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ARK

Installation

Prerequisites

Install UV package manager:

# macOS/Linux
curl -LsSf https://astral.sh/uv/install.sh | sh

# Windows
powershell -c "irm https://astral.sh/uv/install.ps1 | iex"

Project Setup

  1. Clone the repository and checkout the feature branch:
git clone -----Anonimized-----
cd ARK
  1. Create virtual environment and install dependencies:
uv venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
uv pip install -e .
  1. Download IntelliGraphs datasets:
python -m intelligraphs.data_loaders.download

Training

Create a configuration file in configs/ directory and run:

python -m kgvae.experiments.train --config configs/your_config.yaml

Weights & Biases Integration

The training script automatically logs metrics to Weights & Biases. Configure with:

python -m kgvae.experiments.train \
    --config configs/your_config.yaml \
    --wandb-project your-project-name \
    --wandb-entity your-entity

Dependencies

  • PyTorch >= 2.0.0
  • IntelliGraphs >= 1.0.18
  • Weights & Biases
  • NumPy, scikit-learn, PyYAML, tqdm, matplotlib, pandas

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