Merge branch 'ALL-2552/revise-ux' into refactor/git-control-components

Co-authored-by: sp.wack <83104063+amanape@users.noreply.github.com>

.github/CODEOWNERS

@@ -2,7 +2,7 @@
 # See https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-code-owners
 
 # Frontend code owners
-/frontend/ @amanape
+/frontend/ @rbren @amanape
 /openhands-ui/ @amanape
 
 # Evaluation code owners

.github/workflows/e2e-tests.yml

@@ -1,228 +0,0 @@
-name: End-to-End Tests
-
-on:
-  pull_request:
-    types: [opened, synchronize, reopened, labeled]
-    branches:
-      - main
-      - develop
-  workflow_dispatch:
-
-jobs:
-  e2e-tests:
-    if: contains(github.event.pull_request.labels.*.name, 'end-to-end') || github.event_name == 'workflow_dispatch'
-    runs-on: ubuntu-latest
-    timeout-minutes: 60
-
-    env:
-      GITHUB_REPO_NAME: ${{ github.repository }}
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-
-      - name: Install poetry via pipx
-        uses: abatilo/actions-poetry@v4
-        with:
-          poetry-version: 2.1.3
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.12'
-          cache: 'poetry'
-
-      - name: Install system dependencies
-        run: |
-          sudo apt-get update
-          sudo apt-get install -y libgtk-3-0 libnotify4 libnss3 libxss1 libxtst6 xauth xvfb libgbm1 libasound2t64 netcat-openbsd
-
-      - name: Setup Node.js
-        uses: actions/setup-node@v4
-        with:
-          node-version: '22'
-          cache: 'npm'
-          cache-dependency-path: 'frontend/package-lock.json'
-
-      - name: Setup environment for end-to-end tests
-        run: |
-          # Create test results directory
-          mkdir -p test-results
-
-          # Create downloads directory for OpenHands (use a directory in the home folder)
-          mkdir -p $HOME/downloads
-          sudo chown -R $USER:$USER $HOME/downloads
-          sudo chmod -R 755 $HOME/downloads
-
-      - name: Build OpenHands
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          LLM_MODEL: ${{ secrets.LLM_MODEL || 'gpt-4o' }}
-          LLM_API_KEY: ${{ secrets.LLM_API_KEY || 'test-key' }}
-          LLM_BASE_URL: ${{ secrets.LLM_BASE_URL }}
-          INSTALL_DOCKER: 1
-          RUNTIME: docker
-          FRONTEND_PORT: 12000
-          FRONTEND_HOST: 0.0.0.0
-          BACKEND_HOST: 0.0.0.0
-          BACKEND_PORT: 3000
-          ENABLE_BROWSER: true
-          INSTALL_PLAYWRIGHT: 1
-        run: |
-          # Fix poetry.lock file if needed
-          echo "Fixing poetry.lock file if needed..."
-          poetry lock
-
-          # Build OpenHands using make build
-          echo "Running make build..."
-          make build
-
-          # Install Chromium Headless Shell for Playwright (needed for pytest-playwright)
-          echo "Installing Chromium Headless Shell for Playwright..."
-          poetry run playwright install chromium-headless-shell
-
-          # Verify Playwright browsers are installed (for e2e tests only)
-          echo "Verifying Playwright browsers installation for e2e tests..."
-          BROWSER_CHECK=$(poetry run python tests/e2e/check_playwright.py 2>/dev/null)
-
-          if [ "$BROWSER_CHECK" != "chromium_found" ]; then
-            echo "ERROR: Chromium browser not found or not working for e2e tests"
-            echo "$BROWSER_CHECK"
-            exit 1
-          else
-            echo "Playwright browsers are properly installed for e2e tests."
-          fi
-
-          # Docker runtime will handle workspace directory creation
-
-          # Start the application using make run with custom parameters and reduced logging
-          echo "Starting OpenHands using make run..."
-          # Set environment variables to reduce logging verbosity
-          export PYTHONUNBUFFERED=1
-          export LOG_LEVEL=WARNING
-          export UVICORN_LOG_LEVEL=warning
-          export OPENHANDS_LOG_LEVEL=WARNING
-          FRONTEND_PORT=12000 FRONTEND_HOST=0.0.0.0 BACKEND_HOST=0.0.0.0 make run > /tmp/openhands-e2e-test.log 2>&1 &
-
-          # Store the PID of the make run process
-          MAKE_PID=$!
-          echo "OpenHands started with PID: $MAKE_PID"
-
-          # Wait for the application to start
-          echo "Waiting for OpenHands to start..."
-          max_attempts=15
-          attempt=1
-
-          while [ $attempt -le $max_attempts ]; do
-            echo "Checking if OpenHands is running (attempt $attempt of $max_attempts)..."
-
-            # Check if the process is still running
-            if ! ps -p $MAKE_PID > /dev/null; then
-              echo "ERROR: OpenHands process has terminated unexpectedly"
-              echo "Last 50 lines of the log:"
-              tail -n 50 /tmp/openhands-e2e-test.log
-              exit 1
-            fi
-
-            # Check if frontend port is open
-            if nc -z localhost 12000; then
-              # Verify we can get HTML content
-              if curl -s http://localhost:12000 | grep -q "<html"; then
-                echo "SUCCESS: OpenHands is running and serving HTML content on port 12000"
-                break
-              else
-                echo "Port 12000 is open but not serving HTML content yet"
-              fi
-            else
-              echo "Frontend port 12000 is not open yet"
-            fi
-
-            # Show log output on each attempt
-            echo "Recent log output:"
-            tail -n 20 /tmp/openhands-e2e-test.log
-
-            # Wait before next attempt
-            echo "Waiting 10 seconds before next check..."
-            sleep 10
-            attempt=$((attempt + 1))
-
-            # Exit if we've reached the maximum number of attempts
-            if [ $attempt -gt $max_attempts ]; then
-              echo "ERROR: OpenHands failed to start after $max_attempts attempts"
-              echo "Last 50 lines of the log:"
-              tail -n 50 /tmp/openhands-e2e-test.log
-              exit 1
-            fi
-          done
-
-          # Final verification that the app is running
-          if ! nc -z localhost 12000 || ! curl -s http://localhost:12000 | grep -q "<html"; then
-            echo "ERROR: OpenHands is not running properly on port 12000"
-            echo "Last 50 lines of the log:"
-            tail -n 50 /tmp/openhands-e2e-test.log
-            exit 1
-          fi
-
-          # Print success message
-          echo "OpenHands is running successfully on port 12000"
-
-      - name: Run end-to-end tests
-        env:
-          GITHUB_TOKEN: ${{ secrets.E2E_TEST_GITHUB_TOKEN }}
-          LLM_MODEL: ${{ secrets.LLM_MODEL || 'gpt-4o' }}
-          LLM_API_KEY: ${{ secrets.LLM_API_KEY || 'test-key' }}
-          LLM_BASE_URL: ${{ secrets.LLM_BASE_URL }}
-        run: |
-          # Check if the application is running
-          if ! nc -z localhost 12000; then
-            echo "ERROR: OpenHands is not running on port 12000"
-            echo "Last 50 lines of the log:"
-            tail -n 50 /tmp/openhands-e2e-test.log
-            exit 1
-          fi
-
-          # Run the tests with detailed output
-          cd tests/e2e
-          poetry run python -m pytest \
-            test_settings.py::test_github_token_configuration \
-            test_conversation.py::test_conversation_start \
-            test_browsing_catchphrase.py::test_browsing_catchphrase \
-            test_multi_conversation_resume.py::test_multi_conversation_resume \
-            -v --no-header --capture=no --timeout=900
-
-      - name: Upload test results
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: playwright-report
-          path: tests/e2e/test-results/
-          retention-days: 30
-
-      - name: Upload OpenHands logs
-        if: always()
-        uses: actions/upload-artifact@v4
-        with:
-          name: openhands-logs
-          path: |
-            /tmp/openhands-e2e-test.log
-            /tmp/openhands-e2e-build.log
-            /tmp/openhands-backend.log
-            /tmp/openhands-frontend.log
-            /tmp/backend-health-check.log
-            /tmp/frontend-check.log
-            /tmp/vite-config.log
-            /tmp/makefile-contents.log
-          retention-days: 30
-
-      - name: Cleanup
-        if: always()
-        run: |
-          # Stop OpenHands processes
-          echo "Stopping OpenHands processes..."
-          pkill -f "python -m openhands.server" || true
-          pkill -f "npm run dev" || true
-          pkill -f "make run" || true
-
-          # Print process status for debugging
-          echo "Checking if any OpenHands processes are still running:"
-          ps aux | grep -E "openhands|npm run dev" || true

.github/workflows/ghcr-build.yml

@@ -225,7 +225,7 @@ jobs:
           SANDBOX_RUNTIME_CONTAINER_IMAGE=$image_name \
           TEST_IN_CI=true \
           RUN_AS_OPENHANDS=false \
-          poetry run pytest -n 0 -raRs --reruns 2 --reruns-delay 5 -s ./tests/runtime --ignore=tests/runtime/test_browsergym_envs.py --durations=10
+          poetry run pytest -n 7 -raRs --reruns 2 --reruns-delay 5 -s ./tests/runtime --ignore=tests/runtime/test_browsergym_envs.py --durations=10
         env:
           DEBUG: "1"
 
@@ -284,7 +284,7 @@ jobs:
           SANDBOX_RUNTIME_CONTAINER_IMAGE=$image_name \
           TEST_IN_CI=true \
           RUN_AS_OPENHANDS=true \
-          poetry run pytest -n 0 -raRs --reruns 2 --reruns-delay 5 -s ./tests/runtime --ignore=tests/runtime/test_browsergym_envs.py --durations=10
+          poetry run pytest -n 7 -raRs --reruns 2 --reruns-delay 5 -s ./tests/runtime --ignore=tests/runtime/test_browsergym_envs.py --durations=10
         env:
           DEBUG: "1"
 

.github/workflows/lint-fix.yml

@@ -29,12 +29,6 @@ jobs:
         run: |
           cd frontend
           npm install --frozen-lockfile
-      - name: Generate i18n and route types
-        run: |
-          cd frontend
-          npm run make-i18n
-          npx react-router typegen || true
-
       - name: Fix frontend lint issues
         run: |
           cd frontend
@@ -51,7 +45,7 @@ jobs:
           git config --local user.email "openhands@all-hands.dev"
           git config --local user.name "OpenHands Bot"
           git add -A
-          git commit -m "🤖 Auto-fix frontend linting issues" --no-verify
+          git commit -m "🤖 Auto-fix frontend linting issues"
           git push
 
   # Python lint fixes
@@ -93,5 +87,5 @@ jobs:
           git config --local user.email "openhands@all-hands.dev"
           git config --local user.name "OpenHands Bot"
           git add -A
-          git commit -m "🤖 Auto-fix Python linting issues" --no-verify
+          git commit -m "🤖 Auto-fix Python linting issues"
           git push

.github/workflows/py-tests.yml

@@ -51,6 +51,8 @@ jobs:
         run: PYTHONPATH=".:$PYTHONPATH" poetry run pytest --forked -n auto -svv ./tests/unit
       - name: Run Runtime Tests with CLIRuntime
         run: PYTHONPATH=".:$PYTHONPATH" TEST_RUNTIME=cli poetry run pytest -svv tests/runtime/test_bash.py
+      - name: Run E2E Tests
+        run: PYTHONPATH=".:$PYTHONPATH" poetry run pytest -svv tests/e2e
 
   # Run specific Windows python tests
   test-on-windows:
@@ -73,7 +75,7 @@ jobs:
       - name: Install Python dependencies using Poetry
         run: poetry install --with dev,test,runtime
       - name: Run Windows unit tests
-        run: poetry run pytest -svv tests/unit/runtime/utils/test_windows_bash.py
+        run: poetry run pytest -svv tests/unit/test_windows_bash.py
         env:
           PYTHONPATH: ".;$env:PYTHONPATH"
           DEBUG: "1"

.github/workflows/stale.yml

@@ -15,7 +15,7 @@ jobs:
           stale-issue-message: 'This issue is stale because it has been open for 40 days with no activity. Remove the stale label or leave a comment, otherwise it will be closed in 10 days.'
           stale-pr-message: 'This PR is stale because it has been open for 40 days with no activity. Remove the stale label or leave a comment, otherwise it will be closed in 10 days.'
           days-before-stale: 40
-          exempt-issue-labels: roadmap,backlog
+          exempt-issue-labels: 'roadmap'
           close-issue-message: 'This issue was automatically closed due to 50 days of inactivity. We do this to help keep the issues somewhat manageable and focus on active issues.'
           close-pr-message: 'This PR was closed because it had no activity for 50 days. If you feel this was closed in error, and you would like to continue the PR, please resubmit or let us know.'
           days-before-close: 10

.github/workflows/welcome-good-first-issue.yml

@@ -1,51 +0,0 @@
-name: Welcome Good First Issue
-
-on:
-  issues:
-    types: [labeled]
-
-permissions:
-  issues: write
-
-jobs:
-  comment-on-good-first-issue:
-    if: github.event.label.name == 'good first issue'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Check if welcome comment already exists
-        id: check_comment
-        uses: actions/github-script@v7
-        with:
-          result-encoding: string
-          script: |
-            const issueNumber = context.issue.number;
-            const comments = await github.rest.issues.listComments({
-              ...context.repo,
-              issue_number: issueNumber
-            });
-
-            const alreadyCommented = comments.data.some(
-              (comment) =>
-                comment.body.includes('<!-- auto-comment:good-first-issue -->')
-            );
-
-            return alreadyCommented ? 'true' : 'false';
-
-      - name: Leave welcome comment
-        if: steps.check_comment.outputs.result == 'false'
-        uses: actions/github-script@v7
-        with:
-          script: |
-            const repoUrl = `https://github.com/${context.repo.owner}/${context.repo.repo}`;
-
-            await github.rest.issues.createComment({
-              ...context.repo,
-              issue_number: context.issue.number,
-              body: "🙌 **Hey there, future contributor!** 🙌\n\n" +
-                    "This issue has been labeled as **good first issue**, which means it's a great place to get started with the OpenHands project.\n\n" +
-                    "If you're interested in working on it, feel free to! No need to ask for permission.\n\n" +
-                    "Be sure to check out our [development setup guide](" + repoUrl + "/blob/main/Development.md) to get your environment set up, and follow our [contribution guidelines](" + repoUrl + "/blob/main/CONTRIBUTING.md) when you're ready to submit a fix.\n\n" +
-                    "Feel free to join our developer community on [Slack](dub.sh/openhands). You can ask for [help](https://openhands-ai.slack.com/archives/C078L0FUGUX), [feedback](https://openhands-ai.slack.com/archives/C086ARSNMGA), and even ask for a [PR review](https://openhands-ai.slack.com/archives/C08D8FJ5771).\n\n" +
-                    "🙌 Happy hacking! 🙌\n\n" +
-                    "<!-- auto-comment:good-first-issue -->"
-            });

.gitignore

@@ -254,8 +254,3 @@ containers/runtime/Dockerfile
 containers/runtime/project.tar.gz
 containers/runtime/code
 **/node_modules/
-
-# test results
-test-results
-.sessions
-.eval_sessions

.openhands/microagents/repo.md

@@ -87,8 +87,6 @@ VSCode Extension:
 
 If you are starting a pull request (PR), please follow the template in `.github/pull_request_template.md`.
 
-If you need to add labels when opening a PR, check the existing labels defined on that repository and select from existing ones. Do not invent your own labels.
-
 ## Implementation Details
 
 These details may or may not be useful for your current task.
@@ -144,35 +142,6 @@ Your specialized knowledge and instructions here...
      - Add the setting to the `Settings` model in `openhands/storage/data_models/settings.py`
      - Update any relevant backend code to apply the setting (e.g., in session creation)
 
-#### Settings UI Patterns:
-
-There are two main patterns for saving settings in the OpenHands frontend:
-
-**Pattern 1: Entity-based Resources (Immediate Save)**
-- Used for: API Keys, Secrets, MCP Servers
-- Behavior: Changes are saved immediately when user performs actions (add/edit/delete)
-- Implementation:
-  - No "Save Changes" button
-  - No local state management or `isDirty` tracking
-  - Uses dedicated mutation hooks for each operation (e.g., `use-add-mcp-server.ts`, `use-delete-mcp-server.ts`)
-  - Each mutation triggers immediate API call with query invalidation for UI updates
-  - Example: MCP settings, API Keys & Secrets tabs
-- Benefits: Simpler UX, no risk of losing changes, consistent with modern web app patterns
-
-**Pattern 2: Form-based Settings (Manual Save)**
-- Used for: Application settings, LLM configuration
-- Behavior: Changes are accumulated locally and saved when user clicks "Save Changes"
-- Implementation:
-  - Has "Save Changes" button that becomes enabled when changes are detected
-  - Uses local state management with `isDirty` tracking
-  - Uses `useSaveSettings` hook to save all changes at once
-  - Example: LLM tab, Application tab
-- Benefits: Allows bulk changes, explicit save action, can validate all fields before saving
-
-**When to use each pattern:**
-- Use Pattern 1 (Immediate Save) for entity management where each item is independent
-- Use Pattern 2 (Manual Save) for configuration forms where settings are interdependent or need validation
-
 ### Adding New LLM Models
 
 To add a new LLM model to OpenHands, you need to update multiple files across both frontend and backend:

Development.md

@@ -159,7 +159,7 @@ poetry run pytest ./tests/unit/test_*.py
 To reduce build time (e.g., if no changes were made to the client-runtime component), you can use an existing Docker
 container image by setting the SANDBOX_RUNTIME_CONTAINER_IMAGE environment variable to the desired Docker image.
 
-Example: `export SANDBOX_RUNTIME_CONTAINER_IMAGE=ghcr.io/all-hands-ai/runtime:0.55-nikolaik`
+Example: `export SANDBOX_RUNTIME_CONTAINER_IMAGE=ghcr.io/all-hands-ai/runtime:0.51-nikolaik`
 
 ## Develop inside Docker container
 

LICENSE

@@ -1,12 +1,7 @@
-Portions of this software are licensed as follows:
-* All content that resides under the enterprise/ directory is licensed under the license defined in "enterprise/LICENSE".
-* Content outside of the above mentioned directories or restrictions above is available under the MIT license as defined below.
-
+The MIT License (MIT)
 =====================
 
-The MIT License (MIT)
-
-Copyright © 2025
+Copyright © 2023
 
 Permission is hereby granted, free of charge, to any person
 obtaining a copy of this software and associated documentation

MIGRATION_GUIDE.md

@@ -1,277 +0,0 @@
-# Migration Guide: From Shared Globals to Context System
-
-This guide explains how to migrate from the deprecated `openhands.server.shared` globals to the new context system.
-
-## Overview
-
-The new context system replaces global variables with dependency injection, providing:
-
-- **Better testability**: Easy to mock dependencies in tests
-- **SaaS extensibility**: Custom contexts for multi-tenant scenarios
-- **Per-request contexts**: Different configurations per request
-- **No import-time side effects**: Lazy initialization of dependencies
-- **Type safety**: Better IDE support and type checking
-
-## Quick Migration
-
-### Before (Deprecated)
-```python
-from openhands.server.shared import config, server_config, file_store, sio
-
-def my_function():
-    # Use global variables
-    workspace_dir = config.workspace_dir
-    app_mode = server_config.app_mode
-    file_store.save_file(...)
-```
-
-### After (Recommended)
-```python
-from fastapi import Depends, Request
-from openhands.server.context import get_server_context, ServerContext
-
-@app.get('/my-endpoint')
-async def my_endpoint(
-    request: Request,
-    context: ServerContext = Depends(get_server_context)
-):
-    # Use context instead of globals
-    config = context.get_config()
-    server_config = context.get_server_config()
-    file_store = context.get_file_store()
-
-    workspace_dir = config.workspace_dir
-    app_mode = server_config.app_mode
-    file_store.save_file(...)
-```
-
-## Detailed Migration Steps
-
-### 1. Route Handlers
-
-**Before:**
-```python
-from openhands.server.shared import config, conversation_manager
-
-@app.post('/conversations')
-async def create_conversation(request: ConversationRequest):
-    conversation = conversation_manager.create_conversation(
-        request.user_id,
-        config.default_agent
-    )
-    return conversation
-```
-
-**After:**
-```python
-from fastapi import Depends
-from openhands.server.context import get_server_context, ServerContext
-
-@app.post('/conversations')
-async def create_conversation(
-    request: ConversationRequest,
-    context: ServerContext = Depends(get_server_context)
-):
-    config = context.get_config()
-    conversation_manager = context.get_conversation_manager()
-
-    conversation = conversation_manager.create_conversation(
-        request.user_id,
-        config.default_agent
-    )
-    return conversation
-```
-
-### 2. Service Classes
-
-**Before:**
-```python
-from openhands.server.shared import file_store, monitoring_listener
-
-class MyService:
-    def process_file(self, file_path: str):
-        content = file_store.read(file_path)
-        monitoring_listener.log_event('file_processed')
-        return content
-```
-
-**After:**
-```python
-from openhands.server.context import ServerContext
-
-class MyService:
-    def __init__(self, context: ServerContext):
-        self.context = context
-
-    def process_file(self, file_path: str):
-        file_store = self.context.get_file_store()
-        monitoring_listener = self.context.get_monitoring_listener()
-
-        content = file_store.read(file_path)
-        monitoring_listener.log_event('file_processed')
-        return content
-
-# In route handler:
-@app.post('/process')
-async def process_endpoint(
-    request: ProcessRequest,
-    context: ServerContext = Depends(get_server_context)
-):
-    service = MyService(context)
-    return service.process_file(request.file_path)
-```
-
-### 3. Store Classes
-
-**Before:**
-```python
-from openhands.server.shared import SettingsStoreImpl
-
-def get_user_settings(user_id: str):
-    store = SettingsStoreImpl(user_id)
-    return store.load()
-```
-
-**After:**
-```python
-from openhands.server.context import ServerContext
-
-def get_user_settings(user_id: str, context: ServerContext):
-    SettingsStoreClass = context.get_settings_store_class()
-    store = SettingsStoreClass(user_id)
-    return store.load()
-
-# In route handler:
-@app.get('/settings/{user_id}')
-async def get_settings(
-    user_id: str,
-    context: ServerContext = Depends(get_server_context)
-):
-    return get_user_settings(user_id, context)
-```
-
-### 4. Testing
-
-**Before:**
-```python
-import pytest
-from unittest.mock import patch
-
-def test_my_function():
-    with patch('openhands.server.shared.config') as mock_config:
-        mock_config.workspace_dir = '/test'
-        result = my_function()
-        assert result == expected
-```
-
-**After:**
-```python
-import pytest
-from openhands.server.context import create_server_context
-
-class MockServerContext:
-    def get_config(self):
-        mock_config = Mock()
-        mock_config.workspace_dir = '/test'
-        return mock_config
-
-def test_my_function():
-    context = MockServerContext()
-    result = my_function(context)
-    assert result == expected
-```
-
-## SaaS Extension Example
-
-The new context system makes it easy to extend OpenHands for SaaS scenarios:
-
-```python
-from openhands.server.context import ServerContext, set_context_class
-
-class SaaSServerContext(ServerContext):
-    def __init__(self, user_id: str, org_id: str):
-        self.user_id = user_id
-        self.org_id = org_id
-
-    def get_file_store(self):
-        # Return tenant-isolated file store
-        return MultiTenantFileStore(self.user_id, self.org_id)
-
-    def get_server_config(self):
-        # Return SaaS-specific configuration
-        return SaaSServerConfig(org_id=self.org_id)
-
-# Configure globally
-set_context_class('myapp.context.SaaSServerContext')
-
-# Use in routes with tenant context
-@app.get('/tenant/{org_id}/files')
-async def get_tenant_files(
-    org_id: str,
-    context: SaaSServerContext = Depends(get_server_context)
-):
-    file_store = context.get_file_store()
-    return file_store.list_files()
-```
-
-## Migration Checklist
-
-- [ ] Replace `from openhands.server.shared import ...` with context injection
-- [ ] Update route handlers to use `Depends(get_server_context)`
-- [ ] Modify service classes to accept `ServerContext` parameter
-- [ ] Update tests to use mock contexts instead of patching globals
-- [ ] Remove direct imports of shared globals
-- [ ] Test that all functionality still works
-
-## Backward Compatibility
-
-The old `openhands.server.shared` module still works but is deprecated. It will show deprecation warnings when imported. The globals are now implemented using the new context system internally.
-
-## Benefits After Migration
-
-1. **Better Testing**: Easy to mock dependencies without patching globals
-2. **Type Safety**: Better IDE support and type checking
-3. **Extensibility**: Easy to create custom contexts for different scenarios
-4. **Performance**: Lazy initialization reduces startup time
-5. **Maintainability**: Clear dependency relationships
-
-## Common Issues
-
-### Issue: Import errors during migration
-**Solution**: Make sure to import the context system correctly:
-```python
-from openhands.server.context import get_server_context, ServerContext
-```
-
-### Issue: Context not available in non-route functions
-**Solution**: Pass the context as a parameter:
-```python
-def helper_function(data: str, context: ServerContext):
-    config = context.get_config()
-    # ... use config
-```
-
-### Issue: Testing becomes more complex
-**Solution**: Create reusable mock contexts:
-```python
-# test_utils.py
-class TestServerContext(ServerContext):
-    def __init__(self):
-        self.mock_config = create_mock_config()
-        self.mock_file_store = create_mock_file_store()
-
-    def get_config(self):
-        return self.mock_config
-
-    def get_file_store(self):
-        return self.mock_file_store
-```
-
-## Getting Help
-
-If you encounter issues during migration:
-
-1. Check the examples in `examples/saas_extension.py`
-2. Look at the implementation in `openhands/server/context/`
-3. Review existing route handlers that have been migrated
-4. Create an issue if you find bugs or need clarification

README.md

@@ -52,63 +52,37 @@ which comes with $20 in free credits for new users.
 
 ## 💻 Running OpenHands Locally
 
-### Option 1: CLI Launcher (Recommended)
+OpenHands can also run on your local system using Docker.
+See the [Running OpenHands](https://docs.all-hands.dev/usage/installation) guide for
+system requirements and more information.
 
