
* v3.6 * update changelog * update readme * fix typo * fixing typos * hopper gemm with weight prefetch --------- Co-authored-by: yuzhai <yuzhai@nvidia.com> Co-authored-by: Haicheng Wu <haichengw@nvidia.com>
266 lines
6.9 KiB
C++
266 lines
6.9 KiB
C++
/***************************************************************************************************
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* Copyright (c) 2017 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* SPDX-License-Identifier: BSD-3-Clause
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions are met:
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*
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* 1. Redistributions of source code must retain the above copyright notice, this
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* list of conditions and the following disclaimer.
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*
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* 2. Redistributions in binary form must reproduce the above copyright notice,
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* this list of conditions and the following disclaimer in the documentation
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* and/or other materials provided with the distribution.
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*
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* 3. Neither the name of the copyright holder nor the names of its
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* contributors may be used to endorse or promote products derived from
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* this software without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
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* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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*
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**************************************************************************************************/
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#include "cutlass_unit_test.h"
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#include <cutlass/trace.h>
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#include <iostream>
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#include <cute/layout.hpp>
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#include <cute/layout_composed.hpp> // cute::composition
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#include <cute/swizzle.hpp> // cute::Swizzle
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#include <cute/swizzle_layout.hpp> // cute::composition
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#include <cute/tensor.hpp>
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using namespace cute;
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template <class Layout, class InvLayout>
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void
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test_postconditions(Layout const& layout, InvLayout const& inv_layout)
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{
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for (int i = 0; i < size(inv_layout); ++i) {
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//printf("%3d: %3d %3d\n", i, int(inv_layout(i)), int(layout(inv_layout(i))));
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EXPECT_EQ(layout(inv_layout(i)), i);
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}
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}
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template <class Layout>
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void
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test_right_inverse(Layout const& layout)
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{
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auto inv_layout = right_inverse(layout);
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CUTLASS_TRACE_HOST(layout << " ^ -1\n" << " => \n" << inv_layout);
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CUTLASS_TRACE_HOST("Composition: " << coalesce(composition(layout, inv_layout)) << std::endl);
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test_postconditions(layout, inv_layout);
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}
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TEST(CuTe_core, Inverse_right)
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{
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CUTLASS_TRACE_HOST("-------------------------------");
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CUTLASS_TRACE_HOST("RIGHT INVERSE" );
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CUTLASS_TRACE_HOST("-------------------------------");
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CUTLASS_TRACE_HOST("-------------------------------");
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CUTLASS_TRACE_HOST("Simple tests" );
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CUTLASS_TRACE_HOST("-------------------------------");
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{
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auto layout = Layout<_1, _0>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<_1, _1>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_4>,
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Stride<_0>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <Shape <_1,_1>>,
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Stride<Stride<_0,_0>>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <Shape <_3,_7>>,
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Stride<Stride<_0,_0>>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_1>,
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Stride<_1>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_4>,
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Stride<_1>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_4>,
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Stride<_2>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_2,_4>,
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Stride<_0,_2>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_8, _4>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_8, _4>,
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Stride<_4, _1>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape< _2,_4,_6>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_2,_4,_6>,
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Stride<_4,_1,_8>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_2,_4,_4,_6>,
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Stride<_4,_1,_0,_8>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_4, _2>,
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Stride<_1,_16>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = Layout<Shape <_4, _2>,
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Stride<_1, _5>>{};
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test_right_inverse(layout);
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}
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CUTLASS_TRACE_HOST("-------------------------------");
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CUTLASS_TRACE_HOST("Dynamic shapes/strides" );
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CUTLASS_TRACE_HOST("-------------------------------");
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{
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auto layout = make_layout(Shape<_4, _2>{}, make_stride(Int<1>{}, 4));
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test_right_inverse(layout);
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}
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{
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auto layout = make_layout(make_shape(_4{}, 2), make_stride(Int<1>{}, 4));
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test_right_inverse(layout);
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}
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{
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auto layout = make_layout(make_shape(4, 2), make_stride(Int<1>{}, 4));
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test_right_inverse(layout);
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}
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CUTLASS_TRACE_HOST("-------------------------------");
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CUTLASS_TRACE_HOST("Swizzle layouts" );
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CUTLASS_TRACE_HOST("-------------------------------");
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{
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auto layout = ComposedLayout<Swizzle<1,0,2>, _0, Layout<Shape <_4, _4>,
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Stride<_1, _4>>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = ComposedLayout<Swizzle<1,0,2>, _0, Layout<Shape <_4, _4>,
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Stride<_4, _1>>>{};
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test_right_inverse(layout);
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}
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{
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auto layout = ComposedLayout<Swizzle<1,0,1>, _0, Layout<Shape <_4, _4>,
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Stride<_8, _1>>>{};
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test_right_inverse(layout);
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}
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CUTLASS_TRACE_HOST("-------------------------------");
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CUTLASS_TRACE_HOST("BETA: Negative strides" );
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CUTLASS_TRACE_HOST("-------------------------------");
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// Negative strides (beta support)
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// Post-conditions/layout indexing aren't generalized enough to support these yet
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// However, the composition post-condition is general enough.
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{
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auto layout = make_layout(Shape<_4>{}, Stride<Int<-1>>{});
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test_right_inverse(layout);
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}
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//{
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//auto layout = Layout<Shape < _2,_4>,
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// Stride<_m1,_2>>{};
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//test_right_inverse(layout);
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//}
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//{
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//auto layout = Layout<Shape < _2, _4>,
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// Stride< _4,_m1>>{};
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//test_right_inverse(layout);
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//}
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//{
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//auto layout = Layout<Shape < _2, _4, _6>,
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// Stride<_m1,_12,_m2>>{};
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//test_right_inverse(layout);
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//}
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}
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