buddy_allocator.cc 10.2 KB
Newer Older
1
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
2

L
Luo Tao 已提交
3 4 5
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
6

L
Luo Tao 已提交
7
    http://www.apache.org/licenses/LICENSE-2.0
8

L
Luo Tao 已提交
9 10 11 12 13
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. */
D
dzhwinter 已提交
14 15
#define GLOG_NO_ABBREVIATED_SEVERITIES
#define GOOGLE_GLOG_DLL_DECL
Y
Yi Wang 已提交
16
#include "paddle/fluid/memory/detail/buddy_allocator.h"
L
liaogang 已提交
17
#include "glog/logging.h"
18

19 20 21 22
DEFINE_bool(free_idle_memory, false,
            "If it is true, Paddle will try to free idle memory trunks during "
            "running time.");

23 24 25 26
namespace paddle {
namespace memory {
namespace detail {

G
gongweibao 已提交
27 28 29
BuddyAllocator::BuddyAllocator(
    std::unique_ptr<SystemAllocator> system_allocator, size_t min_chunk_size,
    size_t max_chunk_size)
30 31 32
    : min_chunk_size_(min_chunk_size),
      max_chunk_size_(max_chunk_size),
      cache_(system_allocator->UseGpu()),
L
liaogang 已提交
33 34 35
      system_allocator_(std::move(system_allocator)) {}

BuddyAllocator::~BuddyAllocator() {
36 37
  VLOG(10) << "BuddyAllocator Disconstructor makes sure that all of these "
              "have actually been freed";
L
liaogang 已提交
38 39
  while (!pool_.empty()) {
    auto block = static_cast<MemoryBlock*>(std::get<2>(*pool_.begin()));
40
    VLOG(10) << "Free from block (" << block << ", " << max_chunk_size_ << ")";
L
liaogang 已提交
41 42 43 44 45

    system_allocator_->Free(block, max_chunk_size_, block->index(cache_));
    cache_.invalidate(block);
    pool_.erase(pool_.begin());
  }
L
liaogang 已提交
46 47 48 49 50 51 52 53 54
}

inline size_t align(size_t size, size_t alignment) {
  size_t remaining = size % alignment;
  return remaining == 0 ? size : size + (alignment - remaining);
}

void* BuddyAllocator::Alloc(size_t unaligned_size) {
  // adjust allocation alignment
Y
Update  
Yi Wang 已提交
55 56
  size_t size =
      align(unaligned_size + sizeof(MemoryBlock::Desc), min_chunk_size_);
L
liaogang 已提交
57 58 59 60

  // acquire the allocator lock
  std::lock_guard<std::mutex> lock(mutex_);

61 62
  VLOG(10) << "Allocate " << unaligned_size << " bytes from chunk size "
           << size;
L
liaogang 已提交
63 64 65

  // if the allocation is huge, send directly to the system allocator
  if (size > max_chunk_size_) {
66
    VLOG(10) << "Allocate from system allocator.";
L
liaogang 已提交
67 68 69 70 71 72 73 74 75
    return SystemAlloc(size);
  }

  // query and allocate from the existing chunk
  auto it = FindExistChunk(size);

  // refill the pool if failure
  if (it == pool_.end()) {
    it = RefillPool();
L
liaogang 已提交
76 77 78 79
    // if still failure, fail fatally
    if (it == pool_.end()) {
      return nullptr;
    }
L
liaogang 已提交
80
  } else {
81 82 83
    VLOG(10) << "Allocation from existing memory block " << std::get<2>(*it)
             << " at address "
             << reinterpret_cast<MemoryBlock*>(std::get<2>(*it))->data();
L
liaogang 已提交
84 85 86 87 88 89 90 91 92
  }

  total_used_ += size;
  total_free_ -= size;

  // split the allocation and return data for use
  return reinterpret_cast<MemoryBlock*>(SplitToAlloc(it, size))->data();
}

L
liaogang 已提交
93
void BuddyAllocator::Free(void* p) {
L
liaogang 已提交
94
  // Point back to metadata
L
liaogang 已提交
95 96
  auto block = static_cast<MemoryBlock*>(p)->metadata();

L
liaogang 已提交
97
  // Acquire the allocator lock
L
liaogang 已提交
98
  std::lock_guard<std::mutex> lock(mutex_);
L
liaogang 已提交
99

100
  VLOG(10) << "Free from address " << block;
L
liaogang 已提交
101 102

  if (block->type(cache_) == MemoryBlock::HUGE_CHUNK) {
103
    VLOG(10) << "Free directly from system allocator";
L
liaogang 已提交
104 105 106 107
    system_allocator_->Free(block, block->total_size(cache_),
                            block->index(cache_));

    // Invalidate GPU allocation from cache
108 109
    cache_.invalidate(block);

