lowering to Ethos-U85 with input of HW1

[shmulik-akerman]

Hello all,
I'm trying to lower a tiny model so it can run in a very memory-tight environment. input image is [300,400,1] of size. when looking in the tensor allocation table vela reports, I see the following lines right the the table top:
0 - 1: 0x1d4c00 - 0x1f20c0: 120000: 2040512: NHWC : quantized_decomposed_quantize_per_tensor_default
0 - 3: 0x0 - 0x1d4c00: 1920000: 2400944: NHCWB16 : tosa_transpose_default
as 300x400x16 = 1920000, I'm obviously not handling the NCHW->NHWC correctly, and the explicit transpose creates that huge (in my world of scarce memory) tensor.
the peak memory for that model, if not that ill behavior, is lower than 600K.
I'll be very grateful if someone who already solved this will share.
Shmulik