Altogether, fine-tuning has high GPU memory requirements so model size, batch size, and context length are heavily dependent on how much GPU memory is available on a system, not the amount of compute power available. Phison’s Pascari aiDAPTIV technology aids these GPU memory limitations by adding cache memory to the mix.