CCCL (CUDA C++ Core Libraries) provides: - CUB: device/block/warp-level GPU primitives (reduce, scan, sort, topk) - Thrust: high-level parallel algorithms (transform_reduce, sort, scan) - libcudacxx: CUDA C++ standard library (atomics, barriers, memory) - cudax: experimental features (memory resources, allocators) - Tuning policies: per-SM hardware-specific algorithm parameters Competition optimization vectors mapped to CCCL: - Output TPS (83% weight): warp_reduce, block_reduce, device_topk - Input TPS (14% weight): device_scan, block_load, prefetch - Cache TPS (3% weight): prefix caching strategy patterns - Memory (0.9 util): pooled/cached/buddy allocators Source: https://github.com/NVIDIA/cccl (shallow clone, HEAD only) License: Apache-2.0
558 lines
16 KiB
Plaintext
558 lines
16 KiB
Plaintext
#include <thrust/device_reference.h>
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#include <thrust/device_vector.h>
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#include <unittest/unittest.h>
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void TestDeviceReferenceConstructorFromDeviceReference()
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{
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using T = int;
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thrust::device_vector<T> v(1, 0);
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thrust::device_reference<T> ref = v[0];
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// ref equals the object at v[0]
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ASSERT_EQUAL(v[0], ref);
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// the address of ref equals the address of v[0]
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ASSERT_EQUAL(&v[0], &ref);
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// modifying v[0] modifies ref
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v[0] = 13;
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ASSERT_EQUAL(13, ref);
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ASSERT_EQUAL(v[0], ref);
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// modifying ref modifies v[0]
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ref = 7;
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ASSERT_EQUAL(7, v[0]);
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ASSERT_EQUAL(v[0], ref);
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}
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DECLARE_UNITTEST(TestDeviceReferenceConstructorFromDeviceReference);
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void TestDeviceReferenceConstructorFromDevicePointer()
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{
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using T = int;
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thrust::device_vector<T> v(1, 0);
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thrust::device_ptr<T> ptr = &v[0];
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thrust::device_reference<T> ref(ptr);
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// ref equals the object pointed to by ptr
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ASSERT_EQUAL(*ptr, ref);
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// the address of ref equals ptr
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ASSERT_EQUAL(ptr, &ref);
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// modifying *ptr modifies ref
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*ptr = 13;
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ASSERT_EQUAL(13, ref);
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ASSERT_EQUAL(v[0], ref);
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// modifying ref modifies *ptr
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ref = 7;
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ASSERT_EQUAL(7, *ptr);
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ASSERT_EQUAL(v[0], ref);
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}
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DECLARE_UNITTEST(TestDeviceReferenceConstructorFromDevicePointer);
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void TestDeviceReferenceAssignmentFromDeviceReference()
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{
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// test same types
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using T0 = int;
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thrust::device_vector<T0> v0{0, 0};
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thrust::device_reference<T0> ref0 = v0[0];
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thrust::device_reference<T0> ref1 = v0[1];
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ref0 = 13;
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ref1 = ref0;
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// ref1 equals 13
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ASSERT_EQUAL(13, ref1);
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ASSERT_EQUAL(ref0, ref1);
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// test const references
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const thrust::device_reference<T0> cref0 = v0[0];
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const thrust::device_reference<T0> cref1 = v0[1];
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cref0 = 13;
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cref1 = cref0;
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// cref1 equals 13
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ASSERT_EQUAL(13, cref1);
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ASSERT_EQUAL(cref0, cref1);
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// mix const and non-const references
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ref0 = 12;
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cref0 = ref0;
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ASSERT_EQUAL(12, cref0);
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cref0 = 11;
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ref0 = cref0;
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ASSERT_EQUAL(11, cref0);
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// test different types
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using T1 = float;
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thrust::device_vector<T1> v1{0.0f};
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thrust::device_reference<T1> ref2 = v1[0];
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ref2 = ref0;
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// ref2 equals 11.0f
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ASSERT_EQUAL(11.0f, ref2);
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ASSERT_EQUAL(ref0, ref2);
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}
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DECLARE_UNITTEST(TestDeviceReferenceAssignmentFromDeviceReference);
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void TestDeviceReferenceManipulation()
