
+
|
| 308 |
+
# Update with new values if provided
|
| 309 |
+
if title:
|
| 310 |
+
frontmatter_dict["title"] = title
|
| 311 |
+
if author:
|
| 312 |
+
frontmatter_dict["author"] = author
|
| 313 |
+
if date:
|
| 314 |
+
# Try to parse the date with the flexible parser
|
| 315 |
+
frontmatter_dict["date"] = self._parse_flexible_date(date, date_format)
|
| 316 |
+
if description:
|
| 317 |
+
frontmatter_dict["description"] = description
|
| 318 |
+
if tags:
|
| 319 |
+
frontmatter_dict["tags"] = self._parse_tags(tags)
|
| 320 |
+
|
| 321 |
+
# Add additional fields
|
| 322 |
+
if additional_fields:
|
| 323 |
+
additional_dict = self._parse_additional_fields(additional_fields)
|
| 324 |
+
frontmatter_dict.update(additional_dict)
|
| 325 |
+
|
| 326 |
+
# Generate new frontmatter
|
| 327 |
+
new_frontmatter = yaml.dump(
|
| 328 |
+
frontmatter_dict, sort_keys=False, default_flow_style=False
|
| 329 |
+
)
|
| 330 |
+
new_frontmatter = f"---\n{new_frontmatter}---\n\n"
|
| 331 |
+
|
| 332 |
+
# Replace old frontmatter with new one
|
| 333 |
+
return re.sub(
|
| 334 |
+
self.FRONTMATTER_PATTERN, new_frontmatter, content, count=1, flags=re.DOTALL
|
| 335 |
+
)
|
| 336 |
+
|
| 337 |
+
def _generate_frontmatter(
|
| 338 |
+
self,
|
| 339 |
+
content: str,
|
| 340 |
+
title: Optional[str] = None,
|
| 341 |
+
author: Optional[str] = None,
|
| 342 |
+
date: Optional[str] = None,
|
| 343 |
+
description: Optional[str] = None,
|
| 344 |
+
tags: Optional[str] = None,
|
| 345 |
+
additional_fields: Optional[str] = None,
|
| 346 |
+
date_format: Optional[str] = None,
|
| 347 |
+
) -> str:
|
| 348 |
+
"""Generate new frontmatter and prepend to content."""
|
| 349 |
+
# Strip any existing frontmatter
|
| 350 |
+
clean_content = (
|
| 351 |
+
self._strip_frontmatter(content) if isinstance(content, str) else ""
|
| 352 |
+
)
|
| 353 |
+
|
| 354 |
+
# Build frontmatter dictionary
|
| 355 |
+
frontmatter_dict = {}
|
| 356 |
+
|
| 357 |
+
# Try to infer title if not provided
|
| 358 |
+
if title:
|
| 359 |
+
frontmatter_dict["title"] = title
|
| 360 |
+
else:
|
| 361 |
+
inferred_title = self._infer_title_from_content(clean_content)
|
| 362 |
+
if inferred_title:
|
| 363 |
+
frontmatter_dict["title"] = inferred_title
|
| 364 |
+
|
| 365 |
+
# Add other fields if provided
|
| 366 |
+
if author:
|
| 367 |
+
frontmatter_dict["author"] = author
|
| 368 |
+
|
| 369 |
+
# Process date with flexible parser
|
| 370 |
+
if date:
|
| 371 |
+
frontmatter_dict["date"] = self._parse_flexible_date(date, date_format)
|
| 372 |
+
else:
|
| 373 |
+
# Use current date with provided format or default
|
| 374 |
+
format_to_use = date_format or "%Y-%m-%d"
|
| 375 |
+
frontmatter_dict["date"] = datetime.now().strftime(format_to_use)
|
| 376 |
+
|
| 377 |
+
if description:
|
| 378 |
+
frontmatter_dict["description"] = description
|
| 379 |
+
|
| 380 |
+
if tags:
|
| 381 |
+
frontmatter_dict["tags"] = self._parse_tags(tags)
|
| 382 |
+
|
| 383 |
+
# Add additional fields
|
| 384 |
+
if additional_fields:
|
| 385 |
+
additional_dict = self._parse_additional_fields(additional_fields)
|
| 386 |
+
frontmatter_dict.update(additional_dict)
|
| 387 |
+
|
| 388 |
+
# Generate YAML frontmatter
|
| 389 |
+
frontmatter_yaml = yaml.dump(
|
| 390 |
+
frontmatter_dict, sort_keys=False, default_flow_style=False
|
| 391 |
+
)
|
| 392 |
+
frontmatter = f"---\n{frontmatter_yaml}---\n\n"
|
| 393 |
+
|
| 394 |
+
# Combine frontmatter with content
|
| 395 |
+
return frontmatter + clean_content
|
| 396 |
+
|
| 397 |
+
|
| 398 |
+
# Example usage
|
| 399 |
+
def example_usage():
|
| 400 |
+
"""Simple example of how to use the FrontmatterGeneratorTool"""
|
| 401 |
+
tool = FrontmatterGeneratorTool()
|
| 402 |
+
|
| 403 |
+
# Example document
|
| 404 |
+
document = """# The Role of the Seat in International Arbitration
|
| 405 |
+
|
| 406 |
+
This paper examines the significance of the seat in international arbitration proceedings,
|
| 407 |
+
with a focus on recent developments in Australian law."""
|
| 408 |
+
|
| 409 |
+
# Generate frontmatter
|
| 410 |
+
result = tool.forward(
|
| 411 |
+
content=document,
|
| 412 |
+
title="The Role of the Seat in International Arbitration",
|
| 413 |
+
author="Matthew Barry",
|
| 414 |
+
date="13 March 2013", # Now handles this format correctly
|
| 415 |
+
description="A legal analysis of the role of the seat in international arbitration.",
|
| 416 |
+
tags="international arbitration, enforcement, australian courts",
|
| 417 |
+
mode="generate",
|
| 418 |
+
)
|
| 419 |
+
|
| 420 |
+
print(result)
|
| 421 |
+
return result
|
| 422 |
+
|
| 423 |
+
|
| 424 |
+
# Define what gets imported with "from frontmatter_generator import *"
|
| 425 |
+
__all__ = ["FrontmatterGeneratorTool", "example_usage"]
|
| 426 |
+
|
| 427 |
+
# Example usage
|
| 428 |
+
if __name__ == "__main__":
|
| 429 |
+
tool = FrontmatterGeneratorTool()
|
| 430 |
+
|
| 431 |
+
# # Example document
|
| 432 |
+
# document = """# The Role of the Seat in International Arbitration
|
| 433 |
+
|
| 434 |
+
# This paper examines the significance of the seat in international arbitration proceedings,
|
| 435 |
+
# with a focus on recent developments in Australian law."""
|
| 436 |
+
|
| 437 |
+
# # Generate frontmatter
|
| 438 |
+
# result = tool.forward(
|
| 439 |
+
# content=document,
|
| 440 |
+
# title="The Role of the Seat in International Arbitration",
|
| 441 |
+
# author="Matthew Barry",
|
| 442 |
+
# date="2013-12-13",
|
| 443 |
+
# description="A legal analysis of the role of the seat in international arbitration.",
|
| 444 |
+
# tags="international arbitration, enforcement, australian courts",
|
| 445 |
+
# mode="generate"
|
| 446 |
+
# )
|
| 447 |
+
|
| 448 |
+
# print(result)
|