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diff --git a/cutlass-example/cutlass/load_store.h b/cutlass-example/cutlass/load_store.h
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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