wehub-resource-sync
87 lines
3.0 KiB
C++
87 lines
3.0 KiB
C++
// Copyright (c) 2022 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.
|
|
|
|
#include "paddle/phi/kernels/uniform_kernel.h"
|
|
#include "paddle/phi/common/complex.h"
|
|
#include "paddle/phi/common/type_traits.h"
|
|
#include "paddle/phi/core/kernel_registry.h"
|
|
#include "paddle/phi/kernels/complex_kernel.h"
|
|
#include "paddle/phi/kernels/funcs/uniform_real_distribution.h"
|
|
|
|
namespace phi {
|
|
|
|
template <typename T, typename Context>
|
|
void UniformKernel(const Context &dev_ctx,
|
|
const IntArray &shape,
|
|
DataType dtype UNUSED,
|
|
const Scalar &min,
|
|
const Scalar &max,
|
|
int seed,
|
|
DenseTensor *out) {
|
|
out->Resize(shape.GetData());
|
|
T *data = dev_ctx.template Alloc<T>(out);
|
|
auto size = out->numel();
|
|
|
|
std::shared_ptr<std::mt19937_64> engine;
|
|
if (seed) {
|
|
engine = std::make_shared<std::mt19937_64>();
|
|
engine->seed(seed);
|
|
} else {
|
|
engine = dev_ctx.GetGenerator()->GetCPUEngine();
|
|
}
|
|
|
|
// Handle complex types separately
|
|
if constexpr (std::is_same_v<T, dtype::complex<float>> ||
|
|
std::is_same_v<T, dtype::complex<double>>) {
|
|
using RealType = dtype::Real<T>; // float or double
|
|
RealType min_val = min.to<RealType>();
|
|
RealType max_val = max.to<RealType>();
|
|
|
|
// Generate random values for real and imaginary parts separately
|
|
DenseTensor real_part, imag_part;
|
|
real_part.Resize(out->dims());
|
|
imag_part.Resize(out->dims());
|
|
RealType *real_data = dev_ctx.template Alloc<RealType>(&real_part);
|
|
RealType *imag_data = dev_ctx.template Alloc<RealType>(&imag_part);
|
|
|
|
// Generate real part
|
|
UniformRealDistribution<RealType>(
|
|
real_data, size, min_val, max_val, engine);
|
|
|
|
// Generate imaginary part
|
|
UniformRealDistribution<RealType>(
|
|
imag_data, size, min_val, max_val, engine);
|
|
|
|
// Combine real and imaginary parts using ComplexKernel
|
|
ComplexKernel<RealType, Context>(dev_ctx, real_part, imag_part, out);
|
|
} else {
|
|
// Original implementation for non-complex types
|
|
UniformRealDistribution<T>(
|
|
data, size, min.to<float>(), max.to<float>(), engine);
|
|
}
|
|
}
|
|
|
|
} // namespace phi
|
|
|
|
PD_REGISTER_KERNEL(uniform,
|
|
CPU,
|
|
ALL_LAYOUT,
|
|
phi::UniformKernel,
|
|
float,
|
|
double,
|
|
phi::float16,
|
|
phi::bfloat16,
|
|
phi::complex64,
|
|
phi::complex128) {}
|