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1020 lines
38 KiB
C++
1020 lines
38 KiB
C++
/*
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* Copyright 2008-2013 NVIDIA Corporation
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* Modifications Copyright© 2019-2025 Advanced Micro Devices, Inc. All rights reserved.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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#define THRUST_ENABLE_FUTURE_RAW_DATA_MEMBER
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#include <thrust/detail/config.h>
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// need to suppress deprecation warnings inside several thrust headers
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THRUST_SUPPRESS_DEPRECATED_PUSH
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#if THRUST_CPP_DIALECT >= 2017
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# include <thrust/async/copy.h>
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# include <thrust/async/reduce.h>
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# include <thrust/device_vector.h>
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# include <thrust/host_vector.h>
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# include "test_param_fixtures.hpp"
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# include "test_real_assertions.hpp"
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# include "test_utils.hpp"
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TESTS_DEFINE(AsyncReduceTests, NumericalTestsParams);
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template <typename T>
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struct custom_plus
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{
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THRUST_HOST_DEVICE T operator()(T lhs, T rhs) const
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{
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return lhs + rhs;
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}
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};
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# define DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(NAME, MEMBERS, CTOR, DTOR, VALIDATE, ...) \
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template <typename T> \
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struct NAME \
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{ \
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MEMBERS \
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\
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NAME() \
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{ \
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CTOR \
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} \
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\
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~NAME() \
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{ \
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DTOR \
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} \
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\
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template <typename Event> \
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void validate_event(Event& e) \
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{ \
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THRUST_UNUSED_VAR(e); \
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VALIDATE \
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} \
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\
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template <typename ForwardIt, typename Sentinel> \
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THRUST_HOST auto operator()(ForwardIt&& first, Sentinel&& last) \
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THRUST_DECLTYPE_RETURNS(::thrust::async::reduce(__VA_ARGS__)) \
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}; \
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/**/
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# define DEFINE_ASYNC_REDUCE_INVOKER(NAME, ...) \
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER( \
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NAME, THRUST_PP_EMPTY(), THRUST_PP_EMPTY(), THRUST_PP_EMPTY(), THRUST_PP_EMPTY(), __VA_ARGS__) \
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/**/
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# define DEFINE_SYNC_REDUCE_INVOKER(NAME, ...) \
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template <typename T> \
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struct NAME \
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{ \
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template <typename ForwardIt, typename Sentinel> \
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THRUST_HOST auto operator()(ForwardIt&& first, Sentinel&& last) THRUST_RETURNS(::thrust::reduce(__VA_ARGS__)) \
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}; \
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/**/
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DEFINE_ASYNC_REDUCE_INVOKER(reduce_async_invoker, THRUST_FWD(first), THRUST_FWD(last));
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DEFINE_ASYNC_REDUCE_INVOKER(reduce_async_invoker_device, thrust::device, THRUST_FWD(first), THRUST_FWD(last));
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DEFINE_ASYNC_REDUCE_INVOKER(reduce_async_invoker_device_allocator,
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thrust::device(thrust::device_allocator<void>{}),
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THRUST_FWD(first),
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THRUST_FWD(last));
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_on
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
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// Constructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
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// `validate_event` member.
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,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
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// Arguments to `thrust::async::reduce`.
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,
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thrust::device.on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last));
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_allocator_on
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
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// Constructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
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// `validate_event` member.
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,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
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// Arguments to `thrust::async::reduce`.
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,
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thrust::device(thrust::device_allocator<void>{}).on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last));
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DEFINE_SYNC_REDUCE_INVOKER(reduce_sync_invoker, THRUST_FWD(first), THRUST_FWD(last));
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DEFINE_ASYNC_REDUCE_INVOKER(reduce_async_invoker_init, THRUST_FWD(first), THRUST_FWD(last), random_integer<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_init, thrust::device, THRUST_FWD(first), THRUST_FWD(last), random_integer<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_allocator_init,
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thrust::device(thrust::device_allocator<void>{}),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>());
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_on_init
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
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// Constructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
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// `validate_event` member.
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,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
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// Arguments to `thrust::async::reduce`.
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,
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thrust::device.on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>());
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_allocator_on_init
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
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// Constructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
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// `validate_event` member.
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,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
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// Arguments to `thrust::async::reduce`.
