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authoraamir <[email protected]>2018-07-21 19:30:40 -0700
committeraamir <[email protected]>2018-07-21 19:30:40 -0700
commitfcf40649feb6046fb9b1ed984fb9b19422cd5463 (patch)
tree92b28621af353598ad3a49df70ebb596d1205609 /cutlass-example/cutlass/load_store.h
parentb3ad8abea43b7d1e8887f57d6e30c5a40cf752a6 (diff)
adding the cutlass examples
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+/***************************************************************************************************
+ * Copyright (c) 2017, NVIDIA CORPORATION. All rights reserved.
+ *
+ * Redistribution and use in source and binary forms, with or without modification, are permitted
+ * provided that the following conditions are met:
+ * * Redistributions of source code must retain the above copyright notice, this list of
+ * conditions and the following disclaimer.
+ * * Redistributions in binary form must reproduce the above copyright notice, this list of
+ * conditions and the following disclaimer in the documentation and/or other materials
+ * provided with the distribution.
+ * * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
+ * to endorse or promote products derived from this software without specific prior written
+ * permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
+ * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
+ * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
+ * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
+ * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
+ * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
+ * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ *
+ **************************************************************************************************/
+/*! \file
+ \brief Defines abstractions for efficiently loading and storing vectors to memory.
+*/
+#pragma once
+
+#include <cutlass/vector.h>
+
+namespace cutlass {
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+/**
+* @brief Enum to specify which memory space data resides in.
+*/
+struct MemorySpace {
+ enum Kind {
+ kGeneric, // Data accessed through pointer dereferencing
+ kShared, // Data resides in shared memory
+ kGlobal // Data resides in global memory
+ };
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_,
+ int Lanes_,
+ MemorySpace::Kind Memory_,
+ bool = (Lanes_ > 1),
+ size_t = (sizeof(Scalar_) * Lanes_)>
+struct Load {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The load function.
+ static CUTLASS_DEVICE void load(AccessType& dst, Scalar_ const* pointer, int offset) {
+ dst = reinterpret_cast<AccessType const*>(&pointer[offset])[0];
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_, int Lanes_, MemorySpace::Kind Memory_>
+struct Load<Scalar_, Lanes_, Memory_, true, 4> {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void load(AccessType& dst, Scalar_ const* pointer, int offset) {
+ dst.registers[0] = reinterpret_cast<uint32_t const*>(&pointer[offset])[0];
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_, int Lanes_, MemorySpace::Kind Memory_>
+struct Load<Scalar_, Lanes_, Memory_, true, 8> {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void load(AccessType& dst, Scalar_ const* pointer, int offset) {
+ uint2 tmp = reinterpret_cast<uint2 const*>(&pointer[offset])[0];
+ dst.registers[0] = tmp.x;
+ dst.registers[1] = tmp.y;
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <MemorySpace::Kind Memory_>
+struct Load<double, 2, Memory_, true, 16> {
+ /// The output type.
+ typedef typename Vectorize<double, 2>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void load(AccessType& dst, double const* pointer, int offset) {
+ double2 tmp = reinterpret_cast<double2 const*>(&pointer[offset])[0];
+ dst[0] = tmp.x;
+ dst[1] = tmp.y;
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+#if defined(__CUDACC_VERSION_MAJOR) && __CUDACC_VERSION_MAJOR < 10
+// WAR bug in NVCC where the upper and lower half of the register end up being the same
+template <MemorySpace::Kind Memory_>
+struct Load<half, 8, Memory_, true, 16> {
+ /// The output type.
+ typedef typename Vectorize<half, 8>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void load(AccessType& dst, half const* pointer, int offset) {
+ int2 tmp = reinterpret_cast<int2 const*>(&pointer[offset])[0];
+ dst.registers[0] = tmp.x;
+ dst.registers[1] = tmp.y;
+
+ tmp = reinterpret_cast<int2 const*>(&pointer[offset + 4])[0];
+ dst.registers[2] = tmp.x;
+ dst.registers[3] = tmp.y;
+ }
+};
+
+#endif
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_, int Lanes_, MemorySpace::Kind Memory_>
+struct Load<Scalar_, Lanes_, Memory_, true, 16> {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void load(AccessType& dst, Scalar_ const* pointer, int offset) {
+ uint4 tmp = reinterpret_cast<uint4 const*>(&pointer[offset])[0];
+ dst.registers[0] = tmp.x;
+ dst.registers[1] = tmp.y;
+ dst.registers[2] = tmp.z;
+ dst.registers[3] = tmp.w;
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_,
+ int Lanes_,
+ MemorySpace::Kind Memory_,
+ bool = (Lanes_ > 1),
+ size_t = (sizeof(Scalar_) * Lanes_)>
+struct Store {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void store(AccessType const& src, Scalar_* pointer, int offset) {
+ pointer[offset] = src;
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_, int Lanes_, MemorySpace::Kind Memory_>
+struct Store<Scalar_, Lanes_, Memory_, true, 4> {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void store(AccessType const& src, Scalar_* pointer, int offset) {
+ uint32_t* addr = reinterpret_cast<uint32_t*>(&pointer[offset]);
+ addr[0] = src.registers[0];
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_, int Lanes_, MemorySpace::Kind Memory_>
+struct Store<Scalar_, Lanes_, Memory_, true, 8> {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void store(AccessType const& src, Scalar_* pointer, int offset) {
+ uint2* addr = reinterpret_cast<uint2*>(&pointer[offset]);
+ addr[0] = make_uint2(src.registers[0], src.registers[1]);
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <MemorySpace::Kind Memory_>
+struct Store<double, 2, Memory_, true, 16> {
+ /// The output type.
+ typedef typename Vectorize<double, 2>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void store(AccessType const& src, double* pointer, int offset) {
+ double2* addr = reinterpret_cast<double2*>(&pointer[offset]);
+ addr[0] = make_double2(src[0], src[1]);
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+template <typename Scalar_, int Lanes_, MemorySpace::Kind Memory_>
+struct Store<Scalar_, Lanes_, Memory_, true, 16> {
+ /// The output type.
+ typedef typename Vectorize<Scalar_, Lanes_>::Type AccessType;
+
+ /// The store function.
+ static CUTLASS_DEVICE void store(AccessType const& src, Scalar_* pointer, int offset) {
+ uint4* addr = reinterpret_cast<uint4*>(&pointer[offset]);
+ addr[0] = make_uint4(src.registers[0], src.registers[1], src.registers[2], src.registers[3]);
+ }
+};
+
+////////////////////////////////////////////////////////////////////////////////////////////////////
+
+} // namespace cutlass