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
398 lines
11 KiB
Plaintext
398 lines
11 KiB
Plaintext
#include <thrust/execution_policy.h>
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#include <thrust/functional.h>
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#include <thrust/unique.h>
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#include <unittest/unittest.h>
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template <typename T>
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struct is_equal_div_10_unique
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{
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_CCCL_HOST_DEVICE bool operator()(const T x, const T& y) const
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{
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return ((int) x / 10) == ((int) y / 10);
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}
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};
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template <typename Vector>
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void initialize_keys(Vector& keys)
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{
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keys.resize(9);
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keys = {11, 11, 21, 20, 21, 21, 21, 37, 37};
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}
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template <typename Vector>
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void initialize_values(Vector& values)
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{
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values.resize(9);
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values = {0, 1, 2, 3, 4, 5, 6, 7, 8};
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}
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#ifdef THRUST_TEST_DEVICE_SIDE
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template <typename ExecutionPolicy, typename Iterator1, typename Iterator2, typename Iterator3>
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__global__ void unique_by_key_kernel(
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ExecutionPolicy exec, Iterator1 keys_first, Iterator1 keys_last, Iterator2 values_first, Iterator3 result)
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{
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*result = thrust::unique_by_key(exec, keys_first, keys_last, values_first);
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}
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template <typename ExecutionPolicy, typename Iterator1, typename Iterator2, typename BinaryPredicate, typename Iterator3>
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__global__ void unique_by_key_kernel(
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ExecutionPolicy exec,
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Iterator1 keys_first,
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Iterator1 keys_last,
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Iterator2 values_first,
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BinaryPredicate pred,
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Iterator3 result)
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{
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*result = thrust::unique_by_key(exec, keys_first, keys_last, values_first, pred);
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}
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template <typename ExecutionPolicy>
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void TestUniqueByKeyDevice(ExecutionPolicy exec)
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{
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using Vector = thrust::device_vector<int>;
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using T = Vector::value_type;
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Vector keys;
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Vector values;
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using iter_pair = cuda::std::pair<typename Vector::iterator, typename Vector::iterator>;
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thrust::device_vector<iter_pair> new_last_vec(1);
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iter_pair new_last;
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// basic test
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initialize_keys(keys);
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initialize_values(values);
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unique_by_key_kernel<<<1, 1>>>(exec, keys.begin(), keys.end(), values.begin(), new_last_vec.begin());
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{
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cudaError_t const err = cudaDeviceSynchronize();
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ASSERT_EQUAL(cudaSuccess, err);
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}
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new_last = new_last_vec[0];
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ASSERT_EQUAL(new_last.first - keys.begin(), 5);
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keys.erase(new_last.first, keys.end());
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Vector keys_ref{11, 21, 20, 21, 37};
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ASSERT_EQUAL(keys, keys_ref);
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ASSERT_EQUAL(new_last.second - values.begin(), 5);
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values.erase(new_last.second, values.end());
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Vector values_ref{0, 2, 3, 4, 7};
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ASSERT_EQUAL(values, values_ref);
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// test BinaryPredicate
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initialize_keys(keys);
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initialize_values(values);
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unique_by_key_kernel<<<1, 1>>>(
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exec, keys.begin(), keys.end(), values.begin(), is_equal_div_10_unique<T>(), new_last_vec.begin());
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{
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cudaError_t const err = cudaDeviceSynchronize();
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ASSERT_EQUAL(cudaSuccess, err);
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}
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new_last = new_last_vec[0];
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ASSERT_EQUAL(new_last.first - keys.begin(), 3);
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keys.erase(new_last.first, keys.end());
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keys_ref = {11, 21, 37};
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ASSERT_EQUAL(keys, keys_ref);
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ASSERT_EQUAL(new_last.second - values.begin(), 3);
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values.erase(new_last.second, values.end());
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values_ref = {0, 2, 7};
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ASSERT_EQUAL(values, values_ref);
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}
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void TestUniqueByKeyDeviceSeq()
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{
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TestUniqueByKeyDevice(thrust::seq);
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}
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DECLARE_UNITTEST(TestUniqueByKeyDeviceSeq);
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void TestUniqueByKeyDeviceDevice()
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{
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TestUniqueByKeyDevice(thrust::device);
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}
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DECLARE_UNITTEST(TestUniqueByKeyDeviceDevice);
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void TestUniqueByKeyDeviceNoSync()
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{
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TestUniqueByKeyDevice(thrust::cuda::par_nosync);
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}
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DECLARE_UNITTEST(TestUniqueByKeyDeviceNoSync);
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#endif
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template <typename ExecutionPolicy>
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void TestUniqueByKeyCudaStreams(ExecutionPolicy policy)
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{
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using Vector = thrust::device_vector<int>;
