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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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@@ -109,6 +109,8 @@ struct TensorEvaluator<const TensorReverseOp<ReverseDimensions, ArgType>, Device
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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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@@ -145,7 +147,7 @@ struct TensorEvaluator<const TensorReverseOp<ReverseDimensions, ArgType>, Device
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE
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const Dimensions& dimensions() const { return m_dimensions; }
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE bool evalSubExprsIfNeeded(Scalar*) {
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE bool evalSubExprsIfNeeded(EvaluatorPointerType) {
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m_impl.evalSubExprsIfNeeded(NULL);
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return true;
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}
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@@ -158,6 +160,7 @@ struct TensorEvaluator<const TensorReverseOp<ReverseDimensions, ArgType>, Device
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eigen_assert(index < dimensions().TotalSize());
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Index inputIndex = 0;
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if (static_cast<int>(Layout) == static_cast<int>(ColMajor)) {
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EIGEN_UNROLL_LOOP
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for (int i = NumDims - 1; i > 0; --i) {
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Index idx = index / m_strides[i];
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index -= idx * m_strides[i];
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@@ -172,6 +175,7 @@ struct TensorEvaluator<const TensorReverseOp<ReverseDimensions, ArgType>, Device
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inputIndex += index;
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}
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} else {
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EIGEN_UNROLL_LOOP
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for (int i = 0; i < NumDims - 1; ++i) {
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Index idx = index / m_strides[i];
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index -= idx * m_strides[i];
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@@ -205,6 +209,7 @@ struct TensorEvaluator<const TensorReverseOp<ReverseDimensions, ArgType>, Device
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// local structure.
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EIGEN_ALIGN_MAX typename internal::remove_const<CoeffReturnType>::type
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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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@@ -225,12 +230,14 @@ struct TensorEvaluator<const TensorReverseOp<ReverseDimensions, ArgType>, Device
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TensorOpCost(0, 0, compute_cost, false /* 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 typename Storage::Type data() const { return NULL; }
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/// required by sycl in order to extract the accessor
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const TensorEvaluator<ArgType, Device> & impl() const { return m_impl; }
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/// added for sycl in order to construct the buffer from sycl device
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ReverseDimensions functor() const { return m_reverse; }
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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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Dimensions m_dimensions;
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@@ -269,7 +276,7 @@ struct TensorEvaluator<TensorReverseOp<ReverseDimensions, ArgType>, Device>
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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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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE
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const Dimensions& dimensions() const { return this->m_dimensions; }
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@@ -285,11 +292,11 @@ struct TensorEvaluator<TensorReverseOp<ReverseDimensions, ArgType>, Device>
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// This code is pilfered from TensorMorphing.h
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EIGEN_ALIGN_MAX CoeffReturnType values[PacketSize];
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internal::pstore<CoeffReturnType, PacketReturnType>(values, x);
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EIGEN_UNROLL_LOOP
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for (int i = 0; i < PacketSize; ++i) {
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this->coeffRef(index+i) = values[i];
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}
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}
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};
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