From edf244217a48b91c8e9c860848885106fbcc5c4b Mon Sep 17 00:00:00 2001 From: Jakub Lichman Date: Tue, 8 Sep 2020 11:26:15 +0000 Subject: [PATCH] [mlir][Linalg] Integration tests for convolutions added. This commit introduces end-to-end integration tests for convolutions that test multiple ways of ConvOps lowering. Differential Revision: https://reviews.llvm.org/D87277 --- .../Dialect/Linalg/Conv/test-conv-1d-call.mlir | 65 +++++++ .../Dialect/Linalg/Conv/test-conv-1d-ncw-call.mlir | 71 ++++++++ .../Dialect/Linalg/Conv/test-conv-1d-nwc-call.mlir | 82 +++++++++ .../Dialect/Linalg/Conv/test-conv-2d-call.mlir | 70 ++++++++ .../Linalg/Conv/test-conv-2d-nchw-call.mlir | 84 +++++++++ .../Linalg/Conv/test-conv-2d-nhwc-call.mlir | 130 ++++++++++++++ .../Dialect/Linalg/Conv/test-conv-3d-call.mlir | 87 ++++++++++ .../Linalg/Conv/test-conv-3d-ncdhw-call.mlir | 91 ++++++++++ .../Linalg/Conv/test-conv-3d-ndhwc-call.mlir | 193 +++++++++++++++++++++ 9 files changed, 873 insertions(+) create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-ncw-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-nwc-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nchw-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nhwc-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ncdhw-call.mlir create mode 100644 mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ndhwc-call.mlir diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-call.mlir new file mode 100644 index 0000000..1b3ee65 --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-call.mlir @@ -0,0 +1,65 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=4" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=4" -linalg-tile="linalg-tile-sizes=1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns a 1-D buffer of size %s1 filled with the value %f +func @alloc_1d_filled_f32(%s1 : index, %f : f32) -> memref { + %buf = alloc(%s1) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_1d(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_1d %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter1D = call @alloc_1d_filled_f32(%c3, %val) : (index, f32) -> (memref) + %in1D = call @alloc_1d_filled_f32(%c8, %val) : (index, f32) -> (memref) + %out1D = call @alloc_1d_filled_f32(%c6, %zero) : (index, f32) -> (memref) + + store %f10, %in1D[%c3] : memref + call @conv_1d(%in1D, %filter1D, %out1D) : (memref, memref, memref) -> () + %out1D_ = memref_cast %out1D : memref to memref<*xf32> + call @print_memref_f32(%out1D_): (memref<*xf32>) -> () + + dealloc %filter1D : memref + dealloc %in1D : memref + dealloc %out1D : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [12, 28, 28, 28, 12, 12] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-ncw-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-ncw-call.mlir new file mode 100644 index 0000000..2647ee3 --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-ncw-call.mlir @@ -0,0 +1,71 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,0,4" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,0,4" -linalg-tile="linalg-tile-sizes=1,1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns 3-D buffer of size (%s1, %s2, %s3) filled with the value %f +func @alloc_3d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2, %s3) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_1d_ncw(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_1d_ncw %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter1D_ncw = call @alloc_3d_filled_f32(%c1, %c1, %c3, %val) : (index, index, index, f32) -> (memref) + %in1D_ncw = call @alloc_3d_filled_f32(%c1, %c1, %c8, %val) : (index, index, index, f32) -> (memref) + %out1D_ncw = call @alloc_3d_filled_f32(%c1, %c1, %c6, %zero) : (index, index, index, f32) -> (memref) + + store %f10, %in1D_ncw[%c0, %c0, %c3] : memref + call @conv_1d_ncw(%in1D_ncw, %filter1D_ncw, %out1D_ncw) : (memref, memref, memref) -> () + %out1D_ncw_ = memref_cast %out1D_ncw : memref to memref<*xf32> + call @print_memref_f32(%out1D_ncw_): (memref<*xf32>) -> () + + dealloc %filter1D_ncw : memref + dealloc %in1D_ncw : memref + dealloc %out1D_ncw : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-SAME: [12, 28, 28, 28, 12, 12] +// CHECK-SAME: ] +// CHECK-SAME: ] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-nwc-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-nwc-call.mlir new file mode 100644 