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comet-ml--opik/sdks/python/examples/harbor_integration_example.py
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2026-07-13 13:25:44 +08:00

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Python

"""
Harbor Integration Example
Track Harbor benchmark runs with Opik. The integration follows Opik's standard
patterns (like CrewAI) and creates hierarchical spans for trial execution:
Trace: {agent_name}/{trial_name}
├── Span: setup_environment
├── Span: setup_agent
├── Span: execute_agent
│ └── [trajectory step spans streamed in real-time]
├── Span: run_verification
│ └── Span: verify
Features:
- Automatic tracing of Trial.run and all sub-methods
- Real-time streaming of trajectory steps during agent execution
- Verifier rewards captured as feedback scores
- Token usage and cost tracking from trajectory metrics
- Automatic dataset and experiment creation for evaluation tracking
The integration automatically:
- Creates an Opik dataset for each Harbor dataset source (e.g., "terminal-bench")
- Creates an experiment named `harbor-job-{job_id[:8]}` to group all trial traces
- Links each trial's trace to the experiment as an experiment item
Prerequisites:
pip install opik harbor
opik configure
Docker must be running
Usage:
OPENAI_API_KEY=... python harbor_integration_example.py
"""
import asyncio
from datetime import datetime
from pathlib import Path
from harbor.job import Job
from harbor.models.job.config import (
AgentConfig,
JobConfig,
EnvironmentConfig,
OrchestratorConfig,
RegistryDatasetConfig,
)
from harbor.models.registry import RemoteRegistryInfo
from opik.integrations.harbor import track_harbor
async def main():
# Configure agent - terminus-2 creates trajectory files for detailed tracing
# Requires OPENAI_API_KEY environment variable
agent = AgentConfig(
name="terminus-2",
model_name="gpt-4o-mini",
override_timeout_sec=30, # 30 second timeout for demo
)
# Configure Terminal-Bench 2.0 dataset from Harbor registry
# See all tasks: https://github.com/laude-institute/terminal-bench-2
dataset = RegistryDatasetConfig(
registry=RemoteRegistryInfo(),
name="terminal-bench",
version="2.0",
task_names=["fix-git", "chess-best-move"],
)
# Create Harbor job with unique timestamp-based name
timestamp = datetime.now().strftime("%Y%m%d-%H%M%S")
job = Job(
JobConfig(
job_name=f"opik-terminal-bench-{timestamp}",
jobs_dir=Path("./harbor_jobs"),
orchestrator=OrchestratorConfig(n_concurrent_trials=1),
environment=EnvironmentConfig(delete=True),
agents=[agent],
datasets=[dataset],
)
)
# Enable Opik tracking - patches Trial class methods globally
# This follows the same pattern as track_crewai, track_openai, etc.
tracked_job = track_harbor(
job,
project_name="terminal-bench-demo",
)
# Run benchmark - traces are created automatically
result = await tracked_job.run()
print(f"\nCompleted {result.stats.n_trials} trials, {result.stats.n_errors} errors")
print("View traces at: https://www.comet.com/opik")
if __name__ == "__main__":
asyncio.run(main())