OpenHands / openhands /resolver /issue_resolver.py
Backup-bdg's picture
Upload 964 files
51ff9e5 verified
# flake8: noqa: E501
import asyncio
import dataclasses
import json
import os
import pathlib
import shutil
import subprocess
from argparse import Namespace
from typing import Any
from uuid import uuid4
from termcolor import colored
import openhands
from openhands.controller.state.state import State
from openhands.core.config import AgentConfig, OpenHandsConfig, SandboxConfig
from openhands.core.config.utils import load_openhands_config
from openhands.core.logger import openhands_logger as logger
from openhands.core.main import create_runtime, run_controller
from openhands.events.action import CmdRunAction, MessageAction
from openhands.events.event import Event
from openhands.events.observation import (
CmdOutputObservation,
ErrorObservation,
Observation,
)
from openhands.events.stream import EventStreamSubscriber
from openhands.integrations.service_types import ProviderType
from openhands.resolver.interfaces.issue import Issue
from openhands.resolver.interfaces.issue_definitions import (
ServiceContextIssue,
ServiceContextPR,
)
from openhands.resolver.issue_handler_factory import IssueHandlerFactory
from openhands.resolver.resolver_output import ResolverOutput
from openhands.resolver.utils import (
codeact_user_response,
get_unique_uid,
identify_token,
reset_logger_for_multiprocessing,
)
from openhands.runtime.base import Runtime
from openhands.utils.async_utils import GENERAL_TIMEOUT, call_async_from_sync
# Don't make this configurable for now, unless we have other competitive agents
AGENT_CLASS = 'CodeActAgent'
class IssueResolver:
GITLAB_CI = os.getenv('GITLAB_CI') == 'true'
def __init__(self, args: Namespace) -> None:
"""Initialize the IssueResolver with the given parameters.
Params initialized:
owner: Owner of the repo.
repo: Repository name.
token: Token to access the repository.
username: Username to access the repository.
platform: Platform of the repository.
runtime_container_image: Container image to use.
max_iterations: Maximum number of iterations to run.
output_dir: Output directory to write the results.
llm_config: Configuration for the language model.
prompt_template: Prompt template to use.
issue_type: Type of issue to resolve (issue or pr).
repo_instruction: Repository instruction to use.
issue_number: Issue number to resolve.
comment_id: Optional ID of a specific comment to focus on.
base_domain: The base domain for the git server.
"""
parts = args.selected_repo.rsplit('/', 1)
if len(parts) < 2:
raise ValueError('Invalid repository format. Expected owner/repo')
owner, repo = parts
token = args.token or os.getenv('GITHUB_TOKEN') or os.getenv('GITLAB_TOKEN')
username = args.username if args.username else os.getenv('GIT_USERNAME')
if not username:
raise ValueError('Username is required.')
if not token:
raise ValueError('Token is required.')
platform = call_async_from_sync(
identify_token,
GENERAL_TIMEOUT,
token,
args.base_domain,
)
repo_instruction = None
if args.repo_instruction_file:
with open(args.repo_instruction_file, 'r') as f:
repo_instruction = f.read()
issue_type = args.issue_type
# Read the prompt template
prompt_file = args.prompt_file
if prompt_file is None:
if issue_type == 'issue':
prompt_file = os.path.join(
os.path.dirname(__file__), 'prompts/resolve/basic-with-tests.jinja'
)
else:
prompt_file = os.path.join(
os.path.dirname(__file__), 'prompts/resolve/basic-followup.jinja'
)
with open(prompt_file, 'r') as f:
user_instructions_prompt_template = f.read()
with open(
prompt_file.replace('.jinja', '-conversation-instructions.jinja')
) as f:
conversation_instructions_prompt_template = f.read()
base_domain = args.base_domain
if base_domain is None:
base_domain = (
'github.com' if platform == ProviderType.GITHUB else 'gitlab.com'
)
self.output_dir = args.output_dir
self.issue_type = issue_type
self.issue_number = args.issue_number
self.workspace_base = self.build_workspace_base(
self.output_dir, self.issue_type, self.issue_number
)
self.max_iterations = args.max_iterations
self.app_config = self.update_openhands_config(
load_openhands_config(),
self.max_iterations,
self.workspace_base,
args.base_container_image,
args.runtime_container_image,
args.is_experimental,
)
self.owner = owner
self.repo = repo
self.platform = platform
self.user_instructions_prompt_template = user_instructions_prompt_template
self.conversation_instructions_prompt_template = (
conversation_instructions_prompt_template
)
self.repo_instruction = repo_instruction
self.comment_id = args.comment_id
factory = IssueHandlerFactory(
owner=self.owner,
repo=self.repo,
token=token,
username=username,
platform=self.platform,
base_domain=base_domain,
issue_type=self.issue_type,
llm_config=self.app_config.get_llm_config(),
)
self.issue_handler = factory.create()
@classmethod
def update_openhands_config(
cls,
config: OpenHandsConfig,
max_iterations: int,
workspace_base: str,
base_container_image: str | None,
runtime_container_image: str | None,
is_experimental: bool,
) -> OpenHandsConfig:
config.default_agent = 'CodeActAgent'
config.runtime = 'docker'
config.max_budget_per_task = 4
config.max_iterations = max_iterations
# do not mount workspace
config.workspace_base = workspace_base
config.workspace_mount_path = workspace_base
config.agents = {'CodeActAgent': AgentConfig(disabled_microagents=['github'])}
cls.update_sandbox_config(
config,
base_container_image,
runtime_container_image,
is_experimental,
)
return config
@classmethod
def update_sandbox_config(
cls,
openhands_config: OpenHandsConfig,
base_container_image: str | None,
runtime_container_image: str | None,
is_experimental: bool,
) -> None:
if runtime_container_image is not None and base_container_image is not None:
raise ValueError('Cannot provide both runtime and base container images.')
