Speedup bf16 gemm fallback on ARM #126592
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By dispatching it to multiple threads and using vectorized dot operation (with fp16 to fp32 upcasts via left shift)
This bumps stories110M eval from 22 to 55 tokens/sec using bfloat16
TODO:
cc @jgong5 @mingfeima @XiaobingSuper @sanchitintel @ashokei @jingxu10