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Co-authored-by: openhands <openhands@all-hands.dev> Co-authored-by: Engel Nyst <enyst@users.noreply.github.com>
249 lines
9.3 KiB
Python
249 lines
9.3 KiB
Python
"""This file contains the function calling implementation for different actions.
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This is similar to the functionality of `CodeActResponseParser`.
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"""
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import json
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import shlex
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from litellm import (
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ChatCompletionToolParam,
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ModelResponse,
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)
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from openhands.agenthub.codeact_agent.function_calling import (
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combine_thought,
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)
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from openhands.agenthub.codeact_agent.tools import (
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FinishTool,
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ThinkTool,
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)
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from openhands.agenthub.readonly_agent.tools import (
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GlobTool,
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GrepTool,
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ViewTool,
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)
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from openhands.core.exceptions import (
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FunctionCallNotExistsError,
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FunctionCallValidationError,
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)
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from openhands.core.logger import openhands_logger as logger
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from openhands.events.action import (
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Action,
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AgentFinishAction,
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AgentThinkAction,
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CmdRunAction,
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FileReadAction,
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MCPAction,
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MessageAction,
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)
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from openhands.events.event import FileReadSource
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from openhands.events.tool import ToolCallMetadata
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def grep_to_cmdrun(
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pattern: str, path: str | None = None, include: str | None = None
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) -> str:
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# NOTE: This function currently relies on `rg` (ripgrep).
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# `rg` may not be installed when using CLIRuntime or LocalRuntime.
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# TODO: Implement a fallback to `grep` if `rg` is not available.
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"""Convert grep tool arguments to a shell command string.
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Args:
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pattern: The regex pattern to search for in file contents
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path: The directory to search in (optional)
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include: Optional file pattern to filter which files to search (e.g., "*.js")
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Returns:
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A properly escaped shell command string for ripgrep
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"""
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# Use shlex.quote to properly escape all shell special characters
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quoted_pattern = shlex.quote(pattern)
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path_arg = shlex.quote(path) if path else '.'
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# Build ripgrep command
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rg_cmd = f'rg -li {quoted_pattern} --sortr=modified'
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if include:
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quoted_include = shlex.quote(include)
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rg_cmd += f' --glob {quoted_include}'
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# Build the complete command
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complete_cmd = f'{rg_cmd} {path_arg} | head -n 100'
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# Add a header to the output
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echo_cmd = f'echo "Below are the execution results of the search command: {complete_cmd}\n"; '
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return echo_cmd + complete_cmd
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def glob_to_cmdrun(pattern: str, path: str = '.') -> str:
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# NOTE: This function currently relies on `rg` (ripgrep).
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# `rg` may not be installed when using CLIRuntime or LocalRuntime
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# TODO: Implement a fallback to `find` if `rg` is not available.
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"""Convert glob tool arguments to a shell command string.
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Args:
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pattern: The glob pattern to match files (e.g., "**/*.js")
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path: The directory to search in (defaults to current directory)
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Returns:
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A properly escaped shell command string for ripgrep implementing glob
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"""
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# Use shlex.quote to properly escape all shell special characters
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quoted_path = shlex.quote(path)
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quoted_pattern = shlex.quote(pattern)
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# Use ripgrep in a glob-only mode with -g flag and --files to list files
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# This most closely matches the behavior of the NodeJS glob implementation
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rg_cmd = f'rg --files {quoted_path} -g {quoted_pattern} --sortr=modified'
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# Sort results and limit to 100 entries (matching the Node.js implementation)
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sort_and_limit_cmd = ' | head -n 100'
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complete_cmd = f'{rg_cmd}{sort_and_limit_cmd}'
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# Add a header to the output
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echo_cmd = f'echo "Below are the execution results of the glob command: {complete_cmd}\n"; '
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return echo_cmd + complete_cmd
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def response_to_actions(
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response: ModelResponse, mcp_tool_names: list[str] | None = None
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) -> list[Action]:
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actions: list[Action] = []
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assert len(response.choices) == 1, 'Only one choice is supported for now'
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choice = response.choices[0]
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assistant_msg = choice.message
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if hasattr(assistant_msg, 'tool_calls') and assistant_msg.tool_calls:
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# Check if there's assistant_msg.content. If so, add it to the thought
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thought = ''
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if isinstance(assistant_msg.content, str):
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thought = assistant_msg.content
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elif isinstance(assistant_msg.content, list):
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for msg in assistant_msg.content:
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if msg['type'] == 'text':
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thought += msg['text']