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using T = Vector::value_type;
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Vector keys;
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Vector values;
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using iter_pair = cuda::std::pair<Vector::iterator, Vector::iterator>;
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iter_pair new_last;
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// basic test
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initialize_keys(keys);
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initialize_values(values);
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cudaStream_t s;
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cudaStreamCreate(&s);
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auto streampolicy = policy.on(s);
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new_last = thrust::unique_by_key(streampolicy, keys.begin(), keys.end(), values.begin());
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cudaStreamSynchronize(s);
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ASSERT_EQUAL(new_last.first - keys.begin(), 5);
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keys.erase(new_last.first, keys.end());
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Vector keys_ref{11, 21, 20, 21, 37};
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ASSERT_EQUAL(keys, keys_ref);
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ASSERT_EQUAL(new_last.second - values.begin(), 5);
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values.erase(new_last.second, values.end());
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Vector values_ref{0, 2, 3, 4, 7};
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ASSERT_EQUAL(values, values_ref);
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// test BinaryPredicate
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initialize_keys(keys);
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initialize_values(values);
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new_last = thrust::unique_by_key(streampolicy, keys.begin(), keys.end(), values.begin(), is_equal_div_10_unique<T>());
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ASSERT_EQUAL(new_last.first - keys.begin(), 3);
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keys.erase(new_last.first, keys.end());
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keys_ref = {11, 21, 37};
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ASSERT_EQUAL(keys, keys_ref);
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ASSERT_EQUAL(new_last.second - values.begin(), 3);
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values.erase(new_last.second, values.end());
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values_ref = {0, 2, 7};
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ASSERT_EQUAL(values, values_ref);
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cudaStreamDestroy(s);
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}
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void TestUniqueByKeyCudaStreamsSync()
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{
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TestUniqueByKeyCudaStreams(thrust::cuda::par);
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}
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DECLARE_UNITTEST(TestUniqueByKeyCudaStreamsSync);
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void TestUniqueByKeyCudaStreamsNoSync()
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{
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TestUniqueByKeyCudaStreams(thrust::cuda::par_nosync);
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}
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DECLARE_UNITTEST(TestUniqueByKeyCudaStreamsNoSync);
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#ifdef THRUST_TEST_DEVICE_SIDE
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template <typename ExecutionPolicy,
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typename Iterator1,
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typename Iterator2,
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typename Iterator3,
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typename Iterator4,
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typename Iterator5>
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__global__ void unique_by_key_copy_kernel(
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ExecutionPolicy exec,
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Iterator1 keys_first,
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Iterator1 keys_last,
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Iterator2 values_first,
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Iterator3 keys_result,
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Iterator4 values_result,
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Iterator5 result)
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{
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*result = thrust::unique_by_key_copy(exec, keys_first, keys_last, values_first, keys_result, values_result);
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}
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template <typename ExecutionPolicy,
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typename Iterator1,
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typename Iterator2,
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typename Iterator3,
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typename Iterator4,
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typename BinaryPredicate,
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typename Iterator5>
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__global__ void unique_by_key_copy_kernel(
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ExecutionPolicy exec,
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Iterator1 keys_first,
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Iterator1 keys_last,
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Iterator2 values_first,
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Iterator3 keys_result,
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Iterator4 values_result,
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BinaryPredicate pred,
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Iterator5 result)
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{
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*result = thrust::unique_by_key_copy(exec, keys_first, keys_last, values_first, keys_result, values_result, pred);
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}
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template <typename ExecutionPolicy>
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void TestUniqueCopyByKeyDevice(ExecutionPolicy exec)
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{
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using Vector = thrust::device_vector<int>;
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using T = Vector::value_type;
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Vector keys;
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Vector values;
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using iter_pair = cuda::std::pair<typename Vector::iterator, typename Vector::iterator>;
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thrust::device_vector<iter_pair> new_last_vec(1);
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iter_pair new_last;
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// basic test
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initialize_keys(keys);
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initialize_values(values);
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Vector output_keys(keys.size());
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Vector output_values(values.size());
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unique_by_key_copy_kernel<<<1, 1>>>(
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exec, keys.begin(), keys.end(), values.begin(), output_keys.begin(), output_values.begin(), new_last_vec.begin());
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{
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cudaError_t const err = cudaDeviceSynchronize();
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ASSERT_EQUAL(cudaSuccess, err);
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}
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new_last = new_last_vec[0];
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ASSERT_EQUAL(new_last.first - output_keys.begin(), 5);
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output_keys.erase(new_last.first, output_keys.end());
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Vector keys_ref{11, 21, 20, 21, 37};
