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authorGravatar Eugene Zhulenev <ezhulenev@google.com>2018-07-25 13:51:10 -0700
committerGravatar Eugene Zhulenev <ezhulenev@google.com>2018-07-25 13:51:10 -0700
commit6913221c43c6ad41b1fbfc0d263d2764abd11ad2 (patch)
treee5dbd8f9c73087d37b1e812bc679d1dec2d3bfcd /unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h
parentd55efa6f0f9ab9ec758c6b40204be476c01b7528 (diff)
Add tiled evaluation support to TensorExecutor
Diffstat (limited to 'unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h')
-rw-r--r--unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h101
1 files changed, 94 insertions, 7 deletions
diff --git a/unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h b/unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h
index fe62ff1ea..ba02802d2 100644
--- a/unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h
+++ b/unsupported/Eigen/CXX11/src/Tensor/TensorEvaluator.h
@@ -41,11 +41,24 @@ struct TensorEvaluator
enum {
IsAligned = Derived::IsAligned,
PacketAccess = (internal::unpacket_traits<PacketReturnType>::size > 1),
+ BlockAccess = internal::is_arithmetic<typename internal::remove_const<Scalar>::type>::value,
Layout = Derived::Layout,
CoordAccess = NumCoords > 0,
RawAccess = true
};
+ typedef typename internal::TensorBlock<
+ typename internal::remove_const<Scalar>::type, Index, NumCoords, Layout>
+ TensorBlock;
+ typedef typename internal::TensorBlockReader<
+ typename internal::remove_const<Scalar>::type, Index, NumCoords, Layout,
+ PacketAccess>
+ TensorBlockReader;
+ typedef typename internal::TensorBlockWriter<
+ typename internal::remove_const<Scalar>::type, Index, NumCoords, Layout,
+ PacketAccess>
+ TensorBlockWriter;
+
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorEvaluator(const Derived& m, const Device& device)
: m_data(const_cast<typename internal::traits<Derived>::template MakePointer<Scalar>::Type>(m.data())), m_dims(m.dimensions()), m_device(device), m_impl(m)
{ }
@@ -113,6 +126,20 @@ struct TensorEvaluator
internal::unpacket_traits<PacketReturnType>::size);
}
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void getResourceRequirements(
+ std::vector<internal::TensorOpResourceRequirements>* resources) const {}
+
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void block(TensorBlock* block) const {
+ assert(m_data != NULL);
+ TensorBlockReader::Run(block, m_data);
+ }
+
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void writeBlock(
+ const TensorBlock& block) {
+ assert(m_data != NULL);
+ TensorBlockWriter::Run(block, m_data);
+ }
+
EIGEN_DEVICE_FUNC typename internal::traits<Derived>::template MakePointer<Scalar>::Type data() const { return m_data; }
/// required by sycl in order to construct sycl buffer from raw pointer
@@ -167,11 +194,20 @@ struct TensorEvaluator<const Derived, Device>
enum {
IsAligned = Derived::IsAligned,
PacketAccess = (internal::unpacket_traits<PacketReturnType>::size > 1),
+ BlockAccess = internal::is_arithmetic<typename internal::remove_const<Scalar>::type>::value,
Layout = Derived::Layout,
CoordAccess = NumCoords > 0,
RawAccess = true
};
+ typedef typename internal::TensorBlock<
+ typename internal::remove_const<Scalar>::type, Index, NumCoords, Layout>
+ TensorBlock;
+ typedef typename internal::TensorBlockReader<
+ typename internal::remove_const<Scalar>::type, Index, NumCoords, Layout,
+ PacketAccess>
+ TensorBlockReader;
+
// Used for accessor extraction in SYCL Managed TensorMap:
const Derived& derived() const { return m_impl; }
@@ -219,6 +255,14 @@ struct TensorEvaluator<const Derived, Device>
internal::unpacket_traits<PacketReturnType>::size);
}
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void getResourceRequirements(
+ std::vector<internal::TensorOpResourceRequirements>* resources) const {}
+
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void block(TensorBlock* block) const {
+ assert(m_data != NULL);
+ TensorBlockReader::Run(block, m_data);
+ }
+
EIGEN_DEVICE_FUNC typename internal::traits<Derived>::template MakePointer<const Scalar>::Type data() const { return m_data; }
/// added for sycl in order to construct the buffer from the sycl device
@@ -244,6 +288,7 @@ struct TensorEvaluator<const TensorCwiseNullaryOp<NullaryOp, ArgType>, Device>
enum {
IsAligned = true,
PacketAccess = internal::functor_traits<NullaryOp>::PacketAccess,
+ BlockAccess = false,
Layout = TensorEvaluator<ArgType, Device>::Layout,
CoordAccess = false, // to be implemented
RawAccess = false
@@ -308,7 +353,9 @@ struct TensorEvaluator<const TensorCwiseUnaryOp<UnaryOp, ArgType>, Device>
enum {
IsAligned = TensorEvaluator<ArgType, Device>::IsAligned,
- PacketAccess = TensorEvaluator<ArgType, Device>::PacketAccess & internal::functor_traits<UnaryOp>::PacketAccess,
+ PacketAccess = TensorEvaluator<ArgType, Device>::PacketAccess &
+ internal::functor_traits<UnaryOp>::PacketAccess,
+ BlockAccess = false,