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,
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thrust::device(thrust::device_allocator<void>{}).on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>());
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DEFINE_SYNC_REDUCE_INVOKER(reduce_sync_invoker_init, THRUST_FWD(first), THRUST_FWD(last), random_integer<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_init_plus, THRUST_FWD(first), THRUST_FWD(last), random_integer<T>(), thrust::plus<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_init_plus,
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thrust::device,
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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thrust::plus<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_allocator_init_plus,
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thrust::device(thrust::device_allocator<void>{}),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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thrust::plus<T>());
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_on_init_plus
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
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// Constructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
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// `validate_event` member.
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,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
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// Arguments to `thrust::async::reduce`.
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,
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thrust::device.on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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thrust::plus<T>());
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_allocator_on_init_plus
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
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// Constructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
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// `validate_event` member.
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,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
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// Arguments to `thrust::async::reduce`.
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,
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thrust::device(thrust::device_allocator<void>{}).on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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thrust::plus<T>());
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DEFINE_SYNC_REDUCE_INVOKER(
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reduce_sync_invoker_init_plus, THRUST_FWD(first), THRUST_FWD(last), random_integer<T>(), thrust::plus<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_init_custom_plus, THRUST_FWD(first), THRUST_FWD(last), random_integer<T>(), custom_plus<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_init_custom_plus,
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thrust::device,
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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custom_plus<T>());
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DEFINE_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_allocator_init_custom_plus,
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thrust::device(thrust::device_allocator<void>{}),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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custom_plus<T>());
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_on_init_custom_plus
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
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// Constructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
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// `validate_event` member.
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,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
|
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// Arguments to `thrust::async::reduce`.
|
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,
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thrust::device.on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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custom_plus<T>());
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DEFINE_STATEFUL_ASYNC_REDUCE_INVOKER(
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reduce_async_invoker_device_allocator_on_init_custom_plus
|
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// Members.
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,
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SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream_;
|
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// Constructor.
|
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamCreateWithFlags)(
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&stream_, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
|
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// Destructor.
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,
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thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream_));
|
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// `validate_event` member.
|
|
,
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ASSERT_EQ_QUIET(stream_, e.stream().native_handle());
|
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// Arguments to `thrust::async::reduce`.
|
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,
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thrust::device(thrust::device_allocator<void>{}).on(stream_),
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THRUST_FWD(first),
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THRUST_FWD(last),
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random_integer<T>(),
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custom_plus<T>());
|
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DEFINE_SYNC_REDUCE_INVOKER(
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reduce_sync_invoker_init_custom_plus, THRUST_FWD(first), THRUST_FWD(last), random_integer<T>(), custom_plus<T>());
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|
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///////////////////////////////////////////////////////////////////////////////
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template <typename T, template <typename> class AsyncReduceInvoker, template <typename> class SyncReduceInvoker>
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THRUST_HOST void test_async_reduce()
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{
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for (auto size : get_sizes())
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{
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SCOPED_TRACE(testing::Message() << "with size = " << size);
|
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thrust::host_vector<T> h0(random_integers<T>(size));
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thrust::device_vector<T> d0a(h0);
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thrust::device_vector<T> d0b(h0);
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thrust::device_vector<T> d0c(h0);
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thrust::device_vector<T> d0d(h0);
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AsyncReduceInvoker<T> invoke_async;
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SyncReduceInvoker<T> invoke_sync;
|
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ASSERT_EQ(h0, d0a);
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ASSERT_EQ(h0, d0b);
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ASSERT_EQ(h0, d0c);
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ASSERT_EQ(h0, d0d);
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auto f0a = invoke_async(d0a.begin(), d0a.end());
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auto f0b = invoke_async(d0b.begin(), d0b.end());
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auto f0c = invoke_async(d0c.begin(), d0c.end());
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auto f0d = invoke_async(d0d.begin(), d0d.end());
|
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invoke_async.validate_event(f0a);
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invoke_async.validate_event(f0b);
|
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invoke_async.validate_event(f0c);
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invoke_async.validate_event(f0d);
|
|
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|
// This potentially runs concurrently with the copies.
