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4efde5d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 | """
XML Tool Call Parser Module
This module provides a reliable XML tool call parsing system that supports
the XML format with structured function_calls blocks.
"""
import re
import xml.etree.ElementTree as ET
from typing import List, Dict, Any, Optional, Tuple
from dataclasses import dataclass
import json
import logging
logger = logging.getLogger(__name__)
@dataclass
class XMLToolCall:
"""Represents a parsed XML tool call."""
function_name: str
parameters: Dict[str, Any]
raw_xml: str
parsing_details: Dict[str, Any]
class XMLToolParser:
"""
Parser for XML tool calls format:
<function_calls>
<invoke name="function_name">
<parameter name="param_name">param_value</parameter>
...
</invoke>
</function_calls>
"""
# Regex patterns for extracting XML blocks
FUNCTION_CALLS_PATTERN = re.compile(
r'<function_calls>(.*?)</function_calls>',
re.DOTALL | re.IGNORECASE
)
INVOKE_PATTERN = re.compile(
r'<invoke\s+name=["\']([^"\']+)["\']>(.*?)</invoke>',
re.DOTALL | re.IGNORECASE
)
PARAMETER_PATTERN = re.compile(
r'<parameter\s+name=["\']([^"\']+)["\']>(.*?)</parameter>',
re.DOTALL | re.IGNORECASE
)
def __init__(self):
"""Initialize the XML tool parser."""
pass
def parse_content(self, content: str) -> List[XMLToolCall]:
"""
Parse XML tool calls from content.
Args:
content: The text content potentially containing XML tool calls
Returns:
List of parsed XMLToolCall objects
"""
tool_calls = []
# Find function_calls blocks
function_calls_matches = self.FUNCTION_CALLS_PATTERN.findall(content)
for fc_content in function_calls_matches:
# Find all invoke blocks within this function_calls block
invoke_matches = self.INVOKE_PATTERN.findall(fc_content)
for function_name, invoke_content in invoke_matches:
try:
tool_call = self._parse_invoke_block(
function_name,
invoke_content,
fc_content
)
if tool_call:
tool_calls.append(tool_call)
except Exception as e:
logger.error(f"Error parsing invoke block for {function_name}: {e}")
return tool_calls
def _parse_invoke_block(
self,
function_name: str,
invoke_content: str,
full_block: str
) -> Optional[XMLToolCall]:
"""Parse a single invoke block into an XMLToolCall."""
parameters = {}
parsing_details = {
"function_name": function_name,
"raw_parameters": {}
}
# Extract all parameters
param_matches = self.PARAMETER_PATTERN.findall(invoke_content)
for param_name, param_value in param_matches:
# Clean up the parameter value
param_value = param_value.strip()
# Try to parse as JSON if it looks like JSON
parsed_value = self._parse_parameter_value(param_value)
parameters[param_name] = parsed_value
parsing_details["raw_parameters"][param_name] = param_value
# Extract the raw XML for this specific invoke
invoke_pattern = re.compile(
rf'<invoke\s+name=["\']{re.escape(function_name)}["\']>.*?</invoke>',
re.DOTALL | re.IGNORECASE
)
raw_xml_match = invoke_pattern.search(full_block)
raw_xml = raw_xml_match.group(0) if raw_xml_match else f"<invoke name=\"{function_name}\">...</invoke>"
return XMLToolCall(
function_name=function_name,
parameters=parameters,
raw_xml=raw_xml,
parsing_details=parsing_details
)
def _parse_parameter_value(self, value: str) -> Any:
"""
Parse a parameter value, attempting to convert to appropriate type.
Args:
value: The string value to parse
Returns:
Parsed value (could be dict, list, bool, int, float, or str)
"""
value = value.strip()
# Try to parse as JSON first
if value.startswith(('{', '[')):
try:
return json.loads(value)
except json.JSONDecodeError:
pass
# Try to parse as boolean
if value.lower() in ('true', 'false'):
return value.lower() == 'true'
# Try to parse as number
try:
if '.' in value:
return float(value)
else:
return int(value)
except ValueError:
pass
# Return as string
return value
def format_tool_call(self, function_name: str, parameters: Dict[str, Any]) -> str:
"""
Format a tool call in the XML format.
Args:
function_name: Name of the function to call
parameters: Dictionary of parameters
Returns:
Formatted XML string
"""
lines = ['<function_calls>', '<invoke name="{}">'.format(function_name)]
for param_name, param_value in parameters.items():
# Convert value to string representation
if isinstance(param_value, (dict, list)):
value_str = json.dumps(param_value)
elif isinstance(param_value, bool):
value_str = str(param_value).lower()
else:
value_str = str(param_value)
lines.append('<parameter name="{}">{}</parameter>'.format(
param_name, value_str
))
lines.extend(['</invoke>', '</function_calls>'])
return '\n'.join(lines)
def validate_tool_call(self, tool_call: XMLToolCall, expected_params: Optional[Dict[str, type]] = None) -> Tuple[bool, Optional[str]]:
"""
Validate a tool call against expected parameters.
Args:
tool_call: The XMLToolCall to validate
expected_params: Optional dict of parameter names to expected types
Returns:
Tuple of (is_valid, error_message)
"""
if not tool_call.function_name:
return False, "Function name is required"
if expected_params:
for param_name, expected_type in expected_params.items():
if param_name not in tool_call.parameters:
return False, f"Missing required parameter: {param_name}"
param_value = tool_call.parameters[param_name]
if not isinstance(param_value, expected_type):
return False, f"Parameter {param_name} should be of type {expected_type.__name__}"
return True, None
# Convenience function for quick parsing
def parse_xml_tool_calls(content: str) -> List[XMLToolCall]:
"""
Parse XML tool calls from content.
Args:
content: The text content potentially containing XML tool calls
Returns:
List of parsed XMLToolCall objects
"""
parser = XMLToolParser()
return parser.parse_content(content) |