Image resize algorithm showing somewhat nontrivial application of TVM operators. In this case we have an algorithm which is a simple average area color algorithm used for scaling images down. This reads a rectangle in the source image and averages it for every destination pixel.

This is a namespace where you want to view the source :-)

  (def input-img (bufimg/load "test/data/jen.jpg"))
  (def test-fn (-> (tvm-area-resize-algo-def)
                   (schedule-tvm-area)
                   (compile-scheduled-tvm-area)))

  (def result (time (area-resize! input-img 512 test-fn)))
  ;;179 ms
  (def jvm-result (time (area-resize! input-img 512 jvm-area-resize-fn!)))
  ;;5.7 seconds