L
liaogang 已提交
110 111 112
    return;
  }

Y
Update  
Yi Wang 已提交
113
  block->mark_as_free(&cache_);
L
liaogang 已提交
114 115 116 117 118 119

  total_used_ -= block->total_size(cache_);
  total_free_ += block->total_size(cache_);

  // Trying to merge the right buddy
  if (block->has_right_buddy(cache_)) {
120 121
    VLOG(10) << "Merging this block " << block << " with its right buddy "
             << block->right_buddy(cache_);
122 123 124 125 126

    auto right_buddy = block->right_buddy(cache_);

    if (right_buddy->type(cache_) == MemoryBlock::FREE_CHUNK) {
      // Take away right buddy from pool
L
liaogang 已提交
127 128 129
      pool_.erase(IndexSizeAddress(right_buddy->index(cache_),
                                   right_buddy->total_size(cache_),
                                   right_buddy));
130 131

      // merge its right buddy to the block
Y
Update  
Yi Wang 已提交
132
      block->merge(&cache_, right_buddy);
133
    }
L
liaogang 已提交
134 135 136 137
  }

  // Trying to merge the left buddy
  if (block->has_left_buddy(cache_)) {
138 139
    VLOG(10) << "Merging this block " << block << " with its left buddy "
             << block->left_buddy(cache_);
140 141 142 143 144

    auto left_buddy = block->left_buddy(cache_);

    if (left_buddy->type(cache_) == MemoryBlock::FREE_CHUNK) {
      // Take away right buddy from pool
L
liaogang 已提交
145 146
      pool_.erase(IndexSizeAddress(left_buddy->index(cache_),
                                   left_buddy->total_size(cache_), left_buddy));
147 148

      // merge the block to its left buddy
Y
Update  
Yi Wang 已提交
149
      left_buddy->merge(&cache_, block);
150 151
      block = left_buddy;
    }
L
liaogang 已提交
152 153 154
  }

  // Dumping this block into pool
155 156
  VLOG(10) << "Inserting free block (" << block << ", "
           << block->total_size(cache_) << ")";
L
liaogang 已提交
157 158
  pool_.insert(
      IndexSizeAddress(block->index(cache_), block->total_size(cache_), block));
L
liaogang 已提交
159

160 161 162 163
  if (FLAGS_free_idle_memory) {
    // Clean up if existing too much free memory
    // Prefer freeing fallback allocation first
    CleanIdleFallBackAlloc();
L
liaogang 已提交
164

165 166 167
    // Free normal allocation
    CleanIdleNormalAlloc();
  }
L
liaogang 已提交
168 169
}

L
liaogang 已提交
170 171
size_t BuddyAllocator::Used() { return total_used_; }

L
liaogang 已提交
172 173
void* BuddyAllocator::SystemAlloc(size_t size) {
  size_t index = 0;
Y
Update  
Yi Wang 已提交
174
  void* p = system_allocator_->Alloc(&index, size);
L
liaogang 已提交
175

176
  VLOG(10) << "Allocated " << p << " from system allocator.";
L
liaogang 已提交
177 178 179

  if (p == nullptr) return nullptr;

Y
Update  
Yi Wang 已提交
180
  static_cast<MemoryBlock*>(p)->init(&cache_, MemoryBlock::HUGE_CHUNK, index,
L
liaogang 已提交
181 182 183 184 185 186
                                     size, nullptr, nullptr);

  return static_cast<MemoryBlock*>(p)->data();
}

BuddyAllocator::PoolSet::iterator BuddyAllocator::RefillPool() {
187
#ifdef PADDLE_WITH_CUDA
L
liaogang 已提交
188 189 190 191 192 193
  if (system_allocator_->UseGpu()) {
    if ((total_used_ + total_free_) == 0) {
      // Compute the maximum allocation size for the first allocation.
      max_chunk_size_ = platform::GpuMaxChunkSize();
    }
  }
L
Luo Tao 已提交
194
#endif
L
liaogang 已提交
195 196 197

  // Allocate a new maximum sized block
  size_t index = 0;
Y
Update  
Yi Wang 已提交
198
  void* p = system_allocator_->Alloc(&index, max_chunk_size_);
L
liaogang 已提交
199 200 201

  if (p == nullptr) return pool_.end();

202 203
  VLOG(10) << "Creating and inserting new block " << p
           << " from system allocator";
L
liaogang 已提交
204

Y
Yi Wang 已提交
205
  static_cast<MemoryBlock*>(p)->init(&cache_, MemoryBlock::FREE_CHUNK, index,
L
liaogang 已提交
206 207
                                     max_chunk_size_, nullptr, nullptr);

208 209 210 211 212 213
  // gpu fallback allocation
  if (system_allocator_->UseGpu() &&
      static_cast<MemoryBlock*>(p)->index(cache_) == 1) {
    fallback_alloc_count_++;
  }

L
liaogang 已提交
214 215 216
  total_free_ += max_chunk_size_;

