Apple MPS transformer decoding shows abrupt latency spikes up to 21x in narrow decoding-budget intervals due to KV cache and execution regime shifts, absent on CPU and CUDA.
Advances in Neural Information Processing Systems , volume=
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Standard attention collapses on additively mixed signals because it is memoryless with respect to explained evidence, but adding multiplicative depletion with an attention bias prevents collapse and enables multi-source inference.
MiniGPT is a self-contained PyTorch implementation of standard GPT autoregressive modeling that reaches 1.478 validation loss on Tiny Shakespeare with a 10.77M-parameter model and produces recognizable Shakespeare-style text.