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{
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using T1 = int;
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thrust::device_vector<T1> v(1, 0);
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thrust::device_ptr<T1> ptr = &v[0];
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thrust::device_reference<T1> ref(ptr);
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// reset
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ref = 0;
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// test prefix increment
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++ref;
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ASSERT_EQUAL(1, ref);
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ASSERT_EQUAL(1, *ptr);
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ASSERT_EQUAL(1, v[0]);
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// reset
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ref = 0;
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// test postfix increment
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T1 x1 = ref++;
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ASSERT_EQUAL(0, x1);
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ASSERT_EQUAL(1, ref);
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ASSERT_EQUAL(1, *ptr);
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ASSERT_EQUAL(1, v[0]);
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// reset
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ref = 0;
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// test addition-assignment
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ref += 5;
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ASSERT_EQUAL(5, ref);
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ASSERT_EQUAL(5, *ptr);
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ASSERT_EQUAL(5, v[0]);
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// reset
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ref = 0;
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// test prefix decrement
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--ref;
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ASSERT_EQUAL(-1, ref);
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ASSERT_EQUAL(-1, *ptr);
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ASSERT_EQUAL(-1, v[0]);
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// reset
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ref = 0;
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// test subtraction-assignment
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ref -= 5;
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ASSERT_EQUAL(-5, ref);
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ASSERT_EQUAL(-5, *ptr);
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ASSERT_EQUAL(-5, v[0]);
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// reset
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ref = 1;
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// test multiply-assignment
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ref *= 5;
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ASSERT_EQUAL(5, ref);
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ASSERT_EQUAL(5, *ptr);
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ASSERT_EQUAL(5, v[0]);
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// reset
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ref = 5;
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// test divide-assignment
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ref /= 5;
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ASSERT_EQUAL(1, ref);
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ASSERT_EQUAL(1, *ptr);
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ASSERT_EQUAL(1, v[0]);
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// reset
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ref = 5;
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// test modulus-assignment
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ref %= 5;
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ASSERT_EQUAL(0, ref);
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ASSERT_EQUAL(0, *ptr);
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ASSERT_EQUAL(0, v[0]);
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// reset
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ref = 1;
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// test left shift-assignment
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ref <<= 1;
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ASSERT_EQUAL(2, ref);
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ASSERT_EQUAL(2, *ptr);
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ASSERT_EQUAL(2, v[0]);
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// reset
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ref = 2;
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// test right shift-assignment
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ref >>= 1;
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ASSERT_EQUAL(1, ref);
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ASSERT_EQUAL(1, *ptr);
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ASSERT_EQUAL(1, v[0]);
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// reset
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ref = 0;
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// test OR-assignment
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ref |= 1;
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ASSERT_EQUAL(1, ref);
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ASSERT_EQUAL(1, *ptr);
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ASSERT_EQUAL(1, v[0]);
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// reset
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ref = 1;
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// test XOR-assignment
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ref ^= 1;
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ASSERT_EQUAL(0, ref);
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ASSERT_EQUAL(0, *ptr);
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ASSERT_EQUAL(0, v[0]);
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// test equality of const references
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thrust::device_reference<const T1> ref1 = v[0];
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ASSERT_EQUAL(true, ref1 == ref);
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}
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DECLARE_UNITTEST(TestDeviceReferenceManipulation);
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void TestDeviceReferenceSwap()
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{
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using T = int;
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thrust::device_vector<T> v(2);
