diff --git a/mlir/include/mlir/Dialect/Linalg/IR/LinalgNamedStructuredOps.yaml b/mlir/include/mlir/Dialect/Linalg/IR/LinalgNamedStructuredOps.yaml --- a/mlir/include/mlir/Dialect/Linalg/IR/LinalgNamedStructuredOps.yaml +++ b/mlir/include/mlir/Dialect/Linalg/IR/LinalgNamedStructuredOps.yaml @@ -1311,6 +1311,104 @@ - !ScalarExpression scalar_arg: K --- !LinalgOpConfig +metadata: !LinalgOpMetadata + name: conv_2d_nhwc_fhwc + cpp_class_name: Conv2DNhwcFhwcOp + doc: |- + Performs 2-D convolution. + + Layout: + * Input: NHWC. + * Kernel: FHWC. + + Numeric casting is performed on the operands to the inner multiply, promoting + them to the same data type as the accumulator/output. + implements: + - LinalgConvolutionOpInterface +structured_op: !LinalgStructuredOpConfig + args: + - !LinalgOperandDefConfig + name: I + kind: input_tensor + type_var: T1 + shape_map: affine_map<()[s0, s1, s2, s3, s4, s5, s6, s7, s8, s9, s10] -> (s0, + s1 * s2 + s3 * s4, s5 * s6 + s7 * s8, s9)> + - !LinalgOperandDefConfig + name: K + kind: input_tensor + type_var: T2 + shape_map: affine_map<()[s0, s1, s2, s3, s4, s5, s6, s7, s8, s9, s10] -> (s10, s3, + s7, s9)> + - !LinalgOperandDefConfig + name: O + kind: output_tensor + type_var: U + shape_map: affine_map<()[s0, s1, s2, s3, s4, s5, s6, s7, s8, s9, s10] -> (s0, + s1, s5, s10)> + - !LinalgOperandDefConfig + name: strides + kind: index_attr + index_attr_map: affine_map<()[s0, s1, s2, s3, s4, s5, s6, s7, s8, s9, s10] -> + (s2, s6)> + default_indices: + - 1 + - 1 + - !LinalgOperandDefConfig + name: dilations + kind: index_attr + index_attr_map: affine_map<()[s0, s1, s2, s3, s4, s5, s6, s7, s8, s9, s10] -> + (s4, s8)> + default_indices: + - 1 + - 1 + indexing_maps: !LinalgIndexingMapsConfig + static_indexing_maps: + - affine_map<(d0, d1, d2, d3, d4, d5, d6)[s0, s1, s2, s3, s4, s5, s6, s7, s8, + s9, s10] -> (d0, d1 * s2 + d4 * s4, d2 * s6 + d5 * s8, d6)> + - affine_map<(d0, d1, d2, d3, d4, d5, d6)[s0, s1, s2, s3, s4, s5, s6, s7, s8, + s9, s10] -> (d3, d4, d5, d6)> + - affine_map<(d0, d1, d2, d3, d4, d5, d6)[s0, s1, s2, s3, s4, s5, s6, s7, s8, + s9, s10] -> (d0, d1, d2, d3)> + iterator_types: + - parallel + - parallel + - parallel + - parallel + - reduction + - reduction + - reduction + assignments: + - !ScalarAssign + arg: O + value: !ScalarExpression + scalar_fn: + kind: binary + fn_name: add + operands: + - !ScalarExpression + scalar_arg: O + - !ScalarExpression + scalar_fn: + kind: binary + fn_name: mul + operands: + - !ScalarExpression + scalar_fn: + kind: type + fn_name: cast_signed + type_var: U + operands: + - !ScalarExpression + scalar_arg: I + - !ScalarExpression + scalar_fn: + kind: type + fn_name: cast_signed + type_var: U + operands: + - !ScalarExpression + scalar_arg: K +--- !LinalgOpConfig metadata: !LinalgOpMetadata name: conv_2d_nhwc_hwcf_q cpp_class_name: Conv2DNhwcHwcfQOp