-The easiest way to run OpenHands locally is using the CLI launcher with [uv](https://docs.astral.sh/uv/). This provides better isolation from your current project's virtual environment and is required for OpenHands' default MCP servers.
+> [!WARNING]
+> On a public network? See our [Hardened Docker Installation Guide](https://docs.all-hands.dev/usage/runtimes/docker#hardened-docker-installation)
+> to secure your deployment by restricting network binding and implementing additional security measures.
 
-**Install uv** (if you haven't already):
-
-See the [uv installation guide](https://docs.astral.sh/uv/getting-started/installation/) for the latest installation instructions for your platform.
-
-**Launch OpenHands**:
-```bash
-# Launch the GUI server
-uvx --python 3.12 --from openhands-ai openhands serve
-
-# Or launch the CLI
-uvx --python 3.12 --from openhands-ai openhands
-```
-
-You'll find OpenHands running at [http://localhost:3000](http://localhost:3000) (for GUI mode)!
-
-### Option 2: Docker
-
-<details>
-<summary>Click to expand Docker command</summary>
-
-You can also run OpenHands directly with Docker:
 
 ```bash
-docker pull docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik
+docker pull docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik
 
 docker run -it --rm --pull=always \
-    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik \
+    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik \
     -e LOG_ALL_EVENTS=true \
     -v /var/run/docker.sock:/var/run/docker.sock \
     -v ~/.openhands:/.openhands \
     -p 3000:3000 \
     --add-host host.docker.internal:host-gateway \
     --name openhands-app \
-    docker.all-hands.dev/all-hands-ai/openhands:0.55
+    docker.all-hands.dev/all-hands-ai/openhands:0.51
 ```
 
-</details>
-
 > **Note**: If you used OpenHands before version 0.44, you may want to run `mv ~/.openhands-state ~/.openhands` to migrate your conversation history to the new location.
 
-> [!WARNING]
-> On a public network? See our [Hardened Docker Installation Guide](https://docs.all-hands.dev/usage/runtimes/docker#hardened-docker-installation)
-> to secure your deployment by restricting network binding and implementing additional security measures.
-
-### Getting Started
+You'll find OpenHands running at [http://localhost:3000](http://localhost:3000)!
 
 When you open the application, you'll be asked to choose an LLM provider and add an API key.
 [Anthropic's Claude Sonnet 4](https://www.anthropic.com/api) (`anthropic/claude-sonnet-4-20250514`)
 works best, but you have [many options](https://docs.all-hands.dev/usage/llms).
 
-See the [Running OpenHands](https://docs.all-hands.dev/usage/installation) guide for
-system requirements and more information.
-
 ## 💡 Other ways to run OpenHands
 
 > [!WARNING]
@@ -119,8 +93,8 @@ system requirements and more information.
 > [OpenHands Cloud Helm Chart](https://github.com/all-Hands-AI/OpenHands-cloud)
 
 You can [connect OpenHands to your local filesystem](https://docs.all-hands.dev/usage/runtimes/docker#connecting-to-your-filesystem),
-interact with it via a [friendly CLI](https://docs.all-hands.dev/usage/how-to/cli-mode),
 run OpenHands in a scriptable [headless mode](https://docs.all-hands.dev/usage/how-to/headless-mode),
+interact with it via a [friendly CLI](https://docs.all-hands.dev/usage/how-to/cli-mode),
 or run it on tagged issues with [a github action](https://docs.all-hands.dev/usage/how-to/github-action).
 
 Visit [Running OpenHands](https://docs.all-hands.dev/usage/installation) for more information and setup instructions.
@@ -130,6 +104,7 @@ If you want to modify the OpenHands source code, check out [Development.md](http
 Having issues? The [Troubleshooting Guide](https://docs.all-hands.dev/usage/troubleshooting) can help.
 
 ## 📖 Documentation
+  <a href="https://deepwiki.com/All-Hands-AI/OpenHands"><img src="https://deepwiki.com/badge.svg" alt="Ask DeepWiki" title="Autogenerated Documentation by DeepWiki"></a>
 
 To learn more about the project, and for tips on using OpenHands,
 check out our [documentation](https://docs.all-hands.dev/usage/getting-started).

README_CN.md

@@ -51,17 +51,17 @@ OpenHands也可以使用Docker在本地系统上运行。
 
 
 ```bash
-docker pull docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik
+docker pull docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik
 
 docker run -it --rm --pull=always \
-    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik \
+    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik \
     -e LOG_ALL_EVENTS=true \
     -v /var/run/docker.sock:/var/run/docker.sock \
     -v ~/.openhands:/.openhands \
     -p 3000:3000 \
     --add-host host.docker.internal:host-gateway \
     --name openhands-app \
-    docker.all-hands.dev/all-hands-ai/openhands:0.55
+    docker.all-hands.dev/all-hands-ai/openhands:0.51
 ```
 
 > **注意**: 如果您在0.44版本之前使用过OpenHands，您可能需要运行 `mv ~/.openhands-state ~/.openhands` 来将对话历史迁移到新位置。

README_JA.md

@@ -42,17 +42,17 @@ OpenHandsはDockerを利用してローカル環境でも実行できます。
 > 公共ネットワークで実行していますか？[Hardened Docker Installation Guide](https://docs.all-hands.dev/usage/runtimes/docker#hardened-docker-installation)を参照して、ネットワークバインディングの制限や追加のセキュリティ対策を実施してください。
 
 ```bash
-docker pull docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik
+docker pull docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik
 
 docker run -it --rm --pull=always \
-    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik \
+    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik \
     -e LOG_ALL_EVENTS=true \
     -v /var/run/docker.sock:/var/run/docker.sock \
     -v ~/.openhands:/.openhands \
     -p 3000:3000 \
     --add-host host.docker.internal:host-gateway \
     --name openhands-app \
-    docker.all-hands.dev/all-hands-ai/openhands:0.55
+    docker.all-hands.dev/all-hands-ai/openhands:0.51
 ```
 
 **注**: バージョン0.44以前のOpenHandsを使用していた場合は、会話履歴を移行するために `mv ~/.openhands-state ~/.openhands` を実行してください。

REFACTOR_PLAN.md

@@ -1,230 +0,0 @@
-# OpenHands Server Context Refactoring Plan
-
-## Problem Statement
-
-The current OpenHands architecture has globals in `server/shared.py` that are initialized at import time based on environment variables. This creates several issues for the SaaS version:
-
-1. **Import-time dependencies**: All globals are created when modules are imported
-2. **Hard to extend**: SaaS can't easily override or extend components
-3. **CI/CD issues**: Everything depends on env vars being set correctly at import time
-4. **Per-user behavior**: Difficult to implement per-user/per-request behavior
-5. **Outside repo issues**: Hard to run SaaS from outside repo due to import dependencies
-
-## Current Problematic Globals
-
-From `openhands/server/shared.py`:
-- `config: OpenHandsConfig` - Core app configuration
-- `server_config: ServerConfig` - Server-specific configuration
-- `file_store: FileStore` - File storage implementation
-- `sio: socketio.AsyncServer` - Socket.IO server instance
-- `conversation_manager` - Conversation management implementation
-- `monitoring_listener` - Monitoring implementation
-- `SettingsStoreImpl`, `SecretsStoreImpl`, `ConversationStoreImpl` - Storage implementations
-
-## Solution: ServerContext Pattern
-
-### 1. Create ServerContext Base Class
-
-Create `openhands/server/context/server_context.py`:
-
-```python
-from abc import ABC, abstractmethod
-from typing import Optional
-import socketio
-from openhands.core.config.openhands_config import OpenHandsConfig
-from openhands.server.config.server_config import ServerConfig
-from openhands.storage.files import FileStore
-# ... other imports
-
-class ServerContext(ABC):
-    """Base class for server context that holds all server dependencies.
-
-    This replaces the global variables in shared.py and allows for:
-    - Dependency injection
-    - Easy extensibility for SaaS
-    - Per-request contexts
-    - Testability
-    """
-
-    def __init__(self):
-        self._config: Optional[OpenHandsConfig] = None
-        self._server_config: Optional[ServerConfig] = None
-        self._file_store: Optional[FileStore] = None
-        # ... other cached instances
-
-    @abstractmethod
-    def get_config(self) -> OpenHandsConfig:
-        """Get the OpenHands configuration"""
-
-    @abstractmethod
-    def get_server_config(self) -> ServerConfig:
-        """Get the server configuration"""
-
-    @abstractmethod
-    def get_file_store(self) -> FileStore:
-        """Get the file store implementation"""
-
-    # ... other abstract methods for all current globals
-```
-
-### 2. Create Default Implementation
-
-Create `openhands/server/context/default_server_context.py`:
-
-```python
-class DefaultServerContext(ServerContext):
-    """Default implementation that maintains current behavior"""
-
-    def get_config(self) -> OpenHandsConfig:
-        if self._config is None:
-            self._config = load_openhands_config()
-        return self._config
-
-    def get_server_config(self) -> ServerConfig:
-        if self._server_config is None:
-            self._server_config = load_server_config()
-        return self._server_config
-
-    # ... implement all methods with current logic
-```
-
-### 3. Context Provider System
-
-Create `openhands/server/context/context_provider.py`:
-
-```python
-from fastapi import Request
-from openhands.utils.import_utils import get_impl
-
-_context_class: Optional[str] = None
-
-def set_context_class(context_class: str):
-    """Set the server context class to use"""
-    global _context_class
-    _context_class = context_class
-
-async def get_server_context(request: Request) -> ServerContext:
-    """Get server context from request, with caching"""
-    context = getattr(request.state, 'server_context', None)
-    if context:
-        return context
-
-    # Use configured context class or default
-    context_cls_name = _context_class or 'openhands.server.context.default_server_context.DefaultServerContext'
-    context_cls = get_impl(ServerContext, context_cls_name)
-    context = context_cls()
-
-    request.state.server_context = context
-    return context
-```
-
-### 4. Update Shared.py (Backward Compatibility)
-
-Keep `shared.py` for backward compatibility but make it use the context:
-
-```python
-# openhands/server/shared.py
-from openhands.server.context.default_server_context import DefaultServerContext
-
-# Create default context for backward compatibility
-_default_context = DefaultServerContext()
-
-# Expose globals for backward compatibility
-config = _default_context.get_config()
-server_config = _default_context.get_server_config()
-file_store = _default_context.get_file_store()
-# ... etc
-```
-
-### 5. Update Routes to Use Context
-
-Update all route files to use dependency injection:
-
-```python
-# Example: openhands/server/routes/settings.py
-from openhands.server.context import get_server_context
-
-@app.get('/settings')
-async def get_settings(
-    request: Request,
-    context: ServerContext = Depends(get_server_context)
-):
-    config = context.get_config()
-    # ... use config instead of importing from shared
-```
-
-## Benefits for SaaS
-
-### 1. Easy Extension
-
-SaaS can create their own context:
-
-```python
-# In SaaS repo: saas/server_context.py
-from openhands.server.context import ServerContext
-
-class SaaSServerContext(ServerContext):
-    def get_server_config(self) -> ServerConfig:
-        # Return SaaS-specific config with enterprise features
-        return SaaSServerConfig()
-
-    def get_conversation_manager(self) -> ConversationManager:
-        # Return multi-tenant conversation manager
-        return MultiTenantConversationManager()
-```
-
-### 2. Per-Request Contexts
-
-SaaS can implement per-user contexts:
-
-```python
-class PerUserServerContext(ServerContext):
-    def __init__(self, user_id: str, org_id: str):
-        super().__init__()
-        self.user_id = user_id
-        self.org_id = org_id
-
-    def get_file_store(self) -> FileStore:
-        # Return user-specific file store
-        return UserFileStore(self.user_id, self.org_id)
-```
-
-### 3. No Import-Time Dependencies
-
-SaaS can run without setting environment variables at import time:
-
-```python
-# In SaaS startup
-from openhands.server.context import set_context_class
-set_context_class('saas.server_context.SaaSServerContext')
-```
-
-## Migration Strategy
-
-### Phase 1: Create Context System
-1. Create ServerContext base class and default implementation
-2. Create context provider system
-3. Update shared.py for backward compatibility
-
-### Phase 2: Update Routes Gradually
-1. Update one route at a time to use context injection
-2. Test each route to ensure no regressions
-3. Keep backward compatibility during transition
-
-### Phase 3: Clean Up
-1. Remove globals from shared.py once all routes are updated
-2. Update documentation
-3. Create examples for SaaS extension
-
-## Implementation Order
-
-1. `openhands/server/context/server_context.py` - Base class
-2. `openhands/server/context/default_server_context.py` - Default implementation
-3. `openhands/server/context/context_provider.py` - Provider system
-4. `openhands/server/context/__init__.py` - Public API
-5. Update `openhands/server/shared.py` for backward compatibility
-6. Update routes one by one to use context injection
-7. Update tests to use context system
-8. Documentation and examples
-
-This approach provides a clean migration path while maintaining backward compatibility and enabling the SaaS extensibility requirements.

REFACTOR_SUMMARY.md

@@ -1,206 +0,0 @@
-# OpenHands Server Globals Refactoring - Summary
-
-## Overview
-
-Successfully refactored OpenHands server globals in `shared.py` and `server_config.py` to enable SaaS extensibility without import-time dependencies. The refactoring introduces a dependency injection pattern using a `ServerContext` system that maintains backward compatibility while enabling multi-tenant SaaS scenarios.
-
-## Problem Solved
-
-### Before Refactoring
-- **Global variables on import**: `shared.py` created globals like `config`, `server_config`, `file_store`, `sio`, etc. on module import
-- **Import-time side effects**: Loading the module triggered configuration loading and dependency initialization
-- **SaaS integration issues**: External SaaS repos had CI/CD problems due to environment variable dependencies
-- **Testing difficulties**: Hard to mock dependencies due to global state
-- **No extensibility**: Impossible to customize behavior for different tenants or environments
-
-### After Refactoring
-- **Dependency injection**: Clean `ServerContext` pattern with lazy initialization
-- **No import-time side effects**: Dependencies only loaded when actually needed
-- **SaaS extensibility**: Easy to create custom contexts for multi-tenant scenarios
-- **Better testability**: Easy to mock contexts for testing
-- **Backward compatibility**: Existing code continues to work with deprecation warnings
-
-## Architecture Changes
-
-### New Context System
-
-```
-openhands/server/context/
-├── __init__.py                 # Public API
-├── server_context.py          # Abstract base class
-├── default_server_context.py  # Default implementation
-└── context_provider.py        # Dependency injection system
-```
-
-### Key Components
-
-1. **ServerContext (Abstract Base Class)**
-   - Defines interface for all server dependencies
-   - 9 abstract methods for different dependency types
-   - Extensible for SaaS implementations
-
-2. **DefaultServerContext**
-   - Maintains exact behavior of original shared.py
-   - Lazy initialization of all dependencies
-   - No import-time side effects
-
-3. **Context Provider System**
-   - `get_server_context()` for FastAPI dependency injection
-   - `set_context_class()` for global configuration
-   - `create_server_context()` for testing/CLI usage
-
-4. **Backward Compatibility Layer**
-   - `shared.py` now uses `__getattr__` for lazy loading
-   - All existing imports continue to work
-   - Deprecation warnings guide migration
-
-## SaaS Extensibility
-
-### Multi-Tenant Context Example
-
-```python
-class SaaSServerContext(ServerContext):
-    def __init__(self, user_id: str, org_id: str):
-        self.user_id = user_id
-        self.org_id = org_id
-
-    def get_file_store(self):
-        # Return tenant-isolated file store
-        return MultiTenantFileStore(self.user_id, self.org_id)
-
-    def get_server_config(self):
-        # Return SaaS-specific configuration
-        return SaaSServerConfig(org_id=self.org_id)
-
-# Configure globally
-set_context_class('myapp.context.SaaSServerContext')
-```
-
-### Benefits for SaaS
-- **Per-tenant isolation**: Different storage, config, and features per organization
-- **Enterprise features**: Easy to add billing, advanced monitoring, etc.
-- **Scalable architecture**: Context per request enables horizontal scaling
-- **Clean separation**: SaaS code stays in external repo, extends OpenHands cleanly
-
-## Migration Path
-
-### For OpenHands Core
-- **Phase 1**: Refactoring complete, backward compatibility maintained
-- **Phase 2**: Gradually migrate routes to use dependency injection
-- **Phase 3**: Remove deprecated shared.py (future release)
-
-### For SaaS Implementations
-- **Immediate**: Can use new context system for new features
-- **Gradual**: Migrate existing code using migration guide
-- **Benefits**: Cleaner architecture, better testing, easier deployment
-
-## Files Created/Modified
-
-### New Files
-- `openhands/server/context/__init__.py` - Public API
-- `openhands/server/context/server_context.py` - Abstract base class
-- `openhands/server/context/default_server_context.py` - Default implementation
-- `openhands/server/context/context_provider.py` - Dependency injection
-- `examples/saas_extension.py` - SaaS extension example
-- `MIGRATION_GUIDE.md` - Detailed migration instructions
-- `test_refactor.py` - Comprehensive test suite
-
-### Modified Files
-- `openhands/server/shared.py` - Backward compatibility layer
-
-## Testing Results
-
-Comprehensive test suite with 5 test categories:
-
-1. ✅ **Context System**: Import, creation, class switching
-2. ✅ **Backward Compatibility**: Lazy loading, attribute access
-3. ✅ **Abstract Base Class**: Proper abstraction, required methods
-4. ✅ **Default Context**: Instantiation, method availability
-5. ✅ **SaaS Example**: Multi-tenant context structure
-
-**Result: 5/5 tests passed** 🎉
-
-## Usage Examples
-
-### New Way (Recommended)
-```python
-from fastapi import Depends
-from openhands.server.context import get_server_context, ServerContext
-
-@app.get('/conversations')
-async def get_conversations(
-    context: ServerContext = Depends(get_server_context)
-):
-    config = context.get_config()
-    conversation_manager = context.get_conversation_manager()
-    return conversation_manager.list_conversations()
-```
-
-### Old Way (Still Works)
-```python
-from openhands.server.shared import config, conversation_manager
-
-@app.get('/conversations')
-async def get_conversations():
-    # Shows deprecation warning but works
-    return conversation_manager.list_conversations()
-```
-
-### SaaS Extension
-```python
-# In SaaS application startup
-from openhands.server.context import set_context_class
-set_context_class('myapp.context.SaaSServerContext')
-
-# Routes automatically get tenant-aware context
-@app.get('/tenant/{org_id}/conversations')
-async def get_tenant_conversations(
-    org_id: str,
-    context: SaaSServerContext = Depends(get_server_context)
-):
-    # context.org_id and context.user_id available
-    # All dependencies are tenant-isolated
-    conversation_manager = context.get_conversation_manager()
-    return conversation_manager.list_conversations()
-```
-
-## Benefits Achieved
-
-### For OpenHands Core
-- ✅ **Better Architecture**: Clean dependency injection pattern
-- ✅ **Improved Testing**: Easy to mock dependencies
-- ✅ **No Breaking Changes**: Full backward compatibility
-- ✅ **Performance**: Lazy loading reduces startup time
-- ✅ **Type Safety**: Better IDE support and type checking
-
-### For SaaS Implementations
-- ✅ **Multi-Tenancy**: Per-organization contexts and isolation
-- ✅ **Extensibility**: Easy to add enterprise features
-- ✅ **Clean Integration**: No need to fork OpenHands
-- ✅ **Deployment Flexibility**: Can run from external repos
-- ✅ **CI/CD Fixes**: No more environment variable dependencies
-
-### For Development
-- ✅ **Maintainability**: Clear dependency relationships
-- ✅ **Debugging**: Easier to trace dependency issues
-- ✅ **Documentation**: Clear migration path and examples
-- ✅ **Future-Proof**: Extensible architecture for new features
-
-## Next Steps
-
-1. **Immediate**: Refactoring is complete and tested
-2. **Short-term**: Begin migrating core routes to use dependency injection
-3. **Medium-term**: SaaS implementations can adopt new context system
-4. **Long-term**: Remove deprecated shared.py in future major release
-
-## Conclusion
-
-The refactoring successfully addresses all the original problems:
-
-- ❌ **Import-time dependencies** → ✅ **Lazy initialization**
-- ❌ **Global state pollution** → ✅ **Clean dependency injection**
-- ❌ **SaaS integration issues** → ✅ **Multi-tenant context system**
-- ❌ **Testing difficulties** → ✅ **Easy mocking and testing**
-- ❌ **No extensibility** → ✅ **Pluggable context implementations**
-
-The new architecture enables OpenHands to support SaaS scenarios while maintaining full backward compatibility and improving the overall codebase quality.

build_vscode.py

@@ -93,7 +93,8 @@ def build_vscode_extension():
 
 
 def build(setup_kwargs):
-    """This function is called by Poetry during the build process.
+    """
+    This function is called by Poetry during the build process.
     `setup_kwargs` is a dictionary that will be passed to `setuptools.setup()`.
     """
     print('--- Running custom Poetry build script (build_vscode.py) ---')

config.template.toml

@@ -363,11 +363,10 @@ classpath = "my_package.my_module.MyCustomAgent"
 #confirmation_mode = false
 
 # The security analyzer to use (For Headless / CLI only -  In Web this is overridden by Session Init)
-# Available options: 'llm' (default), 'invariant'
-#security_analyzer = "llm"
+#security_analyzer = ""
 
 # Whether to enable security analyzer
-#enable_security_analyzer = true
+#enable_security_analyzer = false
 
 #################################### Condenser #################################
 # Condensers control how conversation history is managed and compressed when

containers/app/Dockerfile

@@ -21,7 +21,7 @@ ENV POETRY_NO_INTERACTION=1 \
     POETRY_CACHE_DIR=/tmp/poetry_cache
 
 RUN apt-get update -y \
-    && apt-get install -y curl make git build-essential jq gettext \
+    && apt-get install -y curl make git build-essential \
     && python3 -m pip install poetry --break-system-packages
 
 COPY pyproject.toml poetry.lock ./
@@ -58,34 +58,34 @@ RUN sed -i 's/^UID_MIN.*/UID_MIN 499/' /etc/login.defs
 # Default is 60000, but we've seen up to 200000
 RUN sed -i 's/^UID_MAX.*/UID_MAX 1000000/' /etc/login.defs
 
-RUN groupadd --gid $OPENHANDS_USER_ID openhands
+RUN groupadd --gid $OPENHANDS_USER_ID app
 RUN useradd -l -m -u $OPENHANDS_USER_ID --gid $OPENHANDS_USER_ID -s /bin/bash openhands && \
-    usermod -aG openhands openhands && \
+    usermod -aG app openhands && \
     usermod -aG sudo openhands && \
     echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
-RUN chown -R openhands:openhands /app && chmod -R 770 /app
-RUN sudo chown -R openhands:openhands $WORKSPACE_BASE && sudo chmod -R 770 $WORKSPACE_BASE
+RUN chown -R openhands:app /app && chmod -R 770 /app
+RUN sudo chown -R openhands:app $WORKSPACE_BASE && sudo chmod -R 770 $WORKSPACE_BASE
 USER openhands
 
 ENV VIRTUAL_ENV=/app/.venv \
     PATH="/app/.venv/bin:$PATH" \
     PYTHONPATH='/app'
 
-COPY --chown=openhands:openhands --chmod=770 --from=backend-builder ${VIRTUAL_ENV} ${VIRTUAL_ENV}
+COPY --chown=openhands:app --chmod=770 --from=backend-builder ${VIRTUAL_ENV} ${VIRTUAL_ENV}
 
-COPY --chown=openhands:openhands --chmod=770 ./microagents ./microagents
-COPY --chown=openhands:openhands --chmod=770 ./openhands ./openhands
-COPY --chown=openhands:openhands --chmod=777 ./openhands/runtime/plugins ./openhands/runtime/plugins
-COPY --chown=openhands:openhands pyproject.toml poetry.lock README.md MANIFEST.in LICENSE ./
+COPY --chown=openhands:app --chmod=770 ./microagents ./microagents
+COPY --chown=openhands:app --chmod=770 ./openhands ./openhands
+COPY --chown=openhands:app --chmod=777 ./openhands/runtime/plugins ./openhands/runtime/plugins
+COPY --chown=openhands:app pyproject.toml poetry.lock README.md MANIFEST.in LICENSE ./
 
 # This is run as "openhands" user, and will create __pycache__ with openhands:openhands ownership
 RUN python openhands/core/download.py # No-op to download assets
 # Add this line to set group ownership of all files/directories not already in "app" group
-# openhands:openhands -> openhands:openhands
-RUN find /app \! -group openhands -exec chgrp openhands {} +
+# openhands:openhands -> openhands:app
+RUN find /app \! -group app -exec chgrp app {} +
 
-COPY --chown=openhands:openhands --chmod=770 --from=frontend-builder /app/build ./frontend/build
-COPY --chown=openhands:openhands --chmod=770 ./containers/app/entrypoint.sh /app/entrypoint.sh
+COPY --chown=openhands:app --chmod=770 --from=frontend-builder /app/build ./frontend/build
+COPY --chown=openhands:app --chmod=770 ./containers/app/entrypoint.sh /app/entrypoint.sh
 
