We present a first-principles method to compute radiation properties of ultra-high quality factor photonic crystal cavities. Our Frequency-domain Approach for Radiation (FAR) can compute the far-field radiation pattern and quality factor of cavity modes $sim 100$ times more rapidly than conventional finite-difference time domain calculations. It also provides a simple rule for engineering the cavitys far-field radiation pattern.