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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/tile_traits_standard.h
parentb3ad8abea43b7d1e8887f57d6e30c5a40cf752a6 (diff)
adding the cutlass examples
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+/***************************************************************************************************
+ * Copyright (c) 2017-2018, 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 tile traits for several tile partitioning arrangements of threads expected to
+ achieve efficient streaming performance.
+*/
+#pragma once
+
+#include <cutlass/tile_iterator.h>
+
+namespace cutlass {
+
+///////////////////////////////////////////////////////////////////////////////////////////////////
+
+/// Basic thread offset function computed from a thread shape
+template <typename ThreadShape>
+struct TiledThreadOffset {
+ /// Computes the logical coordinate from thread shape
+ CUTLASS_HOST_DEVICE
+ Coord<4> operator()() const {
+ Coord<4> thread_offset;
+
+ int index = threadIdx.x;
+
+ thread_offset[3] = (index % ThreadShape::kC);
+ index = (index / ThreadShape::kC);
+
+ thread_offset[2] = (index % ThreadShape::kW);
+ index = (index / ThreadShape::kW);
+
+ thread_offset[1] = (index % ThreadShape::kH);
+ index = (index / ThreadShape::kH);
+
+ thread_offset[0] = index;
+
+ return thread_offset;
+ }
+};
+
+///////////////////////////////////////////////////////////////////////////////////////////////////
+
+/// Tiling in which the number of threads is greater than the
+/// contiguous dimension of the tile.
+template <typename Tile_, int Threads>
+struct TileTraitsStrideMajor {
+ /// Shape of tile
+ typedef Tile_ Tile;
+
+ /// Number of participating threads
+ static int const kThreads = Threads;
+
+ // Static assertions
+ static_assert(!(ShapeCount<Tile>::kDhw % kThreads),
+ "Tiling undefined if elements not divisible by threads.");
+
+ static_assert(Tile::kW <= kThreads,
+ "This specialization assumes there are more threads than the contiguous dimension "
+ "of the tile.");
+
+ /// Shape of threads
+ typedef Shape<1, kThreads / Tile::kW, Tile::kW, 1> ThreadShape;
+
+ /// Delta along each dimension
+ typedef Shape<1, ThreadShape::kH, 1, 1> Delta;
+
+ /// Number of iterations
+ typedef Shape<1, Tile::kH / ThreadShape::kH, 1, 1> Iterations;
+
+ /// Computes the initial offset
+ typedef TiledThreadOffset<ThreadShape> ThreadOffset;
+};
+
+///////////////////////////////////////////////////////////////////////////////////////////////////
+
+/// Tiling in which the number of threads is fewer than the tile size
+/// in the contiguous dimension.
+template <typename Tile_, int Threads>
+struct TileTraitsContiguousMajor {
+ /// Shape of tile
+ typedef Tile_ Tile;
+
+ /// Number of participating threads
+ static int const kThreads = Threads;
+
+ // Static assertions
+ static_assert(Tile::kW >= kThreads,
+ "This specialization assumes there are more threads than the contiguous dimension "
+ "of the tile.");
+
+ static_assert(!(ShapeCount<Tile>::kDhw % kThreads),
+ "Tiling undefined if elements not divisible by threads.");
+
+ static_assert(!(Tile::kW % kThreads),
+ "The contiguous size of the tile must be divisible by the number of threads.");
+
+ /// Thread shape
+ typedef Shape<1, 1, kThreads> ThreadShape;
+
+ /// Delta between each thread's access
+ typedef Shape<1, 1, kThreads> Delta;
+
+ /// Number of iterations
+ typedef Shape<1, Tile::kH, Tile::kW / kThreads> Iterations;
+
+ /// Computes the initial offset
+ typedef TiledThreadOffset<ThreadShape> ThreadOffset;
+};
+
