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add unit tests, test=develop (#36910)
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cc_test(test_allocator SRCS test_allocator.cc DEPS tensor_base) | ||
cc_test(test_storage SRCS test_storage.cc DEPS tensor_base) | ||
cc_test(test_dense_tensor SRCS test_dense_tensor.cc DEPS dense_tensor) |
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/* Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. | ||
Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. */ | ||
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#pragma once | ||
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#include <memory> | ||
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#include "paddle/pten/core/allocator.h" | ||
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namespace pten { | ||
namespace tests { | ||
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class HostAllocatorSample : public pten::RawAllocator { | ||
public: | ||
using Place = paddle::platform::Place; | ||
void* Allocate(size_t bytes_size) override { | ||
return ::operator new(bytes_size); | ||
} | ||
void Deallocate(void* ptr, size_t bytes_size) override { | ||
return ::operator delete(ptr); | ||
} | ||
const Place& place() const override { return place_; } | ||
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private: | ||
Place place_{paddle::platform::CPUPlace()}; | ||
}; | ||
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class FancyAllocator : public pten::Allocator { | ||
public: | ||
static void Delete(void* data) { ::operator delete(data); } | ||
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Allocation Allocate(size_t bytes_size) override { | ||
void* data = ::operator new(bytes_size); | ||
return Allocation(data, data, &Delete, paddle::platform::CPUPlace()); | ||
} | ||
}; | ||
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template <typename T> | ||
struct CustomAllocator { | ||
using value_type = T; | ||
using Allocator = pten::RawAllocator; | ||
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explicit CustomAllocator(const std::shared_ptr<Allocator>& a) noexcept | ||
: alloc_(a) {} | ||
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CustomAllocator(const CustomAllocator&) noexcept = default; | ||
T* allocate(std::size_t n) { | ||
return static_cast<T*>(alloc_->Allocate(n * sizeof(T))); | ||
} | ||
void deallocate(T* p, std::size_t n) { | ||
return alloc_->Deallocate(p, sizeof(T) * n); | ||
} | ||
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template <typename R, typename U> | ||
friend bool operator==(const CustomAllocator<R>&, | ||
const CustomAllocator<U>&) noexcept; | ||
template <typename R, typename U> | ||
friend bool operator!=(const CustomAllocator<R>&, | ||
const CustomAllocator<U>&) noexcept; | ||
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private: | ||
std::shared_ptr<Allocator> alloc_; | ||
}; | ||
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template <typename T, typename U> | ||
inline bool operator==(const CustomAllocator<T>& lhs, | ||
const CustomAllocator<U>& rhs) noexcept { | ||
return &lhs.alloc_ == &rhs.alloc_; | ||
} | ||
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template <typename T, typename U> | ||
inline bool operator!=(const CustomAllocator<T>& lhs, | ||
const CustomAllocator<U>& rhs) noexcept { | ||
return &lhs.alloc_ != &rhs.alloc_; | ||
} | ||
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} // namespace tests | ||
} // namespace pten |
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/* Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. | ||
Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. */ | ||
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#pragma once | ||
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#include <random> | ||
#include <type_traits> | ||
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namespace pten { | ||
namespace tests { | ||
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template <typename T, | ||
typename = | ||
typename std::enable_if<std::is_arithmetic<T>::value>::type> | ||
class RandomGenerator { | ||
using distribution_type = | ||
typename std::conditional<std::is_integral<T>::value, | ||
std::uniform_int_distribution<T>, | ||