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|
auto const r0 = invoke_sync(h0.begin(), h0.end());
|
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decltype(f0a.extract()) r1a;
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decltype(f0b.extract()) r1b;
|
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decltype(f0c.extract()) r1c;
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decltype(f0d.extract()) r1d;
|
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test_future_value_retrieval(f0a, r1a);
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|
test_future_value_retrieval(f0b, r1b);
|
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test_future_value_retrieval(f0c, r1c);
|
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test_future_value_retrieval(f0d, r1d);
|
|
|
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ASSERT_EQ(r0, r1a);
|
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ASSERT_EQ(r0, r1b);
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ASSERT_EQ(r0, r1c);
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ASSERT_EQ(r0, r1d);
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|
}
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|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker, reduce_sync_invoker>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device, reduce_sync_invoker>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator, reduce_sync_invoker>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_on)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_on, reduce_sync_invoker>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator_on)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator_on, reduce_sync_invoker>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_init)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_init, reduce_sync_invoker_init>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_init)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_init, reduce_sync_invoker_init>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator_init)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator_init, reduce_sync_invoker_init>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_on_init)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_on_init, reduce_sync_invoker_init>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator_on_init)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator_on_init, reduce_sync_invoker_init>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_init_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_init_plus, reduce_sync_invoker_init_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_init_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_init_plus, reduce_sync_invoker_init_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator_init_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator_init_plus, reduce_sync_invoker_init_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_on_init_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_on_init_plus, reduce_sync_invoker_init_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator_on_init_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator_on_init_plus, reduce_sync_invoker_init_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_init_custom_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_init_custom_plus, reduce_sync_invoker_init_custom_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_init_custom_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_init_custom_plus, reduce_sync_invoker_init_custom_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator_init_custom_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator_init_custom_plus, reduce_sync_invoker_init_custom_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_on_init_custom_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_on_init_custom_plus, reduce_sync_invoker_init_custom_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_allocator_on_init_custom_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce<T, reduce_async_invoker_device_allocator_on_init_custom_plus, reduce_sync_invoker_init_custom_plus>();
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
template <typename T, template <typename> class AsyncReduceInvoker, template <typename> class SyncReduceInvoker>
|
|
THRUST_HOST void test_async_reduce_counting_iterator()
|
|
{
|
|
constexpr std::size_t n = 15 * sizeof(T);
|
|
|
|
ASSERT_LE(T(n), truncate_to_max_representable<T>(n));
|
|
|
|
thrust::counting_iterator<T> first(0);
|
|
thrust::counting_iterator<T> last(n);
|
|
|
|
AsyncReduceInvoker<T> invoke_async;
|
|
SyncReduceInvoker<T> invoke_sync;
|
|
|
|
auto f0a = invoke_async(first, last);
|
|
auto f0b = invoke_async(first, last);
|
|
auto f0c = invoke_async(first, last);
|
|
auto f0d = invoke_async(first, last);
|
|
|
|
invoke_async.validate_event(f0a);
|
|
invoke_async.validate_event(f0b);
|
|
invoke_async.validate_event(f0c);
|
|
invoke_async.validate_event(f0d);
|
|
|
|
// This potentially runs concurrently with the copies.
|
|
auto const r0 = invoke_sync(first, last);
|
|
|
|
decltype(f0a.extract()) r1a;
|
|
decltype(f0b.extract()) r1b;
|
|
decltype(f0c.extract()) r1c;
|
|
decltype(f0d.extract()) r1d;
|
|
|
|
test_future_value_retrieval(f0a, r1a);
|
|
test_future_value_retrieval(f0b, r1b);
|
|
test_future_value_retrieval(f0c, r1c);
|
|
test_future_value_retrieval(f0d, r1d);
|
|
|
|
ASSERT_EQ(r0, r1a);
|
|
ASSERT_EQ(r0, r1b);
|
|
ASSERT_EQ(r0, r1c);
|
|
ASSERT_EQ(r0, r1d);
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_counting_iterator)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T, reduce_async_invoker, reduce_sync_invoker>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_counting_iterator)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T, reduce_async_invoker_device, reduce_sync_invoker>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_counting_iterator_init)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T, reduce_async_invoker_init, reduce_sync_invoker_init>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_counting_iterator_init)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T, reduce_async_invoker_device_init, reduce_sync_invoker_init>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_counting_iterator_init_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T, reduce_async_invoker_init_plus, reduce_sync_invoker_init_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_counting_iterator_init_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T, reduce_async_invoker_device_init_plus, reduce_sync_invoker_init_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_counting_iterator_init_custom_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T, reduce_async_invoker_init_custom_plus, reduce_sync_invoker_init_custom_plus>();
|
|
}
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_policy_counting_iterator_init_custom_plus)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
test_async_reduce_counting_iterator<T,
|
|
reduce_async_invoker_device_init_custom_plus,
|
|
reduce_sync_invoker_init_custom_plus>();
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_using)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
for (auto size : get_sizes())
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with size = " << size);
|
|
|
|
thrust::host_vector<T> h0(random_integers<T>(size));
|
|
thrust::device_vector<T> d0a(h0);
|
|
thrust::device_vector<T> d0b(h0);
|
|
|
|
ASSERT_EQ(h0, d0a);
|
|
ASSERT_EQ(h0, d0b);
|
|
|
|
thrust::device_future<T> f0a;
|
|
thrust::device_future<T> f0b;
|
|
|
|
// When you import the customization points into the global namespace,
|
|
// they should be selected instead of the synchronous algorithms.
