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New template output parser
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commit
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1 changed files with 163 additions and 22 deletions
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@ -1,6 +1,7 @@
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import logging
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import json
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import re
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from . types import Action, Final
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@ -12,6 +13,154 @@ class AgentManager:
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self.tools = tools
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self.additional_context = additional_context
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def parse_react_response(self, text):
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"""Parse text-based ReAct response format.
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Expected format:
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Thought: [reasoning about what to do next]
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Action: [tool_name]
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Args: {
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"param": "value"
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}
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OR
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Thought: [reasoning about the final answer]
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Final Answer: [the answer]
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"""
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if not isinstance(text, str):
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raise ValueError(f"Expected string response, got {type(text)}")
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# Remove any markdown code blocks that might wrap the response
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text = re.sub(r'^```[^\n]*\n', '', text.strip())
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text = re.sub(r'\n```$', '', text.strip())
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lines = text.strip().split('\n')
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thought = None
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action = None
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args = None
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final_answer = None
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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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# Parse Thought
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if line.startswith("Thought:"):
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thought = line[8:].strip()
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# Handle multi-line thoughts
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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 next_line.startswith(("Action:", "Final Answer:", "Args:")):
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break
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thought += " " + next_line
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i += 1
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continue
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# Parse Final Answer
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if line.startswith("Final Answer:"):
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final_answer = line[13:].strip()
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# Handle multi-line final answers (including JSON)
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i += 1
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# Check if the answer might be JSON
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if final_answer.startswith('{') or (i < len(lines) and lines[i].strip().startswith('{')):
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# Collect potential JSON answer
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json_text = final_answer if final_answer.startswith('{') else ""
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brace_count = json_text.count('{') - json_text.count('}')
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while i < len(lines) and (brace_count > 0 or not json_text):
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current_line = lines[i].strip()
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if current_line.startswith(("Thought:", "Action:")) and brace_count == 0:
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break
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json_text += ("\n" if json_text else "") + current_line
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brace_count += current_line.count('{') - current_line.count('}')
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i += 1
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# Try to parse as JSON
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try:
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final_answer = json.loads(json_text)
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except json.JSONDecodeError:
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# Not valid JSON, treat as regular text
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final_answer = json_text
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else:
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# Regular text answer
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while i < len(lines):
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next_line = lines[i].strip()
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if next_line.startswith(("Thought:", "Action:")):
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break
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final_answer += " " + next_line
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i += 1
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# If we have a final answer, return Final object
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return Final(
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thought=thought or "",
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final=final_answer
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)
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# Parse Action
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if line.startswith("Action:"):
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action = line[7:].strip()
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# Parse Args
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if line.startswith("Args:"):
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# Check if JSON starts on the same line
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args_on_same_line = line[5:].strip()
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if args_on_same_line:
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args_text = args_on_same_line
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brace_count = args_on_same_line.count('{') - args_on_same_line.count('}')
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else:
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args_text = ""
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brace_count = 0
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# Collect all lines that form the JSON arguments
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i += 1
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started = bool(args_on_same_line and '{' in args_on_same_line)
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while i < len(lines) and (not started or brace_count > 0):
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current_line = lines[i]
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args_text += ("\n" if args_text else "") + current_line
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# Count braces to determine when JSON is complete
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for char in current_line:
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if char == '{':
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brace_count += 1
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started = True
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elif char == '}':
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brace_count -= 1
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# If we've started and braces are balanced, we're done
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if started and brace_count == 0:
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break
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i += 1
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# Parse the JSON arguments
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try:
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args = json.loads(args_text.strip())
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except json.JSONDecodeError as e:
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logger.error(f"Failed to parse JSON arguments: {args_text}")
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raise ValueError(f"Invalid JSON in Args: {e}")
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i += 1
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# If we have an action, return Action object
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if action:
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return Action(
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thought=thought or "",
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name=action,
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arguments=args or {},
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observation=""
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)
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# If we only have a thought but no action or final answer
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if thought and not action and not final_answer:
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raise ValueError(f"Response has thought but no action or final answer: {text}")
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raise ValueError(f"Could not parse response: {text}")
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async def reason(self, question, history, context):
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print(f"calling reason: {question}", flush=True)
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@ -62,31 +211,23 @@ class AgentManager:
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logger.info(f"prompt: {variables}")
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obj = await context("prompt-request").agent_react(variables)
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# Get text response from prompt service
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response_text = await context("prompt-request").agent_react(variables)
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print(json.dumps(obj, indent=4), flush=True)
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print(f"Response text:\n{response_text}", flush=True)
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logger.info(f"response: {obj}")
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logger.info(f"response: {response_text}")
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if obj.get("final-answer"):
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a = Final(
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thought = obj.get("thought"),
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final = obj.get("final-answer"),
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)
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return a
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else:
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a = Action(
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thought = obj.get("thought"),
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name = obj.get("action"),
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arguments = obj.get("arguments"),
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observation = ""
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)
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return a
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# Parse the text response
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try:
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result = self.parse_react_response(response_text)
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logger.info(f"Parsed result: {result}")
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return result
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except ValueError as e:
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logger.error(f"Failed to parse response: {e}")
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# Try to provide a helpful error message
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logger.error(f"Response was: {response_text}")
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raise RuntimeError(f"Failed to parse agent response: {e}")
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async def react(self, question, history, think, observe, context):
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