forked from jiuyuan/InfiniTensor
150 lines
6.2 KiB
C++
150 lines
6.2 KiB
C++
#include "nnet/Visitor/MatchReshapeVisitor.h"
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#include "nnet/expr.h"
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#include "nnet/routine.h"
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#include "nnet/test.h"
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#include "gtest/gtest.h"
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#include <chrono>
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using namespace nnet;
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using namespace std;
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TEST(MatchReshape, ElementWise_NHWC) {
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DEFINE_VAR(i, c);
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auto A = make_ref<TensorNode>("A", vector<int>({1, 7, 7, 512}));
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auto subA = makeSubscript(A, {i / 49, i / 7, i % 7, c});
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auto expr = makeRangeOperator({{i, {0, 49}}, {c, {0, 512}}}, {}, subA);
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auto matchReshapeVisitor = MatchReshapeVisitor();
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EXPECT_TRUE(matchReshapeVisitor(expr));
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}
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TEST(MatchReshape, ElementWise_with_Sum) {
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DEFINE_VAR(n, h, w, f, r, s);
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auto A = make_ref<TensorNode>("A", vector<int>{49, 512});
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auto subA = makeSubscript(
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A, {(49 * n + 7 * (h + r)) + (w + s), ((512 * r) + (512 * s)) + f});
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auto expr = makeRangeOperator(
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{{n, {0, 1}}, {h, {0, 7}}, {w, {0, 7}}, {f, {0, 512}}},
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{{r, {0, 1}}, {s, {0, 1}}}, subA);
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auto matchReshapeVisitor = MatchReshapeVisitor();
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EXPECT_TRUE(matchReshapeVisitor(expr));
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}
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// clang-format off
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// One candiate of TEST(Conv2gemm1x1, NCHW_FCRS_search)
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// ==> ROOT
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// T26
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// ==> T26 : EleWise{T15, }
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// L<n:0:1><f:0:512><h:0:7><w:0:7>Sum<r:0:1><s:0:1> ... [((f + r) + s),(((49 * n) + (7 * (h + r))) + (w + s))]
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// {T15}
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// ==> T15 : Matmul{bmnk = 1, 512, 49, 512; AB = T3, T14; transAB = 0, 0}
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// L<transA:0:101><transB:0:100><swapAB:0:101>Sum ... [transA,transB]
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// {L<i39:0:49><i38:0:512>Sum<c:0:512>
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// {({T4}[i39, c] * {T3}[i38, c])}}
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// ==> T3 : EleWise{K, }
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// L<i38:0:512><c:0:512>Sum ... [i38,c,(i38 % 1),(i38 % 1)]
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// {K}
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// ==> T14 : EleWise{A, }
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// L<c:0:512><i39:0:49>Sum ... [i39,c]
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// {L<i39:0:49><c:0:512>Sum ... [(i39 / 49),c,(i39 / 7),(i39 % 7)]
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// {A}}
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// ==> K : Input Tensor shape=[512,512,1,1] pad=[0,0,0,0]
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// ==> A : Input Tensor shape=[1,512,7,7] pad=[0,0,0,0]
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// clang-format on
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TEST(MatchReshape, Conv2gemm_1x1_NCHW_K) {
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// ==> T3 : EleWise{K, }
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// L<i38:0:512><c:0:512>Sum ... [i38,c,(i38 % 1),(i38 % 1)]
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// {K}
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// ==> K : Input Tensor shape=[512,512,1,1] pad=[0,0,0,0]
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DEFINE_VAR(i, c);
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auto A = make_ref<TensorNode>("K", vector<int>({512, 512, 1, 1}));
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auto subA = makeSubscript(A, {i, c, i % 1, i % 1});
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auto expr = makeRangeOperator({{i, {0, 512}}, {c, {0, 512}}}, {}, subA);
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auto matchReshapeVisitor = MatchReshapeVisitor();
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EXPECT_TRUE(matchReshapeVisitor(expr));
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}
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TEST(MatchReshape, Conv2gemm_1x1_NCHW_A_merged) {
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// ==> T6 : EleWise{A, }
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// L<c:0:512><i39:0:49>Sum ... [i39,c]
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// {L<i39:0:49><c:0:512>Sum ... [(i39 / 49),c,(i39 / 7),(i39 % 7)]
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// {A}}
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// ==> A : Input Tensor shape=[1,512,7,7] pad=[0,0,0,0]
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DEFINE_VAR(i, c);
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auto A = make_ref<TensorNode>("A", vector<int>({1, 512, 7, 7}));
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auto subA = makeSubscript(A, {(i / 49), c, (i / 7), (i % 7)});
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auto expr = makeRangeOperator({{c, {0, 512}}, {i, {0, 49}}}, {}, subA);
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auto matchReshapeVisitor = MatchReshapeVisitor();