 USER root
 

containers/app/entrypoint.sh

@@ -54,7 +54,7 @@ else
       fi
     fi
   fi
-  usermod -aG openhands enduser
+  usermod -aG app enduser
   # get the user group of /var/run/docker.sock and set openhands to that group
   DOCKER_SOCKET_GID=$(stat -c '%g' /var/run/docker.sock)
   echo "Docker socket group id: $DOCKER_SOCKET_GID"

containers/dev/compose.yml

@@ -12,7 +12,7 @@ services:
       - SANDBOX_API_HOSTNAME=host.docker.internal
       - DOCKER_HOST_ADDR=host.docker.internal
       #
-      - SANDBOX_RUNTIME_CONTAINER_IMAGE=${SANDBOX_RUNTIME_CONTAINER_IMAGE:-ghcr.io/all-hands-ai/runtime:0.55-nikolaik}
+      - SANDBOX_RUNTIME_CONTAINER_IMAGE=${SANDBOX_RUNTIME_CONTAINER_IMAGE:-ghcr.io/all-hands-ai/runtime:0.51-nikolaik}
       - SANDBOX_USER_ID=${SANDBOX_USER_ID:-1234}
       - WORKSPACE_MOUNT_PATH=${WORKSPACE_BASE:-$PWD/workspace}
     ports:

dev_config/python/.pre-commit-config.yaml

@@ -40,7 +40,7 @@ repos:
     hooks:
       - id: mypy
         additional_dependencies:
-          [types-requests, types-setuptools, types-pyyaml, types-toml, types-docker, types-Markdown, pydantic, lxml]
+          [types-requests, types-setuptools, types-pyyaml, types-toml, types-docker, pydantic, lxml]
         # To see gaps add `--html-report mypy-report/`
         entry: mypy --config-file dev_config/python/mypy.ini openhands/
         always_run: true

docker-compose.yml

@@ -7,7 +7,7 @@ services:
     image: openhands:latest
     container_name: openhands-app-${DATE:-}
     environment:
-      - SANDBOX_RUNTIME_CONTAINER_IMAGE=${SANDBOX_RUNTIME_CONTAINER_IMAGE:-docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik}
+      - SANDBOX_RUNTIME_CONTAINER_IMAGE=${SANDBOX_RUNTIME_CONTAINER_IMAGE:-docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik}
       #- SANDBOX_USER_ID=${SANDBOX_USER_ID:-1234} # enable this only if you want a specific non-root sandbox user but you will have to manually adjust permissions of ~/.openhands for this user
       - WORKSPACE_MOUNT_PATH=${WORKSPACE_BASE:-$PWD/workspace}
     ports:

docs/EXTENSIBILITY_MIGRATION.md

@@ -1,272 +0,0 @@
-# OpenHands Extensibility Migration Guide
-
-This guide explains how to migrate from the old global variable approach to the new factory-based extensibility system.
-
-## Overview
-
-OpenHands has been refactored to eliminate import-time dependencies on environment variables and global state. This enables external repositories to cleanly extend OpenHands without configuration conflicts.
-
-## The Problem We Solved
-
-### Before (Problematic)
-```python
-# In OpenHands shared.py - loaded at import time
-config = Config()  # Reads environment variables
-server_config = ServerConfig()  # More environment variables
-
-# External repos had to:
-# 1. Set environment variables before importing OpenHands
-# 2. Deal with global state conflicts
-# 3. Couldn't easily override specific behaviors
-```
-
-### After (Clean)
-```python
-# External repos can now:
-from openhands.server.factory import create_openhands_app
-
-app = create_openhands_app(
-    context_factory=lambda: MyCustomContext(),
-    include_oss_routes=False
-)
-```
-
-## Migration Paths
-
-### 1. For External Repositories (Recommended)
-
-**Old Way (Don't do this):**
-```python
-# external_repo/main.py
-import os
-os.environ['OPENHANDS_CONFIG_CLS'] = 'my_config.MyConfig'
-os.environ['CONVERSATION_MANAGER_CLASS'] = 'my_manager.MyManager'
-
-from openhands.server.app import app  # Imports with global state
-```
-
-**New Way (Recommended):**
-```python
-# external_repo/main.py
-from openhands.server.factory import create_openhands_app
-from external_repo.context import ExternalRepoContext
-
-def create_app():
-    return create_openhands_app(
-        context_factory=lambda: ExternalRepoContext(),
-        include_oss_routes=False,  # Skip OSS-specific routes
-        title='My Enterprise Platform'
-    )
-
-app = create_app()
-
-# Add your own routes
-@app.get('/enterprise/dashboard')
-async def dashboard():
-    return {'status': 'enterprise'}
-```
-
-### 2. For OpenHands Core Development
-
-**Old Way:**
-```python
-# In route handlers
-from openhands.server.shared import config, server_config
-
-@app.get('/example')
-async def example_route():
-    storage_path = config.workspace_base
-    app_mode = server_config.app_mode
-```
-
-**New Way:**
-```python
-# In route handlers
-from fastapi import Depends
-from openhands.server.context import get_server_context, ServerContext
-
-@app.get('/example')
-async def example_route(
-    context: ServerContext = Depends(get_server_context)
-):
-    config = context.get_config()
-    server_config = context.get_server_config()
-    storage_path = config.workspace_base
-    app_mode = server_config.app_mode
-```
-
-## Custom Context Implementation
-
-### Step 1: Create Your Context Class
-
-```python
-# my_extension/context.py
-from openhands.server.context.server_context import ServerContext
-
-class MyCustomContext(ServerContext):
-    def __init__(self, tenant_id: str = 'default'):
-        super().__init__()
-        self.tenant_id = tenant_id
-    
-    def get_config(self):
-        """Override with tenant-specific configuration."""
-        config = super().get_config()
-        config.workspace_base = f'/data/tenants/{self.tenant_id}/workspace'
-        return config
-    
-    def get_server_config(self):
-        """Override server configuration."""
-        server_config = super().get_server_config()
-        server_config.app_mode = 'ENTERPRISE'
-        server_config.enable_billing = True
-        return server_config
-```
-
-### Step 2: Create Your FastAPI App
-
-```python
-# my_extension/app.py
-from openhands.server.factory import create_openhands_app
-from my_extension.context import MyCustomContext
-
-def create_my_app():
-    # Option A: Extend OpenHands app directly
-    app = create_openhands_app(
-        context_factory=lambda: MyCustomContext(),
-        title='My Enterprise Platform'
-    )
-    
-    # Add your routes
-    @app.get('/enterprise/status')
-    async def enterprise_status():
-        return {'mode': 'enterprise'}
-    
-    return app
-
-# Option B: Create your own app and mount OpenHands
-from fastapi import FastAPI
-
-def create_my_app_with_mount():
-    main_app = FastAPI(title='My Platform')
-    
-    openhands_app = create_openhands_app(
-        context_factory=lambda: MyCustomContext()
-    )
-    
-    main_app.mount('/openhands', openhands_app)
-    
-    @main_app.get('/my-dashboard')
-    async def dashboard():
-        return {'dashboard': 'data'}
-    
-    return main_app
-```
-
-### Step 3: Run Your Application
-
-```python
-# my_extension/main.py
-import uvicorn
-from my_extension.app import create_my_app
-
-if __name__ == '__main__':
-    app = create_my_app()
-    uvicorn.run(app, host='0.0.0.0', port=8000)
-```
-
-## Advanced Patterns
-
-### Multi-Tenant Context
-
-```python
-class MultiTenantContext(ServerContext):
-    def __init__(self, request: Request):
-        super().__init__()
-        # Extract tenant from request
-        self.tenant_id = request.headers.get('X-Tenant-ID', 'default')
-    
-    def get_file_store(self):
-        # Return tenant-isolated file store
-        return TenantFileStore(tenant_id=self.tenant_id)
-
-# Use with factory
-def create_tenant_context(request: Request):
-    return MultiTenantContext(request)
-
-app = create_openhands_app(
-    context_factory=create_tenant_context
-)
-```
-
-### Custom Lifespan Management
-
-```python
-from contextlib import asynccontextmanager
-
-@asynccontextmanager
-async def my_lifespan(app: FastAPI):
-    # Startup
-    print("Starting my custom services...")
-    await initialize_my_database()
-    
-    yield
-    
-    # Shutdown
-    print("Shutting down my custom services...")
-    await cleanup_my_database()
-
-app = create_openhands_app(
-    context_factory=MyContext,
-    custom_lifespan=my_lifespan
-)
-```
-
-## Testing Your Extension
-
-```python
-# tests/test_my_extension.py
-from fastapi.testclient import TestClient
-from my_extension.app import create_my_app
-
-def test_my_extension():
-    app = create_my_app()
-    client = TestClient(app)
-    
-    # Test your custom routes
-    response = client.get('/enterprise/status')
-    assert response.status_code == 200
-    assert response.json()['mode'] == 'enterprise'
-    
-    # Test OpenHands routes still work
-    response = client.get('/api/health')
-    assert response.status_code == 200
-```
-
-## Benefits of the New Approach
-
-1. **No Environment Variables**: Configuration is done through code, not environment variables
-2. **Clean Separation**: External repos don't modify OpenHands globals
-3. **Dependency Injection**: Proper FastAPI dependency injection patterns
-4. **Testability**: Easy to mock contexts for testing
-5. **Flexibility**: Can create multiple apps with different configurations
-6. **No Import-Time Side Effects**: Safe to import OpenHands modules
-
-## Backward Compatibility
-
-The old `openhands.server.shared` module still works but is deprecated. It will show deprecation warnings and should be migrated to the new context system.
-
-## Common Pitfalls
-
-1. **Don't set environment variables**: Use the factory pattern instead
-2. **Don't import `openhands.server.app` directly**: Use the factory to create your own app
-3. **Don't modify global state**: Use dependency injection through contexts
-4. **Don't forget to override dependencies**: Use `app.dependency_overrides` if needed
-
-## Getting Help
-
-If you need help migrating your extension, please:
-1. Check the examples in `examples/external_repo_extension.py`
-2. Look at the test cases for patterns
-3. Open an issue with your specific use case
-
-The new system is designed to be more flexible and maintainable while enabling clean extensibility for all types of OpenHands deployments.

docs/usage/architecture/backend.mdx

@@ -2,102 +2,55 @@
 title: Backend Architecture
 ---
 
+<div style={{ textAlign: 'center' }}>
+  <img src="https://github.com/All-Hands-AI/OpenHands/assets/16201837/97d747e3-29d8-4ccb-8d34-6ad1adb17f38" alt="OpenHands System Architecture Diagram Jul 4 2024" />
+  <p><em>OpenHands System Architecture Diagram (July 4, 2024)</em></p>
+</div>
 
 This is a high-level overview of the system architecture. The system is divided into two main components: the frontend and the backend. The frontend is responsible for handling user interactions and displaying the results. The backend is responsible for handling the business logic and executing the agents.
 
-# System overview
+# Frontend architecture
 
-```mermaid
-flowchart LR
-  U["User"] --> FE["Frontend (SPA)"]
-  FE -- "HTTP/WS" --> BE["OpenHands Backend"]
-  BE --> ES["EventStream"]
-  BE --> ST["Storage"]
-  BE --> RT["Runtime Interface"]
-  BE --> LLM["LLM Providers"]
-
-  subgraph Runtime
-    direction TB
-    RT --> DRT["Docker Runtime"]
-    RT --> LRT["Local Runtime"]
-    RT --> RRT["Remote Runtime"]
-    DRT --> AES["Action Execution Server"]
-    LRT --> AES
-    RRT --> AES
-    AES --> Bash["Bash Session"]
-    AES --> Jupyter["Jupyter Plugin"]
-    AES --> Browser["BrowserEnv"]
-  end
-```
+![system_architecture.svg](/static/img/system_architecture.svg)
 
 This Overview is simplified to show the main components and their interactions. For a more detailed view of the backend architecture, see the Backend Architecture section below.
 
 # Backend Architecture
 
+_**Disclaimer**: The backend architecture is a work in progress and is subject to change. The following diagram shows the current architecture of the backend based on the commit that is shown in the footer of the diagram._
 
-```mermaid
-classDiagram
-  class Agent {
-    <<abstract>>
-    +sandbox_plugins: list[PluginRequirement]
-  }
-  class CodeActAgent {
-    +tools
-  }
-  Agent <|-- CodeActAgent
-
-  class EventStream
-  class Observation
-  class Action
-  Action --> Observation
-  Agent --> EventStream
-
-  class Runtime {
-    +connect()
-    +send_action_for_execution()
-  }
-  class ActionExecutionClient {
-    +_send_action_server_request()
-  }
-  class DockerRuntime
-  class LocalRuntime
-  class RemoteRuntime
-  Runtime <|-- ActionExecutionClient
-  ActionExecutionClient <|-- DockerRuntime
-  ActionExecutionClient <|-- LocalRuntime
-  ActionExecutionClient <|-- RemoteRuntime
-
-  class ActionExecutionServer {
-    +/execute_action
-    +/alive
-  }
-  class BashSession
-  class JupyterPlugin
-  class BrowserEnv
-  ActionExecutionServer --> BashSession
-  ActionExecutionServer --> JupyterPlugin
-  ActionExecutionServer --> BrowserEnv
-
-  Agent --> Runtime
-  Runtime ..> ActionExecutionServer : REST
-```
+![backend_architecture.svg](/static/img/backend_architecture.svg)
 
 <details>
   <summary>Updating this Diagram</summary>
   <div>
-    We maintain architecture diagrams inline with Mermaid in this MDX.
+    The generation of the backend architecture diagram is partially automated.
+    The diagram is generated from the type hints in the code using the py2puml
+    tool. The diagram is then manually reviewed, adjusted and exported to PNG
+    and SVG.
 
-    Guidance:
-    - Edit the Mermaid blocks directly (flowchart/classDiagram).
-    - Quote labels and edge text for GitHub preview compatibility.
-    - Keep relationships concise and reflect stable abstractions (agents, runtime client/server, plugins).
-    - Verify accuracy against code:
-      - openhands/runtime/impl/action_execution/action_execution_client.py
-      - openhands/runtime/impl/docker/docker_runtime.py
-      - openhands/runtime/impl/local/local_runtime.py
-      - openhands/runtime/action_execution_server.py
-      - openhands/runtime/plugins/*
-    - Build docs locally or view on GitHub to confirm diagrams render.
+    ## Prerequisites
+
+    - Running python environment in which openhands is executable
+    (according to the instructions in the README.md file in the root of the repository)
+    - [py2puml](https://github.com/lucsorel/py2puml) installed
+
+## Steps
+
+1.  Autogenerate the diagram by running the following command from the root of the repository:
+    `py2puml openhands openhands > docs/architecture/backend_architecture.puml`
+
+2.  Open the generated file in a PlantUML editor, e.g. Visual Studio Code with the PlantUML extension or [PlantText](https://www.planttext.com/)
+
+3.  Review the generated PUML and make all necessary adjustments to the diagram (add missing parts, fix mistakes, improve positioning).
+    _py2puml creates the diagram based on the type hints in the code, so missing or incorrect type hints may result in an incomplete or incorrect diagram._
+
+4.  Review the diff between the new and the previous diagram and manually check if the changes are correct.
+    _Make sure not to remove parts that were manually added to the diagram in the past and are still relevant._
+
+5.  Add the commit hash of the commit that was used to generate the diagram to the diagram footer.
+
+6.  Export the diagram as PNG and SVG files and replace the existing diagrams in the `docs/architecture` directory. This can be done with (e.g. [PlantText](https://www.planttext.com/))
 
   </div>
 </details>

docs/usage/architecture/runtime.mdx

@@ -52,7 +52,7 @@ graph TD
 2. Image Building: OpenHands builds a new Docker image (the "OH runtime image") based on the user-provided image. This new image includes OpenHands-specific code, primarily the "runtime client"
 3. Container Launch: When OpenHands starts, it launches a Docker container using the OH runtime image
 4. Action Execution Server Initialization: The action execution server initializes an `ActionExecutor` inside the container, setting up necessary components like a bash shell and loading any specified plugins
-5. Communication: The OpenHands backend (client: `openhands/runtime/impl/action_execution/action_execution_client.py`; runtimes: `openhands/runtime/impl/docker/docker_runtime.py`, `openhands/runtime/impl/local/local_runtime.py`) communicates with the action execution server over RESTful API, sending actions and receiving observations
+5. Communication: The OpenHands backend (`openhands/runtime/impl/eventstream/eventstream_runtime.py`) communicates with the action execution server over RESTful API, sending actions and receiving observations
 6. Action Execution: The runtime client receives actions from the backend, executes them in the sandboxed environment, and sends back observations
 7. Observation Return: The action execution server sends execution results back to the OpenHands backend as observations
 
@@ -72,7 +72,7 @@ Check out the [relevant code](https://github.com/All-Hands-AI/OpenHands/blob/mai
 ### Image Tagging System
 
 OpenHands uses a three-tag system for its runtime images to balance reproducibility with flexibility.
-The tags are:
+Tags may be in one of 2 formats:
 
 - **Versioned Tag**: `oh_v{openhands_version}_{base_image}` (e.g.: `oh_v0.9.9_nikolaik_s_python-nodejs_t_python3.12-nodejs22`)
 - **Lock Tag**: `oh_v{openhands_version}_{16_digit_lock_hash}` (e.g.: `oh_v0.9.9_1234567890abcdef`)
@@ -119,52 +119,18 @@ This tagging approach allows OpenHands to efficiently manage both development an
 2. The system can quickly rebuild images when minor changes occur (by leveraging recent compatible images)
 3. The **lock** tag (e.g., `runtime:oh_v0.9.3_1234567890abcdef`) always points to the latest build for a particular base image, dependency, and OpenHands version combination
 
-## Volume mounts: named volumes and overlay
-
-OpenHands supports both bind mounts and Docker named volumes in SandboxConfig.volumes:
-
-- Bind mount: "/abs/host/path:/container/path[:mode]"
-- Named volume: "volume:<name>:/container/path[:mode]" or any non-absolute host spec treated as a named volume
-
-Overlay mode (copy-on-write layer) is supported for bind mounts by appending ":overlay" to the mode (e.g., ":ro,overlay").
-To enable overlay COW, set SANDBOX_VOLUME_OVERLAYS to a writable host directory; per-container upper/work dirs are created under it. If SANDBOX_VOLUME_OVERLAYS is unset, overlay mounts are skipped.
-
-Implementation references:
-- openhands/runtime/impl/docker/docker_runtime.py (named volumes in _build_docker_run_args; overlay mounts in _process_overlay_mounts)
-- openhands/core/config/sandbox_config.py (volumes field)
-
-
 ## Runtime Plugin System
 
-The OpenHands Runtime supports a plugin system that allows for extending functionality and customizing the runtime environment. Plugins are initialized when the action execution server starts up inside the runtime.
+The OpenHands Runtime supports a plugin system that allows for extending functionality and customizing the runtime environment. Plugins are initialized when the runtime client starts up.
 
-## Ports and URLs
+Check [an example of Jupyter plugin here](https://github.com/All-Hands-AI/OpenHands/blob/ecf4aed28b0cf7c18d4d8ff554883ba182fc6bdd/openhands/runtime/plugins/jupyter/__init__.py#L21-L55) if you want to implement your own plugin.
 
-- Host port allocation uses file-locked ranges for stability and concurrency:
-  - Main runtime port: find_available_port_with_lock on configured range
-  - VSCode port: SandboxConfig.sandbox.vscode_port if provided, else find_available_port_with_lock in VSCODE_PORT_RANGE
-  - App ports: two additional ranges for plugin/web apps
-- DOCKER_HOST_ADDR (if set) adjusts how URLs are formed for LocalRuntime/Docker environments.
-- VSCode URL is exposed with a connection token from the action execution server endpoint /vscode/connection_token and rendered as:
-  - Docker/Local: http://localhost:{port}/?tkn={token}&folder={workspace_mount_path_in_sandbox}
-  - RemoteRuntime: scheme://vscode-{host}/?tkn={token}&folder={workspace_mount_path_in_sandbox}
-
-References:
-- openhands/runtime/impl/docker/docker_runtime.py (port ranges, locking, DOCKER_HOST_ADDR, vscode_url)
-- openhands/runtime/impl/local/local_runtime.py (vscode_url factory)
-- openhands/runtime/impl/remote/remote_runtime.py (vscode_url mapping)
-- openhands/runtime/action_execution_server.py (/vscode/connection_token)
-
-
-Examples:
-- Jupyter: openhands/runtime/plugins/jupyter/__init__.py (JupyterPlugin, Kernel Gateway)
-- VS Code: openhands/runtime/plugins/vscode/* (VSCodePlugin, exposes tokenized URL)
-- Agent Skills: openhands/runtime/plugins/agent_skills/*
+*More details about the Plugin system are still under construction - contributions are welcomed!*
 
 Key aspects of the plugin system:
 
 1. Plugin Definition: Plugins are defined as Python classes that inherit from a base `Plugin` class
-2. Plugin Registration: Available plugins are registered in `openhands/runtime/plugins/__init__.py` via `ALL_PLUGINS`
+2. Plugin Registration: Available plugins are registered in an `ALL_PLUGINS` dictionary
 3. Plugin Specification: Plugins are associated with `Agent.sandbox_plugins: list[PluginRequirement]`. Users can specify which plugins to load when initializing the runtime
-4. Initialization: Plugins are initialized asynchronously when the runtime starts and are accessible to actions
-5. Usage: Plugins extend capabilities (e.g., Jupyter for IPython cells); the server exposes any web endpoints (ports) via host port mapping
+4. Initialization: Plugins are initialized asynchronously when the runtime client starts
+5. Usage: The runtime client can use initialized plugins to extend its capabilities (e.g., the JupyterPlugin for running IPython cells)

docs/usage/cloud/project-management/jira-dc-integration.mdx

@@ -1,5 +1,5 @@
 ---
-title: Jira Data Center Integration (Coming soon...)
+title: Jira Data Center Integration (Beta)
 description: Complete guide for setting up Jira Data Center integration with OpenHands Cloud, including service account creation, personal access token generation, webhook configuration, and workspace integration setup.
 ---
 
@@ -78,14 +78,6 @@ description: Complete guide for setting up Jira Data Center integration with Ope
          - **Service Account API Key**: The personal access token from Step 2 above
          - Ensure **Active** toggle is enabled
 
-<Note>
-Workspace name is the host name of your Jira Data Center instance.
-
-Eg: http://jira.all-hands.dev/projects/OH/issues/OH-77
-
-Here the workspace name is **jira.all-hands.dev**.
-</Note>
-
 3. **Complete OAuth Flow**
    - You'll be redirected to Jira Data Center to complete OAuth verification
    - Grant the necessary permissions to verify your workspace access. If you have access to multiple workspaces, select the correct one that you initially provided
@@ -109,18 +101,18 @@ Here the workspace name is **jira.all-hands.dev**.
 
 <AccordionGroup>
 <Accordion title="Workspace link flow">
-![workspace-link.png](/static/img/jira-dc-user-link.png)
+![workspace-link.png](/static/img/workspace-link.png)
 </Accordion>
 
 <Accordion title="Workspace Configure flow">
-![workspace-link.png](/static/img/jira-dc-admin-configure.png)
+![workspace-link.png](/static/img/workspace-configure.png)
 </Accordion>
 
 <Accordion title="Edit view as a user">
-![workspace-link.png](/static/img/jira-dc-user-unlink.png)
+![workspace-link.png](/static/img/workspace-user-edit.png)
 </Accordion>
 
 <Accordion title="Edit view as the workspace creator">
-![workspace-link.png](/static/img/jira-dc-admin-edit.png)
+![workspace-link.png](/static/img/workspace-admin-edit.png)
 </Accordion>
 </AccordionGroup>

docs/usage/cloud/project-management/jira-integration.mdx

@@ -1,5 +1,5 @@
 ---
-title: Jira Cloud Integration (Coming soon...)
+title: Jira Cloud Integration
 description: Complete guide for setting up Jira Cloud integration with OpenHands Cloud, including service account creation, API token generation, webhook configuration, and workspace integration setup.
 ---
 
@@ -15,27 +15,28 @@ description: Complete guide for setting up Jira Cloud integration with OpenHands
    - Go to **Directory** > **Users**
 
 2. **Create OpenHands Service Account**
-   - Click **Service accounts**
-   - Click **Create a service account**
-   - Name: `OpenHands Agent`
-   - Click **Next**
-   - Select **User** role for Jira app
-   - Click **Create**
+   - Click **Add user**
+   - Email: `openhands@yourcompany.com` (replace with your preferred service account email)
+   - Display name: `OpenHands Agent`
+   - Send invitation: **No** (you'll set password manually)
+   - Click **Add user**
+
+3. **Configure Account**
+   - Locate the created user and click on it
+   - Set a secure password
+   - Add to relevant Jira projects with appropriate permissions
 
 ### Step 2: Generate API Token
 
-1. **Access Service Account Configuration**
-   - Locate the created service account from above step and click on it
+1. **Access API Token Management**
+   - Log in as the OpenHands service account
+   - Go to [API Tokens](https://id.atlassian.com/manage-profile/security/api-tokens)
+
+2. **Create API Token**
    - Click **Create API token**
-   - Set the expiry to 365 days (maximum allowed value)
-   - Click **Next**
-   - In **Select token scopes** screen, filter by following values
-      - App: Jira
-      - Scope type: Classic
-      - Scope actions: Write, Read
-   - Select `read:jira-work` and `write:jira-work` scopes
-   - Click **Next**
-   - Review and create API token
+   - Label: `OpenHands Cloud Integration`
+   - Expiry: Set appropriate expiration (recommend 1 year)
+   - Click **Create**
    - **Important**: Copy and securely store the token immediately
 
 ### Step 3: Configure Webhook
@@ -82,14 +83,6 @@ description: Complete guide for setting up Jira Cloud integration with OpenHands
          - **Service Account API Key**: The API token from Step 2 above
          - Ensure **Active** toggle is enabled
 
-<Note>
-Workspace name is the host name when accessing a resource in Jira Cloud.
-
-Eg: https://all-hands.atlassian.net/browse/OH-55
-
-Here the workspace name is **all-hands**.
-</Note>
-
 3. **Complete OAuth Flow**
    - You'll be redirected to Jira Cloud to complete OAuth verification
    - Grant the necessary permissions to verify your workspace access.
@@ -113,18 +106,18 @@ Here the workspace name is **all-hands**.
 
 <AccordionGroup>
 <Accordion title="Workspace link flow">
-![workspace-link.png](/static/img/jira-user-link.png)
+![workspace-link.png](/static/img/workspace-link.png)
 </Accordion>
 
 <Accordion title="Workspace Configure flow">
-![workspace-link.png](/static/img/jira-admin-configure.png)
+![workspace-link.png](/static/img/workspace-configure.png)
 </Accordion>
 
 <Accordion title="Edit view as a user">
-![workspace-link.png](/static/img/jira-user-unlink.png)
+![workspace-link.png](/static/img/workspace-user-edit.png)
 </Accordion>
 
 <Accordion title="Edit view as the workspace creator">
-![workspace-link.png](/static/img/jira-admin-edit.png)
+![workspace-link.png](/static/img/workspace-admin-edit.png)
 </Accordion>
 </AccordionGroup>

docs/usage/cloud/project-management/linear-integration.mdx

@@ -1,5 +1,5 @@
 ---
-title: Linear Integration (Coming soon...)
+title: Linear Integration
 description: Complete guide for setting up Linear integration with OpenHands Cloud, including service account creation, API key generation, webhook configuration, and workspace integration setup.
 ---
 
@@ -28,7 +28,7 @@ description: Complete guide for setting up Linear integration with OpenHands Clo
 
 1. **Access API Settings**
    - Log in as the service account
-   - Go to **Settings** > **Security & access**
+   - Go to **Settings** > **API**
 
 2. **Create Personal API Key**
    - Click **Create new key**
@@ -82,14 +82,6 @@ description: Complete guide for setting up Linear integration with OpenHands Clo
          - **Service Account API Key**: The API key from Step 2 above
          - Ensure **Active** toggle is enabled
 
-<Note>
-Workspace name is the identifier after the host name when accessing a resource in Linear.
-
-Eg: https://linear.app/allhands/issue/OH-37
-
-Here the workspace name is **allhands**.
-</Note>
-
 3. **Complete OAuth Flow**
    - You'll be redirected to Linear to complete OAuth verification
    - Grant the necessary permissions to verify your workspace access. If you have access to multiple workspaces, select the correct one that you initially provided
@@ -113,15 +105,15 @@ Here the workspace name is **allhands**.
 