|
|
{
|
|
using namespace thrust::async;
|
|
f0a = reduce(d0a.begin(), d0a.end());
|
|
}
|
|
{
|
|
using thrust::async::reduce;
|
|
f0b = reduce(d0b.begin(), d0b.end());
|
|
}
|
|
|
|
// ADL should find the synchronous algorithms.
|
|
// This potentially runs concurrently with the copies.
|
|
T const r0 = reduce(h0.begin(), h0.end());
|
|
|
|
T r1a;
|
|
T r1b;
|
|
|
|
test_future_value_retrieval(f0a, r1a);
|
|
test_future_value_retrieval(f0b, r1b);
|
|
|
|
ASSERT_EQ(r0, r1a);
|
|
ASSERT_EQ(r0, r1b);
|
|
}
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_after)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
for (auto size : get_sizes())
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with size = " << size);
|
|
|
|
thrust::host_vector<T> h0(random_integers<T>(size));
|
|
thrust::device_vector<T> d0(h0);
|
|
|
|
ASSERT_EQ(h0, d0);
|
|
|
|
auto f0 = thrust::async::reduce(d0.begin(), d0.end());
|
|
|
|
ASSERT_EQ(true, f0.valid_stream());
|
|
|
|
auto const f0_stream = f0.stream().native_handle();
|
|
|
|
auto f1 = thrust::async::reduce(thrust::device.after(f0), d0.begin(), d0.end());
|
|
|
|
// Verify that double consumption of a future produces an exception.
|
|
ASSERT_THROW(auto x = thrust::async::reduce(thrust::device.after(f0), d0.begin(), d0.end());
|
|
THRUST_UNUSED_VAR(x), thrust::event_error);
|
|
|
|
ASSERT_EQ_QUIET(f0_stream, f1.stream().native_handle());
|
|
|
|
auto after_policy2 = thrust::device.after(f1);
|
|
|
|
auto f2 = thrust::async::reduce(after_policy2, d0.begin(), d0.end());
|
|
|
|
// Verify that double consumption of a policy produces an exception.
|
|
ASSERT_THROW(auto x = thrust::async::reduce(after_policy2, d0.begin(), d0.end());
|
|
THRUST_UNUSED_VAR(x), thrust::event_error);
|
|
|
|
ASSERT_EQ_QUIET(f0_stream, f2.stream().native_handle());
|
|
|
|
// This potentially runs concurrently with the copies.
|
|
T const r0 = thrust::reduce(h0.begin(), h0.end());
|
|
|
|
T r1;
|
|
|
|
test_future_value_retrieval(f2, r1);
|
|
|
|
ASSERT_EQ(r0, r1);
|
|
}
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_on_then_after)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
for (auto size : get_sizes())
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with size = " << size);
|
|
|
|
thrust::host_vector<T> h0(random_integers<T>(size));
|
|
thrust::device_vector<T> d0(h0);
|
|
|
|
ASSERT_EQ(h0, d0);
|
|
|
|
SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream;
|
|
thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(
|
|
StreamCreateWithFlags)(&stream, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
|
|
|
|
auto f0 = thrust::async::reduce(thrust::device.on(stream), d0.begin(), d0.end());
|
|
|
|
ASSERT_EQ_QUIET(stream, f0.stream().native_handle());
|
|
|
|
auto f1 = thrust::async::reduce(thrust::device.after(f0), d0.begin(), d0.end());
|
|
|
|
// Verify that double consumption of a future produces an exception.