index 0000000..5cc4de3 --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-1d-nwc-call.mlir @@ -0,0 +1,82 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,4" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,4" -linalg-tile="linalg-tile-sizes=1,1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns 3-D buffer of size (%s1, %s2, %s3) filled with the value %f +func @alloc_3d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2, %s3) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_1d_nwc(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_1d_nwc %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter1D_nwc = call @alloc_3d_filled_f32(%c1, %c3, %c1, %val) : (index, index, index, f32) -> (memref) + %in1D_nwc = call @alloc_3d_filled_f32(%c3, %c8, %c1, %val) : (index, index, index, f32) -> (memref) + %out1D_nwc = call @alloc_3d_filled_f32(%c3, %c6, %c1, %zero) : (index, index, index, f32) -> (memref) + + store %f10, %in1D_nwc[%c0, %c3, %c0] : memref + call @conv_1d_nwc(%in1D_nwc, %filter1D_nwc, %out1D_nwc) : (memref, memref, memref) -> () + %out1D_nwc_ = memref_cast %out1D_nwc : memref to memref<*xf32> + call @print_memref_f32(%out1D_nwc_): (memref<*xf32>) -> () + + dealloc %filter1D_nwc : memref + dealloc %in1D_nwc : memref + dealloc %out1D_nwc : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-SAME: [12], +// CHECK-COUNT-3: [28], +// CHECK-NEXT: [12], +// CHECK-NEXT: [12] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-5: [12], +// CHECK-NEXT: [12] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-5: [12], +// CHECK-NEXT: [12] +// CHECK-SAME: ] +// CHECK-SAME: ] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-call.mlir new file mode 100644 index 0000000..3842097 --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-call.mlir @@ -0,0 +1,70 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,2" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,2" -linalg-tile="linalg-tile-sizes=1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns a 2-D buffer of size (%s1, %s2) filled with the value %f +func @alloc_2d_filled_f32(%s1 : index, %s2 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_2d(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_2d %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter2D = call @alloc_2d_filled_f32(%c3, %c3, %val) : (index, index, f32) -> (memref) + %in2D = call @alloc_2d_filled_f32(%c8, %c8, %val) : (index, index, f32) -> (memref) + %out2D = call @alloc_2d_filled_f32(%c6, %c6, %zero) : (index, index, f32) -> (memref) + + store %f10, %in2D[%c0, %c3] : memref + call @conv_2d(%in2D, %filter2D, %out2D) : (memref, memref, memref) -> () + %out2D_ = memref_cast %out2D : memref to memref<*xf32> + call @print_memref_f32(%out2D_): (memref<*xf32>) -> () + + dealloc %filter2D : memref + dealloc %in2D : memref + dealloc %out2D : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [36, 52, 52, 52, 36, 36], +// CHECK-COUNT-5: [36, 36, 36, 36, 36, 36] +// CHECK-SAME: ] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nchw-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nchw-call.mlir new file mode 100644 index 0000000..fbd831f --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nchw-call.mlir @@ -0,0 +1,84 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,0,4,4" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1,1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,0,4,4" -linalg-tile="linalg-tile-sizes=1,1,1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns 4-D buffer of size (%s1, %s2, %s3, %s4) filled with the value %f +func @alloc_4d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2, %s3, %s4) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_2d_nchw(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_2d_nchw %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter2D_nchw = call @alloc_4d_filled_f32(%c1, %c1, %c3, %c3, %val) : (index, index, index, index, f32) -> (memref) + %in2D_nchw = call @alloc_4d_filled_f32(%c3, %c1, %c8, %c8, %val) : (index, index, index, index, f32) -> (memref) + %out2D_nchw = call @alloc_4d_filled_f32(%c3, %c1, %c6, %c6, %zero) : (index, index, index, index, f32) -> (memref) + + store %f10, %in2D_nchw[%c0, %c0, %c0, %c3] : memref + call @conv_2d_nchw(%in2D_nchw, %filter2D_nchw, %out2D_nchw) : (memref, memref, memref) -> () + %out2D_nchw_ = memref_cast %out2D_nchw : memref to memref<*xf32> + call @print_memref_f32(%out2D_nchw_): (memref<*xf32>) -> () + + dealloc %filter2D_nchw : memref + dealloc %in2D_nchw : memref + dealloc %out2D_nchw : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-SAME: [ +// CHECK-SAME: [36, 52, 52, 52, 36, 36], +// CHECK-COUNT-5: [36, 36, 36, 36, 36, 36] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [36, 36, 36, 36, 36, 36] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [36, 36, 36, 36, 36, 36] +// CHECK-SAME: ] +// CHECK-SAME: ] +// CHECK-SAME: ] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nhwc-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nhwc-call.mlir new file mode 100644 index 0000000..422720d --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-2d-nhwc-call.mlir @@ -0,0 +1,130 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,3,3,2" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1,1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,3,3,2" -linalg-tile="linalg-tile-sizes=1,1,1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns 4-D buffer of size (%s1, %s2, %s3, %s4) filled with the value %f +func @alloc_4d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2, %s3, %s4) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_2d_nhwc(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_2d_nhwc %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter2D_nhwc = call @alloc_4d_filled_f32(%c1, %c3, %c3, %c3, %val) :(index, index, index, index, f32) -> (memref) + %in2D_nhwc = call @alloc_4d_filled_f32(%c3, %c8, %c8, %c3, %val) : (index, index, index, index, f32) -> (memref) + %out2D_nhwc = call @alloc_4d_filled_f32(%c3, %c6, %c6, %c1, %zero) : (index, index, index, index, f32) -> (memref) + + store %f10, %in2D_nhwc[%c0, %c0, %c3, %c0] : memref + call @conv_2d_nhwc(%in2D_nhwc, %filter2D_nhwc, %out2D_nhwc) : (memref, memref, memref) -> () + %out2D_nhwc_ = memref_cast %out2D_nhwc : memref to memref<*xf32> + call @print_memref_f32(%out2D_nhwc_): (memref<*xf32>) -> () + + dealloc %filter2D_nhwc : memref + dealloc %in2D_nhwc : memref + dealloc %out2D_nhwc : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-SAME: [ +// CHECK-SAME: [108], +// CHECK-COUNT-3: [124], +// CHECK-COUNT-2: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ] +// CHECK-SAME: ] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-call.mlir new file mode 100644 index 0000000..8f38962 --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-call.mlir @@ -0,0 +1,87 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,2,2" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=2,2,2" -linalg-tile="linalg-tile-sizes=1,1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns 3-D buffer of size (%s1, %s2, %s3) filled with the value %f +func @alloc_3d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2, %s3) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_3d(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_3d %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter3D = call @alloc_3d_filled_f32(%c3, %c3, %c3, %val) : (index, index, index, f32) -> (memref) + %in3D = call @alloc_3d_filled_f32(%c8, %c8, %c8, %val) : (index, index, index, f32) -> (memref) + %out3D = call @alloc_3d_filled_f32(%c6, %c6, %c6, %zero) : (index, index, index, f32) -> (memref) + + store %f10, %in3D[%c0, %c0, %c3] : memref + call @conv_3d(%in3D, %filter3D, %out3D) : (memref, memref, memref) -> () + %out3D_ = memref_cast %out3D : memref to memref<*xf32> + call @print_memref_f32(%out3D_): (memref<*xf32>) -> () + + dealloc %filter3D : memref + dealloc %in3D : memref + dealloc %out3D : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-SAME: [108, 124, 124, 124, 108, 108], +// CHECK-COUNT-5: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ] +// CHECK-SAME: ] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ncdhw-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ncdhw-call.mlir new file mode 100644 index 0000000..2ad2b4f --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ncdhw-call.mlir @@ -0,0 +1,91 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,0,5,5,5" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1,1,1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,0,5,5,5" -linalg-tile="linalg-tile-sizes=1,1,1,1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns 5-D buffer of size (%s1, %s2, %s3, %s4, %s5) filled