CUTLASS 3.6.0 (#1850)

* v3.6

* update changelog

* update readme

* fix typo

* fixing typos

* hopper gemm with weight prefetch

---------

Co-authored-by: yuzhai <yuzhai@nvidia.com>
Co-authored-by: Haicheng Wu <haichengw@nvidia.com>
This commit is contained in:
Yujia Zhai
2024-10-09 15:33:27 -04:00
committed by GitHub
co-authored by yuzhai Haicheng Wu
parent 0837a2a00a
commit cc3c29a81a
354 changed files with 105937 additions and 8197 deletions
@@ -84,7 +84,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 6
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -127,7 +129,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 6
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -169,8 +173,10 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 6
cutlass::conv::collective::StageCountAutoCarveout<static_cast<int>(sizeof(typename CollectiveEpilogue::SharedStorage))>,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -213,7 +219,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 6
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -261,7 +269,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -304,7 +314,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -347,7 +359,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -390,7 +404,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f16, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -84,7 +84,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 6
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -127,7 +129,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 6
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -170,7 +174,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 6
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -213,7 +219,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 6
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -260,7 +268,10 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -303,7 +314,10 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -346,7 +360,10 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -389,7 +406,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_f16nwc_f16nwc_f32nwc_tensor_op_f32, 1
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -55,6 +55,7 @@ using namespace cute;
// Cluster 1x1x1
//
TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 64x64x64_1x1x1) {
using ElementAct = int8_t;
using ElementFlt = int8_t;
using ElementOut = int32_t;
@@ -84,10 +85,13 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 64x
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
>;
using Conv = cutlass::conv::device::ConvUniversalAdapter<ConvKernel>;
@@ -128,7 +132,10 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 64x
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -171,7 +178,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 64x
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -214,7 +223,10 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 64x
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -261,7 +273,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 128
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -304,7 +318,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 128
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -347,7 +363,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 128
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -390,7 +408,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_s8nwc_s8nwc_s32nwc_tensor_op_s32, 128
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape = cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -84,7 +84,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -127,7 +129,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -170,7 +174,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -213,7 +219,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -260,7 +268,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -303,7 +313,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -346,7 +358,9 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -389,7 +403,10 @@ TEST(SM90_device_conv1d_fprop_implicitgemm_tf32nwc_tf32nwc_f32nwc_tensor_op_f32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -130,7 +132,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -175,7 +179,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -220,7 +226,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -269,7 +277,10 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -314,7 +325,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -359,7 +372,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -404,7 +419,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f16
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -130,7 +132,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -175,7 +179,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -220,7 +226,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -269,7 +277,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -314,7 +324,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -359,7 +371,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -404,7 +418,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_f16nhwc_f16nhwc_f32nhwc_tensor_op_f32
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -129,7 +131,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -173,7 +177,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -217,7 +223,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -265,7 +273,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -309,7 +319,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -353,7 +365,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -397,7 +411,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_s8nhwc_s8nhwc_s32nhwc_tensor_op_s32,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -130,7 +132,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -175,7 +179,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -220,7 +226,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -269,7 +277,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -314,7 +324,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -359,7 +371,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -404,7 +418,9 @@ TEST(SM90_device_conv2d_fprop_implicitgemm_tf32nhwc_tf32nhwc_f32nhwc_tensor_op_f
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -128,8 +130,10 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::StageCountAutoCarveout<static_cast<int>(sizeof(typename CollectiveEpilogue::SharedStorage))>,
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -173,7 +177,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -217,7 +223,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -265,7 +273,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -309,7 +319,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -353,7 +365,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -397,7 +411,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -129,7 +131,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -173,7 +177,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -217,7 +223,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -265,7 +273,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -309,7 +319,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -353,7 +365,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -397,7 +411,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_f16ndhwc_f16ndhwc_f32ndhwc_tensor_op_
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -129,7 +131,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -173,7 +177,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -217,7 +223,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -265,7 +273,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -309,7 +319,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -353,7 +365,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -397,7 +411,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_s8ndhwc_s8ndhwc_s32ndhwc_tensor_op_s3
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -85,7 +85,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -129,7 +131,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -173,7 +177,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -217,7 +223,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -265,7 +273,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -309,7 +319,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -353,7 +365,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;
@@ -397,7 +411,9 @@ TEST(SM90_device_conv3d_fprop_implicitgemm_tf32ndhwc_tf32ndhwc_f32ndhwc_tensor_o
cutlass::conv::collective::KernelScheduleAuto
>::CollectiveOp;
using ProblemShape=cutlass::conv::ConvProblemShape<CollectiveMainloop::DispatchPolicy::ConvOp, CollectiveMainloop::DispatchPolicy::NumSpatialDimensions>;
using ConvKernel = cutlass::conv::kernel::ConvUniversal<
ProblemShape,
CollectiveMainloop,
CollectiveEpilogue
>;