 <AccordionGroup>
 <Accordion title="Workspace link flow">
-![workspace-link.png](/static/img/linear-user-link.png)
+![workspace-link.png](/static/img/workspace-link.png)
 </Accordion>
 
 <Accordion title="Workspace Configure flow">
-![workspace-link.png](/static/img/linear-admin-configure.png)
+![workspace-link.png](/static/img/workspace-configure.png)
 </Accordion>
 
 <Accordion title="Edit view as a user">
-![workspace-link.png](/static/img/linear-admin-edit.png)
+![workspace-link.png](/static/img/workspace-user-edit.png)
 </Accordion>
 
 <Accordion title="Edit view as the workspace creator">

docs/usage/cloud/project-management/overview.mdx

@@ -1,5 +1,5 @@
 ---
-title: Project Management Tool Integrations (Coming soon...)
+title: Project Management Tool Integrations
 description: Overview of OpenHands Cloud integrations with project management platforms including Jira Cloud, Jira Data Center, and Linear. Learn about setup requirements, usage methods, and troubleshooting.
 ---
 
@@ -18,9 +18,9 @@ Integration requires two levels of setup:
 2. **Workspace Integration** - Self-service configuration through the OpenHands Cloud UI to link your OpenHands account to the target workspace
 
 ### Platform-Specific Setup Guides:
-- [Jira Cloud Integration (Coming soon...)](./jira-integration.md)
-- [Jira Data Center Integration (Coming soon...)](./jira-dc-integration.md)
-- [Linear Integration (Coming soon...)](./linear-integration.md)
+- [Jira Cloud Integration](./jira-integration.md)
+- [Jira Data Center Integration](./jira-dc-integration.md)
+- [Linear Integration](./linear-integration.md)
 
 ## Usage
 
@@ -58,18 +58,17 @@ The OpenHands agent needs to identify which Git repository to work with when pro
 
 ### Platform Configuration Issues
 - **Webhook not triggering**: Verify the webhook URL is correct and the proper event types are selected (Comment, Issue updated)
-- **API authentication failing**: Check API key/token validity and ensure required scopes are granted. If your current API token is expired, make sure to update it in the respective integration settings
+- **API authentication failing**: Check API key/token validity and ensure required scopes are granted
 - **Permission errors**: Ensure the service account has access to relevant projects/teams and appropriate permissions
 
 ### Workspace Integration Issues
 - **Workspace linking requests credentials**: If there are no active workspace integrations for the workspace you specified, you need to configure it first. Contact your platform administrator that you want to integrate with (eg: Jira, Linear)
+- **OAuth flow fails**: Ensure you're signing in with the same Git provider account that contains the repositories you want OpenHands to work on
 - **Integration not found**: Verify the workspace name matches exactly and that platform configuration was completed first
-- **OAuth flow fails**: Make sure that you're authorizing with the correct account with proper workspace access
 
 ### General Issues
 - **Agent not responding**: Check webhook logs in your platform settings and verify service account status
 - **Authentication errors**: Verify Git provider permissions and OpenHands Cloud access
-- **Agent fails to identify git repo**: Ensure you're signing in with the same Git provider account that contains the repositories you want OpenHands to work on
 - **Partial functionality**: Ensure both platform configuration and workspace integration are properly completed
 
 ### Getting Help

docs/usage/cloud/slack-installation.mdx

@@ -65,7 +65,7 @@ To send follow-up messages for the same conversation, mention `@openhands` in a
 
 Conversation is started by mentioning `@openhands`.
 
-![slack-create-conversation.png](/static/img/slack-create-conversation.png)
+![slack-create-convo.png](/static/img/slack-create-convo.png)
 
 ### See agent response and send follow up messages
 

docs/usage/confirmation-mode.mdx

@@ -1,52 +0,0 @@
-# Confirmation Mode and Security Analyzers
-
-OpenHands provides a security framework to help protect users from potentially risky actions through **Confirmation Mode** and **Security Analyzers**. This system analyzes agent actions and prompts users for confirmation when high-risk operations are detected.
-
-## Overview
-
-The security system consists of two main components:
-
-1. **Confirmation Mode**: When enabled, the agent will pause and ask for user confirmation before executing actions that are flagged as high-risk by the security analyzer.
-
-2. **Security Analyzers**: These are modules that evaluate the risk level of agent actions and determine whether user confirmation is required.
-
-## Configuration
-
-### CLI
-In CLI mode, confirmation is enabled by default. You will have an option to uses the LLM Analyzer and will automatically confirm LOW and MEDIUM risk actions, only prompting for HIGH risk actions.
-
-## Security Analyzers
-
-OpenHands includes multiple analyzers:
-
-- **No Analyzer**: Do not use any security analyzer. The agent will prompt you to confirm *EVERY* action.
-- **LLM Risk Analyzer** (default): Uses the same LLM as the agent to assess action risk levels
-- **Invariant Analyzer**: Uses Invariant Labs' policy engine to evaluate action traces against security policies
-
-### LLM Risk Analyzer
-The default analyzer that leverages the agent's LLM to evaluate the security risk of each action. It considers the action type, parameters, and context to assign risk levels.
-
-### Invariant Analyzer
-An advanced analyzer that:
-- Collects conversation events and parses them into a trace
-- Checks the trace against an Invariant policy to classify risk (low, medium, high)
-- Manages an Invariant server container automatically if needed
-- Supports optional browsing-alignment and harmful-content checks
-
-## How It Works
-
-1. **Action Analysis**: When the agent wants to perform an action, the selected security analyzer evaluates its risk level.
-
-2. **Risk Assessment**: The analyzer returns one of three risk levels:
-   - **LOW**: Action proceeds without confirmation
-   - **MEDIUM**: Action proceeds without confirmation (may be configurable in future)
-   - **HIGH**: Action is paused, and user confirmation is requested
-
-3. **User Confirmation**: For high-risk actions, a confirmation dialog appears with:
-   - Description of the action
-   - Risk assessment explanation
-   - Options to approve or deny action
-
-4. **Action Execution**: Based on user response:
-   - **Approve**: Action proceeds as planned
-   - **Deny**: Action is cancelled

docs/usage/how-to/cli-mode.mdx

@@ -20,42 +20,27 @@ for scripting.
 
 ### Running with Python
 
-**Note** - OpenHands requires Python version 3.12 or higher (Python 3.14 is not currently supported) and `uv` for the default `fetch` MCP server (more details below).
+**Note** - OpenHands requires Python version 3.12 or higher (Python 3.14 is not currently supported) and `uvx` for the default `fetch` MCP server (more details below).
 
-#### Recommended: Using uv
+1. Install OpenHands using pip:
+```bash
+pip install openhands-ai
+```
 
-We recommend using [uv](https://docs.astral.sh/uv/) for the best OpenHands experience. uv provides better isolation from your current project's virtual environment and is required for OpenHands' default MCP servers.
+  Or if you prefer not to manage your own Python environment, you can use `uvx`:
 
-1. **Install uv** (if you haven't already):
-
-   See the [uv installation guide](https://docs.astral.sh/uv/getting-started/installation/) for the latest installation instructions for your platform.
-
-2. **Launch OpenHands CLI**:
 ```bash
 uvx --python 3.12 --from openhands-ai openhands
 ```
 
 <AccordionGroup>
 
-<Accordion title="Alternative: Traditional pip installation">
-
-If you prefer to use pip:
-
-```bash
-# Install OpenHands
-pip install openhands-ai
-```
-
-Note that you'll still need `uv` installed for the default MCP servers to work properly.
-
-</Accordion>
-
 <Accordion title="Create shell aliases for easy access across environments">
 
 Add the following to your shell configuration file (`.bashrc`, `.zshrc`, etc.):
 
 ```bash
-# Add OpenHands aliases (recommended)
+# Add OpenHands aliases
 alias openhands="uvx --python 3.12 --from openhands-ai openhands"
 alias oh="uvx --python 3.12 --from openhands-ai openhands"
 ```
@@ -87,10 +72,15 @@ source ~/.bashrc  # or source ~/.zshrc
 
 </AccordionGroup>
 
+2. Launch an interactive OpenHands conversation from the command line:
+```bash
+openhands
+```
+
 <Note>
   If you have cloned the repository, you can also run the CLI directly using Poetry:
 
-  poetry run openhands
+  poetry run python -m openhands.cli.main
 </Note>
 
 3. Set your model, API key, and other preferences using the UI (or alternatively environment variables, below).
@@ -113,7 +103,7 @@ The conversation history will be saved in `~/.openhands/sessions`.
 ```bash
 docker run -it \
     --pull=always \
-    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik \
+    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik \
     -e SANDBOX_USER_ID=$(id -u) \
     -e SANDBOX_VOLUMES=$SANDBOX_VOLUMES \
     -e LLM_API_KEY=$LLM_API_KEY \
@@ -122,8 +112,8 @@ docker run -it \
     -v ~/.openhands:/.openhands \
     --add-host host.docker.internal:host-gateway \
     --name openhands-app-$(date +%Y%m%d%H%M%S) \
-    docker.all-hands.dev/all-hands-ai/openhands:0.55 \
-    python -m openhands.cli.entry --override-cli-mode true
+    docker.all-hands.dev/all-hands-ai/openhands:0.51 \
+    python -m openhands.cli.main --override-cli-mode true
 ```
 
 <Note>

docs/usage/how-to/headless-mode.mdx

@@ -61,7 +61,7 @@ export GITHUB_TOKEN="your-token"  # Required for repository operations
 # Run OpenHands
 docker run -it \
     --pull=always \
-    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik \
+    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik \
     -e SANDBOX_USER_ID=$(id -u) \
     -e SANDBOX_VOLUMES=$SANDBOX_VOLUMES \
     -e LLM_API_KEY=$LLM_API_KEY \
@@ -73,7 +73,7 @@ docker run -it \
     -v ~/.openhands:/.openhands \
     --add-host host.docker.internal:host-gateway \
     --name openhands-app-$(date +%Y%m%d%H%M%S) \
-    docker.all-hands.dev/all-hands-ai/openhands:0.55 \
+    docker.all-hands.dev/all-hands-ai/openhands:0.51 \
     python -m openhands.core.main -t "write a bash script that prints hi"
 ```
 

docs/usage/llms/local-llms.mdx

@@ -68,23 +68,23 @@ Download and install the LM Studio desktop app from [lmstudio.ai](https://lmstud
 1. Check [the installation guide](/usage/local-setup) and ensure all prerequisites are met before running OpenHands, then run:
 
 ```bash
-docker pull docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik
+docker pull docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik
 
 docker run -it --rm --pull=always \
-    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik \
+    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik \
     -e LOG_ALL_EVENTS=true \
     -v /var/run/docker.sock:/var/run/docker.sock \
     -v ~/.openhands:/.openhands \
     -p 3000:3000 \
     --add-host host.docker.internal:host-gateway \
     --name openhands-app \
-    docker.all-hands.dev/all-hands-ai/openhands:0.55
+    docker.all-hands.dev/all-hands-ai/openhands:0.51
 ```
 
 2. Wait until the server is running (see log below):
 ```
 Digest: sha256:e72f9baecb458aedb9afc2cd5bc935118d1868719e55d50da73190d3a85c674f
-Status: Image is up to date for docker.all-hands.dev/all-hands-ai/openhands:0.55
+Status: Image is up to date for docker.all-hands.dev/all-hands-ai/openhands:0.51
 Starting OpenHands...
 Running OpenHands as root
 14:22:13 - openhands:INFO: server_config.py:50 - Using config class None

docs/usage/local-setup.mdx

@@ -45,13 +45,6 @@ A system with a modern processor and a minimum of **4GB RAM** is recommended to
   1. [Install WSL](https://learn.microsoft.com/en-us/windows/wsl/install).
   2. Run `wsl --version` in powershell and confirm `Default Version: 2`.
 
-  **Ubuntu (Linux Distribution)**
-
-  1. Install Ubuntu: `wsl --install -d Ubuntu` in PowerShell as Administrator.
-  2. Restart computer when prompted.
-  3. Open Ubuntu from Start menu to complete setup.
-  4. Verify installation: `wsl --list` should show Ubuntu.
-
   **Docker Desktop**
 
   1. [Install Docker Desktop on Windows](https://docs.docker.com/desktop/setup/install/windows-install).
@@ -60,7 +53,7 @@ A system with a modern processor and a minimum of **4GB RAM** is recommended to
   - Resources > WSL Integration: `Enable integration with my default WSL distro` is enabled.
 
   <Note>
-  The docker command below to start the app must be run inside the WSL terminal. Use `wsl -d Ubuntu` in PowerShell or search "Ubuntu" in the Start menu to access the Ubuntu terminal.
+  The docker command below to start the app must be run inside the WSL terminal.
   </Note>
 
   **Alternative: Windows without WSL**
@@ -73,31 +66,9 @@ A system with a modern processor and a minimum of **4GB RAM** is recommended to
 
 ### Start the App
 
-#### Option 1: Using the CLI Launcher with uv (Recommended)
+#### Option 1: Using the CLI Launcher (Recommended)
 
-We recommend using [uv](https://docs.astral.sh/uv/) for the best OpenHands experience. uv provides better isolation from your current project's virtual environment and is required for OpenHands' default MCP servers (like the [fetch MCP server](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch)).
-
-**Install uv** (if you haven't already):
-
-See the [uv installation guide](https://docs.astral.sh/uv/getting-started/installation/) for the latest installation instructions for your platform.
-
-**Launch OpenHands**:
-```bash
-# Launch the GUI server
-uvx --python 3.12 --from openhands-ai openhands serve
-
-# Or with GPU support (requires nvidia-docker)
-uvx --python 3.12 --from openhands-ai openhands serve --gpu
-
-# Or with current directory mounted
-uvx --python 3.12 --from openhands-ai openhands serve --mount-cwd
-```
-
-This will automatically handle Docker requirements checking, image pulling, and launching the GUI server. The `--gpu` flag enables GPU support via nvidia-docker, and `--mount-cwd` mounts your current directory into the container.
-
-<Accordion title="Alternative: Traditional pip installation">
-
-If you prefer to use pip and have Python 3.12+ installed:
+If you have Python 3.12+ installed, you can use the CLI launcher for a simpler experience:
 
 ```bash
 # Install OpenHands
@@ -105,32 +76,34 @@ pip install openhands-ai
 
 # Launch the GUI server
 openhands serve
+
+# Or with GPU support (requires nvidia-docker)
+openhands serve --gpu
+
+# Or with current directory mounted
+openhands serve --mount-cwd
 ```
 
-Note that you'll still need `uv` installed for the default MCP servers to work properly.
+Or using `uvx --python 3.12 --from openhands-ai openhands serve` if you have [uv](https://docs.astral.sh/uv/) installed.
 
-</Accordion>
+This will automatically handle Docker requirements checking, image pulling, and launching the GUI server. The `--gpu` flag enables GPU support via nvidia-docker, and `--mount-cwd` mounts your current directory into the container.
 
 #### Option 2: Using Docker Directly
 
-<Accordion title="Docker Command (Click to expand)">
-
 ```bash
-docker pull docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik
+docker pull docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik
 
 docker run -it --rm --pull=always \
-    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.55-nikolaik \
+    -e SANDBOX_RUNTIME_CONTAINER_IMAGE=docker.all-hands.dev/all-hands-ai/runtime:0.51-nikolaik \
     -e LOG_ALL_EVENTS=true \
     -v /var/run/docker.sock:/var/run/docker.sock \
     -v ~/.openhands:/.openhands \
     -p 3000:3000 \
     --add-host host.docker.internal:host-gateway \
     --name openhands-app \
-    docker.all-hands.dev/all-hands-ai/openhands:0.55
+    docker.all-hands.dev/all-hands-ai/openhands:0.51
 ```
 
-</Accordion>
-
 > **Note**: If you used OpenHands before version 0.44, you may want to run `mv ~/.openhands-state ~/.openhands` to migrate your conversation history to the new location.
 
 You'll find OpenHands running at http://localhost:3000!

docs/usage/runtimes/docker.mdx

@@ -130,28 +130,3 @@ docker run # ... \
 <Note>
 **Docker Desktop Required**: Network isolation features, including custom networks and `host.docker.internal` routing, require Docker Desktop. Docker Engine alone does not support these features on localhost across custom networks. If you're using Docker Engine without Docker Desktop, network isolation may not work as expected.
 </Note>
-
-### Sidecar Containers
-
-If you want to run sidecar containers to the sandbox 'runner' containers without exposing the sandbox containers to the host network, you can use the `SANDBOX_ADDITIONAL_NETWORKS` environment variable to specify additional Docker network names that should be added to the sandbox containers.
-
-```bash
-docker network create openhands-sccache
-
-docker run -d \
-  --hostname openhandsredis \
-  --network openhands-sccache \
-  redis
-
-docker run # ...
-    -e SANDBOX_ADDITIONAL_NETWORKS='["openhands-sccache"]' \
-    # ...
-```
-
-Then all sandbox instances will have to access a shared redis instance at `openhandsredis:6379`.
-
-#### Docker Compose gotcha
-
-Note that Docker Compose adds a prefix (a scope) by default to created networks, which is not taken into account by the additional networks config. Therefore when using docker compose you have to either:
-- specify a network name via the `name` field to remove the scoping (https://docs.docker.com/reference/compose-file/networks/#name) 
-- or provide the scope within the given config (e.g. `SANDBOX_ADDITIONAL_NETWORKS: '["myscope_openhands-sccache"]'` where `myscope` is the docker-compose assigned prefix). 

docs/usage/runtimes/e2b.mdx

@@ -22,7 +22,7 @@ SDK to spawn and control these sandboxes.
 
 You can use the E2B CLI to create a custom sandbox with a Dockerfile. Read the full guide
 [here](https://e2b.dev/docs/guide/custom-sandbox). The premade OpenHands sandbox for E2B is set up in the `containers`
-directory, and it's called `openhands`.
+directory. and it's called `openhands`.
 
 ## Debugging
 

docs/usage/troubleshooting/troubleshooting.mdx

@@ -38,23 +38,6 @@ On initial prompt, an error is seen with `Permission Denied` or `PermissionError
 * If mounting a local directory, ensure your `WORKSPACE_BASE` has the necessary permissions for the user running
   OpenHands.
 
-### On Linux, Getting ConnectTimeout Error
-
-**Description**
-
-When running on Linux, you might run into the error `ERROR:root:<class 'httpx.ConnectTimeout'>: timed out`.
-
-**Resolution**
-
-If you installed Docker from your distribution’s package repository (e.g., docker.io on Debian/Ubuntu), be aware that
-these packages can sometimes be outdated or include changes that cause compatibility issues. try reinstalling Docker
-[using the official instructions](https://docs.docker.com/engine/install/) to ensure you are running a compatible version.
-
-If that does not solve the issue, try incrementally adding the following parameters to the docker run command:
-* `--network host`
-* `-e SANDBOX_USE_HOST_NETWORK=true`
-* `-e DOCKER_HOST_ADDR=127.0.0.1`
-
 ### Internal Server Error. Ports are not available
 
 **Description**

enterprise/LICENSE

@@ -1,89 +0,0 @@
-# PolyForm Free Trial License 1.0.0
-
-## Acceptance
-
-In order to get any license under these terms, you must agree
-to them as both strict obligations and conditions to all
-your licenses.
-
-## Copyright License
-
-The licensor grants you a copyright license for the software
-to do everything you might do with the software that would
-otherwise infringe the licensor's copyright in it for any
-permitted purpose.  However, you may only make changes or
-new works based on the software according to [Changes and New
-Works License](#changes-and-new-works-license), and you may
-not distribute copies of the software.
-
-## Changes and New Works License
-
-The licensor grants you an additional copyright license to
-make changes and new works based on the software for any
-permitted purpose.
-
-## Patent License
-
-The licensor grants you a patent license for the software that
-covers patent claims the licensor can license, or becomes able
-to license, that you would infringe by using the software.
-
-## Fair Use
-
-You may have "fair use" rights for the software under the
-law. These terms do not limit them.
-
-## Free Trial
-
-Use of the software for more than 30 days per calendar year is not allowed without a commercial license.
-
-## No Other Rights
-
-These terms do not allow you to sublicense or transfer any of
-your licenses to anyone else, or prevent the licensor from
-granting licenses to anyone else.  These terms do not imply
-any other licenses.
-
-## Patent Defense
-
-If you make any written claim that the software infringes or
-contributes to infringement of any patent, your patent license
-for the software granted under these terms ends immediately. If
-your company makes such a claim, your patent license ends
-immediately for work on behalf of your company.
-
-## Violations
-
-If you violate any of these terms, or do anything with the
-software not covered by your licenses, all your licenses
-end immediately.
-
-## No Liability
-
-***As far as the law allows, the software comes as is, without
-any warranty or condition, and the licensor will not be liable
-to you for any damages arising out of these terms or the use
-or nature of the software, under any kind of legal claim.***
-
-## Definitions
-
-The **licensor** is the individual or entity offering these
-terms, and the **software** is the software the licensor makes
-available under these terms.
-
-**You** refers to the individual or entity agreeing to these
-terms.
-
-**Your company** is any legal entity, sole proprietorship,
-or other kind of organization that you work for, plus all
-organizations that have control over, are under the control of,
-or are under common control with that organization.  **Control**
-means ownership of substantially all the assets of an entity,
-or the power to direct its management and policies by vote,
-contract, or otherwise.  Control can be direct or indirect.
-
-**Your licenses** are all the licenses granted to you for the
-software under these terms.
-
-**Use** means anything you do with the software requiring one
-of your licenses.

evaluation/benchmarks/EDA/run_infer.py

@@ -9,8 +9,7 @@ from evaluation.utils.shared import (
     EvalMetadata,
     EvalOutput,
     compatibility_for_eval_history_pairs,
-    get_metrics,
-    get_openhands_config_for_eval,
+    get_default_sandbox_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -61,15 +60,18 @@ AGENT_CLS_TO_INST_SUFFIX = {
 def get_config(
     metadata: EvalMetadata,
 ) -> OpenHandsConfig:
-    # Create config with EDA-specific container image
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    sandbox_config = get_default_sandbox_config_for_eval()
+    sandbox_config.base_container_image = 'python:3.12-bookworm'
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
-
-    # Override the container image for EDA
-    config.sandbox.base_container_image = 'python:3.12-bookworm'
-
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
     agent_config.enable_prompt_extensions = False
@@ -144,7 +146,7 @@ def process_instance(
 
     logger.info(f'Final message: {final_message} | Ground truth: {instance["text"]}')
     test_result = game.reward()
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here

evaluation/benchmarks/agent_bench/run_infer.py

@@ -17,8 +17,7 @@ from evaluation.utils.shared import (
     EvalMetadata,
     EvalOutput,
     compatibility_for_eval_history_pairs,
-    get_metrics,
-    get_openhands_config_for_eval,
+    get_default_sandbox_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -41,12 +40,19 @@ from openhands.utils.async_utils import call_async_from_sync
 def get_config(
     metadata: EvalMetadata,
 ) -> OpenHandsConfig:
-    # Create config with agent_bench-specific container image
-    config = get_openhands_config_for_eval(metadata=metadata)
-
-    # Override the container image for agent_bench
-    config.sandbox.base_container_image = 'python:3.12-slim'
+    sandbox_config = get_default_sandbox_config_for_eval()
+    sandbox_config.base_container_image = 'python:3.12-slim'
 
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
+        runtime=os.environ.get('RUNTIME', 'docker'),
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
+    )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
     agent_config.enable_prompt_extensions = False
@@ -267,7 +273,7 @@ def process_instance(
     # remove when it becomes unnecessary
     histories = compatibility_for_eval_history_pairs(state.history)
 
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # Save the output
     output = EvalOutput(

evaluation/benchmarks/aider_bench/run_infer.py

@@ -17,8 +17,6 @@ from evaluation.utils.shared import (
     EvalOutput,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -51,10 +49,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.11-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
-        sandbox_config=sandbox_config,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime=os.environ.get('RUNTIME', 'docker'),
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -243,7 +246,7 @@ def process_instance(
     # for compatibility with the existing output format, we can remake the pairs here
     # remove when it becomes unnecessary
     histories = compatibility_for_eval_history_pairs(state.history)
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # Save the output
     output = EvalOutput(

evaluation/benchmarks/biocoder/run_infer.py

@@ -15,8 +15,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -62,10 +60,15 @@ def get_config(
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = BIOCODER_BENCH_CONTAINER_IMAGE
 
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -291,7 +294,7 @@ def process_instance(
         raise ValueError('State should not be None.')
 
     test_result = complete_runtime(runtime, instance)
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here
     # remove when it becomes unnecessary

evaluation/benchmarks/bird/run_infer.py

@@ -18,8 +18,6 @@ from evaluation.utils.shared import (
     EvalOutput,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -76,10 +74,15 @@ def get_config(
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
 
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -419,7 +422,7 @@ def process_instance(
     # You can simply get the LAST `MessageAction` from the returned `state.history` and parse it for evaluation.
     if state is None:
         raise ValueError('State should not be None.')
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here

evaluation/benchmarks/browsing_delegation/run_infer.py

@@ -11,8 +11,6 @@ from evaluation.utils.shared import (
     EvalOutput,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -41,8 +39,14 @@ def get_config(
     )
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata, runtime='docker', sandbox_config=sandbox_config
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
+        runtime='docker',
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -84,7 +88,7 @@ def process_instance(
     if state is None:
         raise ValueError('State should not be None.')
 
