buddy_allocator.cc 10.7 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. */
14

Y
Yi Wang 已提交
15
#include "paddle/fluid/memory/detail/buddy_allocator.h"
Z
zhhsplendid 已提交
16

17 18
#include <algorithm>
#include <utility>
Z
zhhsplendid 已提交
19

L
liaogang 已提交
20
#include "glog/logging.h"
21

22 23 24 25
DEFINE_bool(free_idle_memory, false,
            "If it is true, Paddle will try to free idle memory trunks during "
            "running time.");

26 27 28 29
namespace paddle {
namespace memory {
namespace detail {

G
gongweibao 已提交
30 31 32
BuddyAllocator::BuddyAllocator(
    std::unique_ptr<SystemAllocator> system_allocator, size_t min_chunk_size,
    size_t max_chunk_size)
33 34 35
    : min_chunk_size_(min_chunk_size),
      max_chunk_size_(max_chunk_size),
      cache_(system_allocator->UseGpu()),
L
liaogang 已提交
36 37 38
      system_allocator_(std::move(system_allocator)) {}

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

46
    system_allocator_->Free(block, block->size(cache_), block->index(cache_));
L
liaogang 已提交
47 48 49
    cache_.invalidate(block);
    pool_.erase(pool_.begin());
  }
L
liaogang 已提交
50 51 52 53 54 55 56 57 58
}

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
59 60
  size_t size =
      align(unaligned_size + sizeof(MemoryBlock::Desc), min_chunk_size_);
L
liaogang 已提交
61 62 63 64

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

M
minqiyang 已提交
65 66
  VLOG(10) << "Allocate " << unaligned_size << " bytes from chunk size "
           << size;
L
liaogang 已提交
67 68 69

  // if the allocation is huge, send directly to the system allocator
  if (size > max_chunk_size_) {
M
minqiyang 已提交
70
    VLOG(10) << "Allocate from system allocator.";
L
liaogang 已提交
71 72 73 74 75 76 77 78
    return SystemAlloc(size);
  }

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

  // refill the pool if failure
  if (it == pool_.end()) {
79
    it = RefillPool(size);
L
liaogang 已提交
80 81 82 83
    // if still failure, fail fatally
    if (it == pool_.end()) {
      return nullptr;
    }
L
liaogang 已提交
84
  } else {
M
minqiyang 已提交
85 86 87
    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
88 89 90 91 92 93 94 95 96
  }

  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
97
void BuddyAllocator::Free(void* p) {
L
liaogang 已提交
98
  // Point back to metadata
L
liaogang 已提交
99 100
  auto block = static_cast<MemoryBlock*>(p)->metadata();

L
liaogang 已提交
101
  // Acquire the allocator lock
L
liaogang 已提交
102
  std::lock_guard<std::mutex> lock(mutex_);
L
liaogang 已提交
103

M
minqiyang 已提交
104
  VLOG(10) << "Free from address " << block;
L
liaogang 已提交
105 106

  if (block->type(cache_) == MemoryBlock::HUGE_CHUNK) {
M
minqiyang 已提交
107
    VLOG(10) << "Free directly from system allocator";
L
liaogang 已提交
108 109 110 111
    system_allocator_->Free(block, block->total_size(cache_),
                            block->index(cache_));

    // Invalidate GPU allocation from cache
112 113
    cache_.invalidate(block);

L
liaogang 已提交
114 115 116
    return;
  }

Y
Update  
Yi Wang 已提交
117
  block->mark_as_free(&cache_);
L
liaogang 已提交
118 119 120 121 122 123

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

  // Trying to merge the right buddy
  if (block->has_right_buddy(cache_)) {
M
minqiyang 已提交
124 125
    VLOG(10) << "Merging this block " << block << " with its right buddy "
             << block->right_buddy(cache_);
126 127 128 129 130

    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
131 132 133
      pool_.erase(IndexSizeAddress(right_buddy->index(cache_),
                                   right_buddy->total_size(cache_),
                                   right_buddy));
134 135