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ASSERT_EQUAL(output_keys, keys_ref);
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ASSERT_EQUAL(new_last.second - output_values.begin(), 5);
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output_values.erase(new_last.second, output_values.end());
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Vector values_ref{0, 2, 3, 4, 7};
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ASSERT_EQUAL(output_values, values_ref);
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// test BinaryPredicate
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initialize_keys(keys);
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initialize_values(values);
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unique_by_key_copy_kernel<<<1, 1>>>(
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exec,
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keys.begin(),
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keys.end(),
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values.begin(),
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output_keys.begin(),
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output_values.begin(),
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is_equal_div_10_unique<T>(),
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new_last_vec.begin());
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{
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cudaError_t const err = cudaDeviceSynchronize();
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ASSERT_EQUAL(cudaSuccess, err);
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}
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new_last = new_last_vec[0];
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ASSERT_EQUAL(new_last.first - output_keys.begin(), 3);
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output_keys.erase(new_last.first, output_keys.end());
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keys_ref = {11, 21, 37};
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ASSERT_EQUAL(output_keys, keys_ref);
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ASSERT_EQUAL(new_last.second - output_values.begin(), 3);
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output_values.erase(new_last.second, output_values.end());
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values_ref = {0, 2, 7};
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ASSERT_EQUAL(output_values, values_ref);
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}
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void TestUniqueCopyByKeyDeviceSeq()
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{
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TestUniqueCopyByKeyDevice(thrust::seq);
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}
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DECLARE_UNITTEST(TestUniqueCopyByKeyDeviceSeq);
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void TestUniqueCopyByKeyDeviceDevice()
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{
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TestUniqueCopyByKeyDevice(thrust::device);
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}
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DECLARE_UNITTEST(TestUniqueCopyByKeyDeviceDevice);
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void TestUniqueCopyByKeyDeviceNoSync()
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{
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TestUniqueCopyByKeyDevice(thrust::cuda::par_nosync);
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}
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DECLARE_UNITTEST(TestUniqueCopyByKeyDeviceNoSync);
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#endif
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template <typename ExecutionPolicy>
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void TestUniqueCopyByKeyCudaStreams(ExecutionPolicy policy)
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{
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using Vector = thrust::device_vector<int>;
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using T = Vector::value_type;
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Vector keys;
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Vector values;
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using iter_pair = cuda::std::pair<Vector::iterator, Vector::iterator>;
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iter_pair new_last;
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// basic test
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initialize_keys(keys);
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initialize_values(values);
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Vector output_keys(keys.size());
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Vector output_values(values.size());
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cudaStream_t s;
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cudaStreamCreate(&s);
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auto streampolicy = policy.on(s);
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new_last = thrust::unique_by_key_copy(
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streampolicy, keys.begin(), keys.end(), values.begin(), output_keys.begin(), output_values.begin());
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cudaStreamSynchronize(s);
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ASSERT_EQUAL(new_last.first - output_keys.begin(), 5);
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output_keys.erase(new_last.first, output_keys.end());
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Vector keys_ref{11, 21, 20, 21, 37};
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ASSERT_EQUAL(output_keys, keys_ref);
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ASSERT_EQUAL(new_last.second - output_values.begin(), 5);
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output_values.erase(new_last.second, output_values.end());
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Vector values_ref{0, 2, 3, 4, 7};
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ASSERT_EQUAL(output_values, values_ref);
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// test BinaryPredicate
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initialize_keys(keys);
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initialize_values(values);
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new_last = thrust::unique_by_key_copy(
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streampolicy,
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keys.begin(),
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keys.end(),
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values.begin(),
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output_keys.begin(),
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output_values.begin(),
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is_equal_div_10_unique<T>());
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cudaStreamSynchronize(s);
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ASSERT_EQUAL(new_last.first - output_keys.begin(), 3);
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output_keys.erase(new_last.first, output_keys.end());
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keys_ref = {11, 21, 37};
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ASSERT_EQUAL(output_keys, keys_ref);
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ASSERT_EQUAL(new_last.second - output_values.begin(), 3);
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output_values.erase(new_last.second, output_values.end());
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values_ref = {0, 2, 7};
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ASSERT_EQUAL(output_values, values_ref);
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cudaStreamDestroy(s);
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}
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void TestUniqueCopyByKeyCudaStreamsSync()
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{
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TestUniqueCopyByKeyCudaStreams(thrust::cuda::par);
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}
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DECLARE_UNITTEST(TestUniqueCopyByKeyCudaStreamsSync);
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void TestUniqueCopyByKeyCudaStreamsNoSync()
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{
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TestUniqueCopyByKeyCudaStreams(thrust::cuda::par_nosync);
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}
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DECLARE_UNITTEST(TestUniqueCopyByKeyCudaStreamsNoSync);
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