#include #include #include "./common.h" using namespace dgl; using namespace dgl::runtime; TEST(ArrayTest, TestCreate) { IdArray a = aten::NewIdArray(100, CTX, 32); ASSERT_EQ(a->dtype.bits, 32); ASSERT_EQ(a->shape[0], 100); a = aten::NewIdArray(0); ASSERT_EQ(a->shape[0], 0); std::vector vec = {2, 94, 232, 30}; a = aten::VecToIdArray(vec, 32); ASSERT_EQ(Len(a), vec.size()); ASSERT_EQ(a->dtype.bits, 32); for (int i = 0; i < Len(a); ++i) { ASSERT_EQ(Ptr(a)[i], vec[i]); } a = aten::VecToIdArray(std::vector()); ASSERT_EQ(Len(a), 0); }; void _TestRange(DLContext ctx) { IdArray a = aten::Range(10, 10, 64, ctx); ASSERT_EQ(Len(a), 0); a = aten::Range(10, 20, 32, ctx); ASSERT_EQ(Len(a), 10); ASSERT_EQ(a->dtype.bits, 32); a = a.CopyTo(CPU); for (int i = 0; i < 10; ++i) ASSERT_EQ(Ptr(a)[i], i + 10); } TEST(ArrayTest, TestRange) { _TestRange(CPU); #ifdef DGL_USE_CUDA _TestRange(GPU); #endif }; TEST(ArrayTest, TestFull) { IdArray a = aten::Full(-100, 0, 32, CTX); ASSERT_EQ(Len(a), 0); a = aten::Full(-100, 13, 64, CTX); ASSERT_EQ(Len(a), 13); ASSERT_EQ(a->dtype.bits, 64); for (int i = 0; i < 13; ++i) ASSERT_EQ(Ptr(a)[i], -100); }; TEST(ArrayTest, TestClone) { IdArray a = aten::NewIdArray(0); IdArray b = aten::Clone(a); ASSERT_EQ(Len(b), 0); a = aten::Range(0, 10, 32, CTX); b = aten::Clone(a); for (int i = 0; i < 10; ++i) { ASSERT_EQ(PI32(b)[i], i); } PI32(b)[0] = -1; for (int i = 0; i < 10; ++i) { ASSERT_EQ(PI32(a)[i], i); } }; void _TestNumBits(DLContext ctx) { IdArray a = aten::Range(0, 10, 32, ctx); a = aten::AsNumBits(a, 64); ASSERT_EQ(a->dtype.bits, 64); a = a.CopyTo(CPU); for (int i = 0; i < 10; ++i) ASSERT_EQ(PI64(a)[i], i); } TEST(ArrayTest, TestAsNumBits) { _TestNumBits(CPU); #ifdef DGL_USE_CUDA _TestNumBits(GPU); #endif }; template void _TestArith(DLContext ctx) { const int N = 100; IdArray a = aten::Full(-10, N, sizeof(IDX)*8, ctx); IdArray b = aten::Full(7, N, sizeof(IDX)*8, ctx); IdArray c = a + b; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -3); c = a - b; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -17); c = a * b; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -70); c = a / b; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -1); c = -a; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], 10); const int val = -3; c = aten::Add(a, val); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -13); c = aten::Sub(a, val); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -7); c = aten::Mul(a, val); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], 30); c = aten::Div(a, val); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], 3); c = aten::Add(val, b); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], 4); c = aten::Sub(val, b); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -10); c = aten::Mul(val, b); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], -21); c = aten::Div(val, b); c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], 0); a = aten::Range(0, N, sizeof(IDX)*8, ctx); c = a < 50; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], (int)(i < 50)); c = a > 50; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], (int)(i > 50)); c = a >= 50; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], (int)(i >= 50)); c = a <= 50; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], (int)(i <= 50)); c = a == 50; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], (int)(i == 50)); c = a != 50; c = c.CopyTo(CPU); for (int i = 0; i < N; ++i) ASSERT_EQ(Ptr(c)[i], (int)(i != 50)); } TEST(ArrayTest, TestArith) { _TestArith(CPU); _TestArith(CPU); #ifdef DGL_USE_CUDA _TestArith(GPU); _TestArith(GPU); #endif }; template void _TestHStack() { IdArray a = aten::Range(0, 100, sizeof(IDX)*8, CTX); IdArray b = aten::Range(100, 200, sizeof(IDX)*8, CTX); IdArray c = aten::HStack(a, b); ASSERT_EQ(c->ndim, 1); ASSERT_EQ(c->shape[0], 200); for (int i = 0; i < 200; ++i) ASSERT_EQ(Ptr(c)[i], i); } TEST(ArrayTest, TestHStack) { _TestHStack(); _TestHStack(); } template void _TestIndexSelect(DLContext ctx) { IdArray a = aten::Range(0, 100, sizeof(IDX)*8, ctx); ASSERT_EQ(aten::IndexSelect(a, 50), 50); ASSERT_TRUE(ArrayEQ(aten::IndexSelect(a, 10, 20), aten::Range(10, 20, sizeof(IDX)*8, ctx))); IdArray b = aten::VecToIdArray(std::vector({0, 20, 10}), sizeof(IDX)*8, ctx); IdArray c = aten::IndexSelect(a, b); ASSERT_TRUE(ArrayEQ(b, c)); } TEST(ArrayTest, TestIndexSelect) { _TestIndexSelect(CPU); _TestIndexSelect(CPU); #ifdef DGL_USE_CUDA _TestIndexSelect(GPU); _TestIndexSelect(GPU); #endif } template void _TestRelabel_() { IdArray a = aten::VecToIdArray(std::vector({0, 20, 10}), sizeof(IDX)*8, CTX); IdArray b = aten::VecToIdArray(std::vector({20, 5, 6}), sizeof(IDX)*8, CTX); IdArray c = aten::Relabel_({a, b}); IdArray ta = aten::VecToIdArray(std::vector({0, 1, 2}), sizeof(IDX)*8, CTX); IdArray tb = aten::VecToIdArray(std::vector({1, 3, 4}), sizeof(IDX)*8, CTX); IdArray tc = aten::VecToIdArray(std::vector({0, 20, 10, 5, 6}), sizeof(IDX)*8, CTX); ASSERT_TRUE(ArrayEQ(a, ta)); ASSERT_TRUE(ArrayEQ(b, tb)); ASSERT_TRUE(ArrayEQ(c, tc)); } TEST(ArrayTest, TestRelabel_) { _TestRelabel_(); _TestRelabel_(); } template void _TestCumSum(DLContext ctx) { IdArray a = aten::VecToIdArray(std::vector({8, 6, 7, 5, 3, 0, 9}), sizeof(IDX)*8, ctx); { IdArray tb = aten::VecToIdArray(std::vector({8, 14, 21, 26, 29, 29, 38}), sizeof(IDX)*8, ctx); IdArray b = aten::CumSum(a); ASSERT_TRUE(ArrayEQ(b, tb)); } { IdArray tb = aten::VecToIdArray(std::vector({0, 8, 14, 21, 26, 29, 29, 38}), sizeof(IDX)*8, ctx); IdArray b = aten::CumSum(a, true); ASSERT_TRUE(ArrayEQ(b, tb)); } a = aten::VecToIdArray(std::vector({}), sizeof(IDX)*8, ctx); { IdArray tb = aten::VecToIdArray(std::vector({}), sizeof(IDX)*8, ctx); IdArray b = aten::CumSum(a); ASSERT_TRUE(ArrayEQ(b, tb)); } { IdArray tb = aten::VecToIdArray(std::vector({}), sizeof(IDX)*8, ctx); IdArray b = aten::CumSum(a); ASSERT_TRUE(ArrayEQ(b, tb)); } } TEST(ArrayTest, CumSum) { _TestCumSum(CPU); _TestCumSum(CPU); #ifdef DGL_USE_CUDA _TestCumSum(GPU); _TestCumSum(GPU); #endif }