std::uniform_real_distribution<T>>::type; | ||
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std::default_random_engine engine; | ||
distribution_type distribution; | ||
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public: | ||
auto operator()() -> decltype(distribution(engine)) { | ||
return distribution(engine); | ||
} | ||
}; | ||
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template <typename Container, typename T = typename Container::value_type> | ||
auto make_generator(Container const&) -> decltype(RandomGenerator<T>()) { | ||
return RandomGenerator<T>(); | ||
} | ||
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} // namespace tests | ||
} // namespace pten |
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/* Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. | ||
Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. */ | ||
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#include <algorithm> | ||
#include <vector> | ||
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#include "gtest/gtest.h" | ||
#include "paddle/fluid/framework/generator.h" | ||
#include "paddle/pten/tests/core/allocator.h" | ||
#include "paddle/pten/tests/core/random.h" | ||
#include "paddle/pten/tests/core/timer.h" | ||
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namespace pten { | ||
namespace tests { | ||
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template <typename T> | ||
bool host_allocator_test(size_t vector_size) { | ||
std::vector<T> src(vector_size); | ||
std::generate(src.begin(), src.end(), make_generator(src)); | ||
std::vector<T, CustomAllocator<T>> dst( | ||
src.begin(), | ||
src.end(), | ||
CustomAllocator<T>(std::make_shared<HostAllocatorSample>())); | ||
return std::equal(src.begin(), src.end(), dst.begin()); | ||
} | ||
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TEST(raw_allocator, host) { | ||
CHECK(host_allocator_test<float>(1000)); | ||
CHECK(host_allocator_test<int32_t>(1000)); | ||
CHECK(host_allocator_test<int64_t>(1000)); | ||
} | ||
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class StorageRawAlloc { | ||
public: | ||
StorageRawAlloc(const std::shared_ptr<RawAllocator>& a, size_t size) | ||
: alloc_(a) { | ||
data_ = alloc_->Allocate(size); | ||
} | ||
~StorageRawAlloc() { alloc_->Deallocate(data_, size); } | ||
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private: | ||
void* data_; | ||
size_t size; | ||
std::shared_ptr<RawAllocator> alloc_; | ||
}; | ||
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class StorageFancyAlloc { | ||
public: | ||
StorageFancyAlloc(const std::shared_ptr<Allocator>& a, size_t size) | ||
: alloc_(a), allocation_(a->Allocate(size)) {} | ||
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private: | ||
std::shared_ptr<Allocator> alloc_; | ||
Allocation allocation_; | ||
}; | ||
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TEST(benchmark, allocator) { | ||
std::shared_ptr<RawAllocator> raw_allocator(new HostAllocatorSample); | ||
std::shared_ptr<Allocator> fancy_allocator(new FancyAllocator); | ||
const size_t cycles = 100; | ||
Timer timer; | ||
double t1{}, t2{}; | ||
for (size_t i = 0; i < cycles; ++i) { | ||
timer.tic(); | ||
for (size_t i = 0; i < cycles; ++i) { | ||
StorageRawAlloc(raw_allocator, i * 100); | ||
} | ||
t1 += timer.toc(); | ||
timer.tic(); | ||
for (size_t i = 0; i < cycles; ++i) { | ||
StorageFancyAlloc(fancy_allocator, i * 100); | ||
} | ||
t2 += timer.toc(); | ||
} | ||
std::cout << "The cost of raw alloc is " << t1 << "ms.\n"; | ||
std::cout << "The cost of fancy alloc with place is " << t2 << "ms.\n"; | ||
} | ||
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} // namespace tests | ||
} // namespace pten |
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/* Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. | ||
Licensed under the Apache License, Version 2.0 (the "License"); | ||
you may not use this file except in compliance with the License. | ||
You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. */ | ||
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#include "gtest/gtest.h" | ||
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#include "paddle/pten/core/dense_tensor.h" | ||
#include "paddle/pten/tests/core/allocator.h" | ||
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namespace pten { | ||