|
|
ASSERT_THROW(auto x = thrust::async::reduce(thrust::device.after(f0), d0.begin(), d0.end());
|
|
THRUST_UNUSED_VAR(x), thrust::event_error);
|
|
|
|
ASSERT_EQ_QUIET(stream, f1.stream().native_handle());
|
|
|
|
auto after_policy2 = thrust::device.after(f1);
|
|
|
|
auto f2 = thrust::async::reduce(after_policy2, d0.begin(), d0.end());
|
|
|
|
// Verify that double consumption of a policy produces an exception.
|
|
ASSERT_THROW(auto x = thrust::async::reduce(after_policy2, d0.begin(), d0.end());
|
|
THRUST_UNUSED_VAR(x), thrust::event_error);
|
|
|
|
ASSERT_EQ_QUIET(stream, f2.stream().native_handle());
|
|
|
|
// This potentially runs concurrently with the copies.
|
|
T const r0 = thrust::reduce(h0.begin(), h0.end());
|
|
|
|
T r1;
|
|
|
|
test_future_value_retrieval(f2, r1);
|
|
|
|
ASSERT_EQ(r0, r1);
|
|
|
|
thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream));
|
|
}
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_allocator_on_then_after)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
for (auto size : get_sizes())
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with size = " << size);
|
|
|
|
thrust::host_vector<T> h0(random_integers<T>(size));
|
|
thrust::device_vector<T> d0(h0);
|
|
|
|
ASSERT_EQ(h0, d0);
|
|
|
|
SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream0;
|
|
thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(
|
|
StreamCreateWithFlags)(&stream0, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
|
|
|
|
SPECIALIZE_DEVICE_RESOURCE_NAME(Stream_t) stream1;
|
|
thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(
|
|
StreamCreateWithFlags)(&stream1, SPECIALIZE_DEVICE_RESOURCE_NAME(StreamNonBlocking)));
|
|
|
|
auto f0 = thrust::async::reduce(thrust::device(thrust::device_allocator<void>{}).on(stream0), d0.begin(), d0.end());
|
|
|
|
ASSERT_EQ_QUIET(stream0, f0.stream().native_handle());
|
|
|
|
auto f1 = thrust::async::reduce(thrust::device(thrust::device_allocator<void>{}).after(f0), d0.begin(), d0.end());
|
|
|
|
ASSERT_THROW(
|
|
auto x = thrust::async::reduce(thrust::device(thrust::device_allocator<void>{}).after(f0), d0.begin(), d0.end());
|
|
THRUST_UNUSED_VAR(x), thrust::event_error);
|
|
|
|
ASSERT_EQ_QUIET(stream0, f1.stream().native_handle());
|
|
|
|
auto f2 = thrust::async::reduce(
|
|
thrust::device(thrust::device_allocator<void>{}).on(stream1).after(f1), d0.begin(), d0.end());
|
|
|
|
ASSERT_THROW(auto x = thrust::async::reduce(
|
|
thrust::device(thrust::device_allocator<void>{}).on(stream1).after(f1), d0.begin(), d0.end());
|
|
THRUST_UNUSED_VAR(x), thrust::event_error);
|
|
|
|
// KNOWN_FAILURE;
|
|
// FIXME: The below fails because you can't combine allocator attachment,
|
|
// `.on`, and `.after`.
|
|
// The `#if 0` can be removed once the KNOWN_FAILURE is resolved.
|
|
# if 0
|
|
ASSERT_EQ_QUIET(stream1, f2.stream().native_handle());
|
|
|
|
// This potentially runs concurrently with the copies.
|
|
T const r0 = thrust::reduce(h0.begin(), h0.end());
|
|
|
|
T r1;
|
|
|
|
test_future_value_retrieval(f2, r1);
|
|
|
|
ASSERT_EQ(r0, r1);
|
|
|
|
thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream0));
|
|
thrust::THRUST_DEVICE_BACKEND_DETAIL::throw_on_error(SPECIALIZE_DEVICE_RESOURCE_NAME(StreamDestroy)(stream1));
|
|
# endif
|
|
}
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_reduce_caching)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
for (auto size : get_sizes())
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with size = " << size);
|
|
constexpr std::int64_t m = 32;
|
|
|
|
thrust::host_vector<T> h0(random_integers<T>(size));
|
|
thrust::device_vector<T> d0(h0);
|
|
|
|
ASSERT_EQ(h0, d0);
|
|
|
|
T const* f0_raw_data;
|
|
|
|
{
|
|
// Perform one reduction to ensure there's an entry in the caching
|
|
// allocator.
