This commit is contained in:
Chao Liu
2019-09-25 03:28:53 -05:00
parent e1ae8f18f7
commit 012b525377
9 changed files with 46 additions and 17 deletions

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@@ -184,6 +184,12 @@ struct GridwiseConvolutionImplicitGemm_v4r1_nchw_kcyx_nkhw
Sequence<EPerBlock, KPerBlock>{},
Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
// this check is ad-hoc
// TODO: need to properly implement tensor descriptor with multiple alignment
// requirements
static_assert(wei_e_k_block_desc.GetStride(I0) % GemmDataPerReadA == 0,
"GemmDataPerReadA alignment requirement is not satisfied");
// operator for blockwise copy of weight into LDS
// slice a tensor, and copy it into another tensor
// this copy operator already have blockwise offset built-in

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@@ -207,6 +207,12 @@ struct GridwiseConvolutionImplicitGemm_v4r1_nchw_kcyx_nkhw_padded
Sequence<EPerBlock, KPerBlock>{},
Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
// this check is ad-hoc
// TODO: need to properly implement tensor descriptor with multiple alignment
// requirements
static_assert(wei_e_k_block_desc.GetStride(I0) % GemmDataPerReadA == 0,
"GemmDataPerReadA alignment requirement is not satisfied");
// operator for blockwise copy of weight into LDS
// slice a tensor, and copy it into another tensor
// this copy operator already have blockwise offset built-in

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@@ -207,6 +207,12 @@ struct GridwiseConvolutionImplicitGemm_v4r1_nchw_kcyx_nkhw_padded_lds_double_buf
Sequence<EPerBlock, KPerBlock>{},
Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
// this check is ad-hoc
// TODO: need to properly implement tensor descriptor with multiple alignment
// requirements
static_assert(wei_e_k_block_desc.GetStride(I0) % GemmDataPerReadA == 0,
"GemmDataPerReadA alignment requirement is not satisfied");
// operator for blockwise copy of weight into LDS
// slice a tensor, and copy it into another tensor
// this copy operator already have blockwise offset built-in

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@@ -159,6 +159,12 @@ struct GridwiseConvolutionImplicitGemm_v4r4_nchw_kcyx_nkhw
Sequence<EPerBlock, KPerBlock>{},
Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
// this check is ad-hoc
// TODO: need to properly implement tensor descriptor with multiple alignment
// requirements
static_assert(wei_e_k_block_desc.GetStride(I0) % GemmDataPerReadA == 0,
"GemmDataPerReadA alignment requirement is not satisfied");
// operator for blockwise copy of weight into LDS
// slice a tensor, and copy it into another tensor
// this copy operator already have blockwise offset built-in

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@@ -159,6 +159,12 @@ struct GridwiseConvolutionImplicitGemm_v4r4_nchw_kcyx_nkhw_lds_double_buffer
Sequence<EPerBlock, KPerBlock>{},
Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
// this check is ad-hoc
// TODO: need to properly implement tensor descriptor with multiple alignment
// requirements
static_assert(wei_e_k_block_desc.GetStride(I0) % GemmDataPerReadA == 0,
"GemmDataPerReadA alignment requirement is not satisfied");
// operator for blockwise copy of weight into LDS
// slice a tensor, and copy it into another tensor
// this copy operator already have blockwise offset built-in

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@@ -172,6 +172,12 @@ struct GridwiseConvolutionImplicitGemm_v4r4_nchw_kcyx_nkhw_padded
Sequence<EPerBlock, KPerBlock>{},
Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
// this check is ad-hoc
// TODO: need to properly implement tensor descriptor with multiple alignment
// requirements
static_assert(wei_e_k_block_desc.GetStride(I0) % GemmDataPerReadA == 0,
"GemmDataPerReadA alignment requirement is not satisfied");
// weight blockwise copy
auto blockwise_wei_copy =
BlockwiseGenericTensorSliceCopy_v4<BlockSize,

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@@ -179,6 +179,12 @@ struct GridwiseConvolutionImplicitGemm_v4r4_nchw_kcyx_nkhw_padded_lds_double_buf
Sequence<EPerBlock, KPerBlock>{},
Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
// this check is ad-hoc
// TODO: need to properly implement tensor descriptor with multiple alignment
// requirements
static_assert(wei_e_k_block_desc.GetStride(I0) % GemmDataPerReadA == 0,
"GemmDataPerReadA alignment requirement is not satisfied");
// weight blockwise copy
auto blockwise_wei_copy =
BlockwiseGenericTensorSliceCopy_v4<BlockSize,

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@@ -96,19 +96,6 @@ __host__ __device__ constexpr auto
LowerTensorDescriptor{}, typename sequence_map_inverse<MapUpper2Lower>::type{});
}
template <typename LowerTensorDescriptor, index_t VectorDim, index_t VectorSize>
__host__ __device__ constexpr auto
vectorize_tensor_descriptor(LowerTensorDescriptor, Number<VectorDim> vector_dim, Number<VectorSize>)
{
constexpr index_t nDim = LowerTensorDescriptor::GetNumOfDimension();
return transform_tensor_descriptor(
LowerTensorDescriptor{},
Vectorize<LowerTensorDescriptor::GetLength(vector_dim), VectorSize>{},
typename arithmetic_sequence_gen<0, nDim, 1>::type{},
typename arithmetic_sequence_gen<0, nDim, 1>::type{});
}
template <typename... NativeDimensions>
__host__ __device__ void
print_tensor_descriptor(const char* s, const NativeTensorDescriptor<NativeDimensions...>& desc)

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@@ -14,7 +14,7 @@
//#include "device_convolution_implicit_gemm_v1_nchw_cyxk_nkhw.hpp"
//#include "device_convolution_implicit_gemm_v2_chwn_cyxk_khwn.hpp"
//#include "device_convolution_implicit_gemm_v3_nchw_cyxk_nkhw.hpp"
//#include "device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw.hpp"
#include "device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw.hpp"
#include "device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw_padded.hpp"
//#include "device_convolution_implicit_gemm_v4r2_nchw_kcyx_nkhw.hpp"
//#include "device_convolution_implicit_gemm_v4r3_nchw_kcyx_nkhw.hpp"
@@ -295,7 +295,7 @@ int main(int argc, char* argv[])
using LeftPads = Sequence<0, 0>;
using RightPads = Sequence<0, 0>;
#elif 0
#elif 1
// 3x3 filter, 2x2 stride, 35x35 input, 17x17 output
// cudnn@V100 90%, ck@V100 93%, ck@P100 83%, ck@VII 81%
constexpr index_t N = 128;
@@ -341,7 +341,7 @@ int main(int argc, char* argv[])
using LeftPads = Sequence<3, 0>;
using RightPads = Sequence<3, 0>;
#elif 1
#elif 0
// 1x7 filter, 0x3 pad, 17x17 input
constexpr index_t N = 128;
constexpr index_t C = 128;
@@ -486,7 +486,7 @@ int main(int argc, char* argv[])
ConvStrides{},
ConvDilations{},
nrepeat);
#elif 1
#elif 0
device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw_padded(in_nchw_desc,
in_nchw,
wei_kcyx_desc,