      // merge its right buddy to the block
Y
Update  
Yi Wang 已提交
136
      block->merge(&cache_, right_buddy);
137
    }
L
liaogang 已提交
138 139 140 141
  }

  // Trying to merge the left buddy
  if (block->has_left_buddy(cache_)) {
M
minqiyang 已提交
142 143
    VLOG(10) << "Merging this block " << block << " with its left buddy "
             << block->left_buddy(cache_);
144 145 146 147 148

    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
149 150
      pool_.erase(IndexSizeAddress(left_buddy->index(cache_),
                                   left_buddy->total_size(cache_), left_buddy));
151 152

      // merge the block to its left buddy
Y
Update  
Yi Wang 已提交
153
      left_buddy->merge(&cache_, block);
154 155
      block = left_buddy;
    }
L
liaogang 已提交
156 157 158
  }

  // Dumping this block into pool
M
minqiyang 已提交
159 160
  VLOG(10) << "Inserting free block (" << block << ", "
           << block->total_size(cache_) << ")";
L
liaogang 已提交
161 162
  pool_.insert(
      IndexSizeAddress(block->index(cache_), block->total_size(cache_), block));
L
liaogang 已提交
163

164 165 166 167
  if (FLAGS_free_idle_memory) {
    // Clean up if existing too much free memory
    // Prefer freeing fallback allocation first
    CleanIdleFallBackAlloc();
L
liaogang 已提交
168

169 170 171
    // Free normal allocation
    CleanIdleNormalAlloc();
  }
L
liaogang 已提交
172 173
}

L
liaogang 已提交
174
size_t BuddyAllocator::Used() { return total_used_; }
D
Dun Liang 已提交
175 176
size_t BuddyAllocator::GetMinChunkSize() { return min_chunk_size_; }
size_t BuddyAllocator::GetMaxChunkSize() { return max_chunk_size_; }
L
liaogang 已提交
177

L
liaogang 已提交
178 179
void* BuddyAllocator::SystemAlloc(size_t size) {
  size_t index = 0;
Y
Update  
Yi Wang 已提交
180
  void* p = system_allocator_->Alloc(&index, size);
L
liaogang 已提交
181

M
minqiyang 已提交
182
  VLOG(10) << "Allocated " << p << " from system allocator.";
L
liaogang 已提交
183 184 185

  if (p == nullptr) return nullptr;

Y
Update  
Yi Wang 已提交
186
  static_cast<MemoryBlock*>(p)->init(&cache_, MemoryBlock::HUGE_CHUNK, index,
L
liaogang 已提交
187 188 189 190 191
                                     size, nullptr, nullptr);

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

192 193
BuddyAllocator::PoolSet::iterator BuddyAllocator::RefillPool(
    size_t request_bytes) {
Z
zhhsplendid 已提交
194 195 196
  size_t allocate_bytes = max_chunk_size_;
  size_t index = 0;

197
#ifdef PADDLE_WITH_CUDA
L
liaogang 已提交
198 199
  if (system_allocator_->UseGpu()) {
    if ((total_used_ + total_free_) == 0) {
Z
zhhsplendid 已提交
200
      // Compute the allocation size for gpu for the first allocation.
201
      allocate_bytes = std::max(platform::GpuInitAllocSize(), request_bytes);
Z
zhhsplendid 已提交
202 203 204 205 206
    } else {
      // Reallocation size
      if (realloc_size_ == 0) {
        realloc_size_ = platform::GpuReallocSize();
      }
207
      allocate_bytes = std::max(realloc_size_, request_bytes);
L
liaogang 已提交
208 209
    }
  }
L
Luo Tao 已提交
210
#endif
L
liaogang 已提交
211

Z
zhhsplendid 已提交
212 213
  // Allocate a new block
  void* p = system_allocator_->Alloc(&index, allocate_bytes);
L
liaogang 已提交
214 215 216