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here
     # remove when it becomes unnecessary

evaluation/benchmarks/commit0/run_infer.py

@@ -16,8 +16,6 @@ from evaluation.utils.shared import (
     assert_and_raise,
     codeact_user_response,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -115,11 +113,16 @@ def get_config(
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = base_container_image
 
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
-        sandbox_config=sandbox_config,
-        runtime=os.environ.get('RUNTIME', 'docker'),
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
+        max_iterations=metadata.max_iterations,
         enable_browser=RUN_WITH_BROWSING,
+        runtime=os.environ.get('RUNTIME', 'docker'),
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(
         update_llm_config_for_completions_logging(
@@ -477,7 +480,7 @@ def process_instance(
 
     # NOTE: this is NO LONGER the event stream, but an agent history that includes delegate agent's events
     histories = [event_to_dict(event) for event in state.history]
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # Save the output
     output = EvalOutput(
@@ -503,6 +506,7 @@ def commit0_setup(dataset: pd.DataFrame, repo_split: str) -> pd.DataFrame:
     Returns:
         Filtered dataset based on split type
     """
+
     filtered_dataset = pd.concat(
         [
             dataset[dataset['repo'].str.split('/').str[1] == repo]

evaluation/benchmarks/discoverybench/run_infer.py

@@ -17,8 +17,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -66,10 +64,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -86,7 +89,8 @@ def get_config(
 def get_dv_query_for_real(
     datasets, question, domain_knowledge=None, workflow_tags=None
 ):
-    """Prepare a structured query for the agent to execute on the specified datasets.
+    """
+    Prepare a structured query for the agent to execute on the specified datasets.
 
     This function constructs a query by compiling metadata from the provided datasets, along with any relevant domain knowledge and workflow tags.
 
@@ -100,6 +104,7 @@ def get_dv_query_for_real(
         query_to_dv: Query to be run on the dataset
         dataset_meta: Metadata of the dataset
     """
+
     dataset_meta = ''
     for dataset_metadata in datasets:
         dataset_meta += 'Dataset name: ' + dataset_metadata['name']
@@ -135,7 +140,8 @@ def get_dv_query_for_real(
 
 
 def initialize_runtime(runtime: Runtime, data_files: list[str]):
-    """Initialize the runtime for the agent.
+    """
+    Initialize the runtime for the agent.
 
     This function is called before the runtime is used to run the agent.
     """
@@ -225,7 +231,8 @@ def process_instance(
     metadata: EvalMetadata,
     reset_logger: bool = True,
 ):
-    """Process and evaluate a single instance of the dataset.
+    """
+    Process and evaluate a single instance of the dataset.
 
     This function executes the OpenHands agent
     for a specific instance of the dataset. It retrieves
@@ -240,6 +247,7 @@ def process_instance(
     Returns:
         output: EvalOutput object
     """
+
     config = get_config(metadata)
 
     # Setup the logger properly, so you can run
@@ -291,7 +299,7 @@ def process_instance(
     if state is None:
         raise ValueError('State should not be None.')
 
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
     test_result = complete_runtime(state)
 
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
@@ -348,7 +356,8 @@ def list_csv_files(list_of_datasets):
 
 
 def create_dataset(repo_location: str, split: str = 'test'):
-    """Create a dataset from the discoverybench repository
+    """
+    Create a dataset from the discoverybench repository
     by walking through the repository and extracting metadata
     from the metadata_{}.json files
 
@@ -359,6 +368,7 @@ def create_dataset(repo_location: str, split: str = 'test'):
     Returns:
         df: DataFrame containing the dataset instances
     """
+
     data_dict = {}
 
     data_location = os.path.join(repo_location, 'discoverybench', 'real', split)

evaluation/benchmarks/gaia/run_infer.py

@@ -10,6 +10,7 @@ import huggingface_hub
 import pandas as pd
 from datasets import load_dataset
 from PIL import Image
+from pydantic import SecretStr
 
 from evaluation.benchmarks.gaia.scorer import question_scorer
 from evaluation.benchmarks.gaia.utils import (
@@ -22,8 +23,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -61,10 +60,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'nikolaik/python-nodejs:python3.12-nodejs22'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
-        sandbox_config=sandbox_config,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     if metadata.agent_config:
@@ -76,7 +80,8 @@ def get_config(
 
     config_copy = copy.deepcopy(config)
     load_from_toml(config_copy)
-    config.search_api_key = config_copy.search_api_key
+    if config_copy.search_api_key:
+        config.search_api_key = SecretStr(config_copy.search_api_key)
     return config
 
 
@@ -266,7 +271,7 @@ Here is the task:
         'model_answer': model_answer,
         'ground_truth': instance['Final answer'],
     }
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here

evaluation/benchmarks/gorilla/run_infer.py

@@ -12,8 +12,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -44,10 +42,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -105,7 +108,7 @@ def process_instance(
     # attempt to parse model_answer
     ast_eval_fn = instance['ast_eval']
     correct, hallucination = ast_eval_fn(instance_id, model_answer_raw)
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
     logger.info(
         f'Final message: {model_answer_raw} | Correctness: {correct} | Hallucination: {hallucination}'
     )

evaluation/benchmarks/gpqa/run_infer.py

@@ -30,8 +30,6 @@ from evaluation.utils.shared import (
     EvalOutput,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -65,10 +63,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -289,7 +292,7 @@ Ok now its time to start solving the question. Good luck!
     if state is None:
         raise ValueError('State should not be None.')
 
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # Save the output
     output = EvalOutput(

evaluation/benchmarks/humanevalfix/run_infer.py

@@ -23,8 +23,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -86,10 +84,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -245,7 +248,7 @@ def process_instance(
 
     if state is None:
         raise ValueError('State should not be None.')
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
     test_result = complete_runtime(runtime, instance)
 
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)

evaluation/benchmarks/lca_ci_build_repair/eval_infer.py

@@ -16,7 +16,6 @@ import ruamel.yaml
 from evaluation.utils.shared import (
     EvalMetadata,
     get_default_sandbox_config_for_eval,
-    get_openhands_config_for_eval,
     make_metadata,
 )
 from openhands.core.config import (
@@ -38,10 +37,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)

evaluation/benchmarks/lca_ci_build_repair/run_infer.py

@@ -22,8 +22,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -49,10 +47,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'python:3.12-bookworm'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -332,7 +335,7 @@ Be thorough in your exploration, testing, and reasoning. It's fine if your think
         )
     )
     assert state is not None
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else {}
 
     test_result = complete_runtime(runtime, instance)
 

evaluation/benchmarks/logic_reasoning/run_infer.py

@@ -10,8 +10,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -53,10 +51,15 @@ def get_config(
         '$OH_INTERPRETER_PATH -m pip install scitools-pyke'
     )
 
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -244,7 +247,7 @@ def process_instance(
     )
     test_result['final_message'] = final_message
 
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here
     # remove when it becomes unnecessary

evaluation/benchmarks/miniwob/run_infer.py

@@ -13,8 +13,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -59,10 +57,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'xingyaoww/od-eval-miniwob:v1.0'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime=os.environ.get('RUNTIME', 'docker'),
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(
         update_llm_config_for_completions_logging(
@@ -171,7 +174,7 @@ def process_instance(
     if state is None:
         raise ValueError('State should not be None.')
 
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # Instruction is the first message from the USER
     instruction = ''

evaluation/benchmarks/mint/run_infer.py

@@ -15,8 +15,6 @@ from evaluation.utils.shared import (
     EvalOutput,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -111,10 +109,15 @@ def get_config(
         f'$OH_INTERPRETER_PATH -m pip install {" ".join(MINT_DEPENDENCIES)}'
     )
 
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -202,7 +205,7 @@ def process_instance(
         task_state = state.extra_data['task_state']
         logger.info('Task state: ' + str(task_state.to_dict()))
 
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here

evaluation/benchmarks/ml_bench/run_infer.py

@@ -26,8 +26,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -81,10 +79,15 @@ def get_config(
 ) -> OpenHandsConfig:
     sandbox_config = get_default_sandbox_config_for_eval()
     sandbox_config.base_container_image = 'public.ecr.aws/i5g0m1f6/ml-bench'
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime='docker',
-        sandbox_config=sandbox_config,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(metadata.llm_config)
     agent_config = config.get_agent_config(metadata.agent_class)
@@ -247,7 +250,7 @@ def process_instance(instance: Any, metadata: EvalMetadata, reset_logger: bool =
         )
     )
     assert state is not None
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else {}
 
     test_result = complete_runtime(runtime)
 

evaluation/benchmarks/multi_swe_bench/eval_infer.py

@@ -23,7 +23,6 @@ from evaluation.utils.shared import (
     EvalMetadata,
     EvalOutput,
     get_default_sandbox_config_for_eval,
-    get_openhands_config_for_eval,
     prepare_dataset,
     reset_logger_for_multiprocessing,
     run_evaluation,
@@ -88,9 +87,13 @@ def get_config(metadata: EvalMetadata, instance: pd.Series) -> OpenHandsConfig:
         dataset_name=metadata.dataset,
         instance_id=instance['instance_id'],
     )
-    config = get_openhands_config_for_eval(
+    config = OpenHandsConfig(
+        run_as_openhands=False,
         runtime=os.environ.get('RUNTIME', 'docker'),
-        sandbox_config=sandbox_config,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     return config
 
@@ -102,7 +105,8 @@ def process_instance(
     log_dir: str | None = None,
     runtime_failure_count: int = 0,
 ) -> EvalOutput:
-    """Evaluate agent performance on a SWE-bench problem instance.
+    """
+    Evaluate agent performance on a SWE-bench problem instance.
 
     Note that this signature differs from the expected input to `run_evaluation`. Use
     `functools.partial` to provide optional arguments before passing to the evaluation harness.

evaluation/benchmarks/multi_swe_bench/run_infer.py

@@ -21,7 +21,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     get_default_sandbox_config_for_eval,
     get_metrics,
-    get_openhands_config_for_eval,
     is_fatal_evaluation_error,
     make_metadata,
     prepare_dataset,
@@ -342,11 +341,16 @@ def get_config(
         instance_id=instance['instance_id'],
     )
 
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
+        max_iterations=metadata.max_iterations,
         enable_browser=RUN_WITH_BROWSING,
         runtime=os.environ.get('RUNTIME', 'docker'),
-        sandbox_config=sandbox_config,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(
         update_llm_config_for_completions_logging(

evaluation/benchmarks/nocode_bench/README.md

@@ -1,45 +0,0 @@
-# Evaluate OpenHands on NoCode-bench
-
-## LLM Setup
-
-Please follow [here](../../README.md#setup).
-
-
-## Docker image download
-
-Evaluating OpenHands on NoCode-bench need instance-level docker image.
-Please follow the instructions of NoCode-bench image setup to build or download all instance-level dokcer [here](https://github.com/NoCode-bench/NoCode-bench).
-
-## Generate patch
-
-Please follow the instructions [here](../swe_bench/README.md#running-locally-with-docker)
-For example,
-```bash
-bash ./evaluation/benchmarks/nocode_bench/scripts/run_infer_nc.sh llm.claude HEAD CodeActAgent 114 100 10 NoCode-bench/NoCode-bench_Verified test
-```
-The results will be generated in evaluation/evaluation_outputs/outputs/XXX/CodeActAgent/YYY/output.jsonl.
-
-## Runing evaluation
-
-First, install [NoCode-bench](https://github.com/NoCode-bench/NoCode-bench).
-
-Second, convert the output.jsonl to patch.jsonl with [script](scripts/eval/convert.py).
-
-```bash
-python evaluation/benchmarks/multi_swe_bench/scripts/eval/convert.py
-```
-
-Finally, evaluate with NoCode-bench.
-
-```bash
-export PYTHONPATH=$PYTHONPATH:$(pwd)
-python ./evaluation/eval.py \
-    --predictions_path ./all_preds.jsonl \  # <path_to_your_predictions>
-    --log_dir ./evaluation/logs \ # <path_to_your_log_dir>
-    --bench_tasks NoCode-bench/NoCode-bench_Verified \ # <dataset_name>
-    --max_workers 110 \ # <number_of_workers>
-    --output_file eval_result.txt \ # <path_to_your_output_file>
-    --image_level repo \ # <cache_image_level>
-    --timeout 600 \ # <timeout_in_seconds>
-    --proxy None # <proxy_if_needed>
-```

evaluation/benchmarks/nocode_bench/binary_patch_utils.py

@@ -1,52 +0,0 @@
-"""
-Utilities for handling binary files and patch generation in SWE-bench evaluation.
-"""
-
-
-def remove_binary_diffs(patch_text):
-    """
-    Remove binary file diffs from a git patch.
-
-    Args:
-        patch_text (str): The git patch text
-
-    Returns:
-        str: The cleaned patch text with binary diffs removed
-    """
-    lines = patch_text.splitlines()
-    cleaned_lines = []
-    block = []
-    is_binary_block = False
-
-    for line in lines:
-        if line.startswith('diff --git '):
-            if block and not is_binary_block:
-                cleaned_lines.extend(block)
-            block = [line]
-            is_binary_block = False
-        elif 'Binary files' in line:
-            is_binary_block = True
-            block.append(line)
-        else:
-            block.append(line)
-
-    if block and not is_binary_block:
-        cleaned_lines.extend(block)
-    return '\n'.join(cleaned_lines)
-
-
-def remove_binary_files_from_git():
-    """
-    Generate a bash command to remove binary files from git staging.
-
-    Returns:
-        str: A bash command that removes binary files from git staging
-    """
-    return """
-    for file in $(git status --porcelain | grep -E "^(M| M|\\?\\?|A| A)" | cut -c4-); do
-        if [ -f "$file" ] && (file "$file" | grep -q "executable" || git check-attr binary "$file" | grep -q "binary: set"); then
-            git rm -f "$file" 2>/dev/null || rm -f "$file"
-            echo "Removed: $file"
-        fi
-    done
-    """.strip()

evaluation/benchmarks/nocode_bench/consistants.py

@@ -1,545 +0,0 @@
-DOCPATH_PATTERNS = [
-    r'docs/',
-    r'^CHANGES\.rst$',
-    r'doc/',
-    r'ChangeLog',
-    r'^changelog/',
-    r'^CHANGES$',
-]
-
-MATPLOTLIB_CONFIG = {
-    k: {
-        'python': '3.11',
-        'conda_env': 'matplotlib_35',
-        'install': 'python -m pip install -e .',
-        'test_cmd': 'pytest -rA --color=no',
-    }
-    for k in ['3.5', '3.6', '3.7', '3.8', '3.9']
-}
-MATPLOTLIB_CONFIG.update(
-    {
-        k: {
-            'python': '3.8',
-            'conda_env': 'matplotlib_31',
-            'install': 'python -m pip install -e .',
-            'test_cmd': 'pytest -rA --color=no',
-        }
-        for k in ['3.1', '3.2', '3.3', '3.4']
-    }
-)
-MATPLOTLIB_CONFIG.update(
-    {
-        k: {
-            'python': '3.5',
-            'install': 'python setup.py build; python setup.py install',
-            'conda_env': 'matplotlib_11',
-            'nonroot': True,
-            'test_cmd': 'pytest -rA --color=no',
-        }
-        for k in ['2.0', '2.1', '2.2', '1.0', '1.1', '1.2', '1.3', '1.4', '1.5']
-    }
-)
-for k in ['3.8', '3.9']:
-    MATPLOTLIB_CONFIG[k]['install'] = (
-        'python -m pip install --no-build-isolation -e ".[dev]"'
-    )
-
-
-SYMPY_CONFIG = {}
-SYMPY_CONFIG.update(
-    {
-        '1.0': {
-            'conda_env': 'sympy_10',
-            'install': 'pip install -e .',
-            'test_cmd': 'bin/test -C -v',
-            # testfile -k testname
-        }
-    }
-)
-
-REQUESTS_CONFIG = {}
-REQUESTS_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'requests_227',
-            'install': 'pip install -r requirements-dev.txt',
-            'test_cmd': 'pytest -rA',
-        }
-        for k in ['2.27']
-    }
-)
-REQUESTS_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'requests_226',
-            'install': 'pip install -e .',
-            'test_cmd': 'pytest -rA',
-        }
-        for k in ['2.26']
-    }
-)
-
-PYTEST_CONFIG = {}
-PYTEST_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'pytest_33',
-            'install': 'pip install -e .',
-            'test_cmd': 'pytest -v --color=no',
-        }
-        for k in ['4.4', '4.1', '3.7', '3.4', '3.3']
-    }
-)
-
-PYLINT_CONFIG = {}
-PYLINT_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'pylint_210',
-            'install': 'pip install -r requirements_test.txt',
-            'test_cmd': 'pytest -rA --color=no',
-        }
-        for k in [
-            '2.10',
-            '2.11',
-            '2.13',
-            '2.14',
-            '2.15',
-            '2.16',
-            '2.17',
-            '3.0',
-            '3.1',
-            '3.2',
-            '3.3',
-        ]
-    }
-)
-PYLINT_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'pylint_210',
-            'pre_install': [
-                r"sed -i 's/setuptools==[0-9.]\+/setuptools==58.0.0/' requirements_test_min.txt"
-            ],
-            'install': 'pip install -r requirements_test.txt',
-            'test_cmd': 'pytest -rA --color=no',
-        }
-        for k in ['3.0', '3.1', '3.2', '3.3']
-    }
-)
-
-ASTROPY_CONFIG = {}
-ASTROPY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'astropy_11',
-            'install': 'python -m pip install -e .[test] --verbose',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['1.1', '1.2', '1.3', '2.0']
-    }
-)
-ASTROPY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'astropy_30',
-            'pre_install': """echo '[pytest]
-filterwarnings =
-    ignore::DeprecationWarning' > pytest.ini""",
-            'install': 'python -m pip install -e .[test] --verbose',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['3.0', '3.1', '3.2']
-    }
-)
-ASTROPY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'astropy_40',
-            'pre_install': [
-                r"""sed -i 's/requires = \["setuptools",/requires = \["setuptools==68.0.0",/' pyproject.toml"""
-            ],
-            'install': 'python -m pip install -e .[test] --verbose',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['4.0']
-    }
-)
-ASTROPY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'astropy_41',
-            'pre_install': [
-                r"""sed -i 's/requires = \["setuptools",/requires = \["setuptools==68.0.0",/' pyproject.toml""",
-                """sed -i 's/^qt_no_exception_capture = 1$/; qt_no_exception_capture = 1/' setup.cfg""",
-                r"""sed -i '/setuptools==68.0.0",/a \    "markupsafe==2.0.1",' pyproject.tomlsed -i '/setuptools==68.0.0",/a \    "markupsafe==2.0.1",' pyproject.toml""",
-            ],
-            'install': 'python -m pip install -e .[test] --verbose',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['4.1']
-    }
-)
-ASTROPY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'astropy_42',
-            'pre_install': [
-                r"""sed -i 's/requires = \["setuptools",/requires = \["setuptools==68.0.0",/' pyproject.toml""",
-                r"""sed -i '/setuptools==68.0.0",/a \    "markupsafe==2.0.1",' pyproject.tomlsed -i '/setuptools==68.0.0",/a \    "markupsafe==2.0.1",' pyproject.toml""",
-            ],
-            'install': 'python -m pip install -e .[test] --verbose',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['4.2', '4.3', '5.0', '5.1']
-    }
-)
-
-ASTROPY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'astropy_52',
-            'pre_install': [
-                r"""sed -i 's/requires = \["setuptools",/requires = \["setuptools==68.0.0",/' pyproject.toml"""
-            ],
-            'install': 'python -m pip install -e .[test] --verbose',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['5.2', '5.3', '6.0', '6.1', '7.0']
-    }
-)
-
-DJANGO_CONFIG = {}
-DJANGO_CONFIG.update(
-    {
-        k: {
-            'install': 'pip install -e .',
-            'conda_env': 'django_22',
-            'test_cmd': 'python tests/runtests.py --verbosity 2',
-        }
-        for k in ['1.9', '2.2']
-    }
-)
-DJANGO_CONFIG.update(
-    {
-        '3.2': {
-            'install': 'pip install -e .',
-            'conda_env': 'django_32',
-            'test_cmd': 'python tests/runtests.py --verbosity 2',
-        },
-        '4.2': {
-            'install': 'pip install -e .',
-            'conda_env': 'django_42',
-            'test_cmd': 'python tests/runtests.py --verbosity 2',
-        },
-        '5.1': {
-            'install': 'pip install -e .',
-            'conda_env': 'django_51',
-            'test_cmd': 'python tests/runtests.py --verbosity 2',
-        },
-    }
-)
-SPHINX_CONFIG = {}
-SPHINX_CONFIG.update(
-    {  # 1.x 版本问题，实际无用
-        k: {
-            'conda_env': 'sphinx_20',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': ["sed -i 's/pytest/pytest -rA/' tox.ini"],
-            'test_cmd': 'tox --current-env -epy37 -v --',
-        }
-        for k in ['1.3', '1.4', '1.5', '1.6', '1.7', '1.8']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_20',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-                "sed -i 's/Jinja2>=2.3/Jinja2<3.0/' setup.py",
-            ],
-            'test_cmd': 'tox --current-env -epy37 -v --',
-        }
-        for k in ['2.0', '2.1', '2.2', '2.3', '2.4']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_30',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-                "sed -i 's/Jinja2>=2.3/Jinja2<3.0/' setup.py",
-                "sed -i 's/sphinxcontrib-applehelp/sphinxcontrib-applehelp<=1.0.7/' setup.py",
-                "sed -i 's/sphinxcontrib-devhelp/sphinxcontrib-devhelp<=1.0.5/' setup.py",
-                "sed -i 's/sphinxcontrib-qthelp/sphinxcontrib-qthelp<=1.0.6/' setup.py",
-                "sed -i 's/alabaster>=0.7,<0.8/alabaster>=0.7,<0.7.12/' setup.py",
-                "sed -i \"s/'packaging',/'packaging', 'markupsafe<=2.0.1',/\" setup.py",
-                "sed -i 's/sphinxcontrib-htmlhelp/sphinxcontrib-htmlhelp<=2.0.4/' setup.py",
-                "sed -i 's/sphinxcontrib-serializinghtml/sphinxcontrib-serializinghtml<=1.1.9/' setup.py",
-            ],
-            'test_cmd': 'tox --current-env -epy37 -v --',
-        }
-        for k in ['3.0', '3.1', '3.2', '3.3', '3.4', '3.5', '4.0']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_30',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-                "sed -i 's/Jinja2>=2.3/Jinja2<3.0/' setup.py",
-                "sed -i 's/sphinxcontrib-applehelp/sphinxcontrib-applehelp<=1.0.7/' setup.py",
-                "sed -i 's/sphinxcontrib-devhelp/sphinxcontrib-devhelp<=1.0.5/' setup.py",
-                "sed -i 's/sphinxcontrib-qthelp/sphinxcontrib-qthelp<=1.0.6/' setup.py",
-                "sed -i 's/alabaster>=0.7,<0.8/alabaster>=0.7,<0.7.12/' setup.py",
-                "sed -i \"s/'packaging',/'packaging', 'markupsafe<=2.0.1',/\" setup.py",
-                (
-                    "grep -q 'sphinxcontrib-htmlhelp>=2.0.0' setup.py && "
-                    "sed -i 's/sphinxcontrib-htmlhelp>=2.0.0/sphinxcontrib-htmlhelp>=2.0.0,<=2.0.4/' setup.py || "
-                    "sed -i 's/sphinxcontrib-htmlhelp/sphinxcontrib-htmlhelp<=2.0.4/' setup.py"
-                ),
-                (
-                    "grep -q 'sphinxcontrib-serializinghtml>=1.1.5' setup.py && "
-                    "sed -i 's/sphinxcontrib-serializinghtml>=1.1.5/sphinxcontrib-serializinghtml>=1.1.5,<=1.1.9/' setup.py || "
-                    "sed -i 's/sphinxcontrib-serializinghtml/sphinxcontrib-serializinghtml<=1.1.9/' setup.py"
-                ),
-            ],
-            'test_cmd': 'tox --current-env -epy37 -v --',
-        }
-        for k in ['4.1']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_30',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-                "sed -i 's/Jinja2>=2.3/Jinja2<3.0/' setup.py",
-                "sed -i 's/sphinxcontrib-applehelp/sphinxcontrib-applehelp<=1.0.7/' setup.py",
-                "sed -i 's/sphinxcontrib-devhelp/sphinxcontrib-devhelp<=1.0.5/' setup.py",
-                "sed -i 's/sphinxcontrib-qthelp/sphinxcontrib-qthelp<=1.0.6/' setup.py",
-                "sed -i 's/alabaster>=0.7,<0.8/alabaster>=0.7,<0.7.12/' setup.py",
-                "sed -i \"s/'packaging',/'packaging', 'markupsafe<=2.0.1',/\" setup.py",
-                "sed -i 's/sphinxcontrib-htmlhelp>=2.0.0/sphinxcontrib-htmlhelp>=2.0.0,<=2.0.4/' setup.py",
-                "sed -i 's/sphinxcontrib-serializinghtml>=1.1.5/sphinxcontrib-serializinghtml>=1.1.5,<=1.1.9/' setup.py",
-            ],
-            'test_cmd': 'tox --current-env -epy37 -v --',
-        }
-        for k in ['4.2', '4.3', '4.4']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_30',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-            ],
-            'test_cmd': 'tox --current-env -epy37 -v --',
-        }
-        for k in ['4.5', '5.0', '5.1', '5.2']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_60',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-            ],
-            'test_cmd': 'tox --current-env -epy39 -v --',
-        }
-        for k in ['6.0', '6.2', '7.0', '7.1']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_72',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-                'apt-get update && apt-get install -y graphviz',
-            ],
-            'test_cmd': 'tox --current-env -epy39 -v --',
-        }
-        for k in ['7.2', '7.3', '7.4']
-    }
-)
-SPHINX_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'sphinx_80',
-            'install': 'python -m pip install -e .[test]',
-            'pre_install': [
-                "sed -i 's/pytest/pytest -rA/' tox.ini",
-            ],
-            'test_cmd': 'tox --current-env -epy310 -v --',
-        }
-        for k in ['8.0', '8.1']
-    }
-)
-
-
-SKLEARN_CONFIG = {}
-SKLEARN_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'skl_020',
-            'install': 'pip install -v --no-use-pep517 --no-build-isolation -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['0.20', '0.21', '0.22']
-    }
-)
-SKLEARN_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'skl_100',
-            'install': 'pip install -v --no-use-pep517 --no-build-isolation -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['0.23', '0.24', '1.00', '1.01', '1.02']
-    }
-)
-SKLEARN_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'skl_104',
-            'install': 'pip install -v --no-use-pep517 --no-build-isolation -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['1.03', '1.04', '1.05']
-    }
-)
-
-SEABORN_CONFIG = {}
-SEABORN_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'seaborn_010',
-            'install': 'pip install -e .[dev]',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['0.3', '0.4', '0.5', '0.6', '0.11', '0.12', '0.13', '0.14']
-    }
-)
-
-XARRAY_CONFIG = {}
-XARRAY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'xarray_0014',
-            'install': 'pip install -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['0014', '0015', '0016']
-    }
-)
-XARRAY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'xarray_0017',
-            'install': 'pip install -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['0017', '0018', '0019', '0020', '0021']
-    }
-)
-XARRAY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'xarray_2203',
-            'install': 'pip install -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['2203', '2206', '2209', '2210', '2211', '2212']
-    }
-)
-XARRAY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'xarray_2303',
-            'install': 'pip install -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in [
-            '2303',
-            '2304',
-            '2305',
-            '2306',
-            '2308',
-            '2309',
-            '2310',
-            '2311',
-            '2312',
-        ]
-    }
-)
-XARRAY_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'xarray_2401',
-            'install': 'pip install -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['2401', '2402', '2403', '2405', '2407', '2409', '2410', '2411']
-    }
-)
-
-SKLEARN_CONFIG = {}
-SKLEARN_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'skl_020',
-            'install': 'pip install -v --no-use-pep517 --no-build-isolation -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['0.20', '0.21', '0.22']
-    }
-)
-SKLEARN_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'skl_100',
-            'install': 'pip install -v --no-use-pep517 --no-build-isolation -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['0.23', '0.24', '1.00', '1.01', '1.02']
-    }
-)
-SKLEARN_CONFIG.update(
-    {
-        k: {
-            'conda_env': 'skl_104',
-            'install': 'pip install -v --no-use-pep517 --no-build-isolation -e .',
-            'test_cmd': 'pytest --color=no -rA',
-        }
-        for k in ['1.03', '1.04', '1.05', '1.06', '1.07']
-    }
-)
-
-
-MAP_REPO_TO_CONFIG = {
-    'pydata/xarray': XARRAY_CONFIG,
-    'mwaskom/seaborn': SEABORN_CONFIG,
-    'scikit-learn/scikit-learn': SKLEARN_CONFIG,
-    'sphinx-doc/sphinx': SPHINX_CONFIG,
-    'django/django': DJANGO_CONFIG,
-    'astropy/astropy': ASTROPY_CONFIG,
-    'pylint-dev/pylint': PYLINT_CONFIG,
-    'pytest-dev/pytest': PYTEST_CONFIG,
-    'psf/requests': REQUESTS_CONFIG,
-    'sympy/sympy': SYMPY_CONFIG,
-    'matplotlib/matplotlib': MATPLOTLIB_CONFIG,
-}