if (
runtime_container_image is None
and base_container_image is None
and not is_experimental
):
runtime_container_image = (
f'ghcr.io/all-hands-ai/runtime:{openhands.__version__}-nikolaik'
)
# Convert container image values to string or None
container_base = (
str(base_container_image) if base_container_image is not None else None
)
container_runtime = (
str(runtime_container_image)
if runtime_container_image is not None
else None
)
sandbox_config = SandboxConfig(
base_container_image=container_base,
runtime_container_image=container_runtime,
enable_auto_lint=False,
use_host_network=False,
timeout=300,
)
# Configure sandbox for GitLab CI environment
if cls.GITLAB_CI:
sandbox_config.local_runtime_url = os.getenv(
'LOCAL_RUNTIME_URL', 'http://localhost'
)
user_id = os.getuid() if hasattr(os, 'getuid') else 1000
if user_id == 0:
sandbox_config.user_id = get_unique_uid()
openhands_config.sandbox.base_container_image = (
sandbox_config.base_container_image
)
openhands_config.sandbox.runtime_container_image = (
sandbox_config.runtime_container_image
)
openhands_config.sandbox.enable_auto_lint = sandbox_config.enable_auto_lint
openhands_config.sandbox.use_host_network = sandbox_config.use_host_network
openhands_config.sandbox.timeout = sandbox_config.timeout
openhands_config.sandbox.local_runtime_url = sandbox_config.local_runtime_url
openhands_config.sandbox.user_id = sandbox_config.user_id
def initialize_runtime(
self,
runtime: Runtime,
) -> None:
"""Initialize the runtime for the agent.
This function is called before the runtime is used to run the agent.
It sets up git configuration and runs the setup script if it exists.
"""
logger.info('-' * 30)
logger.info('BEGIN Runtime Completion Fn')
logger.info('-' * 30)
obs: Observation
action = CmdRunAction(command='cd /workspace')
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
if not isinstance(obs, CmdOutputObservation) or obs.exit_code != 0:
raise RuntimeError(f'Failed to change directory to /workspace.\n{obs}')
if self.platform == ProviderType.GITLAB and self.GITLAB_CI:
action = CmdRunAction(command='sudo chown -R 1001:0 /workspace/*')
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
action = CmdRunAction(command='git config --global core.pager ""')
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
if not isinstance(obs, CmdOutputObservation) or obs.exit_code != 0:
raise RuntimeError(f'Failed to set git config.\n{obs}')
# Run setup script if it exists
logger.info('Checking for .openhands/setup.sh script...')
runtime.maybe_run_setup_script()
# Setup git hooks if they exist
logger.info('Checking for .openhands/pre-commit.sh script...')
runtime.maybe_setup_git_hooks()
async def complete_runtime(
self,
runtime: Runtime,
base_commit: str,
) -> dict[str, Any]:
"""Complete the runtime for the agent.
This function is called before the runtime is used to run the agent.
If you need to do something in the sandbox to get the correctness metric after
the agent has run, modify this function.