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

M
minqiyang 已提交
217 218
  VLOG(10) << "Creating and inserting new block " << p
           << " from system allocator";
L
liaogang 已提交
219

Y
Yi Wang 已提交
220
  static_cast<MemoryBlock*>(p)->init(&cache_, MemoryBlock::FREE_CHUNK, index,
Z
zhhsplendid 已提交
221
                                     allocate_bytes, nullptr, nullptr);
L
liaogang 已提交
222

223 224 225 226 227 228
  // gpu fallback allocation
  if (system_allocator_->UseGpu() &&
      static_cast<MemoryBlock*>(p)->index(cache_) == 1) {
    fallback_alloc_count_++;
  }

Z
zhhsplendid 已提交
229
  total_free_ += allocate_bytes;
L
liaogang 已提交
230 231

  // dump the block into pool
Z
zhhsplendid 已提交
232
  return pool_.insert(IndexSizeAddress(index, allocate_bytes, p)).first;
L
liaogang 已提交
233 234 235 236 237 238
}

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

  while (1) {
L
liaogang 已提交
239
    auto it = pool_.lower_bound(IndexSizeAddress(index, size, nullptr));
240 241

    // no match chunk memory
L
liaogang 已提交
242 243 244
    if (it == pool_.end()) return it;

    if (std::get<0>(*it) > index) {
245
      // find suitable one
L
liaogang 已提交
246 247 248
      if (std::get<1>(*it) >= size) {
        return it;
      }
249
      // update and continue
L
liaogang 已提交
250 251 252 253 254 255 256 257 258 259 260 261
      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);

M
minqiyang 已提交
262 263
  VLOG(10) << "Split block (" << block << ", " << block->total_size(cache_)
           << ") into";
Y
Update  
Yi Wang 已提交
264
  block->split(&cache_, size);
L
liaogang 已提交
265

M
minqiyang 已提交
266 267
  VLOG(10) << "Left block (" << block << ", " << block->total_size(cache_)
           << ")";
Y
Update  
Yi Wang 已提交
268
  block->set_type(&cache_, MemoryBlock::ARENA_CHUNK);
L
liaogang 已提交
269 270 271 272

  // the rest of memory if exist
  if (block->has_right_buddy(cache_)) {
    if (block->right_buddy(cache_)->type(cache_) == MemoryBlock::FREE_CHUNK) {
M
minqiyang 已提交
273 274
      VLOG(10) << "Insert right block (" << block->right_buddy(cache_) << ", "
               << block->right_buddy(cache_)->total_size(cache_) << ")";
L
liaogang 已提交
275

L
liaogang 已提交
276 277 278 279
      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
280 281 282 283
    }
  }

  return block;
284 285
}

L
liaogang 已提交
286
void BuddyAllocator::CleanIdleFallBackAlloc() {
287 288 289 290 291 292 293 294 295 296 297 298 299 300
  // 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;
    }

M
minqiyang 已提交
301
    VLOG(10) << "Return block " << block << " to fallback allocator.";
302

303
    system_allocator_->Free(block, block->size(cache_), block->index(cache_));
304 305 306 307
    cache_.invalidate(block);

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

308
    total_free_ -= block->size(cache_);
309 310 311 312 313
    fallback_alloc_count_--;

    // If no fall allocation exists, return directly
    if (!fallback_alloc_count_) return;
  }
314 315
}

316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336
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));

M
minqiyang 已提交
337
    VLOG(10) << "Return block " << block << " to base allocator.";
338

339
    system_allocator_->Free(block, block->size(cache_), block->index(cache_));
340 341 342 343
    cache_.invalidate(block);

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

344
    total_free_ -= block->size(cache_);
345 346 347 348

    if (!shall_free_alloc()) return;
  }
}
L
liaogang 已提交
349

350 351 352
}  // namespace detail
}  // namespace memory
}  // namespace paddle