gpu_info.cc 2.5 KB
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/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.

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/platform/gpu_info.h"
#include "gflags/gflags.h"
#include "paddle/platform/error.h"

DEFINE_double(fraction_of_gpu_memory_to_use, 0.95,
              "Default use 95% of GPU memory for PaddlePaddle,"
              "reserve the rest for page tables, etc");

namespace paddle {
namespace platform {

int GpuDeviceCount() {
  int count;
  throw_on_error(
      cudaGetDeviceCount(&count),
      "cudaGetDeviceCount failed in paddle::platform::GpuDeviceCount");
  return count;
}

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int GetCurrentDeviceId() {
  int device_id;
  throw_on_error(
      cudaGetDevice(&device_id),
      "cudaGetDevice failed in paddle::platform::GetCurrentDeviceId");
  return device_id;
}

void SetDeviceId(int id) {
  throw_on_error(cudaSetDevice(id),
                 "cudaSetDevice failed in paddle::platform::SetDeviceId");
}

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void GpuMemoryUsage(size_t& available, size_t& total) {
  throw_on_error(cudaMemGetInfo(&available, &total),
                 "cudaMemGetInfo failed in paddle::platform::GetMemoryUsage");
}

size_t GpuMaxAllocSize() {
  size_t total = 0;
  size_t available = 0;

  GpuMemoryUsage(available, total);

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  // Reserve the rest for page tables, etc.
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  return static_cast<size_t>(total * FLAGS_fraction_of_gpu_memory_to_use);
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}

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size_t GpuMinChunkSize() {
  // Allow to allocate the minimum chunk size is 256 bytes.
  return 1 << 8;
}

size_t GpuMaxChunkSize() {
  // Allow to allocate the maximum chunk size is roughly 3% of CPU memory.
  size_t total = 0;
  size_t available = 0;

  GpuMemoryUsage(available, total);

  // Reserving the rest memory for page tables, etc.
  size_t reserving = (1 - FLAGS_fraction_of_gpu_memory_to_use) * total;

  // If available less than minimum chunk size, no usable memory exists.
  available = std::max(available, GpuMinChunkSize()) - GpuMinChunkSize();

  // If available less than reserving, no usable memory exists.
  size_t usable = std::max(available, reserving) - reserving;

  return usable;
}

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}  // namespace platform
}  // namespace paddle