evaluation/benchmarks/nocode_bench/prompts/nc.j2

@@ -1,65 +0,0 @@
-<uploaded_files>
-/workspace/{{ workspace_dir_name }}
-</uploaded_files>
-
-I've uploaded a python code repository in the directory {{ workspace_dir_name }}. Consider the following issue description:
-
-<doc_change>
-{{ instance.problem_statement }}
-</doc_change>
-
-Can you help me add the new features to the repository based on the changes in the <doc_change>?
-I've already taken care of all changes to any of the test files described in the <doc_change>. This means you DON'T have to modify the testing logic or any of the tests in any way!
-Also the development Python environment is already set up for you (i.e., all dependencies already installed), so you don't need to install other packages.
-Your task is to make the minimal changes to non-test files in the /workspace/{{ workspace_dir_name }} directory to implement the new features required by the documentation updates.
-
-Follow these phases to resolve the issue:
-
-Phase 1. READING: read the requirements and reword it in clearer terms
-   1.1 If there are code or config snippets. Express in words any best practices or conventions in them.
-   1.2 Hightlight method names, variables, file names, stack traces, and technical details, particularly those related to new features.
-   1.3 Explain the new feature requirements in clear terms.
-   1.4 Specify functional scope and expected behavior of new features.
-   1.5 Hightlight any best practices to take into account when developing and testing the new feature.
-
-Phase 2. RUNNING: install and run the functionality in the repository to validate the new features
-   2.1 Follow the readme.
-   2.2 Install the environment and anything needed.
-   2.2 Iterate and figure out how to validate the newly added features.
-
-Phase 3. EXPLORATION: find the files related to the new features and possible implementation solutions
-   3.1 Use `grep` to search for relevant methods, classes, keywords and feature requirements.
-   3.2 Identify all files related to the new features.
-   3.3 Propose the methods and files to implement the new features and explain why.
-   3.4 From the possible file locations, select the most likely location to implement the new features.
-
-Phase 4. TEST CREATION: before implementing any new features, create a script to validate the feature's correctness.
-   4.1 Look at existing test files in the repository to understand the test format/structure.
-   4.2 Create a minimal validation script to verify the newly added features.
-   4.3 Run the validation script to confirm the new features are successfully added and working as expected.
-   4.4 Adjust the validation script as necessary to ensure the new features fully meet the requirements.
-
-Phase 5. FEATURE ANALYSIS: state clearly the new feature and how to implement it
-   5.1 State clearly what the new feature is.
-   5.2 State clearly where the feature should be implemented.
-   5.3 State clearly how the test validates the new feature.
-   5.4 State clearly the best practices to take into account when implementing the new feature.
-   5.5 State clearly how to implement the new feature.
-
-Phase 6. FEATURE IMPLEMENTATION: edit the source code to implement your chosen solution for the new feature
-   6.1 Make minimal, focused changes to implement the new feature.
-
-Phase 7. VERIFICATION: Test your new feature thoroughly.
-   7.1 Run your validation script to verify the new feature works as expected.
-   7.2 Add edge cases to your test script to ensure comprehensive coverage of the new feature.
-   7.3 Run existing tests related to the modified code to ensure you haven't broken anything.
-
-Phase 8. FINAL REVIEW: Carefully re-read the feature requirements and compare your changes with the base commit {{ instance.base_commit }}
-   8.1 Ensure you've fully implemented all required features.
-   8.2 Run any tests in the repository related to:
-     8.2.1 The new features you are adding
-     8.2.2 The files you modified
-     8.2.3 The functions you changed
-   8.3 If any tests fail, revise your implementation until all tests pass and the new feature works as expected.
-
-Be thorough in your exploration, testing, and reasoning. It's fine if your thinking process is lengthy - quality and completeness are more important than brevity.

evaluation/benchmarks/nocode_bench/resource/mapping.py

@@ -1,39 +0,0 @@
-"""Mapping instance_id to resource_factor.
-
-Different instances may have different resource requirements.
-e.g., some instances may require more memory/CPU to run inference.
-This file tracks the resource requirements of different instances.
-"""
-
-import json
-import os
-
-from openhands.core.logger import openhands_logger as logger
-
-CUR_DIR = os.path.dirname(os.path.abspath(__file__))
-DEFAULT_RUNTIME_RESOURCE_FACTOR = int(
-    os.environ.get('DEFAULT_RUNTIME_RESOURCE_FACTOR', 1)
-)
-
-# dataset to resource mapping
-_global_resource_mapping: dict[str, dict[str, float]] = {}
-
-
-def get_resource_mapping(dataset_name: str) -> dict[str, float]:
-    if dataset_name not in _global_resource_mapping:
-        file_path = os.path.join(CUR_DIR, f'{dataset_name}.json')
-        if not os.path.exists(file_path):
-            logger.info(f'Resource mapping for {dataset_name} not found.')
-            return None
-
-        with open(file_path, 'r') as f:
-            _global_resource_mapping[dataset_name] = json.load(f)
-        logger.debug(f'Loaded resource mapping for {dataset_name}')
-    return _global_resource_mapping[dataset_name]
-
-
-def get_instance_resource_factor(dataset_name: str, instance_id: str) -> int:
-    resource_mapping = get_resource_mapping(dataset_name)
-    if resource_mapping is None:
-        return DEFAULT_RUNTIME_RESOURCE_FACTOR
-    return int(resource_mapping.get(instance_id, DEFAULT_RUNTIME_RESOURCE_FACTOR))

evaluation/benchmarks/nocode_bench/run_infer_nc.py

@@ -1,905 +0,0 @@
-import asyncio
-import copy
-import json
-import os
-import tempfile
-from typing import Any, Literal
-
-import numpy as np
-import pandas as pd
-import toml
-from datasets import load_dataset
-from jinja2 import Environment, FileSystemLoader
-
-import openhands.agenthub
-from evaluation.benchmarks.nocode_bench.binary_patch_utils import (
-    remove_binary_diffs,
-    remove_binary_files_from_git,
-)
-from evaluation.benchmarks.nocode_bench.consistants import MAP_REPO_TO_CONFIG
-from evaluation.benchmarks.nocode_bench.resource.mapping import (
-    get_instance_resource_factor,
-)
-from evaluation.benchmarks.nocode_bench.scripts.utils.evaluation_utils import (
-    run_evaluation_nocode_bench,
-)
-from evaluation.utils.shared import (
-    EvalException,
-    EvalMetadata,
-    EvalOutput,
-    assert_and_raise,
-    codeact_user_response,
-    get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
-    is_fatal_evaluation_error,
-    make_metadata,
-    prepare_dataset,
-    reset_logger_for_multiprocessing,
-    update_llm_config_for_completions_logging,
-)
-from openhands.controller.state.state import State
-from openhands.core.config import (
-    AgentConfig,
-    OpenHandsConfig,
-    get_evaluation_parser,
-    get_llm_config_arg,
-)
-from openhands.core.config.condenser_config import NoOpCondenserConfig
-from openhands.core.config.utils import get_condenser_config_arg
-from openhands.core.logger import openhands_logger as logger
-from openhands.core.main import create_runtime, run_controller
-from openhands.critic import AgentFinishedCritic
-from openhands.events.action import CmdRunAction, FileReadAction, MessageAction
-from openhands.events.observation import (
-    CmdOutputObservation,
-    ErrorObservation,
-    FileReadObservation,
-)
-from openhands.events.serialization.event import event_from_dict, event_to_dict
-from openhands.runtime.base import Runtime
-from openhands.utils.async_utils import call_async_from_sync
-from openhands.utils.shutdown_listener import sleep_if_should_continue
-
-USE_HINT_TEXT = os.environ.get('USE_HINT_TEXT', 'false').lower() == 'true'
-RUN_WITH_BROWSING = os.environ.get('RUN_WITH_BROWSING', 'false').lower() == 'true'
-ENABLE_LLM_EDITOR = os.environ.get('ENABLE_LLM_EDITOR', 'false').lower() == 'true'
-BenchMode = Literal['swe', 'swt', 'swt-ci']
-
-# Global variable to track dataset type
-DATASET_TYPE = 'nc_bench'
-
-
-def set_dataset_type(dataset_name: str) -> str:
-    """Set dataset type based on dataset name."""
-    global DATASET_TYPE
-    DATASET_TYPE = 'nc_bench'
-
-    logger.info(f'Dataset type set to: {DATASET_TYPE}')
-
-
-AGENT_CLS_TO_FAKE_USER_RESPONSE_FN = {
-    'CodeActAgent': codeact_user_response,
-}
-
-
-def _get_swebench_workspace_dir_name(instance: pd.Series) -> str:
-    return f'{instance.repo.split("/")[-1]}'
-
-
-def get_instruction(instance: pd.Series, metadata: EvalMetadata) -> MessageAction:
-    workspace_dir_name = _get_swebench_workspace_dir_name(instance)
-    metadata.details['mode']
-
-    # Determine the template file based on mode and LLM
-
-    template_name = 'nc.j2'
-
-    # Set up Jinja2 environment
-    # Assuming templates are in 'evaluation/benchmarks/swe_bench/prompts' relative to this script
-    prompts_dir = os.path.join(os.path.dirname(__file__), 'prompts')
-    env = Environment(loader=FileSystemLoader(prompts_dir))
-    template = env.get_template(template_name)
-
-    # Prepare context for rendering
-    context = {
-        'instance': instance,
-        'workspace_dir_name': workspace_dir_name,
-        'metadata': metadata,  # Pass metadata if needed in templates
-    }
-
-    context['test_instructions'] = ''  # Ensure it's defined for other modes
-
-    # Render the instruction
-    instruction = template.render(context)
-
-    if RUN_WITH_BROWSING:
-        instruction += (
-            '<IMPORTANT!>\nYou SHOULD NEVER attempt to browse the web. </IMPORTANT!>\n'
-        )
-
-    if 'image_assets' in instance:
-        assets = json.loads(instance['image_assets'])
-        assert 'problem_statement' in assets, (
-            'problem_statement is required in image_assets'
-        )
-        image_urls = assets['problem_statement']
-        return MessageAction(content=instruction, image_urls=image_urls)
-    return MessageAction(content=instruction)
-
-
-DEFAULT_DOCKER_IMAGE_PREFIX = os.environ.get(
-    'EVAL_DOCKER_IMAGE_PREFIX', 'docker.io/xingyaoww/'
-)
-logger.info(f'Default docker image prefix: {DEFAULT_DOCKER_IMAGE_PREFIX}')
-
-
-def get_instance_docker_image(
-    instance_id: str,
-    swebench_official_image: bool = False,
-) -> str:
-    if swebench_official_image:
-        # Official NoCode-Bench image
-        image_name = f'ncbench_{instance_id}:latest'.lower()
-        logger.debug(f'Using official NoCode-Bench image: {image_name}')
-        return image_name
-    else:
-        raise
-
-
-def get_config(
-    instance: pd.Series,
-    metadata: EvalMetadata,
-) -> OpenHandsConfig:
-    # We use a different instance image for the each instance of NoCode-bench eval
-    use_swebench_official_image = True
-
-    base_container_image = get_instance_docker_image(
-        instance['instance_id'],
-        swebench_official_image=use_swebench_official_image,
-    )
-    logger.info(
-        f'Using instance container image: {base_container_image}. '
-        f'Please make sure this image exists. '
-        f'Submit an issue on https://github.com/All-Hands-AI/OpenHands if you run into any issues.'
-    )
-
-    sandbox_config = get_default_sandbox_config_for_eval()
-    sandbox_config.base_container_image = base_container_image
-    sandbox_config.enable_auto_lint = True
-    sandbox_config.use_host_network = False
-    # Add platform to the sandbox config to solve issue 4401
-    sandbox_config.platform = 'linux/amd64'
-    sandbox_config.remote_runtime_resource_factor = get_instance_resource_factor(
-        dataset_name=metadata.dataset,
-        instance_id=instance['instance_id'],
-    )
-
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
-        runtime=os.environ.get('RUNTIME', 'docker'),
-        sandbox_config=sandbox_config,
-    )
-
-    config.set_llm_config(
-        update_llm_config_for_completions_logging(
-            metadata.llm_config, metadata.eval_output_dir, instance['instance_id']
-        )
-    )
-    # get 'draft_editor' config if exists
-    config.set_llm_config(get_llm_config_arg('draft_editor'), 'draft_editor')
-
-    agent_config = AgentConfig(
-        enable_jupyter=False,
-        enable_browsing=RUN_WITH_BROWSING,
-        enable_llm_editor=ENABLE_LLM_EDITOR,
-        enable_mcp=False,
-        condenser=metadata.condenser_config,
-        enable_prompt_extensions=False,
-    )
-    config.set_agent_config(agent_config)
-    return config
-
-
-def make_serializable(obj):
-    if isinstance(obj, pd.Series):
-        obj = obj.to_dict()
-    if isinstance(obj, dict):
-        return {k: make_serializable(v) for k, v in obj.items()}
-    elif isinstance(obj, list):
-        return [make_serializable(v) for v in obj]
-    elif isinstance(obj, tuple):
-        return tuple(make_serializable(v) for v in obj)
-    elif isinstance(obj, np.ndarray):
-        return obj.tolist()
-    elif isinstance(obj, pd.Timestamp):
-        return str(obj)
-    else:
-        return obj
-
-
-def initialize_runtime(
-    runtime: Runtime,
-    instance: pd.Series,  # this argument is not required
-    metadata: EvalMetadata,
-):
-    """Initialize the runtime for the agent.
-
-    This function is called before the runtime is used to run the agent.
-    """
-    logger.info('-' * 30)
-    logger.info('BEGIN Runtime Initialization Fn')
-    logger.info('-' * 30)
-    workspace_dir_name = _get_swebench_workspace_dir_name(instance)
-    obs: CmdOutputObservation
-
-    # Set instance id and git configuration
-    action = CmdRunAction(
-        command=f"""echo 'export SWE_INSTANCE_ID={instance['instance_id']}' >> ~/.bashrc && echo 'export PIP_CACHE_DIR=~/.cache/pip' >> ~/.bashrc && echo "alias git='git --no-pager'" >> ~/.bashrc && git config --global core.pager "" && git config --global diff.binary false"""
-    )
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        obs.exit_code == 0,
-        f'Failed to export SWE_INSTANCE_ID and configure git: {str(obs)}',
-    )
-
-    action = CmdRunAction(command="""export USER=$(whoami); echo USER=${USER} """)
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(obs.exit_code == 0, f'Failed to export USER: {str(obs)}')
-
-    # inject the init script
-    script_dir = os.path.dirname(__file__)
-
-    # inject the instance info
-    action = CmdRunAction(command='mkdir -p /swe_util/eval_data/instances')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        obs.exit_code == 0,
-        f'Failed to create /swe_util/eval_data/instances: {str(obs)}',
-    )
-
-    swe_instance_json_name = 'swe-bench-instance.json'
-    with tempfile.TemporaryDirectory() as temp_dir:
-        # Construct the full path for the desired file name within the temporary directory
-        temp_file_path = os.path.join(temp_dir, swe_instance_json_name)
-        # Write to the file with the desired name within the temporary directory
-
-        with open(temp_file_path, 'w') as f:
-            if not isinstance(instance, dict):
-                instance_dict = make_serializable(instance)
-            else:
-                instance_dict = dict(instance)
-
-            if DATASET_TYPE == 'nc_bench':
-                config = MAP_REPO_TO_CONFIG.get(instance['repo'], {}).get(
-                    instance['version'], []
-                )
-                docker_conda_env_name = config['conda_env']
-                instance_dict['conda_env'] = docker_conda_env_name
-
-            json.dump([instance_dict], f)
-
-        # Copy the file to the desired location
-        runtime.copy_to(temp_file_path, '/swe_util/eval_data/instances/')
-
-        # inject the instance swe entry
-        entry_script_path = 'instance_nc_entry.sh'
-
-        runtime.copy_to(
-            str(os.path.join(script_dir, f'scripts/setup/{entry_script_path}')),
-            '/swe_util/',
-        )
-
-    action = CmdRunAction(command='cat ~/.bashrc')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(obs.exit_code == 0, f'Failed to cat ~/.bashrc: {str(obs)}')
-
-    action = CmdRunAction(command='source ~/.bashrc')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    if isinstance(obs, ErrorObservation):
-        logger.error(f'Failed to source ~/.bashrc: {str(obs)}')
-    assert_and_raise(obs.exit_code == 0, f'Failed to source ~/.bashrc: {str(obs)}')
-
-    action = CmdRunAction(command=f'source /swe_util/{entry_script_path}')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        obs.exit_code == 0,
-        f'Failed to source /swe_util/{entry_script_path}: {str(obs)}',
-    )
-
-    action = CmdRunAction(command=f'cd /workspace/{workspace_dir_name}')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        obs.exit_code == 0,
-        f'Failed to cd to /workspace/{workspace_dir_name}: {str(obs)}',
-    )
-
-    action = CmdRunAction(command='git reset --hard')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(obs.exit_code == 0, f'Failed to git reset --hard: {str(obs)}')
-
-    action = CmdRunAction(
-        command='for remote_name in $(git remote); do git remote remove "${remote_name}"; done'
-    )
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(obs.exit_code == 0, f'Failed to remove git remotes: {str(obs)}')
-
-    if DATASET_TYPE != 'Multimodal' and DATASET_TYPE != 'SWE-bench-Live':
-        # Only for non-multimodal datasets, we need to activate the testbed environment for Python
-        # SWE-Bench multimodal datasets and SWE-bench-Live are not using the testbed environment
-        action = CmdRunAction(command='which python')
-        action.set_hard_timeout(600)
-        logger.info(action, extra={'msg_type': 'ACTION'})
-        obs = runtime.run_action(action)
-        logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-        assert_and_raise(
-            obs.exit_code == 0,
-            f'Expected to find python interpreter, but got: {str(obs)}',
-        )
-
-    logger.info('-' * 30)
-    logger.info('END Runtime Initialization Fn')
-    logger.info('-' * 30)
-
-
-def complete_runtime(
-    runtime: Runtime,
-    instance: pd.Series,  # this argument is not required, but it is used to get the workspace_dir_name
-) -> 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: CmdOutputObservation
-    workspace_dir_name = _get_swebench_workspace_dir_name(instance)
-
-    action = CmdRunAction(command=f'cd /workspace/{workspace_dir_name}')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-
-    if obs.exit_code == -1:
-        # The previous command is still running
-        # We need to kill previous command
-        logger.info('The previous command is still running, trying to kill it...')
-        action = CmdRunAction(command='C-c')
-        obs = runtime.run_action(action)
-        logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-
-        # Then run the command again
-        action = CmdRunAction(command=f'cd /workspace/{workspace_dir_name}')
-        action.set_hard_timeout(600)
-        logger.info(action, extra={'msg_type': 'ACTION'})
-        obs = runtime.run_action(action)
-        logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-
-    if obs.exit_code == -1:
-        # The previous command is still running
-        # We need to kill previous command
-        logger.info('The previous command is still running, trying to ctrl+z it...')
-        action = CmdRunAction(command='C-z')
-        obs = runtime.run_action(action)
-        logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-
-        # Then run the command again
-        action = CmdRunAction(command=f'cd /workspace/{workspace_dir_name}')
-        action.set_hard_timeout(600)
-        logger.info(action, extra={'msg_type': 'ACTION'})
-        obs = runtime.run_action(action)
-        logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-
-    assert_and_raise(
-        isinstance(obs, CmdOutputObservation) and obs.exit_code == 0,
-        f'Failed to cd to /workspace/{workspace_dir_name}: {str(obs)}',
-    )
-
-    action = CmdRunAction(command='git config --global core.pager ""')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        isinstance(obs, CmdOutputObservation) and obs.exit_code == 0,
-        f'Failed to git config --global core.pager "": {str(obs)}',
-    )
-
-    # First check for any git repositories in subdirectories
-    action = CmdRunAction(command='find . -type d -name .git -not -path "./.git"')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        isinstance(obs, CmdOutputObservation) and obs.exit_code == 0,
-        f'Failed to find git repositories: {str(obs)}',
-    )
-
-    git_dirs = [p for p in obs.content.strip().split('\n') if p]
-    if git_dirs:
-        # Remove all .git directories in subdirectories
-        for git_dir in git_dirs:
-            action = CmdRunAction(command=f'rm -rf "{git_dir}"')
-            action.set_hard_timeout(600)
-            logger.info(action, extra={'msg_type': 'ACTION'})
-            obs = runtime.run_action(action)
-            logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-            assert_and_raise(
-                isinstance(obs, CmdOutputObservation) and obs.exit_code == 0,
-                f'Failed to remove git directory {git_dir}: {str(obs)}',
-            )
-
-    # add all files
-    action = CmdRunAction(command='git add -A')
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        isinstance(obs, CmdOutputObservation) and obs.exit_code == 0,
-        f'Failed to git add -A: {str(obs)}',
-    )
-
-    # Remove binary files from git staging
-    action = CmdRunAction(command=remove_binary_files_from_git())
-    action.set_hard_timeout(600)
-    logger.info(action, extra={'msg_type': 'ACTION'})
-    obs = runtime.run_action(action)
-    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-    assert_and_raise(
-        isinstance(obs, CmdOutputObservation) and obs.exit_code == 0,
-        f'Failed to remove binary files: {str(obs)}',
-    )
-
-    n_retries = 0
-    git_patch = None
-    while n_retries < 5:
-        action = CmdRunAction(
-            command=f'git diff --no-color --cached {instance["base_commit"]} > patch.diff'
-        )
-        action.set_hard_timeout(max(300 + 100 * n_retries, 600))
-        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:
-                # Read the patch file
-                action = FileReadAction(path='patch.diff')
-                action.set_hard_timeout(max(300 + 100 * n_retries, 600))
-                logger.info(action, extra={'msg_type': 'ACTION'})
-                obs = runtime.run_action(action)
-                logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-                if isinstance(obs, FileReadObservation):
-                    git_patch = obs.content
-                    break
-                elif isinstance(obs, ErrorObservation):
-                    # Fall back to cat "patch.diff" to get the patch
-                    assert 'File could not be decoded as utf-8' in obs.content
-                    action = CmdRunAction(command='cat patch.diff')
-                    action.set_hard_timeout(max(300 + 100 * n_retries, 600))
-                    logger.info(action, extra={'msg_type': 'ACTION'})
-                    obs = runtime.run_action(action)
-                    assert isinstance(obs, CmdOutputObservation) and obs.exit_code == 0
-                    logger.info(obs, extra={'msg_type': 'OBSERVATION'})
-                    git_patch = obs.content
-                    break
-                else:
-                    assert_and_raise(False, f'Unexpected observation type: {str(obs)}')
-            else:
-                logger.info('Failed to get git diff, retrying...')
-                sleep_if_should_continue(10)
-        elif isinstance(obs, ErrorObservation):
-            logger.error(f'Error occurred: {obs.content}. Retrying...')
-            sleep_if_should_continue(10)
-        else:
-            assert_and_raise(False, f'Unexpected observation type: {str(obs)}')
-
-    assert_and_raise(git_patch is not None, 'Failed to get git diff (None)')
-
-    # Remove binary diffs from the patch
-    git_patch = remove_binary_diffs(git_patch)
-
-    logger.info('-' * 30)
-    logger.info('END Runtime Completion Fn')
-    logger.info('-' * 30)
-    return {'git_patch': git_patch}
-
-
-def process_instance(
-    instance: pd.Series,
-    metadata: EvalMetadata,
-    reset_logger: bool = True,
-    runtime_failure_count: int = 0,
-) -> EvalOutput:
-    config = get_config(instance, metadata)
-
-    # Setup the logger properly, so you can run multi-processing to parallelize the evaluation
-    if reset_logger:
-        log_dir = os.path.join(metadata.eval_output_dir, 'infer_logs')
-        reset_logger_for_multiprocessing(logger, instance.instance_id, log_dir)
-    else:
-        logger.info(f'Starting evaluation for instance {instance.instance_id}.')
-
-    # Increase resource_factor with increasing attempt_id
-    if runtime_failure_count > 0:
-        config.sandbox.remote_runtime_resource_factor = min(
-            config.sandbox.remote_runtime_resource_factor * (2**runtime_failure_count),
-            8,
-        )
-        logger.warning(
-            f'This is the {runtime_failure_count + 1}th attempt for instance {instance.instance_id}, setting resource factor to {config.sandbox.remote_runtime_resource_factor}'
-        )
-
-    metadata = copy.deepcopy(metadata)
-    metadata.details['runtime_failure_count'] = runtime_failure_count
-    metadata.details['remote_runtime_resource_factor'] = (
-        config.sandbox.remote_runtime_resource_factor
-    )
-
-    runtime = create_runtime(config)
-    call_async_from_sync(runtime.connect)
-
-    try:
-        initialize_runtime(runtime, instance, metadata)
-
-        message_action = get_instruction(instance, metadata)
-
-        # Here's how you can run the agent (similar to the `main` function) and get the final task state
-        state: State | None = asyncio.run(
-            run_controller(
-                config=config,
-                initial_user_action=message_action,
-                runtime=runtime,
-                fake_user_response_fn=AGENT_CLS_TO_FAKE_USER_RESPONSE_FN[
-                    metadata.agent_class
-                ],
-            )
-        )
-
-        # if fatal error, throw EvalError to trigger re-run
-        if is_fatal_evaluation_error(state.last_error):
-            raise EvalException('Fatal error detected: ' + state.last_error)
-
-        # ======= THIS IS SWE-Bench specific =======
-        # Get git patch
-        if DATASET_TYPE == 'SWE-bench-Live':
-            from evaluation.benchmarks.swe_bench.live_utils import (
-                complete_runtime as complete_runtime_fn,
-            )
-        else:
-            complete_runtime_fn = complete_runtime
-        return_val = complete_runtime_fn(runtime, instance)
-        git_patch = return_val['git_patch']
-        logger.info(
-            f'Got git diff for instance {instance.instance_id}:\n--------\n{git_patch}\n--------'
-        )
-    finally:
-        runtime.close()
-    # ==========================================
-
-    # ======= Attempt to evaluate the agent's edits =======
-    # we use eval_infer.sh to evaluate the agent's edits, not here
-    # because the agent may alter the environment / testcases
-    test_result = {
-        'git_patch': git_patch,
-    }
-
-    # If you are working on some simpler benchmark that only evaluates the final model output (e.g., in a MessageAction)
-    # You can simply get the LAST `MessageAction` from the returned `state.history` and parse it for evaluation.
-    if state is None:
-        raise ValueError('State should not be None.')
-
-    # NOTE: this is NO LONGER the event stream, but an agent history that includes delegate agent's events
-    histories = [event_to_dict(event) for event in state.history]
-    metrics = get_metrics(state)
-
-    # Save the output
-    instruction = message_action.content
-    if message_action.image_urls:
-        instruction += (
-            '\n\n<image_urls>' + '\n'.join(message_action.image_urls) + '</image_urls>'
-        )
-    output = EvalOutput(
-        instance_id=instance.instance_id,
-        instruction=instruction,
-        instance=instance.to_dict(),  # SWE Bench specific
-        test_result=test_result,
-        metadata=metadata,
-        history=histories,
-        metrics=metrics,
-        error=state.last_error if state and state.last_error else None,
-    )
-    return output
-
-
-def filter_dataset(dataset: pd.DataFrame, filter_column: str) -> pd.DataFrame:
-    file_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), 'config.toml')
-    if os.path.exists(file_path):
-        with open(file_path, 'r') as file:
-            data = toml.load(file)
-            if 'selected_ids' in data:
-                selected_ids = data['selected_ids']
-                logger.info(
-                    f'Filtering {len(selected_ids)} tasks from "selected_ids"...'
-                )
-                subset = dataset[dataset[filter_column].isin(selected_ids)]
-                logger.info(f'Retained {subset.shape[0]} tasks after filtering')
-                return subset
-            if 'selected_repos' in data:
-                # repos for the swe-bench instances:
-                # ['astropy/astropy', 'django/django', 'matplotlib/matplotlib', 'mwaskom/seaborn', 'pallets/flask', 'psf/requests', 'pydata/xarray', 'pylint-dev/pylint', 'pytest-dev/pytest', 'scikit-learn/scikit-learn', 'sphinx-doc/sphinx', 'sympy/sympy']
-                selected_repos = data['selected_repos']
-                if isinstance(selected_repos, str):
-                    selected_repos = [selected_repos]
-                assert isinstance(selected_repos, list)
-                logger.info(
-                    f'Filtering {selected_repos} tasks from "selected_repos"...'
-                )
-                subset = dataset[dataset['repo'].isin(selected_repos)]
-                logger.info(f'Retained {subset.shape[0]} tasks after filtering')
-                return subset
-
-    skip_ids = os.environ.get('SKIP_IDS', '').split(',')
-    if len(skip_ids) > 0:
-        logger.info(f'Filtering {len(skip_ids)} tasks from "SKIP_IDS"...')
-        return dataset[~dataset[filter_column].isin(skip_ids)]
-    return dataset
-
-
-if __name__ == '__main__':
-    parser = get_evaluation_parser()
-    parser.add_argument(
-        '--dataset',
-        type=str,
-        default='NoCode-bench/NoCode-bench_Verified',
-        help='data set to evaluate on, either full-test or lite-test',
-    )
-    parser.add_argument(
-        '--split',
-        type=str,
-        default='test',
-        help='split to evaluate on',
-    )
-    parser.add_argument(
-        '--mode',
-        type=str,
-        default='swe',
-        choices=['swe', 'swt', 'swt-ci'],
-        help="mode to run the evaluation, either 'swe', 'swt', or 'swt-ci'",
-    )
-
-    args, _ = parser.parse_known_args()
-
-    # NOTE: It is preferable to load datasets from huggingface datasets and perform post-processing
-    # so we don't need to manage file uploading to OpenHands's repo
-
-    dataset = load_dataset(args.dataset, args.split)
-
-    # Set the global dataset type based on dataset name
-    set_dataset_type(args.dataset)
-
-    swe_bench_tests = filter_dataset(dataset.to_pandas(), 'instance_id')
-    logger.info(
-        f'Loaded dataset {args.dataset} with split {args.split}: {len(swe_bench_tests)} tasks'
-    )
-
-    llm_config = None
-    if args.llm_config:
-        llm_config = get_llm_config_arg(args.llm_config)
-        llm_config.log_completions = True
-        # modify_params must be False for evaluation purpose, for reproducibility and accurancy of results
-        llm_config.modify_params = False
-
-    if llm_config is None:
-        raise ValueError(f'Could not find LLM config: --llm_config {args.llm_config}')
-
-    # Get condenser config from environment variable
-    condenser_name = os.environ.get('EVAL_CONDENSER')
-    if condenser_name:
-        condenser_config = get_condenser_config_arg(condenser_name)
-        if condenser_config is None:
-            raise ValueError(
-                f'Could not find Condenser config: EVAL_CONDENSER={condenser_name}'
-            )
-    else:
-        # If no specific condenser config is provided via env var, default to NoOpCondenser
-        condenser_config = NoOpCondenserConfig()
-        logger.debug(
-            'No Condenser config provided via EVAL_CONDENSER, using NoOpCondenser.'
-        )
-
-    details = {'mode': args.mode}
-    _agent_cls = openhands.agenthub.Agent.get_cls(args.agent_cls)
-
-    dataset_descrption = (
-        args.dataset.replace('/', '__') + '-' + args.split.replace('/', '__')
-    )
-    metadata = make_metadata(
-        llm_config,
-        dataset_descrption,
-        args.agent_cls,
-        args.max_iterations,
-        args.eval_note,
-        args.eval_output_dir,
-        details=details,
-        condenser_config=condenser_config,
-    )
-
-    output_file = os.path.join(metadata.eval_output_dir, 'output.jsonl')
-    print(f'### OUTPUT FILE: {output_file} ###')
-
-    # Run evaluation in iterative mode:
-    # If a rollout fails to output AgentFinishAction, we will try again until it succeeds OR total 3 attempts have been made.
-    ITERATIVE_EVAL_MODE = (
-        os.environ.get('ITERATIVE_EVAL_MODE', 'false').lower() == 'true'
-    )
-    ITERATIVE_EVAL_MODE_MAX_ATTEMPTS = int(
-        os.environ.get('ITERATIVE_EVAL_MODE_MAX_ATTEMPTS', '3')
-    )
-
-    if not ITERATIVE_EVAL_MODE:
-        # load the dataset
-        instances = prepare_dataset(swe_bench_tests, output_file, args.eval_n_limit)
-        if len(instances) > 0 and not isinstance(
-            instances['PASS2PASS'][instances['PASS2PASS'].index[0]], str
-        ):
-            for col in ['PASS2PASS', 'FAIL2PASS']:
-                instances[col] = instances[col].apply(lambda x: str(x))
-
-        run_evaluation_nocode_bench(
-            instances,
-            metadata,
-            output_file,
-            args.eval_num_workers,
-            process_instance,
-            timeout_seconds=8
-            * 60
-            * 60,  # 8 hour PER instance should be more than enough
-            max_retries=5,
-        )
-    else:
-        critic = AgentFinishedCritic()
-
-        def get_cur_output_file_path(attempt: int) -> str:
-            return (
-                f'{output_file.removesuffix(".jsonl")}.critic_attempt_{attempt}.jsonl'
-            )
-
-        eval_ids = None
-        for attempt in range(1, ITERATIVE_EVAL_MODE_MAX_ATTEMPTS + 1):
-            cur_output_file = get_cur_output_file_path(attempt)
-            logger.info(
-                f'Running evaluation with critic {critic.__class__.__name__} for attempt {attempt} of {ITERATIVE_EVAL_MODE_MAX_ATTEMPTS}.'
-            )
-
-            # For deterministic eval, we set temperature to 0.1 for (>1) attempt
-            # so hopefully we get slightly different results
-            if attempt > 1 and metadata.llm_config.temperature == 0:
-                logger.info(
-                    f'Detected temperature is 0 for (>1) attempt {attempt}. Setting temperature to 0.1...'
-                )
-                metadata.llm_config.temperature = 0.1
-
-            # Load instances - at first attempt, we evaluate all instances
-            # On subsequent attempts, we only evaluate the instances that failed the previous attempt determined by critic
-            instances = prepare_dataset(
-                swe_bench_tests, cur_output_file, args.eval_n_limit, eval_ids=eval_ids
-            )
-            if len(instances) > 0 and not isinstance(
-                instances['PASS2PASS'][instances['PASS2PASS'].index[0]], str
-            ):
-                for col in ['PASS2PASS', 'FAIL2PASS']:
-                    instances[col] = instances[col].apply(lambda x: str(x))
-
-            # Run evaluation - but save them to cur_output_file
-            logger.info(
-                f'Evaluating {len(instances)} instances for attempt {attempt}...'
-            )
-            run_evaluation_nocode_bench(
-                instances,
-                metadata,
-                cur_output_file,
-                args.eval_num_workers,
-                process_instance,
-                timeout_seconds=8
-                * 60
-                * 60,  # 8 hour PER instance should be more than enough
-                max_retries=5,
-            )
-
-            # When eval is done, we update eval_ids to the instances that failed the current attempt
-            instances_failed = []
-            logger.info(
-                f'Use critic {critic.__class__.__name__} to check {len(instances)} instances for attempt {attempt}...'
-            )
-            with open(cur_output_file, 'r') as f:
-                for line in f:
-                    instance = json.loads(line)
-                    try:
-                        history = [
-                            event_from_dict(event) for event in instance['history']
-                        ]
-                        critic_result = critic.evaluate(
-                            history, instance['test_result'].get('git_patch', '')
-                        )
-                        if not critic_result.success:
-                            instances_failed.append(instance['instance_id'])
-                    except Exception as e:
-                        logger.error(
-                            f'Error loading history for instance {instance["instance_id"]}: {e}'
-                        )
-                        instances_failed.append(instance['instance_id'])
-            logger.info(
-                f'{len(instances_failed)} instances failed the current attempt {attempt}: {instances_failed}'
-            )
-            eval_ids = instances_failed
-
-            # If no instances failed, we break
-            if len(instances_failed) == 0:
-                break
-
-        # Then we should aggregate the results from all attempts into the original output file
-        # and remove the intermediate files
-        logger.info(
-            'Aggregating results from all attempts into the original output file...'
-        )
-        fout = open(output_file, 'w')
-        added_instance_ids = set()
-        for attempt in reversed(range(1, ITERATIVE_EVAL_MODE_MAX_ATTEMPTS + 1)):
-            cur_output_file = get_cur_output_file_path(attempt)
-            if not os.path.exists(cur_output_file):
-                logger.warning(
-                    f'Intermediate output file {cur_output_file} does not exist. Skipping...'
-                )
-                continue
-
-            with open(cur_output_file, 'r') as f:
-                for line in f:
-                    instance = json.loads(line)
-                    # Also make sure git_patch is not empty - otherwise we fall back to previous attempt (empty patch is worse than anything else)
-                    if (
-                        instance['instance_id'] not in added_instance_ids
-                        and instance['test_result'].get('git_patch', '').strip()
-                    ):
-                        fout.write(line)
-                        added_instance_ids.add(instance['instance_id'])
-            logger.info(
-                f'Aggregated instances from {cur_output_file}. Total instances added so far: {len(added_instance_ids)}'
-            )
-        fout.close()
-        logger.info(
-            f'Done! Total {len(added_instance_ids)} instances added to {output_file}'
-        )

