SWE-bench Integration with roocode SPARC

🚀 Native benchmarking of the roocode SPARC system using SWE-bench (Software Engineering Benchmark)

This integration provides a complete pipeline for benchmarking the roocode SPARC agentic system against SWE-bench tasks without using Docker containers. All SWE tasks (patch generation, testing, debugging, etc.) are completed by the appropriate roocode modes rather than direct LLM calls.

🎯 Overview

• Native Execution: No Docker required - runs directly on the host system
• roocode Integration: All SWE tasks routed through specialized roocode modes
• SPARC Orchestration: Uses roocode SPARC orchestrator for task delegation
• Modular Design: Each component follows roocode principles (<500 lines, env-safe)
• Dual Benchmarks: Supports both SWE-bench lite and full evaluations

📋 Requirements

• Hardware: 16GB RAM, 8 CPUs, 60GB disk space
• Software: Python 3.8+, Git, Make
• Environment: Native Python environment (no containers)
• Access: GitHub token, roocode API access

🚀 Quick Start

1. Setup Environment bash make setup

2. Configure Credentials bash cp swe-bench-workspace/.env.example swe-bench-workspace/.env # Edit .env with your GitHub token

3. Validate Installation bash make validate

4. Run Lite Benchmark bash make benchmark-lite

5. Run Full Benchmark bash make benchmark-full

🏗️ Architecture

roocode Mode Assignment

The SWE-bench integration routes different types of tasks to specialized roocode modes:

SWE Task	roocode Mode	Purpose
Patch Generation	code	Generate code fixes and implementations
Test Execution	tdd	Run and validate test suites
Code Analysis	debug	Analyze errors and debug issues
Security Review	security-review	Check for security vulnerabilities
Documentation	docs-writer	Generate documentation for changes
Integration	integration	Merge and validate complete solutions
Orchestration	sparc	Coordinate overall benchmark workflow

Workflow Orchestration

graph TD
    A[SPARC Orchestrator] --> B[Environment Setup]
    B --> C[Task Distribution]
    C --> D[Code Mode: Patch Generation]
    C --> E[TDD Mode: Test Execution]
    C --> F[Debug Mode: Issue Analysis]
    C --> G[Security Mode: Vulnerability Check]
    D --> H[Integration Mode: Result Aggregation]
    E --> H
    F --> H
    G --> H
    H --> I[Documentation Mode: Report Generation]
    I --> J[Results & Metrics]

📁 Project Structure

/workspaces/sparc-bench/
├── plans/
│   └── swe-bench-integration.md     # Complete implementation plan
├── scripts/
│   └── swe-bench-setup.sh           # Native setup script
├── swe-bench-workspace/             # Created during setup
│   ├── config/
│   │   └── roocode-config.yaml      # roocode SPARC configuration
│   ├── datasets/                    # SWE-bench datasets
│   ├── logs/                        # Execution logs
│   ├── results/                     # Benchmark results
│   │   ├── lite/                    # Lite benchmark results
│   │   └── full/                    # Full benchmark results
│   └── SWE-bench/                   # Cloned SWE-bench repository
├── .roomodes                        # Updated with SWE-bench orchestration
├── Makefile                         # Automation and workflow management
└── README-swe-bench.md             # This documentation

⚙️ Configuration

roocode-config.yaml

# roocode SPARC Configuration for SWE-bench
github_token: 'your_github_token_here'
benchmark_mode: 'native'
docker_enabled: false
agent_system: 'roocode_sparc'

# roocode mode assignments for SWE tasks
task_routing:
  patch_generation: 'code'
  test_execution: 'tdd' 
  code_analysis: 'debug'
  security_review: 'security-review'
  integration: 'integration'

# Benchmark settings
swe_bench:
  lite_enabled: true
  full_enabled: true
  max_concurrent_tasks: 4
  timeout_minutes: 30

Environment Variables

# Required
GITHUB_TOKEN=your_github_token_here
ROOCODE_API_ENDPOINT=your_roocode_endpoint

# SWE-bench Native Mode
SWE_BENCH_DOCKER_DISABLED=true
SWE_BENCH_NATIVE_MODE=true

🧪 Running Benchmarks

SWE-bench Lite (Quick Evaluation)

make benchmark-lite

• Faster execution (typically 30-60 minutes)
• Subset of SWE-bench tasks
• Good for initial validation and development

SWE-bench Full (Comprehensive Evaluation)

make benchmark-full

• Complete benchmark suite (several hours)
• All SWE-bench tasks included
• Production-level evaluation

Monitoring Progress

make monitor    # View recent logs and activity
make status     # Check overall system status
make config     # Display current configuration

📊 Results and Metrics

Results are saved in structured format:

swe-bench-workspace/results/
├── lite/
│   ├── predictions.jsonl           # roocode SPARC predictions
│   ├── evaluation_results.json     # Benchmark scores
│   └── detailed_logs/              # Per-task execution logs
└── full/
    ├── predictions.jsonl           # roocode SPARC predictions
    ├── evaluation_results.json     # Benchmark scores
    └── detailed_logs/              # Per-task execution logs

Key Metrics

• Pass Rate: Percentage of tasks completed successfully
• Execution Time: Average time per task by roocode mode
• Error Analysis: Breakdown of failure modes
• Mode Performance: Efficiency of different roocode modes

🔧 Troubleshooting

Common Issues

1. Python Dependencies bash pip install -r swe-bench-workspace/SWE-bench/requirements.txt

2. GitHub API Rate Limits

3. Ensure valid GitHub token in .env

4. Monitor API usage in logs

5. Memory Issues

6. Reduce max_concurrent_tasks in config

7. Monitor system resources during execution

8. Configuration Errors bash make validate # Check setup make config # Review configuration

Logs and Debugging

# View recent logs
tail -f swe-bench-workspace/logs/*.log

# Check specific mode performance
grep "code mode" swe-bench-workspace/logs/*.log
grep "tdd mode" swe-bench-workspace/logs/*.log

# Validate roocode integration
python3 swe-bench-workspace/validate-setup.py

🚀 Advanced Usage

Custom Mode Configuration

Edit swe-bench-workspace/config/roocode-config.yaml to customize:

• Task routing between roocode modes
• Timeout settings per mode
• Concurrency limits
• Logging levels

Integration with CI/CD

# Automated benchmarking
make setup && make validate && make benchmark-lite

Performance Tuning

1. Concurrency: Adjust max_concurrent_tasks based on system resources
2. Timeouts: Tune timeout_minutes for complex tasks
3. Memory: Monitor usage and adjust Python memory limits

📚 References

• SWE-bench Official Documentation
• SWE-bench GitHub Repository
• Implementation Plan
• roocode SPARC Modes Documentation

🎯 Success Criteria

✅ Environment: SWE-bench installed and running natively (no Docker)
✅ Integration: All SWE tasks completed by roocode modes (not direct LLM calls)
✅ Orchestration: SPARC orchestrator delegates benchmark sub-tasks via new_task
✅ Execution: Both lite and full benchmarks execute successfully
✅ Performance: Results demonstrate roocode SPARC system capabilities
✅ Modularity: All components are modular (<500 lines) and environment-safe
✅ Documentation: Complete coverage of integration points and workflows

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Ready to benchmark roocode SPARC on SWE-bench! 🚀