llama : support requantizing models instead of only allowing quantization from 16/32bit (#1691)

* Add support for quantizing already quantized models

* Threaded dequantizing and f16 to f32 conversion

* Clean up thread blocks with spares calculation a bit

* Use std::runtime_error exceptions.