FastTD3/submit_job.py
ys1087@partner.kit.edu 336c96bb7b Add HoReKa cluster support with SLURM and wandb integration
- Add complete HoReKa installation guide without conda dependency
- Include SLURM job script with GPU configuration and account setup
- Add helper scripts for job submission and environment testing
- Integrate wandb logging with both online and offline modes
- Support MuJoCo Playground environments for humanoid control
- Update README with clear separation of added vs original content
2025-07-22 16:15:30 +02:00

116 lines
3.8 KiB
Python
Executable File

#!/usr/bin/env python3
"""
Helper script to submit FastTD3 jobs to SLURM with proper wandb setup.
"""
import os
import subprocess
import sys
def check_wandb_setup():
"""Check if wandb is properly configured."""
try:
import wandb
# Try to initialize in offline mode to test setup
wandb.init(mode="offline")
wandb.finish()
print("✓ wandb is properly installed")
return True
except Exception as e:
print(f"✗ wandb setup issue: {e}")
return False
def check_environment():
"""Check if we're in the right environment and directory."""
if not os.path.exists('.venv'):
print("✗ Virtual environment not found. Run from the FastTD3 directory.")
return False
if not os.path.exists('fast_td3/train.py'):
print("✗ FastTD3 training script not found. Run from the FastTD3 directory.")
return False
print("✓ Environment looks good")
return True
def submit_job(script_path="run_fasttd3.slurm", use_wandb_online=False):
"""Submit the SLURM job."""
if not os.path.exists(script_path):
print(f"✗ SLURM script {script_path} not found")
return False
print(f"Submitting job with script: {script_path}")
# If using online wandb, prompt for API key
if use_wandb_online:
api_key = input("Enter your wandb API key (or press Enter to skip): ").strip()
if api_key:
# Update the script to set the API key
with open(script_path, 'r') as f:
content = f.read()
# Replace the commented API key line
content = content.replace(
"# export WANDB_API_KEY=your_api_key_here",
f"export WANDB_API_KEY={api_key}"
)
# Remove offline mode
content = content.replace(
"export WANDB_MODE=offline",
"# export WANDB_MODE=offline # Using online mode"
)
with open(script_path, 'w') as f:
f.write(content)
print("✓ Updated script with wandb API key")
try:
result = subprocess.run(['sbatch', script_path],
capture_output=True, text=True)
if result.returncode == 0:
print(f"✓ Job submitted successfully:")
print(result.stdout.strip())
job_id = result.stdout.strip().split()[-1]
print(f"\nTo monitor the job:")
print(f" squeue -j {job_id}")
print(f" tail -f fasttd3_{job_id}.out")
return True
else:
print(f"✗ Job submission failed:")
print(result.stderr.strip())
return False
except FileNotFoundError:
print("✗ sbatch command not found. Are you on a SLURM cluster?")
return False
except Exception as e:
print(f"✗ Error submitting job: {e}")
return False
def main():
print("FastTD3 Job Submission Helper")
print("=" * 30)
# Check environment
if not check_environment():
sys.exit(1)
if not check_wandb_setup():
sys.exit(1)
# Ask user about wandb mode
use_online = input("Use wandb online mode? (y/N): ").lower().startswith('y')
# Submit job
if submit_job(use_wandb_online=use_online):
print("\n🎉 Job submitted successfully!")
print("\nTips:")
print("- Check job status: squeue -u $USER")
print("- View output: tail -f fasttd3_<jobid>.out")
print("- Cancel job: scancel <jobid>")
if not use_online:
print("- Job runs in wandb offline mode. Sync later with: wandb sync <run_dir>")
else:
print("\n❌ Job submission failed")
sys.exit(1)
if __name__ == "__main__":
main()