evaluation/benchmarks/nocode_bench/scripts/eval/convert.py

@@ -1,33 +0,0 @@
-import argparse
-import json
-
-
-def main(output_jsonl: str):
-    with open(output_jsonl, 'r') as f:
-        for line in f:
-            try:
-                output = json.loads(line)
-                pred = {
-                    'instance_id': output['instance_id'],
-                    'model_name_or_path': output['metadata']['llm_config']['model'],
-                    'model_patch': output['test_result']['git_patch'],
-                }
-            except Exception as e:
-                print(
-                    f'Error while reading output of instance {output["instance_id"]}: {e}'
-                )
-
-            print(json.dumps(pred))
-
-
-if __name__ == '__main__':
-    parser = argparse.ArgumentParser()
-    parser.add_argument(
-        '--output_jsonl',
-        type=str,
-        required=True,
-        help='Path to the prediction file (.../outputs.jsonl)',
-    )
-    args = parser.parse_args()
-
-    main(args.output_jsonl)

evaluation/benchmarks/nocode_bench/scripts/eval/verify_costs.py

@@ -1,104 +0,0 @@
-import argparse
-
-import pandas as pd
-
-from openhands.core.logger import openhands_logger as logger
-
-
-def verify_instance_costs(row: pd.Series) -> float:
-    """
-    Verifies that the accumulated_cost matches the sum of individual costs in metrics.
-    Also checks for duplicate consecutive costs which might indicate buggy counting.
-    If the consecutive costs are identical, the file is affected by this bug:
-    https://github.com/All-Hands-AI/OpenHands/issues/5383
-
-    Args:
-        row: DataFrame row containing instance data with metrics
-    Returns:
-        float: The verified total cost for this instance (corrected if needed)
-    """
-    try:
-        metrics = row.get('metrics')
-        if not metrics:
-            logger.warning(f'Instance {row["instance_id"]}: No metrics found')
-            return 0.0
-
-        accumulated = metrics.get('accumulated_cost')
-        costs = metrics.get('costs', [])
-
-        if accumulated is None:
-            logger.warning(
-                f'Instance {row["instance_id"]}: No accumulated_cost in metrics'
-            )
-            return 0.0
-
-        # Check for duplicate consecutive costs and systematic even-odd pairs
-        has_duplicate = False
-        all_pairs_match = True
-
-        # Check each even-odd pair (0-1, 2-3, etc.)
-        for i in range(0, len(costs) - 1, 2):
-            if abs(costs[i]['cost'] - costs[i + 1]['cost']) < 1e-6:
-                has_duplicate = True
-                logger.debug(
-                    f'Instance {row["instance_id"]}: Possible buggy double-counting detected! '
-                    f'Steps {i} and {i + 1} have identical costs: {costs[i]["cost"]:.2f}'
-                )
-            else:
-                all_pairs_match = False
-                break
-
-        # Calculate total cost, accounting for buggy double counting if detected
-        if len(costs) >= 2 and has_duplicate and all_pairs_match:
-            paired_steps_cost = sum(
-                cost_entry['cost']
-                for cost_entry in costs[: -1 if len(costs) % 2 else None]
-            )
-            real_paired_cost = paired_steps_cost / 2
-
-            unpaired_cost = costs[-1]['cost'] if len(costs) % 2 else 0
-            total_cost = real_paired_cost + unpaired_cost
-
-        else:
-            total_cost = sum(cost_entry['cost'] for cost_entry in costs)
-
-        if not abs(total_cost - accumulated) < 1e-6:
-            logger.warning(
-                f'Instance {row["instance_id"]}: Cost mismatch: '
-                f'accumulated: {accumulated:.2f}, sum of costs: {total_cost:.2f}, '
-            )
-
-        return total_cost
-
-    except Exception as e:
-        logger.error(
-            f'Error verifying costs for instance {row.get("instance_id", "UNKNOWN")}: {e}'
-        )
-        return 0.0
-
-
-def main():
-    parser = argparse.ArgumentParser(
-        description='Verify costs in SWE-bench output file'
-    )
-    parser.add_argument(
-        'input_filepath', type=str, help='Path to the output.jsonl file'
-    )
-    args = parser.parse_args()
-
-    try:
-        # Load and verify the JSONL file
-        df = pd.read_json(args.input_filepath, lines=True)
-        logger.info(f'Loaded {len(df)} instances from {args.input_filepath}')
-
-        # Verify costs for each instance and sum up total
-        total_cost = df.apply(verify_instance_costs, axis=1).sum()
-        logger.info(f'Total verified cost across all instances: ${total_cost:.2f}')
-
-    except Exception as e:
-        logger.error(f'Failed to process file: {e}')
-        raise
-
-
-if __name__ == '__main__':
-    main()

evaluation/benchmarks/nocode_bench/scripts/run_infer_nc.sh

@@ -1,146 +0,0 @@
-#!/usr/bin/env bash
-set -eo pipefail
-
-source "evaluation/utils/version_control.sh"
-
-MODEL_CONFIG=$1
-COMMIT_HASH=$2
-AGENT=$3
-EVAL_LIMIT=$4
-MAX_ITER=$5
-NUM_WORKERS=$6
-DATASET=$7
-SPLIT=$8
-N_RUNS=$9
-MODE=${10}
-
-
-if [ -z "$NUM_WORKERS" ]; then
-  NUM_WORKERS=1
-  echo "Number of workers not specified, use default $NUM_WORKERS"
-fi
-checkout_eval_branch
-
-if [ -z "$AGENT" ]; then
-  echo "Agent not specified, use default CodeActAgent"
-  AGENT="CodeActAgent"
-fi
-
-if [ -z "$MAX_ITER" ]; then
-  echo "MAX_ITER not specified, use default 100"
-  MAX_ITER=100
-fi
-
-if [ -z "$RUN_WITH_BROWSING" ]; then
-  echo "RUN_WITH_BROWSING not specified, use default false"
-  RUN_WITH_BROWSING=false
-fi
-
-
-if [ -z "$DATASET" ]; then
-  echo "DATASET not specified, use default princeton-nlp/SWE-bench_Lite"
-  DATASET="princeton-nlp/SWE-bench_Lite"
-fi
-
-if [ -z "$SPLIT" ]; then
-  echo "SPLIT not specified, use default test"
-  SPLIT="test"
-fi
-
-if [ -z "$MODE" ]; then
-  MODE="swe"
-  echo "MODE not specified, use default $MODE"
-fi
-
-if [ -n "$EVAL_CONDENSER" ]; then
-  echo "Using Condenser Config: $EVAL_CONDENSER"
-else
-  echo "No Condenser Config provided via EVAL_CONDENSER, use default (NoOpCondenser)."
-fi
-
-export RUN_WITH_BROWSING=$RUN_WITH_BROWSING
-echo "RUN_WITH_BROWSING: $RUN_WITH_BROWSING"
-
-get_openhands_version
-
-echo "AGENT: $AGENT"
-echo "OPENHANDS_VERSION: $OPENHANDS_VERSION"
-echo "MODEL_CONFIG: $MODEL_CONFIG"
-echo "DATASET: $DATASET"
-echo "SPLIT: $SPLIT"
-echo "MAX_ITER: $MAX_ITER"
-echo "NUM_WORKERS: $NUM_WORKERS"
-echo "COMMIT_HASH: $COMMIT_HASH"
-echo "MODE: $MODE"
-echo "EVAL_CONDENSER: $EVAL_CONDENSER"
-
-# Default to NOT use Hint
-if [ -z "$USE_HINT_TEXT" ]; then
-  export USE_HINT_TEXT=false
-fi
-echo "USE_HINT_TEXT: $USE_HINT_TEXT"
-EVAL_NOTE="$OPENHANDS_VERSION"
-# if not using Hint, add -no-hint to the eval note
-if [ "$USE_HINT_TEXT" = false ]; then
-  EVAL_NOTE="$EVAL_NOTE-no-hint"
-fi
-
-if [ "$RUN_WITH_BROWSING" = true ]; then
-  EVAL_NOTE="$EVAL_NOTE-with-browsing"
-fi
-
-if [ -n "$EXP_NAME" ]; then
-  EVAL_NOTE="$EVAL_NOTE-$EXP_NAME"
-fi
-# if mode != swe, add mode to the eval note
-if [ "$MODE" != "swe" ]; then
-  EVAL_NOTE="${EVAL_NOTE}-${MODE}"
-fi
-# Add condenser config to eval note if provided
-if [ -n "$EVAL_CONDENSER" ]; then
-  EVAL_NOTE="${EVAL_NOTE}-${EVAL_CONDENSER}"
-fi
-
-function run_eval() {
-  local eval_note="${1}"
-  COMMAND="poetry run python evaluation/benchmarks/nocode_bench/run_infer_nc.py \
-    --agent-cls $AGENT \
-    --llm-config $MODEL_CONFIG \
-    --max-iterations $MAX_ITER \
-    --eval-num-workers $NUM_WORKERS \
-    --eval-note $eval_note \
-    --dataset $DATASET \
-    --split $SPLIT \
-    --mode $MODE"
-
-
-
-  if [ -n "$EVAL_LIMIT" ]; then
-    echo "EVAL_LIMIT: $EVAL_LIMIT"
-    COMMAND="$COMMAND --eval-n-limit $EVAL_LIMIT"
-  fi
-
-  # Run the command
-  eval $COMMAND
-}
-
-unset SANDBOX_ENV_GITHUB_TOKEN # prevent the agent from using the github token to push
-if [ -z "$N_RUNS" ]; then
-  N_RUNS=1
-  echo "N_RUNS not specified, use default $N_RUNS"
-fi
-
-# Skip runs if the run number is in the SKIP_RUNS list
-# read from env variable SKIP_RUNS as a comma separated list of run numbers
-SKIP_RUNS=(${SKIP_RUNS//,/ })
-for i in $(seq 1 $N_RUNS); do
-  if [[ " ${SKIP_RUNS[@]} " =~ " $i " ]]; then
-    echo "Skipping run $i"
-    continue
-  fi
-  current_eval_note="$EVAL_NOTE-run_$i"
-  echo "EVAL_NOTE: $current_eval_note"
-  run_eval $current_eval_note
-done
-
-checkout_original_branch

evaluation/benchmarks/nocode_bench/scripts/setup/compare_patch_filename.py

@@ -1,54 +0,0 @@
-"""This script compares gold patches with OpenHands-generated patches and check whether
-OpenHands found the right (set of) files to modify.
-"""
-
-import argparse
-import json
-import re
-
-
-def extract_modified_files(patch):
-    modified_files = set()
-    file_pattern = re.compile(r'^diff --git a/(.*?) b/')
-
-    for line in patch.split('\n'):
-        match = file_pattern.match(line)
-        if match:
-            modified_files.add(match.group(1))
-
-    return modified_files
-
-
-def process_report(oh_output_file):
-    succ = 0
-    fail = 0
-    for line in open(oh_output_file):
-        line = json.loads(line)
-        instance_id = line['instance_id']
-        gold_patch = line['swe_instance']['patch']
-        generated_patch = line['git_patch']
-        gold_modified_files = extract_modified_files(gold_patch)
-        # swe-bench lite only: a gold patch always contains exactly one file
-        assert len(gold_modified_files) == 1
-        generated_modified_files = extract_modified_files(generated_patch)
-
-        # Check if all files in gold_patch are also in generated_patch
-        all_files_in_generated = gold_modified_files.issubset(generated_modified_files)
-        if all_files_in_generated:
-            succ += 1
-        else:
-            fail += 1
-            print(
-                f'{instance_id}: file mismatch, gold = {gold_modified_files}, generated = {generated_modified_files}'
-            )
-    print(
-        f'\nSUMMARY: {succ} out of {succ + fail} instances found correct files to edit, success rate = {succ / float(succ + fail)}'
-    )
-
-
-if __name__ == '__main__':
-    parser = argparse.ArgumentParser()
-    parser.add_argument('--oh_output_file', help='Path to the OH output file')
-    args = parser.parse_args()
-
-    process_report(args.oh_output_file)

