setupSteps.txt

Guardian AI Training Pipeline - Setup Guide
=============================================

🚀 Quick Setup (Recommended)
-----------------------------
1. Run the automated setup script:
   python setup.py

2. Configure ClearML:
   clearml-init

3. Run the pipeline:
   python Guardian_pipeline.py

📋 Manual Setup
---------------
1. Install Python 3.8+ and pip

2. Install dependencies:
   pip install -r requirements.txt

3. Configure ClearML:
   - Create account at https://app.clear.ml
   - Run: clearml-init
   - Enter your credentials when prompted

4. Prepare your dataset:
   - Upload pose keypoint data to ClearML
   - Ensure data format matches expected structure
   - Update dataset_name and dataset_project in Guardian_pipeline.py

5. Run the training pipeline:
   python Guardian_pipeline.py

🔧 Configuration Options
------------------------
Edit Guardian_pipeline.py to customize:
- Dataset name and project
- Model hyperparameters
- Training epochs and batch size
- HPO search space

🧹 Cleanup
----------
To remove training artifacts:
python cleanup.py

📊 Monitoring
-------------
- View experiments: https://app.clear.ml
- Check pipeline progress in ClearML dashboard
- Monitor GPU usage with nvidia-smi (if using CUDA)

🐛 Troubleshooting
------------------
- Check ClearML connection: clearml-agent list
- Verify dataset upload: Check ClearML web interface
- GPU issues: Ensure CUDA drivers are installed
- Memory errors: Reduce batch size in pipeline

For detailed information, see README.md

pip install clearml

clearml-init
api {
  # Shudarshan Singh Kongkham's workspace
  web_server: https://app.clear.ml/
  api_server: https://api.clear.ml
  files_server: https://files.clear.ml
  # ClearGuardian
  credentials {
    "access_key" = "NRB3PGE4Y606OUK6MV6GN52NHR6PE7"
    "secret_key" = "n-gt0zAo8mTHnVCMK2Z4oI9Oal2mfl-SomvnIfLByfUhygnsKMaQ-Sh87trGT-dfQ7g"
  }
}

pip install --upgrade clearml

pip install optuna


# testing github actions locally 
winget install nektos.act


# MongoDB Setup
python mongodb_setup.py
python -m pip install "pymongo[srv]"