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[SYCL] This PR adds the minimum modifications to the Eigen unsupported module required to run it on devices supporting SYCL.
* Abstracting the pointer type so that both SYCL memory and pointer can be captured. * Converting SYCL virtual pointer to SYCL device memory in Eigen evaluator class. * Binding SYCL placeholder accessor to command group handler by using bind method in Eigen evaluator node. * Adding SYCL macro for controlling loop unrolling. * Modifying the TensorDeviceSycl.h and SYCL executor method to adopt the above changes.
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@@ -91,24 +91,6 @@ class TensorVolumePatchOp : public TensorBase<TensorVolumePatchOp<Planes, Rows,
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m_padding_left(padding_left), m_padding_right(padding_right),
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m_padding_type(PADDING_VALID), m_padding_value(padding_value) {}
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#ifdef EIGEN_USE_SYCL // this is work around for sycl as Eigen could not use c++11 deligate constructor feature
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorVolumePatchOp(const XprType& expr, DenseIndex patch_planes, DenseIndex patch_rows, DenseIndex patch_cols,
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DenseIndex plane_strides, DenseIndex row_strides, DenseIndex col_strides,
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DenseIndex in_plane_strides, DenseIndex in_row_strides, DenseIndex in_col_strides,
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DenseIndex plane_inflate_strides, DenseIndex row_inflate_strides, DenseIndex col_inflate_strides,
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bool padding_explicit, DenseIndex padding_top_z, DenseIndex padding_bottom_z,
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DenseIndex padding_top, DenseIndex padding_bottom, DenseIndex padding_left,
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DenseIndex padding_right, PaddingType padding_type, Scalar padding_value)
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: m_xpr(expr), m_patch_planes(patch_planes), m_patch_rows(patch_rows), m_patch_cols(patch_cols),
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m_plane_strides(plane_strides), m_row_strides(row_strides), m_col_strides(col_strides),
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m_in_plane_strides(in_plane_strides), m_in_row_strides(in_row_strides), m_in_col_strides(in_col_strides),
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m_plane_inflate_strides(plane_inflate_strides), m_row_inflate_strides(row_inflate_strides),
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m_col_inflate_strides(col_inflate_strides), m_padding_explicit(padding_explicit), m_padding_top_z(padding_top_z),
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m_padding_bottom_z(padding_bottom_z), m_padding_top(padding_top), m_padding_bottom(padding_bottom), m_padding_left(padding_left),
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m_padding_right(padding_right), m_padding_type(padding_type), m_padding_value(padding_value) {}
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#endif
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EIGEN_DEVICE_FUNC
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DenseIndex patch_planes() const { return m_patch_planes; }
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EIGEN_DEVICE_FUNC
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@@ -195,6 +177,8 @@ struct TensorEvaluator<const TensorVolumePatchOp<Planes, Rows, Cols, ArgType>, D
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typedef typename XprType::CoeffReturnType CoeffReturnType;
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typedef typename PacketType<CoeffReturnType, Device>::type PacketReturnType;
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static const int PacketSize = PacketType<CoeffReturnType, Device>::size;
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typedef StorageMemory<CoeffReturnType, Device> Storage;
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typedef typename Storage::Type EvaluatorPointerType;
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enum {
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IsAligned = false,
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@@ -205,16 +189,9 @@ struct TensorEvaluator<const TensorVolumePatchOp<Planes, Rows, Cols, ArgType>, D
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CoordAccess = false,
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RawAccess = false
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};
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#ifdef __SYCL_DEVICE_ONLY__
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorEvaluator( const XprType op, const Device& device)
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#else
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorEvaluator( const XprType& op, const Device& device)
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#endif
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: m_impl(op.expression(), device)
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#ifdef EIGEN_USE_SYCL
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, m_op(op)
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#endif
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE TensorEvaluator(const XprType& op, const Device& device) :
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m_impl(op.expression(), device)
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{
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EIGEN_STATIC_ASSERT((NumDims >= 5), YOU_MADE_A_PROGRAMMING_MISTAKE);
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@@ -368,9 +345,10 @@ struct TensorEvaluator<const TensorVolumePatchOp<Planes, Rows, Cols, ArgType>, D
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m_fastOutputDepth = internal::TensorIntDivisor<Index>(m_dimensions[NumDims-1]);
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}
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}
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Dimensions& dimensions() const { return m_dimensions; }
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE bool evalSubExprsIfNeeded(Scalar* /*data*/) {
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE bool evalSubExprsIfNeeded(EvaluatorPointerType /*data*/) {
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m_impl.evalSubExprsIfNeeded(NULL);
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return true;
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}
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@@ -531,14 +509,10 @@ struct TensorEvaluator<const TensorVolumePatchOp<Planes, Rows, Cols, ArgType>, D
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return TensorOpCost(0, 0, compute_cost, vectorized, PacketSize);
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}
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EIGEN_DEVICE_FUNC typename Eigen::internal::traits<XprType>::PointerType data() const { return NULL; }
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EIGEN_DEVICE_FUNC EvaluatorPointerType data() const { return NULL; }
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const TensorEvaluator<ArgType, Device>& impl() const { return m_impl; }
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#ifdef EIGEN_USE_SYCL
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// Required by SYCL in order to construct the expression on the device
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const XprType& xpr() const { return m_op; }
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#endif
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Index planePaddingTop() const { return m_planePaddingTop; }
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Index rowPaddingTop() const { return m_rowPaddingTop; }
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@@ -556,10 +530,17 @@ struct TensorEvaluator<const TensorVolumePatchOp<Planes, Rows, Cols, ArgType>, D
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Index rowInflateStride() const { return m_row_inflate_strides; }
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Index colInflateStride() const { return m_col_inflate_strides; }
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#ifdef EIGEN_USE_SYCL
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// binding placeholder accessors to a command group handler for SYCL
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE void bind(cl::sycl::handler &cgh) const {
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m_impl.bind(cgh);
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}
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#endif
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protected:
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE PacketReturnType packetWithPossibleZero(Index index) const
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{
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EIGEN_ALIGN_MAX typename internal::remove_const<CoeffReturnType>::type values[PacketSize];
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EIGEN_UNROLL_LOOP
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for (int i = 0; i < PacketSize; ++i) {
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values[i] = coeff(index+i);
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}
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@@ -635,10 +616,6 @@ struct TensorEvaluator<const TensorVolumePatchOp<Planes, Rows, Cols, ArgType>, D
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TensorEvaluator<ArgType, Device> m_impl;
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#ifdef EIGEN_USE_SYCL
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// Required by SYCL in order to construct the expression on the device
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XprType m_op;
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#endif
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};
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