feat: EMLX intermediate representation lowering compiler#120
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This PR introduces a lowering representation that can be transformed into
proper C++/MLX callables that can be fused through mx::compile.
Qwen3 0.6B-4bit runs at around 90 tok/s with the new compiled mode through Bumblebee when ran isolated, and the Native implementation can reach 150 tok/s