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Original file line number Diff line number Diff line change
Expand Up @@ -13,12 +13,38 @@
// REDEFINE: %{entry} = matmul_f32
// RUN: %{run} | FileCheck %s --check-prefix=F32

// REDEFINE: %{entry} = dot_product_i32
// RUN: %{run} | FileCheck %s --check-prefix=DP

// REDEFINE: %{entry} = matvec_i32
// RUN: %{run} | FileCheck %s --check-prefix=MV

// NOTE: These tests are meant to complement the integration tests from:
// * ../test-contraction.mlir
// (tests with fixed width vectors). Rather than duplicating those tests, this
// file focuses on excercissing scalable vectors in a few most common cases.

// TODO: Masks + matvec + dot product
// TODO: Masks

#dotp_accesses = [
affine_map<(i) -> (i)>,
affine_map<(i) -> (i)>,
affine_map<(i) -> ()>
]
#dotp_trait = {
indexing_maps = #dotp_accesses,
iterator_types = ["reduction"]
}

#matvec_accesses = [
affine_map<(i, j) -> (i, j)>,
affine_map<(i, j) -> (j)>,
affine_map<(i, j) -> (i)>
]
#matvec_trait = {
indexing_maps = #matvec_accesses,
iterator_types = ["parallel", "reduction"]
}

#matmat_accesses = [
affine_map<(i, j, k) -> (i, k)>,
Expand All @@ -30,6 +56,76 @@
iterator_types = ["parallel", "parallel", "reduction"]
}

// Contraction: dot-product a x b.
func.func @dot_product_i32() {
%acc = arith.constant 0: i32

%vector_a = arith.constant dense<123> : vector<[4]xi32>
%vector_b = arith.constant dense<314> : vector<[4]xi32>
%vector_c = arith.constant dense<0> : vector<[4]xi32>

// DOT PRODUCT 1
%dp1 = vector.contract #dotp_trait %vector_a, %vector_b, %acc
: vector<[4]xi32>, vector<[4]xi32> into i32
// Dot product should be:
// * val = (123 * 314) * 4 * vscale,
// so ...
%vscale = vector.vscale
%vscale_i32 = arith.index_cast %vscale : index to i32
%dp1_div = arith.divui %dp1, %vscale_i32 : i32
// ... val / vscale = 123 * 314 * 4 = 154488
// DP: 154488
vector.print %dp1_div : i32

// DOT PRODUCT 2
// The result of this dot-product should be 0.
%dp2 = vector.contract #dotp_trait %vector_a, %vector_c, %acc
: vector<[4]xi32>, vector<[4]xi32> into i32
// DP: 0
vector.print %dp2 : i32

// DP: SVE: END OF TEST OUTPUT
vector.print str "SVE: END OF TEST OUTPUT"

return
}

// Contraction: matrix-vector A x c
func.func @matvec_i32() {
%acc = arith.constant dense<0>: vector<3xi32>

%vector_a = arith.constant dense<123> : vector<3x[4]xi32>
%vector_b = arith.constant dense<314> : vector<[4]xi32>
%vector_c = arith.constant dense<0> : vector<[4]xi32>

// MATVEC 1
%mv1 = vector.contract #matvec_trait %vector_a, %vector_b, %acc
: vector<3x[4]xi32>, vector<[4]xi32> into vector<3xi32>
// Every element in the output vector is a result of a dot product, for
// which:
// val = (123 * 314) * 4 * vscale
// so ...
%vscale = vector.vscale
%vscale_v = vector.splat %vscale : vector<3xindex>
%vscale_i32 = arith.index_cast %vscale_v : vector<3xindex> to vector<3xi32>
%mv1_div = arith.divui %mv1, %vscale_i32 : vector<3xi32>
// ... val / vscale = 123 * 314 * 4 = 154488
// MV: 154488, 154488, 154488
vector.print %mv1_div : vector<3xi32>

// MATVEC 2
// The result of this matvec should be a vector of 0s.
%mv2 = vector.contract #matvec_trait %vector_a, %vector_c, %acc
: vector<3x[4]xi32>, vector<[4]xi32> into vector<3xi32>
// MV: 0, 0, 0
vector.print %mv2 : vector<3xi32>

// MV: SVE: END OF TEST OUTPUT
vector.print str "SVE: END OF TEST OUTPUT"

return
}

func.func @matmul_i32() {
// Setup vector A:
%vector_a = arith.constant dense<123> : vector<3x5xi32>
Expand Down