Created
September 6, 2024 15:50
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func.func @matmul_fusion_test(%arg0 : tensor<?x?xf32>, | |
%arg1 : tensor<?x?xf32>) -> tensor<?x?xf32> { | |
%c0 = arith.constant 0 : index | |
%c1 = arith.constant 1 : index | |
%c2 = arith.constant 2 : index | |
%cst0 = arith.constant 0.0 : f32 | |
%M = tensor.dim %arg0, %c0 : tensor<?x?xf32> | |
%N = tensor.dim %arg1, %c1 : tensor<?x?xf32> | |
%K = tensor.dim %arg0, %c1 : tensor<?x?xf32> | |
%empty = tensor.empty(%M, %N) : tensor<?x?xf32> | |
%fill = linalg.fill ins(%cst0 : f32) outs(%empty : tensor<?x?xf32>) -> tensor<?x?xf32> | |
%matmul = linalg.matmul | |
{lowering_config = #iree_codegen.lowering_config<tile_sizes = [[64, 64]]>} | |
ins(%arg0, %arg1 : tensor<?x?xf32>, tensor<?x?xf32>) | |
outs(%fill : tensor<?x?xf32>) -> tensor<?x?xf32> | |
%empty_user1 = tensor.empty(%M, %N) : tensor<?x?xf32> | |
%user1 = linalg.generic { | |
indexing_maps = [affine_map<(d0, d1) -> (d0, d1)>, affine_map<(d0, d1) -> (d0, d1)>], | |
iterator_types = ["parallel", "parallel"]} | |
ins(%matmul : tensor<?x?xf32>) outs(%empty_user1 : tensor<?x?xf32>) { | |
^bb0(%b0 : f32, %b1 : f32) : | |
%0 = arith.maximumf %b0, %cst0 : f32 | |
linalg.yield %0 : f32 | |
} -> tensor<?x?xf32> | |
%empty_user2 = tensor.empty(%M, %N) : tensor<?x?xf32> | |
%user2 = linalg.generic { | |
indexing_maps = [affine_map<(d0, d1) -> (d0, d1)>, affine_map<(d0, d1) -> (d0, d1)>, affine_map<(d0, d1) -> (d0, d1)>], | |
iterator_types = ["parallel", "parallel"]} | |
ins(%matmul, %user1 : tensor<?x?xf32>, tensor<?x?xf32>) outs(%empty_user2 : tensor<?x?xf32>) { | |
^bb0(%b0 : f32, %b1 : f32, %b2: f32) : | |
%0 = arith.addf %b0, %b1 : f32 | |
linalg.yield %0 : f32 | |
} -> tensor<?x?xf32> | |
return %user2 : tensor<?x?xf32> | |
} |
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