with the value %f +func @alloc_5d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %s5 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2, %s3, %s4, %s5) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_3d_ncdhw(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_3d_ncdhw %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter3D_ncdhw = call @alloc_5d_filled_f32(%c1, %c1, %c3, %c3, %c3, %val) : (index, index, index, index, index, f32) -> (memref) + %in3D_ncdhw = call @alloc_5d_filled_f32(%c1, %c1, %c8, %c8, %c8, %val) : (index, index, index, index, index, f32) -> (memref) + %out3D_ncdhw = call @alloc_5d_filled_f32(%c1, %c1, %c6, %c6, %c6, %zero) : (index, index, index, index, index, f32) -> (memref) + + store %f10, %in3D_ncdhw[%c0, %c0, %c0, %c0, %c3] : memref + call @conv_3d_ncdhw(%in3D_ncdhw, %filter3D_ncdhw, %out3D_ncdhw) : (memref, memref, memref) -> () + %out3D_ncdhw_ = memref_cast %out3D_ncdhw : memref to memref<*xf32> + call @print_memref_f32(%out3D_ncdhw_): (memref<*xf32>) -> () + + dealloc %filter3D_ncdhw : memref + dealloc %in3D_ncdhw : memref + dealloc %out3D_ncdhw : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-SAME: [ +// CHECK-SAME: [ +// CHECK-SAME: [108, 124, 124, 124, 108, 108], +// CHECK-COUNT-5: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108, 108, 108, 108, 108, 108] +// CHECK-SAME: ] +// CHECK-SAME: ] +// CHECK-SAME: ] +// CHECK-SAME: ] diff --git a/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ndhwc-call.mlir b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ndhwc-call.mlir new file mode 100644 index 0000000..4f13923 --- /dev/null +++ b/mlir/integration_test/Dialect/Linalg/Conv/test-conv-3d-ndhwc-call.mlir @@ -0,0 +1,193 @@ +// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,5,5,5" -convert-linalg-to-loops \ +// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=1,1,1,1,1" -test-conv-vectorization \ +// RUN: -convert-linalg-to-loops -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,5,5,5" -linalg-tile="linalg-tile-sizes=1,1,1,1,1" \ +// RUN: -test-conv-vectorization -convert-linalg-to-loops \ +// RUN: -test-vector-contraction-conversion=vector-outerproduct=0 \ +// RUN: -convert-vector-to-scf -convert-linalg-to-llvm | \ +// RUN: mlir-cpu-runner -e main -entry-point-result=void \ +// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ +// RUN: | FileCheck %s + +func @print_memref_f32(memref<*xf32>) + +// Creates and returns 5-D buffer of size (%s1, %s2, %s3, %s4, %s5) filled with the value %f +func @alloc_5d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %s5 : index, %f : f32) -> memref { + %buf = alloc(%s1, %s2, %s3, %s4, %s5) : memref + linalg.fill(%buf, %f) : memref, f32 + return %buf : memref +} + +func @conv_3d_ndhwc(%arg0: memref, %arg1: memref, %arg2: memref) { + linalg.conv_3d_ndhwc %arg0, %arg1, %arg2 : (memref, memref, memref) + return +} + + +func @main() { + %c0 = constant 0 : index + %c1 = constant 1 : index + %c3 = constant 3 : index + %c6 = constant 6 : index + %c8 = constant 8 : index + %f10 = constant 10.00000e+00 : f32 + %val = constant 2.00000e+00 : f32 + %zero = constant 0.00000e+00 : f32 + + %filter3D_ndhwc = call @alloc_5d_filled_f32(%c1, %c3, %c3, %c3, %c1, %val) : (index, index, index, index, index, f32) -> (memref) + %in3D_ndhwc = call @alloc_5d_filled_f32(%c1, %c8, %c8, %c8, %c1, %val) : (index, index, index, index, index, f32) -> (memref) + %out3D_ndhwc = call @alloc_5d_filled_f32(%c1, %c6, %c6, %c6, %c1, %zero) : (index, index, index, index, index, f32) -> (memref) + + store %f10, %in3D_ndhwc[%c0, %c0, %c0, %c3, %c0] : memref + call @conv_3d_ndhwc(%in3D_ndhwc, %filter3D_ndhwc, %out3D_ndhwc) : (memref, memref, memref) -> () + %out3D_ndhwc_ = memref_cast %out3D_ndhwc : memref to memref<*xf32> + call @print_memref_f32(%out3D_ndhwc_): (memref<*xf32>) -> () + + dealloc %filter3D_ndhwc : memref + dealloc %in3D_ndhwc : memref + dealloc %out3D_ndhwc : memref + return +} + +// CHECK: Unranked Memref {{.*}} +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-SAME: [ +// CHECK-SAME: [ +// CHECK-SAME: [108], +// CHECK-COUNT-3: [124], +// CHECK-COUNT-2: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-SAME: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ], +// CHECK-NEXT: [ +// CHECK-COUNT-6: [108] +// CHECK-SAME: ] +// CHECK-SAME: ] +// CHECK-SAME: ] +// CHECK-SAME: ] -- 2.7.4