+///////////////////////////////////////////////////////////////////////////////////////////////////
+
+/// Tiling in which warps rake across the contiguous dimension
+template <typename Tile_, int Threads>
+struct TileTraitsWarpRake {
+ /// Shape of tile
+ typedef Tile_ Tile;
+
+ /// Number of participating threads
+ static int const kThreads = Threads;
+
+ /// Hard-coded warp size
+ static int const kWarpSize = 32;
+
+ /// Number of participating warps
+ static int const kWarpCount = kThreads / kWarpSize;
+
+ // Static assertions
+ static_assert(!(ShapeCount<Tile>::kDhw % kThreads),
+ "Tiling undefined if elements not divisible by threads.");
+
+ static_assert(!(kThreads % kWarpSize), "Number of threads must be divisible by the warp size.");
+
+ static_assert(!(Tile::kW % kWarpSize), "Contiguous dimension must be divisible by the warp size");
+
+ /// Warps strip-mined across strided dimension
+ static int const kWarpsStrided = __NV_STD_MIN(kWarpCount, Tile::kH);
+
+ /// Warps stripmined contiguous dimension
+ static int const kWarpsContiguous = kWarpCount / kWarpsStrided;
+
+ /// Arrangement of threads
+ typedef Shape<1, kWarpsStrided, kWarpsContiguous * kWarpSize> ThreadShape;
+
+ /// The same warp rakes along the contiguous dimension
+ typedef Shape<1, kWarpsStrided, kWarpSize> Delta;
+
+ /// Number of iterations
+ typedef Shape<1, Tile::kH / Delta::kH, Tile::kW / ThreadShape::kW> Iterations;
+
+ /// Computes the thread offset in (H, W) based on thread ID
+ struct ThreadOffset {
+ /// Basic thread offset function computed from a thread shape
+ CUTLASS_HOST_DEVICE
+ Coord<4> operator()() const {
+ int tid = threadIdx.x;
+ int warp = (tid / kWarpSize);
+ int lane = (tid % kWarpSize);
+
+ static int const kWarpSpanContiguous = kWarpSize * Iterations::kW;
+
+ int warp_w = (warp % kWarpsContiguous);
+ int warp_h = (warp / kWarpsContiguous);
+
+ return make_Coord(0, warp_h, lane + kWarpSpanContiguous * warp_w, 0);
+ }
+ };
+};
+
+///////////////////////////////////////////////////////////////////////////////////////////////////
+
+/// Chooses 'best' shape to enable warp raking along contiguous dimension if possible.
+template <typename Tile_, int Threads>
+struct TileTraitsStandard {
+ /// Shape of tile
+ typedef Tile_ Tile;
+
+ /// Number of participating threads
+ static int const kThreads = Threads;
+
+ /// Hard-coded warp size
+ static int const kWarpSize = 32;
+
+ /// Number of participating warps
+ static int const kWarpCount = kThreads / kWarpSize;
+
+ // Static assertions
+ static_assert(!(ShapeCount<Tile>::kDhw % kThreads),
+ "Tiling undefined if elements not divisible by threads.");
+
+ /// Choose the stride-major contiguous tiling if the contiguous dimension is
+ /// smaller than the warp size. Otherwise, if it is divisible by the warp size,
+ /// choose the warp rake arrangement.
+ typedef typename platform::conditional <
+ Tile::kW<kWarpSize,
+ TileTraitsStrideMajor<Tile, Threads>,
+ typename platform::conditional<!(Tile::kW % kWarpSize),
+ TileTraitsWarpRake<Tile, Threads>,
+ TileTraitsContiguousMajor<Tile, Threads> >::type>::
+ type Traits;
+
+ /// Delta between accesses
+ typedef typename Traits::Delta Delta;
+
+ /// Delta between each thread's access
+ /// TODO MTA this is wrong for sure, but Delta is used for stride computation at the moment
+ typedef Delta ImmediateOffsetStrides;
+
+ /// Number of accesses
+ typedef typename Traits::Iterations Iterations;
+
+ /// Thread offset functor
+ typedef typename Traits::ThreadOffset ThreadOffset;
+};
+
+///////////////////////////////////////////////////////////////////////////////////////////////////
+
+} // namespace cutlass