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thrust::device_reference<T> ref1 = v.front();
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thrust::device_reference<T> ref2 = v.back();
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ref1 = 7;
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ref2 = 13;
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// test ADL two-step swap
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using ::cuda::std::swap;
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swap(ref1, ref2);
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ASSERT_EQUAL(13, ref1);
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ASSERT_EQUAL(7, ref2);
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// test .swap()
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ref1.swap(ref2);
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ASSERT_EQUAL(7, ref1);
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ASSERT_EQUAL(13, ref2);
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}
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DECLARE_UNITTEST(TestDeviceReferenceSwap);
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void TestDeviceReferenceCompare()
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{
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using T1 = int;
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thrust::device_vector<T1> v1 = {42, 1337};
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{ // test same element type
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using device_ref = thrust::device_reference<T1>;
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device_ref ref1 = v1.front();
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device_ref ref2 = v1.back();
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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ASSERT_EQUAL(false, (ref1 != ref1));
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ASSERT_EQUAL(false, (ref1 == ref2));
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ASSERT_EQUAL(true, (ref1 != ref2));
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// Relations
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ASSERT_EQUAL(true, (ref1 < ref2));
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ASSERT_EQUAL(true, (ref1 <= ref2));
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ASSERT_EQUAL(true, (ref2 > ref1));
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ASSERT_EQUAL(true, (ref2 >= ref1));
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ASSERT_EQUAL(false, (ref2 < ref1));
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ASSERT_EQUAL(false, (ref2 <= ref1));
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ASSERT_EQUAL(false, (ref1 > ref2));
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ASSERT_EQUAL(false, (ref1 >= ref2));
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}
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using T2 = float;
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thrust::device_vector<T2> v2 = {42.0f, 1337.0f};
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{ // test different element type
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using device_ref = thrust::device_reference<T1>;
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using other_ref = thrust::device_reference<T2>;
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device_ref ref1 = v1.front();
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other_ref ref2 = v2.back();
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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ASSERT_EQUAL(false, (ref1 != ref1));
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ASSERT_EQUAL(false, (ref1 == ref2));
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ASSERT_EQUAL(true, (ref1 != ref2));
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// Relations
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ASSERT_EQUAL(true, (ref1 < ref2));
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ASSERT_EQUAL(true, (ref1 <= ref2));
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ASSERT_EQUAL(true, (ref2 > ref1));
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ASSERT_EQUAL(true, (ref2 >= ref1));
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ASSERT_EQUAL(false, (ref2 < ref1));
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ASSERT_EQUAL(false, (ref2 <= ref1));
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ASSERT_EQUAL(false, (ref1 > ref2));
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ASSERT_EQUAL(false, (ref1 >= ref2));
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}
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{ // test different reference types
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using device_ref = thrust::device_reference<T1>;
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using other_ref = thrust::tagged_reference<T1, thrust::device_system_tag>;
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using other_pointer = typename other_ref::pointer;
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static_assert(!::cuda::std::is_same_v<device_ref, other_ref>);
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device_ref ref1 = v1.front();
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other_ref ref2{other_pointer{thrust::raw_pointer_cast(v1.data() + 1)}};
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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ASSERT_EQUAL(false, (ref1 != ref1));
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ASSERT_EQUAL(false, (ref1 == ref2));
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ASSERT_EQUAL(true, (ref1 != ref2));
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// Relations
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ASSERT_EQUAL(true, (ref1 < ref2));
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ASSERT_EQUAL(true, (ref1 <= ref2));
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ASSERT_EQUAL(true, (ref2 > ref1));
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ASSERT_EQUAL(true, (ref2 >= ref1));
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ASSERT_EQUAL(false, (ref2 < ref1));
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ASSERT_EQUAL(false, (ref2 <= ref1));
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ASSERT_EQUAL(false, (ref1 > ref2));
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ASSERT_EQUAL(false, (ref1 >= ref2));
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}
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{ // test different reference types with different element types
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using device_ref = thrust::device_reference<T1>;
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using other_ref = thrust::tagged_reference<T2, thrust::device_system_tag>;
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using other_pointer = typename other_ref::pointer;
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static_assert(!::cuda::std::is_same_v<device_ref, other_ref>);