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EXPECT_TRUE(matchReshapeVisitor(expr));
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}
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TEST(MatchReshape, Conv2gemm_1x1_NCHW_A) {
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// ==> T14 : EleWise{A, }
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// L<c:0:512><i39:0:49>Sum ... [i39,c]
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// {L<i39:0:49><c:0:512>Sum ... [(i39 / 49),c,(i39 / 7),(i39 % 7)]
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// {A}}
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// ==> A : Input Tensor shape=[1,512,7,7] pad=[0,0,0,0]
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DEFINE_VAR(i, c);
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auto A = make_ref<TensorNode>("A", vector<int>({1, 512, 7, 7}));
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auto subA = makeSubscript(A, {(i / 49), c, (i / 7), (i % 7)});
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auto inner = makeRangeOperator({{i, {0, 49}}, {c, {0, 512}}}, {}, subA);
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auto subInner = makeSubscript(inner, {i, c});
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auto outer = makeRangeOperator({{c, {0, 512}}, {i, {0, 49}}}, {}, subInner);
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EXPECT_TRUE(MatchReshapeVisitor()(outer));
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}
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TEST(MatchReshape, Conv2gemm_1x1_NCHW_Output) {
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// ==> T26 : EleWise{T15, }
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// L<n:0:1><f:0:512><h:0:7><w:0:7>Sum<r:0:1><s:0:1> ... [((f + r) +
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// s),(((49 * n) + (7 * (h + r))) + (w + s))] {T15}
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// ==> T15 : Matmul{bmnk = 1, 512, 49, 512; AB = T3, T14; transAB = 0, 0}
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DEFINE_VAR(n, h, w, f, r, s);
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auto A = make_ref<TensorNode>("A", vector<int>({512, 49}));
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auto subA = makeSubscript(
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A, {((f + r) + s), (((49 * n) + (7 * (h + r))) + (w + s))});
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auto expr = makeRangeOperator(
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{{n, {0, 1}}, {f, {0, 512}}, {h, {0, 7}}, {w, {0, 7}}},
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{{r, {0, 1}}, {s, {0, 1}}}, subA);
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auto matchReshapeVisitor = MatchReshapeVisitor();
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EXPECT_TRUE(matchReshapeVisitor(expr));
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}
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TEST(MatchReshape, Conv2gemm_1x1_NCHW_Output_wrong) {
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// ==> T22 : EleWise{T7, }
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// L<n:0:1><h:0:7><w:0:7><f:0:512>Sum<r:0:1><s:0:1> ... [(((49 * n) + (7 *
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// (h + r))) + (w + s)),((f + r) + s)]
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// {T7}
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// ==> T7 : Matmul{bmnk = 1, 49, 512, 512; AB = T6, T3; transAB = 1, 1}
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DEFINE_VAR(n, h, w, f, r, s);
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auto A = make_ref<TensorNode>("A", vector<int>({49, 512}));
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auto subA = makeSubscript(
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A, {(((49 * n) + (6 * (h + r))) + (w + s)), ((f + r) + s)});
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auto expr = makeRangeOperator(
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{{n, {0, 1}}, {h, {0, 7}}, {w, {0, 7}}, {f, {0, 512}}},
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{{r, {0, 1}}, {s, {0, 1}}}, subA);
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auto matchReshapeVisitor = MatchReshapeVisitor();
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EXPECT_FALSE(matchReshapeVisitor(expr));
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}
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// MemBound[124644277](i0=0, o0=119, exec_time=0.0037384, NNet
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// Inputs=[A<pad=0,0,0,3>,]) L<c:0:2048><i35:0:49>Sum ... [i35,c]
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// {L<i35:0:49><c:0:2048>Sum ... [(i35 / 49),c,(i35 / 7),(i35 % 7)]
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// {A<pad=0,0,0,3>}}
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TEST(MatchReshape, Conv2gemm_1x7_A) {
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// MemBound[124644277](i0=0, o0=119, exec_time=0.0037384, NNet
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// Inputs=[A<pad=0,0,0,3>,])
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// L<c:0:2048><i35:0:49>Sum ... [i35,c]
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// {L<i35:0:49><c:0:2048>Sum ... [(i35 / 49),c,(i35 / 7),(i35 % 7)]
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// {A<pad=0,0,0,3>}}
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const int N = 1, C = 2048, H = 7, W = 7, R = 1, S = 7; // gcn_Conv_137
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DEFINE_VAR(i, c);
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auto A = make_ref<TensorNode>("A", vector<int>({N, C, H, W}),
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vector<int>{0, 0, R / 2, S / 2});
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auto subA = makeSubscript(A, {(i / 49), c, (i / 7), (i % 7)});
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auto inner = makeRangeOperator({{i, {0, 49}}, {c, {0, 2048}}}, {}, subA);
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auto subInner = makeSubscript(inner, {i, c});
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auto outer =
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makeRangeOperator({{c, {0, 2048}}, {i, {0, 49}}}, {}, subInner);
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dbg(outer);
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EXPECT_TRUE(MatchReshapeVisitor()(outer));
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} |