|
|
auto f0 = thrust::async::reduce(d0.begin(), d0.end());
|
|
|
|
TEST_EVENT_WAIT(f0);
|
|
|
|
f0_raw_data = f0.raw_data();
|
|
}
|
|
|
|
for (std::int64_t i = 0; i < m; ++i)
|
|
{
|
|
auto f1 = thrust::async::reduce(d0.begin(), d0.end());
|
|
|
|
ASSERT_EQ(true, f1.valid_stream());
|
|
ASSERT_EQ(true, f1.valid_content());
|
|
|
|
ASSERT_EQ_QUIET(f0_raw_data, f1.raw_data());
|
|
|
|
// This potentially runs concurrently with the copies.
|
|
T const r0 = thrust::reduce(h0.begin(), h0.end());
|
|
|
|
T r1;
|
|
test_future_value_retrieval(f1, r1);
|
|
|
|
ASSERT_EQ(r0, r1);
|
|
}
|
|
}
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
TYPED_TEST(AsyncReduceTests, test_async_copy_then_reduce)
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
using T = typename TestFixture::input_type;
|
|
for (auto size : get_sizes())
|
|
{
|
|
SCOPED_TRACE(testing::Message() << "with size = " << size);
|
|
|
|
thrust::host_vector<T> h0a(random_integers<T>(size));
|
|
thrust::host_vector<T> h0b(random_integers<T>(size));
|
|
thrust::host_vector<T> h0c(random_integers<T>(size));
|
|
thrust::host_vector<T> h0d(random_integers<T>(size));
|
|
|
|
thrust::device_vector<T> d0a(size);
|
|
thrust::device_vector<T> d0b(size);
|
|
thrust::device_vector<T> d0c(size);
|
|
thrust::device_vector<T> d0d(size);
|
|
|
|
auto f0a = thrust::async::copy(h0a.begin(), h0a.end(), d0a.begin());
|
|
auto f0b = thrust::async::copy(h0b.begin(), h0b.end(), d0b.begin());
|
|
auto f0c = thrust::async::copy(h0c.begin(), h0c.end(), d0c.begin());
|
|
auto f0d = thrust::async::copy(h0d.begin(), h0d.end(), d0d.begin());
|
|
|
|
ASSERT_EQ(true, f0a.valid_stream());
|
|
ASSERT_EQ(true, f0b.valid_stream());
|
|
ASSERT_EQ(true, f0c.valid_stream());
|
|
ASSERT_EQ(true, f0d.valid_stream());
|
|
|
|
auto const f0a_stream = f0a.stream().native_handle();
|
|
auto const f0b_stream = f0b.stream().native_handle();
|
|
auto const f0c_stream = f0c.stream().native_handle();
|
|
auto const f0d_stream = f0d.stream().native_handle();
|
|
|
|
auto f1a = thrust::async::reduce(thrust::device.after(f0a), d0a.begin(), d0a.end());
|
|
auto f1b = thrust::async::reduce(thrust::device.after(f0b), d0b.begin(), d0b.end());
|
|
auto f1c = thrust::async::reduce(thrust::device.after(f0c), d0c.begin(), d0c.end());
|
|
auto f1d = thrust::async::reduce(thrust::device.after(f0d), d0d.begin(), d0d.end());
|
|
|
|
ASSERT_EQ(false, f0a.valid_stream());
|
|
ASSERT_EQ(false, f0b.valid_stream());
|
|
ASSERT_EQ(false, f0c.valid_stream());
|
|
ASSERT_EQ(false, f0d.valid_stream());
|
|
|
|
ASSERT_EQ(true, f1a.valid_stream());
|
|
ASSERT_EQ(true, f1a.valid_content());
|
|
ASSERT_EQ(true, f1b.valid_stream());
|
|
ASSERT_EQ(true, f1b.valid_content());
|
|
ASSERT_EQ(true, f1c.valid_stream());
|
|
ASSERT_EQ(true, f1c.valid_content());
|
|
ASSERT_EQ(true, f1d.valid_stream());
|
|
ASSERT_EQ(true, f1d.valid_content());
|
|
|
|
// Verify that streams were stolen.
