FP32 Tensor to INT8 Quantization (with Asymmetric Quantization Follow-ups)

Given an FP32 tensor x (treat it as a 1-D array / contiguous buffer) and a floating-point scale, quantize it into an INT8 tensor q.

Base version (symmetric)

For each element:

• `q[i] = (in...