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device_ref ref1 = v1.front();
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other_ref ref2{other_pointer{thrust::raw_pointer_cast(v2.data() + 1)}};
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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ASSERT_EQUAL(false, (ref1 != ref1));
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ASSERT_EQUAL(false, (ref1 == ref2));
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ASSERT_EQUAL(true, (ref1 != ref2));
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// Relations
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ASSERT_EQUAL(true, (ref1 < ref2));
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ASSERT_EQUAL(true, (ref1 <= ref2));
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ASSERT_EQUAL(true, (ref2 > ref1));
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ASSERT_EQUAL(true, (ref2 >= ref1));
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ASSERT_EQUAL(false, (ref2 < ref1));
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ASSERT_EQUAL(false, (ref2 <= ref1));
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ASSERT_EQUAL(false, (ref1 > ref2));
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ASSERT_EQUAL(false, (ref1 >= ref2));
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}
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// For the non-cuda backends host_system_tag and device_system_tag are comparable
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#if THRUST_DEVICE_SYSTEM == THRUST_DEVICE_SYSTEM_CUDA
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{ // ensure that references with different tags are not comparable
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using device_ref = thrust::device_reference<T1>;
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using other_ref = thrust::tagged_reference<T1, thrust::host_system_tag>;
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static_assert(!::cuda::std::is_same_v<device_ref, other_ref>);
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static_assert(
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!thrust::detail::is_pointer_system_convertible_v<typename device_ref::pointer, typename other_ref::pointer>);
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static_assert(!::cuda::std::__is_cpp17_equality_comparable_v<device_ref, other_ref>);
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static_assert(!::cuda::std::__is_cpp17_less_than_comparable_v<device_ref, other_ref>);
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}
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{ // ensure that references with different tags and types are not comparable
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using device_ref = thrust::device_reference<T1>;
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using other_ref = thrust::tagged_reference<T2, thrust::host_system_tag>;
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static_assert(!::cuda::std::is_same_v<device_ref, other_ref>);
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static_assert(
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!thrust::detail::is_pointer_system_convertible_v<typename device_ref::pointer, typename other_ref::pointer>);
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static_assert(!::cuda::std::__is_cpp17_equality_comparable_v<device_ref, other_ref>);
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static_assert(!::cuda::std::__is_cpp17_less_than_comparable_v<device_ref, other_ref>);
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}
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#endif // THRUST_DEVICE_SYSTEM == THRUST_DEVICE_SYSTEM_CUDA
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{ // ensure that references with incomparable element type are not comparable
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using device_ref = thrust::device_reference<T1>;
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using other_ref = thrust::tagged_reference<cuda::std::pair<T1, T2>, thrust::device_system_tag>;
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static_assert(!::cuda::std::is_same_v<device_ref, other_ref>);
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static_assert(
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thrust::detail::is_pointer_system_convertible_v<typename device_ref::pointer, typename other_ref::pointer>);
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static_assert(!::cuda::std::__is_cpp17_equality_comparable_v<T1, cuda::std::pair<T1, T2>>);
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static_assert(!::cuda::std::__is_cpp17_equality_comparable_v<device_ref, other_ref>);
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static_assert(!::cuda::std::__is_cpp17_less_than_comparable_v<device_ref, other_ref>);
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}
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}
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DECLARE_UNITTEST(TestDeviceReferenceCompare);
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void TestTaggedReferenceCompare()
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{
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using T1 = int;
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thrust::device_vector<T1> v1 = {42, 1337};
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{ // test same element type
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using tagged_ref = thrust::tagged_reference<T1, thrust::device_system_tag>;
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using tagged_ptr = typename tagged_ref::pointer;
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tagged_ref ref1{tagged_ptr{thrust::raw_pointer_cast(v1.data())}};
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tagged_ref ref2{tagged_ptr{thrust::raw_pointer_cast(v1.data() + 1)}};
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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ASSERT_EQUAL(false, (ref1 != ref1));
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ASSERT_EQUAL(false, (ref1 == ref2));
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ASSERT_EQUAL(true, (ref1 != ref2));
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// Relations
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ASSERT_EQUAL(true, (ref1 < ref2));
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ASSERT_EQUAL(true, (ref1 <= ref2));
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ASSERT_EQUAL(true, (ref2 > ref1));
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ASSERT_EQUAL(true, (ref2 >= ref1));
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ASSERT_EQUAL(false, (ref2 < ref1));
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ASSERT_EQUAL(false, (ref2 <= ref1));
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ASSERT_EQUAL(false, (ref1 > ref2));
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ASSERT_EQUAL(false, (ref1 >= ref2));
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}