|
|
ASSERT_EQ_QUIET(f0a_stream, f1a.stream().native_handle());
|
|
ASSERT_EQ_QUIET(f0b_stream, f1b.stream().native_handle());
|
|
ASSERT_EQ_QUIET(f0c_stream, f1c.stream().native_handle());
|
|
ASSERT_EQ_QUIET(f0d_stream, f1d.stream().native_handle());
|
|
|
|
// This potentially runs concurrently with the copies.
|
|
T const r0 = thrust::reduce(h0a.begin(), h0a.end());
|
|
|
|
T r1a;
|
|
T r1b;
|
|
T r1c;
|
|
T r1d;
|
|
|
|
test_future_value_retrieval(f1a, r1a);
|
|
test_future_value_retrieval(f1b, r1b);
|
|
test_future_value_retrieval(f1c, r1c);
|
|
test_future_value_retrieval(f1d, r1d);
|
|
|
|
ASSERT_EQ(r0, r1a);
|
|
ASSERT_EQ(r0, r1b);
|
|
ASSERT_EQ(r0, r1c);
|
|
ASSERT_EQ(r0, r1d);
|
|
}
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////
|
|
|
|
// TODO: when_all from reductions.
|
|
|
|
// See also issue: https://github.com/NVIDIA/cccl/issues/1886
|
|
struct tuple_sum
|
|
{
|
|
__device__ thrust::tuple<int, int>
|
|
operator()(const thrust::tuple<int, int>& t1, const thrust::tuple<int, int>& t2) const
|
|
{
|
|
return thrust::make_tuple(thrust::get<0>(t1) + thrust::get<0>(t2), thrust::get<1>(t1) + thrust::get<1>(t2));
|
|
}
|
|
};
|
|
|
|
TEST(AsyncReduceTests, test_async_reduce_bug1886)
|
|
{
|
|
#ifdef ADDRESS_SANITIZER_BUILD
|
|
GTEST_SKIP() << "This test is disabled in ASAN builds due to its memory usage.";
|
|
#endif
|
|
|
|
SCOPED_TRACE(testing::Message() << "with device_id= " << test::set_device_from_ctest());
|
|
|
|
// Initialize input data
|
|
thrust::device_vector<int> d_data1{1, 2, 3, 4, 5};
|
|
thrust::device_vector<int> d_data2{10, 20, 30, 40, 50};
|
|
|
|
using TupleType = thrust::tuple<int, int>;
|
|
using IteratorType =
|
|
thrust::zip_iterator<thrust::tuple<thrust::device_vector<int>::iterator, thrust::device_vector<int>::iterator>>;
|
|
|
|
TupleType result;
|
|
try
|
|
{
|
|
// Create zip_begin and zip_end iterators
|
|
IteratorType zip_begin = thrust::make_zip_iterator(thrust::make_tuple(d_data1.begin(), d_data2.begin()));
|
|
IteratorType zip_end = thrust::make_zip_iterator(thrust::make_tuple(d_data2.end(), d_data2.end()));
|
|
|
|
// Initialize the starting tuple
|
|
TupleType init = thrust::make_tuple(0, 0);
|
|
|
|
// Perform async reduce using zip_begin and zip_end
|
|
auto future = thrust::async::reduce(thrust::device, zip_begin, zip_end, init, tuple_sum());
|
|
|
|
// Get the result
|
|
result = future.get();
|
|
}
|
|
catch (const ::std::bad_alloc& e)
|
|
{
|
|
(void) hipGetLastError();
|
|
GTEST_SKIP() << "std::bad_alloc: " << e.what();
|
|
}
|
|
|
|
// Print the result
|
|
std::cout << "Sum: (" << thrust::get<0>(result) << ", " << thrust::get<1>(result) << ")" << std::endl;
|
|
}
|
|
|
|
#endif
|
|
|
|
// we need to leak the suppression on clang/MSVC to suppresses warnings from the cudafe1.stub.c file
|
|
#if THRUST_HOST_COMPILER != THRUST_HOST_COMPILER_CLANG && THRUST_HOST_COMPILER != THRUST_HOST_COMPILER_MSVC
|
|
THRUST_SUPPRESS_DEPRECATED_POP
|
|
#endif // THRUST_HOST_COMPILER != THRUST_HOST_COMPILER_CLANG && THRUST_HOST_COMPILER != THRUST_HOST_COMPILER_MSVC
|