  // dump the block into pool
L
liaogang 已提交
217
  return pool_.insert(IndexSizeAddress(index, max_chunk_size_, p)).first;
L
liaogang 已提交
218 219 220 221 222 223
}

BuddyAllocator::PoolSet::iterator BuddyAllocator::FindExistChunk(size_t size) {
  size_t index = 0;

  while (1) {
L
liaogang 已提交
224
    auto it = pool_.lower_bound(IndexSizeAddress(index, size, nullptr));
225 226

    // no match chunk memory
L
liaogang 已提交
227 228 229
    if (it == pool_.end()) return it;

    if (std::get<0>(*it) > index) {
230
      // find suitable one
L
liaogang 已提交
231 232 233
      if (std::get<1>(*it) >= size) {
        return it;
      }
234
      // update and continue
L
liaogang 已提交
235 236 237 238 239 240 241 242 243 244 245 246
      index = std::get<0>(*it);
      continue;
    }
    return it;
  }
}

void* BuddyAllocator::SplitToAlloc(BuddyAllocator::PoolSet::iterator it,
                                   size_t size) {
  auto block = static_cast<MemoryBlock*>(std::get<2>(*it));
  pool_.erase(it);

247 248
  VLOG(10) << "Split block (" << block << ", " << block->total_size(cache_)
           << ") into";
Y
Update  
Yi Wang 已提交
249
  block->split(&cache_, size);
L
liaogang 已提交
250

251 252
  VLOG(10) << "Left block (" << block << ", " << block->total_size(cache_)
           << ")";
Y
Update  
Yi Wang 已提交
253
  block->set_type(&cache_, MemoryBlock::ARENA_CHUNK);
L
liaogang 已提交
254 255 256 257

  // the rest of memory if exist
  if (block->has_right_buddy(cache_)) {
    if (block->right_buddy(cache_)->type(cache_) == MemoryBlock::FREE_CHUNK) {
258 259
      VLOG(10) << "Insert right block (" << block->right_buddy(cache_) << ", "
               << block->right_buddy(cache_)->total_size(cache_) << ")";
L
liaogang 已提交
260

L
liaogang 已提交
261 262 263 264
      pool_.insert(
          IndexSizeAddress(block->right_buddy(cache_)->index(cache_),
                           block->right_buddy(cache_)->total_size(cache_),
                           block->right_buddy(cache_)));
L
liaogang 已提交
265 266 267 268
    }
  }

  return block;
269 270
}

L
liaogang 已提交
271
void BuddyAllocator::CleanIdleFallBackAlloc() {
272 273 274 275 276 277 278 279 280 281 282 283 284 285
  // If fallback allocation does not exist, return directly
  if (!fallback_alloc_count_) return;

  for (auto pool = pool_.rbegin(); pool != pool_.rend();) {
    // If free memory block less than max_chunk_size_, return directly
    if (std::get<1>(*pool) < max_chunk_size_) return;

    MemoryBlock* block = static_cast<MemoryBlock*>(std::get<2>(*pool));

    // If no GPU fallback allocator, return
    if (!system_allocator_->UseGpu() || block->index(cache_) == 0) {
      return;
    }

286
    VLOG(10) << "Return block " << block << " to fallback allocator.";
287 288 289 290 291 292 293 294 295 296 297 298

    system_allocator_->Free(block, max_chunk_size_, block->index(cache_));
    cache_.invalidate(block);

    pool = PoolSet::reverse_iterator(pool_.erase(std::next(pool).base()));

    total_free_ -= max_chunk_size_;
    fallback_alloc_count_--;

    // If no fall allocation exists, return directly
    if (!fallback_alloc_count_) return;
  }
299 300
}

301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321
void BuddyAllocator::CleanIdleNormalAlloc() {
  auto shall_free_alloc = [&]() -> bool {
    // free all fallback allocations
    if (fallback_alloc_count_ > 0) {
      return true;
    }
    // keep 2x overhead if we haven't fallen back
    if ((total_used_ + max_chunk_size_) * 2 < total_free_) {
      return true;
    }
    return false;
  };

  if (!shall_free_alloc()) return;

  for (auto pool = pool_.rbegin(); pool != pool_.rend();) {
    // If free memory block less than max_chunk_size_, return directly
    if (std::get<1>(*pool) < max_chunk_size_) return;

    MemoryBlock* block = static_cast<MemoryBlock*>(std::get<2>(*pool));

322
    VLOG(10) << "Return block " << block << " to base allocator.";
323 324 325 326 327 328 329 330 331 332 333

    system_allocator_->Free(block, max_chunk_size_, block->index(cache_));
    cache_.invalidate(block);

    pool = PoolSet::reverse_iterator(pool_.erase(std::next(pool).base()));

    total_free_ -= max_chunk_size_;

    if (!shall_free_alloc()) return;
  }
}
L
liaogang 已提交
334

335 336 337
}  // namespace detail
}  // namespace memory
}  // namespace paddle