"""
logger.info('-' * 30)
logger.info('BEGIN Runtime Completion Fn')
logger.info('-' * 30)
obs: Observation
action = CmdRunAction(command='cd /workspace')
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
if not isinstance(obs, CmdOutputObservation) or obs.exit_code != 0:
raise RuntimeError(
f'Failed to change directory to /workspace. Observation: {obs}'
)
action = CmdRunAction(command='git config --global core.pager ""')
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
if not isinstance(obs, CmdOutputObservation) or obs.exit_code != 0:
raise RuntimeError(f'Failed to set git config. Observation: {obs}')
action = CmdRunAction(
command='git config --global --add safe.directory /workspace'
)
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
if not isinstance(obs, CmdOutputObservation) or obs.exit_code != 0:
raise RuntimeError(f'Failed to set git config. Observation: {obs}')
if self.platform == ProviderType.GITLAB and self.GITLAB_CI:
action = CmdRunAction(command='sudo git add -A')
else:
action = CmdRunAction(command='git add -A')
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
if not isinstance(obs, CmdOutputObservation) or obs.exit_code != 0:
raise RuntimeError(f'Failed to git add. Observation: {obs}')
n_retries = 0
git_patch = None
while n_retries < 5:
action = CmdRunAction(command=f'git diff --no-color --cached {base_commit}')
action.set_hard_timeout(600 + 100 * n_retries)
logger.info(action, extra={'msg_type': 'ACTION'})
obs = runtime.run_action(action)
logger.info(obs, extra={'msg_type': 'OBSERVATION'})
n_retries += 1
if isinstance(obs, CmdOutputObservation):
if obs.exit_code == 0:
git_patch = obs.content.strip()
break
else:
logger.info('Failed to get git diff, retrying...')
await asyncio.sleep(10)
elif isinstance(obs, ErrorObservation):
logger.error(f'Error occurred: {obs.content}. Retrying...')
await asyncio.sleep(10)
else:
raise ValueError(f'Unexpected observation type: {type(obs)}')
logger.info('-' * 30)
logger.info('END Runtime Completion Fn')
logger.info('-' * 30)
return {'git_patch': git_patch}
@staticmethod
def build_workspace_base(
output_dir: str, issue_type: str, issue_number: int
) -> str:
workspace_base = os.path.join(
output_dir, 'workspace', f'{issue_type}_{issue_number}'
)
return os.path.abspath(workspace_base)
async def process_issue(
self,
issue: Issue,
base_commit: str,
issue_handler: ServiceContextIssue | ServiceContextPR,
reset_logger: bool = False,
) -> ResolverOutput:
# Setup the logger properly, so you can run multi-processing to parallelize processing
if reset_logger:
log_dir = os.path.join(self.output_dir, 'infer_logs')
reset_logger_for_multiprocessing(logger, str(issue.number), log_dir)
else:
logger.info(f'Starting fixing issue {issue.number}.')
# write the repo to the workspace
if os.path.exists(self.workspace_base):
shutil.rmtree(self.workspace_base)
shutil.copytree(os.path.join(self.output_dir, 'repo'), self.workspace_base)
runtime = create_runtime(self.app_config)
await runtime.connect()
def on_event(evt: Event) -> None:
logger.info(evt)
runtime.event_stream.subscribe(
EventStreamSubscriber.MAIN, on_event, str(uuid4())
)
self.initialize_runtime(runtime)
instruction, conversation_instructions, images_urls = (
issue_handler.get_instruction(
issue,
self.user_instructions_prompt_template,
self.conversation_instructions_prompt_template,
self.repo_instruction,
)
)
# Here's how you can run the agent (similar to the `main` function) and get the final task state
action = MessageAction(content=instruction, image_urls=images_urls)
try:
state: State | None = await run_controller(
config=self.app_config,
initial_user_action=action,
runtime=runtime,
fake_user_response_fn=codeact_user_response,
conversation_instructions=conversation_instructions,
)
if state is None:
raise RuntimeError('Failed to run the agent.')
except (ValueError, RuntimeError) as e:
error_msg = f'Agent failed with error: {str(e)}'
logger.error(error_msg)
state = None
last_error: str | None = error_msg
# Get git patch
return_val = await self.complete_runtime(runtime, base_commit)
git_patch = return_val['git_patch']
logger.info(
f'Got git diff for instance {issue.number}:\n--------\n{git_patch}\n--------'
)
# Serialize histories and set defaults for failed state
if state is None:
histories = []
metrics = None
success = False
comment_success = None
result_explanation = 'Agent failed to run'
last_error = 'Agent failed to run or crashed'
else:
histories = [dataclasses.asdict(event) for event in state.history]
metrics = state.metrics.get() if state.metrics else None
# determine success based on the history, issue description and git patch
success, comment_success, result_explanation = issue_handler.guess_success(
issue, state.history, git_patch
)
if issue_handler.issue_type == 'pr' and comment_success:
success_log = 'I have updated the PR and resolved some of the issues that were cited in the pull request review. Specifically, I identified the following revision requests, and all the ones that I think I successfully resolved are checked off. All the unchecked ones I was not able to resolve, so manual intervention may be required:\n'
try:
explanations = json.loads(result_explanation)
except json.JSONDecodeError:
logger.error(
f'Failed to parse result_explanation as JSON: {result_explanation}'
)
explanations = [
str(result_explanation)
] # Use raw string as fallback
for success_indicator, explanation in zip(
comment_success, explanations
):
status = (
colored('[X]', 'red')
if success_indicator
else colored('[ ]', 'red')
)
bullet_point = colored('-', 'yellow')
success_log += f'\n{bullet_point} {status}: {explanation}'
logger.info(success_log)
last_error = state.last_error if state.last_error else None
# Save the output
output = ResolverOutput(
issue=issue,
issue_type=issue_handler.issue_type,
instruction=instruction,
base_commit=base_commit,
git_patch=git_patch,
history=histories,
metrics=metrics,
success=success,
comment_success=comment_success,
result_explanation=result_explanation,
error=last_error,
)
return output
def extract_issue(self) -> Issue:
# Load dataset
issues: list[Issue] = self.issue_handler.get_converted_issues(
issue_numbers=[self.issue_number], comment_id=self.comment_id
)
if not issues:
raise ValueError(
f'No issues found for issue number {self.issue_number}. Please verify that:\n'
f'1. The issue/PR #{self.issue_number} exists in the repository {self.owner}/{self.repo}\n'
f'2. You have the correct permissions to access it\n'
f'3. The repository name is spelled correctly'
)
return issues[0]
async def resolve_issue(
self,
reset_logger: bool = False,
) -> None:
"""Resolve a single issue.