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# Process each tool call to OpenHands action
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for i, tool_call in enumerate(assistant_msg.tool_calls):
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action: Action
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logger.debug(f'Tool call in function_calling.py: {tool_call}')
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try:
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arguments = json.loads(tool_call.function.arguments)
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except json.decoder.JSONDecodeError as e:
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raise FunctionCallValidationError(
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f'Failed to parse tool call arguments: {tool_call.function.arguments}'
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) from e
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# ================================================
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# AgentFinishAction
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# ================================================
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if tool_call.function.name == FinishTool['function']['name']:
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action = AgentFinishAction(
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final_thought=arguments.get('message', ''),
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)
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# ================================================
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# ViewTool (ACI-based file viewer, READ-ONLY)
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# ================================================
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elif tool_call.function.name == ViewTool['function']['name']:
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if 'path' not in arguments:
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raise FunctionCallValidationError(
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f'Missing required argument "path" in tool call {tool_call.function.name}'
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)
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action = FileReadAction(
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path=arguments['path'],
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impl_source=FileReadSource.OH_ACI,
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view_range=arguments.get('view_range', None),
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)
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# ================================================
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# AgentThinkAction
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# ================================================
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elif tool_call.function.name == ThinkTool['function']['name']:
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action = AgentThinkAction(thought=arguments.get('thought', ''))
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# ================================================
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# GrepTool (file content search)
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# ================================================
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elif tool_call.function.name == GrepTool['function']['name']:
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if 'pattern' not in arguments:
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raise FunctionCallValidationError(
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f'Missing required argument "pattern" in tool call {tool_call.function.name}'
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)
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pattern = arguments['pattern']
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path = arguments.get('path')
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include = arguments.get('include')
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grep_cmd = grep_to_cmdrun(pattern, path, include)
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action = CmdRunAction(command=grep_cmd, is_input=False)
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# ================================================
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# GlobTool (file pattern matching)
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# ================================================
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elif tool_call.function.name == GlobTool['function']['name']:
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if 'pattern' not in arguments:
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raise FunctionCallValidationError(
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f'Missing required argument "pattern" in tool call {tool_call.function.name}'
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)
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pattern = arguments['pattern']
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path = arguments.get('path', '.')
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glob_cmd = glob_to_cmdrun(pattern, path)
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action = CmdRunAction(command=glob_cmd, is_input=False)
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# ================================================
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# MCPAction (MCP)
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# ================================================
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elif mcp_tool_names and tool_call.function.name in mcp_tool_names:
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action = MCPAction(
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name=tool_call.function.name,
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arguments=arguments,
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)
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else:
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raise FunctionCallNotExistsError(
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f'Tool {tool_call.function.name} is not registered. (arguments: {arguments}). Please check the tool name and retry with an existing tool.'
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)
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# We only add thought to the first action
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if i == 0:
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action = combine_thought(action, thought)
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# Add metadata for tool calling
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action.tool_call_metadata = ToolCallMetadata(
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tool_call_id=tool_call.id,
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function_name=tool_call.function.name,
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model_response=response,
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total_calls_in_response=len(assistant_msg.tool_calls),
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)
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actions.append(action)
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else:
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actions.append(
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MessageAction(
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content=str(assistant_msg.content) if assistant_msg.content else '',
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wait_for_response=True,
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)
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)
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# Add response id to actions
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# This will ensure we can match both actions without tool calls (e.g. MessageAction)
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# and actions with tool calls (e.g. CmdRunAction, IPythonRunCellAction, etc.)
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# with the token usage data
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for action in actions:
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action.response_id = response.id
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assert len(actions) >= 1
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return actions
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def get_tools() -> list[ChatCompletionToolParam]:
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return [
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ThinkTool,
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FinishTool,
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GrepTool,
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GlobTool,
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ViewTool,
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]
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