Spaces:
Build error
Build error
File size: 9,570 Bytes
51ff9e5 |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 |
"""This file contains the function calling implementation for different actions.
This is similar to the functionality of `CodeActResponseParser`.
"""
import json
import shlex
from litellm import (
ChatCompletionToolParam,
ModelResponse,
)
from openhands.agenthub.codeact_agent.function_calling import (
combine_thought,
)
from openhands.agenthub.codeact_agent.tools import (
FinishTool,
ThinkTool,
)
from openhands.agenthub.readonly_agent.tools import (
GlobTool,
GrepTool,
ViewTool,
)
from openhands.core.exceptions import (
FunctionCallNotExistsError,
FunctionCallValidationError,
)
from openhands.core.logger import openhands_logger as logger
from openhands.events.action import (
Action,
AgentFinishAction,
AgentThinkAction,
CmdRunAction,
FileReadAction,
MCPAction,
MessageAction,
)
from openhands.events.event import FileReadSource
from openhands.events.tool import ToolCallMetadata
def grep_to_cmdrun(
pattern: str, path: str | None = None, include: str | None = None
) -> str:
# NOTE: This function currently relies on `rg` (ripgrep).
# `rg` may not be installed when using CLIRuntime or LocalRuntime.
# TODO: Implement a fallback to `grep` if `rg` is not available.
"""Convert grep tool arguments to a shell command string.
Args:
pattern: The regex pattern to search for in file contents
path: The directory to search in (optional)
include: Optional file pattern to filter which files to search (e.g., "*.js")
Returns:
A properly escaped shell command string for ripgrep
"""
# Use shlex.quote to properly escape all shell special characters
quoted_pattern = shlex.quote(pattern)
path_arg = shlex.quote(path) if path else '.'
# Build ripgrep command
rg_cmd = f'rg -li {quoted_pattern} --sortr=modified'
if include:
quoted_include = shlex.quote(include)
rg_cmd += f' --glob {quoted_include}'
# Build the complete command
complete_cmd = f'{rg_cmd} {path_arg} | head -n 100'
# Add a header to the output
echo_cmd = f'echo "Below are the execution results of the search command: {complete_cmd}\n"; '
return echo_cmd + complete_cmd
def glob_to_cmdrun(pattern: str, path: str = '.') -> str:
# NOTE: This function currently relies on `rg` (ripgrep).
# `rg` may not be installed when using CLIRuntime or LocalRuntime
# TODO: Implement a fallback to `find` if `rg` is not available.
"""Convert glob tool arguments to a shell command string.
Args:
pattern: The glob pattern to match files (e.g., "**/*.js")
path: The directory to search in (defaults to current directory)
Returns:
A properly escaped shell command string for ripgrep implementing glob
"""
# Use shlex.quote to properly escape all shell special characters
quoted_path = shlex.quote(path)
quoted_pattern = shlex.quote(pattern)
# Use ripgrep in a glob-only mode with -g flag and --files to list files
# This most closely matches the behavior of the NodeJS glob implementation
rg_cmd = f'rg --files {quoted_path} -g {quoted_pattern} --sortr=modified'
# Sort results and limit to 100 entries (matching the Node.js implementation)
sort_and_limit_cmd = ' | head -n 100'
complete_cmd = f'{rg_cmd}{sort_and_limit_cmd}'
# Add a header to the output
echo_cmd = f'echo "Below are the execution results of the glob command: {complete_cmd}\n"; '
return echo_cmd + complete_cmd
def response_to_actions(
response: ModelResponse, mcp_tool_names: list[str] | None = None
) -> list[Action]:
actions: list[Action] = []
assert len(response.choices) == 1, 'Only one choice is supported for now'
choice = response.choices[0]
assistant_msg = choice.message
if hasattr(assistant_msg, 'tool_calls') and assistant_msg.tool_calls:
# Check if there's assistant_msg.content. If so, add it to the thought
thought = ''
if isinstance(assistant_msg.content, str):
thought = assistant_msg.content
elif isinstance(assistant_msg.content, list):
for msg in assistant_msg.content:
if msg['type'] == 'text':
thought += msg['text']
# Process each tool call to OpenHands action
for i, tool_call in enumerate(assistant_msg.tool_calls):
action: Action
logger.debug(f'Tool call in function_calling.py: {tool_call}')
try:
arguments = json.loads(tool_call.function.arguments)
except json.decoder.JSONDecodeError as e:
raise FunctionCallValidationError(
f'Failed to parse tool call arguments: {tool_call.function.arguments}'
) from e
# ================================================
# AgentFinishAction
# ================================================
if tool_call.function.name == FinishTool['function']['name']:
action = AgentFinishAction(
final_thought=arguments.get('message', ''),
task_completed=arguments.get('task_completed', None),
)
# ================================================
# ViewTool (ACI-based file viewer, READ-ONLY)
# ================================================
elif tool_call.function.name == ViewTool['function']['name']:
if 'path' not in arguments:
raise FunctionCallValidationError(
f'Missing required argument "path" in tool call {tool_call.function.name}'
)
action = FileReadAction(
path=arguments['path'],
impl_source=FileReadSource.OH_ACI,
view_range=arguments.get('view_range', None),
)
# ================================================
# AgentThinkAction
# ================================================
elif tool_call.function.name == ThinkTool['function']['name']:
action = AgentThinkAction(thought=arguments.get('thought', ''))
# ================================================
# GrepTool (file content search)
# ================================================
elif tool_call.function.name == GrepTool['function']['name']:
if 'pattern' not in arguments:
raise FunctionCallValidationError(
f'Missing required argument "pattern" in tool call {tool_call.function.name}'
)
pattern = arguments['pattern']
path = arguments.get('path')
include = arguments.get('include')
grep_cmd = grep_to_cmdrun(pattern, path, include)
action = CmdRunAction(command=grep_cmd, is_input=False)
# ================================================
# GlobTool (file pattern matching)
# ================================================
elif tool_call.function.name == GlobTool['function']['name']:
if 'pattern' not in arguments:
raise FunctionCallValidationError(
f'Missing required argument "pattern" in tool call {tool_call.function.name}'
)
pattern = arguments['pattern']
path = arguments.get('path', '.')
glob_cmd = glob_to_cmdrun(pattern, path)
action = CmdRunAction(command=glob_cmd, is_input=False)
# ================================================
# MCPAction (MCP)
# ================================================
elif mcp_tool_names and tool_call.function.name in mcp_tool_names:
action = MCPAction(
name=tool_call.function.name,
arguments=arguments,
)
else:
raise FunctionCallNotExistsError(
f'Tool {tool_call.function.name} is not registered. (arguments: {arguments}). Please check the tool name and retry with an existing tool.'
)
# We only add thought to the first action
if i == 0:
action = combine_thought(action, thought)
# Add metadata for tool calling
action.tool_call_metadata = ToolCallMetadata(
tool_call_id=tool_call.id,
function_name=tool_call.function.name,
model_response=response,
total_calls_in_response=len(assistant_msg.tool_calls),
)
actions.append(action)
else:
actions.append(
MessageAction(
content=str(assistant_msg.content) if assistant_msg.content else '',
wait_for_response=True,
)
)
# Add response id to actions
# This will ensure we can match both actions without tool calls (e.g. MessageAction)
# and actions with tool calls (e.g. CmdRunAction, IPythonRunCellAction, etc.)
# with the token usage data
for action in actions:
action.response_id = response.id
assert len(actions) >= 1
return actions
def get_tools() -> list[ChatCompletionToolParam]:
return [
ThinkTool,
FinishTool,
GrepTool,
GlobTool,
ViewTool,
]
|