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using T2 = float;
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thrust::device_vector<T2> v2 = {42.0f, 1337.0f};
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{ // test different element type
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using tagged_ref = thrust::device_reference<T1>;
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using other_ref = thrust::device_reference<T2>;
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tagged_ref ref1 = v1.front();
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other_ref ref2 = v2.back();
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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ASSERT_EQUAL(false, (ref1 != ref1));
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ASSERT_EQUAL(false, (ref1 == ref2));
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ASSERT_EQUAL(true, (ref1 != ref2));
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// Relations
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ASSERT_EQUAL(true, (ref1 < ref2));
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ASSERT_EQUAL(true, (ref1 <= ref2));
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ASSERT_EQUAL(true, (ref2 > ref1));
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ASSERT_EQUAL(true, (ref2 >= ref1));
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ASSERT_EQUAL(false, (ref2 < ref1));
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ASSERT_EQUAL(false, (ref2 <= ref1));
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ASSERT_EQUAL(false, (ref1 > ref2));
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ASSERT_EQUAL(false, (ref1 >= ref2));
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}
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{ // test different reference types
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using tagged_ref = thrust::device_reference<T1>;
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using other_ref = thrust::tagged_reference<T1, thrust::device_system_tag>;
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using other_pointer = typename other_ref::pointer;
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static_assert(!::cuda::std::is_same_v<tagged_ref, other_ref>);
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tagged_ref ref1 = v1.front();
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other_ref ref2{other_pointer{thrust::raw_pointer_cast(v1.data() + 1)}};
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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ASSERT_EQUAL(false, (ref1 != ref1));
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ASSERT_EQUAL(false, (ref1 == ref2));
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ASSERT_EQUAL(true, (ref1 != ref2));
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// Relations
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ASSERT_EQUAL(true, (ref1 < ref2));
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ASSERT_EQUAL(true, (ref1 <= ref2));
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ASSERT_EQUAL(true, (ref2 > ref1));
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ASSERT_EQUAL(true, (ref2 >= ref1));
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ASSERT_EQUAL(false, (ref2 < ref1));
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ASSERT_EQUAL(false, (ref2 <= ref1));
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ASSERT_EQUAL(false, (ref1 > ref2));
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ASSERT_EQUAL(false, (ref1 >= ref2));
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}
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{ // test different reference types with different element types
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using tagged_ref = thrust::device_reference<T1>;
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using other_ref = thrust::tagged_reference<T2, thrust::device_system_tag>;
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using other_pointer = typename other_ref::pointer;
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static_assert(!::cuda::std::is_same_v<tagged_ref, other_ref>);
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tagged_ref ref1 = v1.front();
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other_ref ref2{other_pointer{thrust::raw_pointer_cast(v2.data() + 1)}};
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// Equality
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ASSERT_EQUAL(true, (ref1 == ref1));
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|
ASSERT_EQUAL(false, (ref1 != ref1));
|
|
|
|
ASSERT_EQUAL(false, (ref1 == ref2));
|
|
ASSERT_EQUAL(true, (ref1 != ref2));
|
|
|
|
// Relations
|
|
ASSERT_EQUAL(true, (ref1 < ref2));
|
|
ASSERT_EQUAL(true, (ref1 <= ref2));
|
|
ASSERT_EQUAL(true, (ref2 > ref1));
|
|
ASSERT_EQUAL(true, (ref2 >= ref1));
|
|
|
|
ASSERT_EQUAL(false, (ref2 < ref1));
|
|
ASSERT_EQUAL(false, (ref2 <= ref1));
|
|
ASSERT_EQUAL(false, (ref1 > ref2));
|
|
ASSERT_EQUAL(false, (ref1 >= ref2));
|
|
}
|
|
|
|
#if THRUST_DEVICE_SYSTEM == THRUST_DEVICE_SYSTEM_CUDA
|
|
{ // ensure that references with different tags are not comparable
|
|
using tagged_ref = thrust::device_reference<T1>;
|
|
using other_ref = thrust::tagged_reference<T1, thrust::host_system_tag>;
|
|
static_assert(!::cuda::std::is_same_v<tagged_ref, other_ref>);
|
|
|
|
static_assert(
|
|
!thrust::detail::is_pointer_system_convertible_v<typename tagged_ref::pointer, typename other_ref::pointer>);
|
|
static_assert(!::cuda::std::__is_cpp17_equality_comparable_v<tagged_ref, other_ref>);
|
|
static_assert(!::cuda::std::__is_cpp17_less_than_comparable_v<tagged_ref, other_ref>);
|
|
}
|
|
|
|
{ // ensure that references with different tags and types are not comparable
|
|
using tagged_ref = thrust::device_reference<T1>;
|
|
using other_ref = thrust::tagged_reference<T2, thrust::host_system_tag>;
|
|
static_assert(!::cuda::std::is_same_v<tagged_ref, other_ref>);
|
|
|
|
static_assert(
|
|
!thrust::detail::is_pointer_system_convertible_v<typename tagged_ref::pointer, typename other_ref::pointer>);
|
|
static_assert(!::cuda::std::__is_cpp17_equality_comparable_v<tagged_ref, other_ref>);
|
|
static_assert(!::cuda::std::__is_cpp17_less_than_comparable_v<tagged_ref, other_ref>);
|
|
}
|
|
#endif // THRUST_DEVICE_SYSTEM == THRUST_DEVICE_SYSTEM_CUDA
|
|
|
|
{ // ensure that references with incomparable element type are not comparable
|
|
using tagged_ref = thrust::device_reference<T1>;
|
|
using other_ref = thrust::tagged_reference<cuda::std::pair<T1, T2>, thrust::device_system_tag>;
|
|
static_assert(!::cuda::std::is_same_v<tagged_ref, other_ref>);
|
|
|
|
static_assert(
|
|
thrust::detail::is_pointer_system_convertible_v<typename tagged_ref::pointer, typename other_ref::pointer>);
|
|
static_assert(!::cuda::std::__is_cpp17_equality_comparable_v<tagged_ref, other_ref>);
|
|
static_assert(!::cuda::std::__is_cpp17_less_than_comparable_v<tagged_ref, other_ref>);
|
|
}
|
|
}
|
|
DECLARE_UNITTEST(TestTaggedReferenceCompare);
|