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sketch algorithm
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@@ -6,6 +6,7 @@ namespace ck_tile {
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struct SinkhornKnoppArgs
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{
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void* out;
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const void* p_x;
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const index_t n;
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int max_iterations;
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@@ -21,11 +22,28 @@ struct SinkhornKnoppKernel
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// * Reduce Op ADD for row and column sums
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// * Elementwise Op EXP for exponentiation
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// Run the first steps iteration of the Sinkhorn-Knopp algorithm
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// Using the exponentiation as the elementwise operation
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using ExponentiationOp = ElementwiseOp<ExponentiationOperation>;
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using AddOp = ElementwiseOp<AddOperation>;
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using DivideOp = ElementwiseOp<DivideOperation>;
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// Hot loop for Sinkhorn-Knopp iterations from max_iterations=1
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//
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using ReduceOp = ReduceOp<AddOp, AddOp>;
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// Run the first steps iteration of the Sinkhorn-Knopp algorithm
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// Exponentiate the matrix x
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auto x = load_tile(...);
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// Hot loop for Sinkhorn-Knopp iterations from 1 to max_iterations
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// Use BlockReduce2D for row and column sums
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for (int i = 0; i <= args.max_iterations; i++) {
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// 0. LOAD x
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// 1. Compute row sums (REDUCE)
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// 2. Divide values by row sums (SWEEP)
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// 3. STORE the result of the division (in transposed format)
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// 4. LOAD transposed x
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// 5. Compute column sums (REDUCE)
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// 6. Divide values by column sums (SWEEP)
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// 7. STORE the result of the division (in transposed format)
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}
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}
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};
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} // namespace ck_tile
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