Layout = TensorEvaluator<ArgType, Device>::Layout,
CoordAccess = false, // to be implemented
RawAccess = false
@@ -375,16 +422,21 @@ struct TensorEvaluator<const TensorCwiseBinaryOp<BinaryOp, LeftArgType, RightArg
typedef TensorCwiseBinaryOp<BinaryOp, LeftArgType, RightArgType> XprType;
enum {
- IsAligned = TensorEvaluator<LeftArgType, Device>::IsAligned & TensorEvaluator<RightArgType, Device>::IsAligned,
- PacketAccess = TensorEvaluator<LeftArgType, Device>::PacketAccess & TensorEvaluator<RightArgType, Device>::PacketAccess &
+ IsAligned = TensorEvaluator<LeftArgType, Device>::IsAligned &
+ TensorEvaluator<RightArgType, Device>::IsAligned,
+ PacketAccess = TensorEvaluator<LeftArgType, Device>::PacketAccess &
+ TensorEvaluator<RightArgType, Device>::PacketAccess &
internal::functor_traits<BinaryOp>::PacketAccess,
- Layout = TensorEvaluator<LeftArgType, Device>::Layout,
- CoordAccess = false, // to be implemented
- RawAccess = false
+ BlockAccess = TensorEvaluator<LeftArgType, Device>::BlockAccess &
+ TensorEvaluator<RightArgType, Device>::BlockAccess,
+ Layout = TensorEvaluator<LeftArgType, Device>::Layout,
+ CoordAccess = false, // to be implemented
+ RawAccess = false
};
EIGEN_DEVICE_FUNC TensorEvaluator(const XprType& op, const Device& device)
- : m_functor(op.functor()),
+ : m_device(device),
+ m_functor(op.functor()),
m_leftImpl(op.lhsExpression(), device),
m_rightImpl(op.rhsExpression(), device)
{
@@ -399,6 +451,14 @@ struct TensorEvaluator<const TensorCwiseBinaryOp<BinaryOp, LeftArgType, RightArg
static const int PacketSize = internal::unpacket_traits<PacketReturnType>::size;
typedef typename TensorEvaluator<LeftArgType, Device>::Dimensions Dimensions;
+ static const int NumDims = internal::array_size<
+ typename TensorEvaluator<LeftArgType, Device>::Dimensions>::value;
+
+ typedef internal::TensorBlock<
+ typename internal::remove_const<Scalar>::type, Index, NumDims,
+ TensorEvaluator<LeftArgType, Device>::Layout>
+ TensorBlock;
+
EIGEN_DEVICE_FUNC const Dimensions& dimensions() const
{
// TODO: use right impl instead if right impl dimensions are known at compile time.
@@ -433,6 +493,30 @@ struct TensorEvaluator<const TensorCwiseBinaryOp<BinaryOp, LeftArgType, RightArg
TensorOpCost(0, 0, functor_cost, vectorized, PacketSize);
}
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void getResourceRequirements(
+ std::vector<internal::TensorOpResourceRequirements>* resources) const {
+ m_leftImpl.getResourceRequirements(resources);
+ m_rightImpl.getResourceRequirements(resources);
+ }
+
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void block(
+ TensorBlock* output_block) const {
+ if (NumDims <= 0) {
+ output_block->data()[0] = coeff(0);
+ return;
+ }
+ internal::TensorBlockView<LeftArgType, Device> left_block(
+ m_device, m_leftImpl, *output_block);
+ internal::TensorBlockView<RightArgType, Device> right_block(
+ m_device, m_rightImpl, *output_block);
+ internal::TensorBlockCwiseBinaryIO<
+ BinaryOp, Index, typename internal::remove_const<Scalar>::type, NumDims,
+ Layout>::Run(m_functor, output_block->block_sizes(),
+ output_block->block_strides(), output_block->data(),
+ left_block.block_strides(), left_block.data(),
+ right_block.block_strides(), right_block.data());
+ }
+
EIGEN_DEVICE_FUNC typename Eigen::internal::traits<XprType>::PointerType data() const { return NULL; }
/// required by sycl in order to extract the accessor
const TensorEvaluator<LeftArgType, Device>& left_impl() const { return m_leftImpl; }
@@ -442,6 +526,7 @@ struct TensorEvaluator<const TensorCwiseBinaryOp<BinaryOp, LeftArgType, RightArg
BinaryOp functor() const { return m_functor; }
private:
+ const Device& m_device;
const BinaryOp m_functor;
TensorEvaluator<LeftArgType, Device> m_leftImpl;
TensorEvaluator<RightArgType, Device> m_rightImpl;
@@ -458,6 +543,7 @@ struct TensorEvaluator<const TensorCwiseTernaryOp<TernaryOp, Arg1Type, Arg2Type,
IsAligned = TensorEvaluator<Arg1Type, Device>::IsAligned & TensorEvaluator<Arg2Type, Device>::IsAligned & TensorEvaluator<Arg3Type, Device>::IsAligned,
PacketAccess = TensorEvaluator<Arg1Type, Device>::PacketAccess & TensorEvaluator<Arg2Type, Device>::PacketAccess & TensorEvaluator<Arg3Type, Device>::PacketAccess &
internal::functor_traits<TernaryOp>::PacketAccess,
+ BlockAccess = false,
Layout = TensorEvaluator<Arg1Type, Device>::Layout,
CoordAccess = false, // to be implemented
RawAccess = false
@@ -562,6 +648,7 @@ struct TensorEvaluator<const TensorSelectOp<IfArgType, ThenArgType, ElseArgType>
IsAligned = TensorEvaluator<ThenArgType, Device>::IsAligned & TensorEvaluator<ElseArgType, Device>::IsAligned,
PacketAccess = TensorEvaluator<ThenArgType, Device>::PacketAccess & TensorEvaluator<ElseArgType, Device>::PacketAccess &
internal::packet_traits<Scalar>::HasBlend,
+ BlockAccess = false,
Layout = TensorEvaluator<IfArgType, Device>::Layout,
CoordAccess = false, // to be implemented
RawAccess = false