feat: QONNX parsing and CPU/GPU lowering#44
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Initial quantization integration to SOFIE. Detects a quantized GEMM region by inspecting local QONNX nodes after the base graph is built. Made semi-independent through hooks into base SOFIE files (moderate changes to core/src/RModel_ALPAKA.cxx).