namespace tests { | ||
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TEST(dense_tensor, meta) { | ||
const DDim dims({1, 2}); | ||
const DataType dtype{DataType::INT8}; | ||
const DataLayout layout{DataLayout::NHWC}; | ||
// TODO(Shixiaowei02): need to check the lod is valid. | ||
const std::vector<std::vector<size_t>> lod{}; | ||
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DenseTensorMeta meta_0; | ||
CHECK(!meta_0.valid()); | ||
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DenseTensorMeta meta_1(dtype, dims); | ||
CHECK(meta_1.type == dtype); | ||
CHECK(meta_1.dims == dims); | ||
CHECK(meta_1.valid()); | ||
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DenseTensorMeta meta_2(dtype, dims, layout); | ||
CHECK(meta_2.type == dtype); | ||
CHECK(meta_2.dims == dims); | ||
CHECK(meta_2.layout == layout); | ||
CHECK(meta_2.valid()); | ||
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DenseTensorMeta meta_3(dtype, dims, layout, lod); | ||
CHECK(meta_3.type == dtype); | ||
CHECK(meta_3.dims == dims); | ||
CHECK(meta_3.layout == layout); | ||
CHECK(meta_3.lod == lod); | ||
CHECK(meta_3.valid()); | ||
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DenseTensorMeta meta_4(meta_3); | ||
CHECK(meta_4.type == dtype); | ||
CHECK(meta_4.dims == dims); | ||
CHECK(meta_4.layout == layout); | ||
CHECK(meta_4.lod == lod); | ||
CHECK(meta_4.valid()); | ||
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DenseTensorMeta meta_5(std::move(meta_4)); | ||
CHECK(meta_5.type == dtype); | ||
CHECK(meta_5.dims == dims); | ||
CHECK(meta_5.layout == layout); | ||
CHECK(meta_5.lod == lod); | ||
CHECK(meta_5.valid()); | ||
} | ||
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TEST(dense_tensor, def_ctor) { | ||
DenseTensor tensor_0; | ||
CHECK(!tensor_0.valid()); | ||
} | ||
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TEST(dense_tensor, ctor) { | ||
const DDim dims({1, 2}); | ||
const DataType dtype{DataType::INT8}; | ||
const DataLayout layout{DataLayout::NHWC}; | ||
const std::vector<std::vector<size_t>> lod{}; | ||
DenseTensorMeta meta(dtype, dims, layout, lod); | ||
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auto alloc = std::make_shared<FancyAllocator>(); | ||
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auto check_dense_tensor = [](const DenseTensor& t, | ||
const DenseTensorMeta& m) -> bool { | ||
bool r{true}; | ||
r = r && (t.numel() == product(m.dims)); | ||
r = r && (t.dims() == m.dims); | ||
r = r && (t.data_type() == m.type); | ||
r = r && (t.layout() == m.layout); | ||
r = r && (t.place() == paddle::platform::CPUPlace()); | ||
r = r && t.initialized(); | ||
r = r && t.IsSharedWith(t); | ||
return r; | ||
}; | ||
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DenseTensor tensor_0(alloc, meta); | ||
check_dense_tensor(tensor_0, meta); | ||
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DenseTensor tensor_1(alloc, DenseTensorMeta(meta)); | ||
check_dense_tensor(tensor_0, meta); | ||
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DenseTensor tensor_2(make_intrusive<TensorStorage>(alloc), meta); | ||
CHECK(tensor_2.data<int8_t>() == nullptr); | ||
CHECK_NOTNULL(tensor_2.mutable_data<int8_t>()); | ||
check_dense_tensor(tensor_2, meta); | ||
} | ||
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TEST(dense_tensor, resize) { | ||
const DDim dims({1, 2}); | ||
const DataType dtype{DataType::INT8}; | ||
const DataLayout layout{DataLayout::NHWC}; | ||
const std::vector<std::vector<size_t>> lod{}; | ||
DenseTensorMeta meta(dtype, dims, layout, lod); | ||
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auto alloc = std::make_shared<FancyAllocator>(); | ||
DenseTensor tensor_0(alloc, meta); | ||
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CHECK_EQ(tensor_0.memory_size(), 2u); | ||
tensor_0.check_memory_size(); | ||
tensor_0.Resize({1, 2, 3}); | ||
CHECK_EQ(tensor_0.memory_size(), 2u); | ||
tensor_0.mutable_data<int8_t>(); | ||
CHECK_EQ(tensor_0.memory_size(), 6u); | ||
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auto storage = tensor_0.release(); | ||
CHECK_EQ(storage->size(), 6u); | ||
} | ||
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} // namespace tests | ||
} // namespace pten |
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