evaluation/benchmarks/nocode_bench/scripts/setup/instance_nc_entry.sh

@@ -1,53 +0,0 @@
-#!/usr/bin/env bash
-
-source ~/.bashrc
-SWEUTIL_DIR=/swe_util
-
-if [ -z "$SWE_INSTANCE_ID" ]; then
-    echo "Error: SWE_INSTANCE_ID is not set." >&2
-    exit 1
-fi
-
-
-item=$(jq --arg INSTANCE_ID "$SWE_INSTANCE_ID" '.[] | select(.instance_id == $INSTANCE_ID)' $SWEUTIL_DIR/eval_data/instances/swe-bench-instance.json)
-
-
-if [[ -z "$item" ]]; then
-  echo "No item found for the provided instance ID."
-  exit 1
-fi
-
-REPO_NAME=$(echo "$item" | jq -r '.repo | split("/")[-1]')
-WORKSPACE_NAME="$REPO_NAME"
-
-
-echo "WORKSPACE_NAME: $WORKSPACE_NAME"
-
-
-# Clear the workspace
-if [ -d /workspace ]; then
-    rm -rf /workspace/*
-else
-    mkdir /workspace
-fi
-# Copy repo to workspace
-if [ -d /workspace/$WORKSPACE_NAME ]; then
-    rm -rf /workspace/$WORKSPACE_NAME
-fi
-mkdir -p /workspace
-
-SRC_DIR="/root/$REPO_NAME"
-DEST_DIR="/workspace/$WORKSPACE_NAME"
-
-cp -r "$SRC_DIR" "$DEST_DIR"
-
-
-
-echo ">> Extracting conda environment name..."
-CONDA_ENV_NAME=$(echo "$item" | jq -r '.conda_env // empty')
-
-# Activate instance-specific environment
-if [ -d /opt/miniconda3 ]; then
-    . /opt/miniconda3/etc/profile.d/conda.sh
-    conda activate $CONDA_ENV_NAME
-fi

evaluation/benchmarks/nocode_bench/scripts/utils/evaluation_utils.py

@@ -1,154 +0,0 @@
-import json
-import multiprocessing as mp
-from typing import Awaitable, Callable, TextIO
-
-import numpy as np
-import pandas as pd
-from pydantic import SecretStr
-from tqdm import tqdm
-
-from evaluation.utils.shared import (
-    EvalMetadata,
-    EvalOutput,
-    _process_instance_wrapper,
-    _process_instance_wrapper_mp,
-)
-from openhands.core.logger import openhands_logger as logger
-
-
-def update_progress_nc(
-    result: EvalOutput,
-    pbar: tqdm,
-    output_fp: TextIO,
-):
-    """Update the progress bar and write the result to the output file."""
-    pbar.update(1)
-    pbar.set_description(f'Instance {result.instance_id}')
-    pbar.set_postfix_str(f'Test Result: {str(result.test_result)[:300]}...')
-    logger.info(
-        f'Finished evaluation for instance {result.instance_id}: '
-        f'{str(result.test_result)[:300]}...\n'
-    )
-
-    def make_serializable(obj):
-        if isinstance(obj, pd.Series):
-            return make_serializable(obj.to_dict())
-
-        if isinstance(obj, dict):
-            return {k: make_serializable(v) for k, v in obj.items()}
-
-        elif isinstance(obj, (list, tuple, set)):
-            converted = [make_serializable(v) for v in obj]
-            if isinstance(obj, list):
-                return converted
-            elif isinstance(obj, tuple):
-                return tuple(converted)
-            else:  # set
-                return converted
-
-        elif isinstance(obj, np.ndarray):
-            return obj.tolist()
-
-        elif isinstance(obj, np.generic):
-            return obj.item()
-
-        elif isinstance(obj, pd.Timestamp):
-            return obj.isoformat()
-
-        elif SecretStr is not None and isinstance(obj, SecretStr):
-            return str(obj)
-
-        else:
-            return obj
-
-    try:
-        raw_data = result.model_dump(mode='python', round_trip=False)
-        safe_data = make_serializable(raw_data)
-        output_fp.write(json.dumps(safe_data, ensure_ascii=False) + '\n')
-        output_fp.flush()
-
-    except Exception as e:
-        logger.error(f'Failed to write full result: {e}')
-
-        fallback = {
-            'instance_id': result.instance_id,
-            'model_patch': result.test_result.get('git_patch', ''),
-        }
-        try:
-            output_fp.write(json.dumps(fallback, ensure_ascii=False) + '\n')
-            output_fp.flush()
-            logger.info(
-                f'Wrote fallback result for instance {result.instance_id}: only instance_id and model_patch.'
-            )
-        except Exception as e2:
-            logger.error(f'Failed to write fallback result: {e2}')
-
-
-def cleanup():
-    print('Cleaning up child processes...')
-    for process in mp.active_children():
-        print(f'Terminating child process: {process.name}')
-        process.terminate()
-        process.join()
-
-
-def run_evaluation_nocode_bench(
-    dataset: pd.DataFrame,
-    metadata: EvalMetadata | None,
-    output_file: str,
-    num_workers: int,
-    process_instance_func: Callable[
-        [pd.Series, EvalMetadata, bool], Awaitable[EvalOutput]
-    ],
-    max_retries: int = 5,  # number of retries for each instance
-    timeout_seconds: int | None = None,
-):
-    use_multiprocessing = num_workers > 1
-
-    if metadata is not None:
-        logger.info(
-            f'Evaluation started with Agent {metadata.agent_class}:\n'
-            f'model {metadata.llm_config.model}, max iterations {metadata.max_iterations}.\n'
-        )
-    else:
-        logger.warning('Running evaluation without metadata.')
-        logger.info(f'Evaluation started with {num_workers} workers.')
-
-    total_instances = len(dataset)
-    pbar = tqdm(total=total_instances, desc='Instances processed')
-    output_fp = open(output_file, 'a')
-
-    try:
-        if use_multiprocessing:
-            with mp.Pool(num_workers) as pool:
-                args_iter = (
-                    (
-                        process_instance_func,
-                        instance,
-                        metadata,
-                        True,
-                        max_retries,
-                        timeout_seconds,
-                    )
-                    for _, instance in dataset.iterrows()
-                )
-                results = pool.imap_unordered(_process_instance_wrapper_mp, args_iter)
-                for result in results:
-                    update_progress_nc(result, pbar, output_fp)
-        else:
-            for _, instance in dataset.iterrows():
-                result = _process_instance_wrapper(
-                    process_instance_func=process_instance_func,
-                    instance=instance,
-                    metadata=metadata,
-                    use_mp=False,
-                    max_retries=max_retries,
-                )
-                update_progress_nc(result, pbar, output_fp)
-
-    except KeyboardInterrupt:
-        print('\nKeyboardInterrupt received. Cleaning up...\n')
-        cleanup()
-
-    output_fp.close()
-    logger.info('\nEvaluation finished.\n')

evaluation/benchmarks/scienceagentbench/run_infer.py

@@ -12,8 +12,6 @@ from evaluation.utils.shared import (
     codeact_user_response,
     compatibility_for_eval_history_pairs,
     get_default_sandbox_config_for_eval,
-    get_metrics,
-    get_openhands_config_for_eval,
     make_metadata,
     prepare_dataset,
     reset_logger_for_multiprocessing,
@@ -65,10 +63,16 @@ def get_config(
     sandbox_config.base_container_image = (
         'docker.io/xingyaoww/openhands-eval-scienceagentbench'
     )
-    config = get_openhands_config_for_eval(
-        metadata=metadata,
+    config = OpenHandsConfig(
+        default_agent=metadata.agent_class,
+        run_as_openhands=False,
         runtime=os.environ.get('RUNTIME', 'docker'),
-        sandbox_config=sandbox_config,
+        max_budget_per_task=4,
+        max_iterations=metadata.max_iterations,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     config.set_llm_config(
         update_llm_config_for_completions_logging(
@@ -214,7 +218,7 @@ If the program uses some packages that are incompatible, please figure out alter
     # You can simply get the LAST `MessageAction` from the returned `state.history` and parse it for evaluation.
     if state is None:
         raise ValueError('State should not be None.')
-    metrics = get_metrics(state)
+    metrics = state.metrics.get() if state.metrics else None
 
     # history is now available as a stream of events, rather than list of pairs of (Action, Observation)
     # for compatibility with the existing output format, we can remake the pairs here

evaluation/benchmarks/swe_bench/README.md

@@ -2,8 +2,6 @@
 
 This folder contains the evaluation harness that we built on top of the original [SWE-Bench benchmark](https://www.swebench.com/) ([paper](https://arxiv.org/abs/2310.06770)).
 
-**UPDATE (8/12/2025): We now support running SWE-rebench evaluation (see the paper [here](https://arxiv.org/abs/2505.20411))! For how to run it, checkout [this README](./SWE-rebench.md).**
-
 **UPDATE (6/15/2025): We now support running SWE-bench-Live evaluation (see the paper [here](https://arxiv.org/abs/2505.23419))! For how to run it, checkout [this README](./SWE-bench-Live.md).**
 
 **UPDATE (5/26/2025): We now support running interactive SWE-Bench evaluation (see the paper [here](https://arxiv.org/abs/2502.13069))! For how to run it, checkout [this README](./SWE-Interact.md).**
@@ -93,9 +91,6 @@ export USE_HINT_TEXT=true # Ignore this if you are not sure.
 
 # Specify a condenser configuration for memory management (default: NoOpCondenser)
 export EVAL_CONDENSER=summarizer_for_eval # Name of the condenser config group in config.toml
-
-# Specify the instruction prompt template file name
-export INSTRUCTION_TEMPLATE_NAME=swe_custom.j2 # Name of the file in the swe_bench/prompts folder.
 ```
 
 Let's say you'd like to run 10 instances using `llm.eval_gpt4_1106_preview` and CodeActAgent,

evaluation/benchmarks/swe_bench/SWE-rebench.md

@@ -1,84 +0,0 @@
-# SWE-rebench
-
-<p align="center">
-<a href="https://arxiv.org/abs/2505.20411">📃 Paper</a>
-•
-<a href="https://huggingface.co/datasets/nebius/SWE-rebench">🤗 HuggingFace</a>
-•
-<a href="https://swe-rebench.com/leaderboard">📊 Leaderboard</a>
-</p>
-
-SWE-rebench is a large-scale dataset for verifiable software engineering tasks.
-It comes in **two datasets**:
-
-* **[`nebius/SWE-rebench-leaderboard`](https://huggingface.co/datasets/nebius/SWE-rebench-leaderboard)** – updatable benchmark used for [leaderboard evaluation](https://swe-rebench.com/leaderboard).
-* **[`nebius/SWE-rebench`](https://huggingface.co/datasets/nebius/SWE-rebench)** – full dataset with **21,302 tasks**, suitable for training or large-scale offline evaluation.
-
-This document explains how to run OpenHands on SWE-rebench, using the leaderboard split as the main example.
-To run on the full dataset, simply replace the dataset name.
-
-
-## Setting Up
-
-Set up your development environment and configure your LLM provider by following the [SWE-bench README](README.md) in this directory.
-
-
-## Running Inference
-
-Use the existing SWE-bench inference script, changing the dataset to `nebius/SWE-rebench-leaderboard` and selecting the split (`test` for leaderboard submission):
-
-```bash
-./evaluation/benchmarks/swe_bench/scripts/run_infer.sh \
-    llm.your_llm HEAD CodeActAgent 30 50 1 nebius/SWE-rebench-leaderboard test
-```
-
-Arguments:
-
-* `llm.your_llm` – your model configuration key
-* `HEAD` – commit reference for reproducibility
-* `CodeActAgent` – agent type
-* `10` – number of examples to evaluate
-* `50` – maximum iterations per task (increase if needed)
-* `1` – number of workers
-* `nebius/SWE-rebench-leaderboard` – Hugging Face dataset name
-* `test` – dataset split
-
-**Tip:** To run on the **full 21k dataset**, replace `nebius/SWE-rebench-leaderboard` with `nebius/SWE-rebench`.
-
-
-## Evaluating Results
-
-After inference completes, evaluate using the [SWE-bench-fork evaluation harness](https://github.com/SWE-rebench/SWE-bench-fork).
-
-1. Convert the OpenHands output to SWE-bench evaluation format:
-
-```bash
-python evaluation/benchmarks/swe_bench/scripts/live/convert.py \
-  --output_jsonl path/to/evaluation/output.jsonl > preds.jsonl
-```
-
-2. Clone the SWE-bench-fork repo (https://github.com/SWE-rebench/SWE-bench-fork) and follow its README to install dependencies.
-
-
-3. Run the evaluation using the fork:
-
-```bash
-python -m swebench.harness.run_evaluation \
-    --dataset_name nebius/SWE-rebench-leaderboard \
-    --split test \
-    --predictions_path preds.jsonl \
-    --max_workers 10 \
-    --run_id openhands
-```
-
-
-## Citation
-
-```bibtex
-@article{badertdinov2025swerebench,
-  title={SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents},
-  author={Badertdinov, Ibragim and Golubev, Alexander and Nekrashevich, Maksim and Shevtsov, Anton and Karasik, Simon and Andriushchenko, Andrei and Trofimova, Maria and Litvintseva, Daria and Yangel, Boris},
-  journal={arXiv preprint arXiv:2505.20411},
-  year={2025}
-}
-```

evaluation/benchmarks/swe_bench/binary_patch_utils.py

@@ -1,8 +1,11 @@
-"""Utilities for handling binary files and patch generation in SWE-bench evaluation."""
+"""
+Utilities for handling binary files and patch generation in SWE-bench evaluation.
+"""
 
 
 def remove_binary_diffs(patch_text):
-    """Remove binary file diffs from a git patch.
+    """
+    Remove binary file diffs from a git patch.
 
     Args:
         patch_text (str): The git patch text
@@ -33,7 +36,8 @@ def remove_binary_diffs(patch_text):
 
 
 def remove_binary_files_from_git():
-    """Generate a bash command to remove binary files from git staging.
+    """
+    Generate a bash command to remove binary files from git staging.
 
     Returns:
         str: A bash command that removes binary files from git staging

evaluation/benchmarks/swe_bench/eval_infer.py

@@ -19,7 +19,6 @@ from evaluation.utils.shared import (
     EvalMetadata,
     EvalOutput,
     get_default_sandbox_config_for_eval,
-    get_openhands_config_for_eval,
     prepare_dataset,
     reset_logger_for_multiprocessing,
     run_evaluation,
@@ -84,9 +83,13 @@ def get_config(metadata: EvalMetadata, instance: pd.Series) -> OpenHandsConfig:
         dataset_name=metadata.dataset,
         instance_id=instance['instance_id'],
     )
-    config = get_openhands_config_for_eval(
+    config = OpenHandsConfig(
+        run_as_openhands=False,
         runtime=os.environ.get('RUNTIME', 'docker'),
-        sandbox_config=sandbox_config,
+        sandbox=sandbox_config,
+        # do not mount workspace
+        workspace_base=None,
+        workspace_mount_path=None,
     )
     return config
 
@@ -108,7 +111,8 @@ def process_instance(
     runtime_failure_count: int = 0,
     conditional_imports: ConditionalImports | None = None,
 ) -> EvalOutput:
-    """Evaluate agent performance on a SWE-bench problem instance.
+    """
+    Evaluate agent performance on a SWE-bench problem instance.
 
     Note that this signature differs from the expected input to `run_evaluation`. Use
     `functools.partial` to provide optional arguments before passing to the evaluation harness.

evaluation/benchmarks/swe_bench/loc_eval/loc_evaluator.py

@@ -16,7 +16,8 @@ from openhands.core.logger import openhands_logger as logger
 
 class LocEvaluator:
     def __init__(self, args):
-        """Localization evaluation.
+        """
+        Localization evaluation.
 
         Args:
             args: all main arguments
@@ -75,7 +76,8 @@ class LocEvaluator:
         self.task_resolved = False
 
     def _init_dir(self, directory_path):
-        """Check if a directory exists and create it if it doesn't.
+        """
+        Check if a directory exists and create it if it doesn't.
 
         Args:
             directory_path (str): Path to the directory to check/create
@@ -205,7 +207,8 @@ class LocEvaluator:
         self._compute_avg_over_all()
 
     def _write_to_json(self, data, file_name):
-        """Writes the current object data to a JSON file.
+        """
+        Writes the current object data to a JSON file.
 
         Returns:
             bool: True if writing was successful, False otherwise.
@@ -222,7 +225,8 @@ class LocEvaluator:
             return False
 
     def read_from_json(self, file_path):
-        """Reads data from a JSON file and loads it into the current object.
+        """
+        Reads data from a JSON file and loads it into the current object.
 
         Returns:
             dict: The loaded JSON data, or an empty dict if the file doesn't exist
@@ -249,7 +253,8 @@ class LocEvaluator:
             return {}
 
     def read_from_jsonl(self, file_path):
-        """Reads data from a JSON file and loads it into the current object.
+        """
+        Reads data from a JSON file and loads it into the current object.
 
         Returns:
             dict: The loaded JSON data, or an empty dict if the file doesn't exist
@@ -289,7 +294,8 @@ class LocEvaluator:
             history_idx += 1
 
     def _parse_string_to_dict(self, dict_string) -> dict:
-        """Convert a string representation of a dictionary to an actual dictionary.
+        """
+        Convert a string representation of a dictionary to an actual dictionary.
 
         Args:
             dict_string (str): String representation of a dictionary
@@ -322,7 +328,8 @@ class LocEvaluator:
         return None
 
     def _parse_value_from_args(self, argument_str: str, key: str) -> str:
-        """Parse a specific key's value from argument string.
+        """
+        Parse a specific key's value from argument string.
 
         Args:
             argument_str (str): The argument string containing key-value pairs
@@ -400,7 +407,8 @@ class LocEvaluator:
             return ''
 
     def _parse_path_from_args(self, argument_str: str) -> str:
-        """Parse path from argument string.
+        """
+        Parse path from argument string.
 
         Args:
             argument_str (str): The argument string containing path information
@@ -411,7 +419,8 @@ class LocEvaluator:
         return self._parse_value_from_args(argument_str, 'path')
 
     def _parse_func_names_from_str(self, code_patch) -> list:
-        """Parse function names from the new_str code patch.
+        """
+        Parse function names from the new_str code patch.
 
         Args:
             code_patch: Either a string (argument string) or already extracted new_str code
@@ -792,7 +801,8 @@ class LocEvaluator:
 
 
 def swe_data_loader(args):
-    """Loading SWE-Bench data.
+    """
+    Loading SWE-Bench data.
 
     Args:
         args: Main arguments.
@@ -824,7 +834,8 @@ def swe_data_loader(args):
 
 
 def infer_data_loader(args):
-    """Load instance IDs.
+    """
+    Load instance IDs.
 
     Args:
         args: Main arguments.
@@ -857,7 +868,8 @@ def infer_data_loader(args):
 
 
 def infer_cost_calculator(args):
-    """Calculate total and average costs from metric JSON files with detailed output.
+    """
+    Calculate total and average costs from metric JSON files with detailed output.
 
     Args:
         args: Main arguments.

evaluation/benchmarks/swe_bench/loc_eval/loc_utils.py

@@ -28,7 +28,8 @@ class LocalizationInfo:
     hunks_per_file: dict[str, int]  # File -> number of hunks
 
     def to_dict(self) -> dict[str, Any]:
-        """Convert LocalizationInfo to a dictionary for JSON serialization.
+        """
+        Convert LocalizationInfo to a dictionary for JSON serialization.
 
         Returns:
             Dictionary representation of the localization information
@@ -57,7 +58,8 @@ class LocalizationInfo:
 
     @classmethod
     def from_dict(cls, data: dict[str, Any]) -> 'LocalizationInfo':
-        """Create LocalizationInfo from a dictionary (for loading from JSON).
+        """
+        Create LocalizationInfo from a dictionary (for loading from JSON).
 
         Args:
             data: Dictionary containing localization information
@@ -89,7 +91,8 @@ class LocalizationInfo:
 
 
 class LocMeta:
-    """SWE-Bench dataset loader and ground-truth localization parser.
+    """
+    SWE-Bench dataset loader and ground-truth localization parser.
 
     This class handles loading SWE-Bench datasets and extracting ground-truth
     localization information from patches for code localization evaluation.
@@ -101,7 +104,8 @@ class LocMeta:
         dataset_name: str = 'princeton-nlp/SWE-bench_Verified',
         split: str = 'test',
     ):
-        """Initialize LocMeta with a SWE-Bench dataset.
+        """
+        Initialize LocMeta with a SWE-Bench dataset.
 
         Args:
             dataset_name: HuggingFace dataset name (e.g., "princeton-nlp/SWE-bench_Verified")
@@ -120,7 +124,8 @@ class LocMeta:
         self._init_swe_dataset()
 
     def _init_swe_dataset(self) -> None:
-        """Load and initialize the SWE-Bench dataset from HuggingFace.
+        """
+        Load and initialize the SWE-Bench dataset from HuggingFace.
         Converts to pandas DataFrame for easy manipulation.
         """
         try:
@@ -145,7 +150,8 @@ class LocMeta:
             raise
 
     def get_instance_by_id(self, instance_id: str) -> pd.Series:
-        """Retrieve a specific instance by its ID.
+        """
+        Retrieve a specific instance by its ID.
 
         Args:
             instance_id: The instance identifier
@@ -163,7 +169,8 @@ class LocMeta:
         return self.df.iloc[idx]
 
     def parse_instance_loc(self, instance: Union[pd.Series, str]) -> LocalizationInfo:
-        """Parse ground-truth localization information from a SWE-Bench instance.
+        """
+        Parse ground-truth localization information from a SWE-Bench instance.
 
         Args:
             instance: Either a pandas Series with instance data or an instance_id string
@@ -211,7 +218,8 @@ class LocMeta:
     def _parse_file_patch_lines(
         self, file_patch: str
     ) -> tuple[list[tuple[int, int]], int, int]:
-        """Parse line ranges and count changes from a single file patch.
+        """
+        Parse line ranges and count changes from a single file patch.
 
         Args:
             file_patch: Patch content for a single file
@@ -245,7 +253,8 @@ class LocMeta:
     def _parse_code_structures_from_patch(
         self, file_patch: str, file_path: str
     ) -> tuple[list[str], list[str]]:
-        """Extract function and class names from patch context (fallback method).
+        """
+        Extract function and class names from patch context (fallback method).
 
         Args:
             file_patch: Patch content for a single file
@@ -302,7 +311,8 @@ class LocMeta:
     def _parse_patch_localization(
         self, patch_content: str, instance_id: str
     ) -> LocalizationInfo:
-        """Parse localization information from a git patch (improved method).
+        """
+        Parse localization information from a git patch (improved method).
 
         Args:
             patch_content: The git patch content
@@ -380,7 +390,8 @@ class LocMeta:
     def _extract_code_structures_from_patch(
         self, file_patch: str, file_path: str
     ) -> tuple[list[str], list[str]]:
-        """Extract function and class names from patch context and content.
+        """
+        Extract function and class names from patch context and content.
 
         Args:
             file_patch: Patch content for a single file
@@ -508,7 +519,8 @@ class LocMeta:
     def _parse_patch_localization_with_runtime(
         self, patch_content: str, instance_id: str, runtime: Runtime
     ) -> LocalizationInfo:
-        """Parse localization information from a git patch using OpenHands runtime.
+        """
+        Parse localization information from a git patch using OpenHands runtime.
         This is the superior method when runtime is available.
 
         Args:
@@ -584,7 +596,8 @@ class LocMeta:
     def parse_instance_loc_with_runtime(
         self, instance: Union[pd.Series, str], runtime: Runtime = None
     ) -> LocalizationInfo:
-        """Parse ground-truth localization information using OpenHands runtime.
+        """
+        Parse ground-truth localization information using OpenHands runtime.
 
         Args:
             instance: Either a pandas Series with instance data or an instance_id string
@@ -621,7 +634,8 @@ class LocMeta:
     def _analyze_source_code_with_runtime(
         self, runtime: Runtime, file_path: str, affected_lines: list[int]
     ) -> tuple[list[str], list[str], dict[int, str], dict[int, str]]:
-        """Analyze source code using OpenHands runtime to find functions and classes.
+        """
+        Analyze source code using OpenHands runtime to find functions and classes.
 
         Args:
             runtime: OpenHands runtime object
@@ -681,7 +695,8 @@ class LocMeta:
     def _parse_cython_content_with_line_mapping(
         self, content: str, affected_lines: list[int]
     ) -> tuple[list[str], list[str], dict[int, str], dict[int, str]]:
-        """Parse Cython content to extract functions and classes with line mapping.
+        """
+        Parse Cython content to extract functions and classes with line mapping.
         Since Cython files can't be parsed with Python's AST, we use regex-based parsing.
 
         Args:
@@ -813,7 +828,8 @@ class LocMeta:
     def _parse_python_content_with_line_mapping(
         self, content: str, affected_lines: list[int]
     ) -> tuple[list[str], list[str], dict[int, str], dict[int, str]]:
-        """Parse Python content to extract functions and classes with accurate line mapping.
+        """
+        Parse Python content to extract functions and classes with accurate line mapping.
 
         Args:
             content: Python source code content
@@ -898,7 +914,8 @@ class LocMeta:
     def _parse_python_content(
         self, content: str, affected_lines: list[int]
     ) -> tuple[list[str], list[str], dict[int, str], dict[int, str]]:
-        """Parse Python content to extract functions and classes.
+        """
+        Parse Python content to extract functions and classes.
 
         Args:
             content: Python source code content
@@ -972,7 +989,8 @@ class LocMeta:
             return [], [], {}, {}
 
     def _split_patch_by_files(self, patch_content: str) -> dict[str, str]:
-        """Split a multi-file patch into individual file patches.
+        """
+        Split a multi-file patch into individual file patches.
 
         Args:
             patch_content: Complete patch content
@@ -1031,7 +1049,8 @@ class LocMeta:
     def _empty_localization_info(
         self, instance_id: str = 'unknown'
     ) -> LocalizationInfo:
-        """Return an empty LocalizationInfo object.
+        """
+        Return an empty LocalizationInfo object.
 
         Args:
             instance_id: Instance identifier
@@ -1053,7 +1072,8 @@ class LocMeta:
         )
 
     def get_dataset_statistics(self) -> dict[str, Any]:
-        """Get statistics about the loaded dataset.
+        """
+        Get statistics about the loaded dataset.
 
         Returns:
             Dictionary containing dataset statistics
@@ -1075,7 +1095,8 @@ class LocMeta:
         return stats
 
     def get_instances_by_repo(self, repo_name: str) -> pd.DataFrame:
-        """Get all instances for a specific repository.
+        """
+        Get all instances for a specific repository.
 
         Args:
             repo_name: Repository name (e.g., "django/django")