AlphaZero was a great concept and execution, but if we have to judge its relative strength, it should compete fairly. 4 TPUs (~ 4 Titan V) + 44 cores for AlphaZero vs only 44 cores for Stockfish pre-9 may or may not have put Stockfish at a disadvantage.
BTW, current, presumably balanced, TCEC 14 configurations are:
Non-GPU Server: CPUs: 2 x Intel Xeon E5 2699 v4 @ 2.8 GHz, Cores: 44 physical, RAM: 64 GB DDR4 ECC
GPU Server: GPUs: 1 x 2080 ti + 1 x 2080, CPU: Quad Core i5 2600k, RAM: 16GB DDR3-2133
TCEC GPU server looks more modest than what A0 authors used to "beat" SF.