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import re | |
from typing import Dict, List, Optional, Tuple | |
import yaml | |
from plugin_task.model import Plugin, ReActStep | |
from plugin_task.plugins import PLUGINS | |
def build_prompt_plugin_variables(plugins: List[Plugin]) -> Tuple[str, str]: | |
tools_string = "" | |
for plugin in plugins: | |
tools_string += f"{plugin.unique_name_for_model}: {plugin.description_for_human} Parameters: {plugin.parameter_schema} Format the arguments as a JSON object.\n\n" | |
return tools_string, ",".join([plugin.unique_name_for_model for plugin in plugins]) | |
def parse_reAct_step(text: str) -> Optional[ReActStep]: | |
"""解析 RaAct 推理步骤""" | |
regex = r"Thought\s*\d*\s*:[\s]*(.*?)[\s]*Action\s*\d*\s*:[\s]*(.*?)[\s]*Action\s*\d*\s*Input\s*\d*\s*:[\s]*(.*)" | |
match = re.search(regex, text, re.DOTALL) | |
if not match: | |
return None | |
thought = match.group(1).strip() | |
action = match.group(2).strip() | |
action_input = match.group(3).strip() | |
try: | |
thought = yaml.safe_load(thought) | |
except Exception as e: | |
print(f"[parse_reAct_step] error: {e}, thought: {thought}") | |
return None | |
try: | |
action_input = yaml.safe_load(action_input) | |
except Exception as e: | |
print(f"[parse_reAct_step] error: {e}, action_input: {action_input}") | |
return None | |
return ReActStep( | |
thought=thought or {}, | |
action=action, | |
action_input=action_input or {}, | |
observation={}, | |
) | |
def plugin_parameter_validator( | |
known_parameters: Dict, plugin_name: str | |
) -> Tuple[bool, List[Dict[str, str]]]: | |
plugin = PLUGINS[plugin_name] | |
invalid_info = [] | |
for parameter in plugin.required_parameters: | |
if not known_parameters.get(parameter.name): | |
invalid_info.append( | |
{ | |
"invalid_field": parameter.name, | |
"invalid_reason": f"{parameter.name} 字段缺失,字段描述:{parameter.description}", | |
} | |
) | |
if parameter.enum: | |
parameter_value = known_parameters[parameter.name] | |
if parameter_value not in parameter.enum: | |
invalid_info.append( | |
{ | |
"invalid_field": parameter.name, | |
"invalid_reason": f"{parameter.name} 字段值不合法,字段描述:{parameter.description},可选值范围:{parameter.enum}", | |
} | |
) | |
return len(invalid_info) == 0, invalid_info | |