Args:
reset_logger: Whether to reset the logger for multiprocessing.
"""
issue = self.extract_issue()
if self.comment_id is not None:
if (
self.issue_type == 'pr'
and not issue.review_comments
and not issue.review_threads
and not issue.thread_comments
):
raise ValueError(
f'Comment ID {self.comment_id} did not have a match for issue {issue.number}'
)
if self.issue_type == 'issue' and not issue.thread_comments:
raise ValueError(
f'Comment ID {self.comment_id} did not have a match for issue {issue.number}'
)
# TEST METADATA
model_name = self.app_config.get_llm_config().model.split('/')[-1]
pathlib.Path(self.output_dir).mkdir(parents=True, exist_ok=True)
pathlib.Path(os.path.join(self.output_dir, 'infer_logs')).mkdir(
parents=True, exist_ok=True
)
logger.info(f'Using output directory: {self.output_dir}')
# checkout the repo
repo_dir = os.path.join(self.output_dir, 'repo')
if not os.path.exists(repo_dir):
checkout_output = subprocess.check_output( # noqa: ASYNC101
[
'git',
'clone',
self.issue_handler.get_clone_url(),
f'{self.output_dir}/repo',
]
).decode('utf-8')
if 'fatal' in checkout_output:
raise RuntimeError(f'Failed to clone repository: {checkout_output}')
# get the commit id of current repo for reproducibility
base_commit = (
subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=repo_dir) # noqa: ASYNC101
.decode('utf-8')
.strip()
)
logger.info(f'Base commit: {base_commit}')
if self.repo_instruction is None:
# Check for .openhands_instructions file in the workspace directory
openhands_instructions_path = os.path.join(
repo_dir, '.openhands_instructions'
)
if os.path.exists(openhands_instructions_path):
with open(openhands_instructions_path, 'r') as f: # noqa: ASYNC101
self.repo_instruction = f.read()
# OUTPUT FILE
output_file = os.path.join(self.output_dir, 'output.jsonl')
logger.info(f'Writing output to {output_file}')
# Check if this issue was already processed
if os.path.exists(output_file):
with open(output_file, 'r') as f: # noqa: ASYNC101
for line in f:
data = ResolverOutput.model_validate_json(line)
if data.issue.number == self.issue_number:
logger.warning(
f'Issue {self.issue_number} was already processed. Skipping.'
)
return
output_fp = open(output_file, 'a') # noqa: ASYNC101
logger.info(
f'Resolving issue {self.issue_number} with Agent {AGENT_CLASS}, model {model_name}, max iterations {self.max_iterations}.'
)
try:
# checkout to pr branch if needed
if self.issue_type == 'pr':
branch_to_use = issue.head_branch
logger.info(
f'Checking out to PR branch {branch_to_use} for issue {issue.number}'
)
if not branch_to_use:
raise ValueError('Branch name cannot be None')
# Fetch the branch first to ensure it exists locally
fetch_cmd = ['git', 'fetch', 'origin', branch_to_use]
subprocess.check_output( # noqa: ASYNC101
fetch_cmd,
cwd=repo_dir,
)
# Checkout the branch
checkout_cmd = ['git', 'checkout', branch_to_use]
subprocess.check_output( # noqa: ASYNC101
checkout_cmd,
cwd=repo_dir,
)
base_commit = (
subprocess.check_output(['git', 'rev-parse', 'HEAD'], cwd=repo_dir) # noqa: ASYNC101
.decode('utf-8')
.strip()
)
output = await self.process_issue(
issue,
base_commit,
self.issue_handler,
reset_logger,
)
output_fp.write(output.model_dump_json() + '\n')
output_fp.flush()
finally:
output_fp.close()
logger.info('Finished.')