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CachingHostAllocator.h
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CachingHostAllocator.h
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#ifndef HeterogenousCore_CUDAUtilities_src_CachingHostAllocator_h
#define HeterogenousCore_CUDAUtilities_src_CachingHostAllocator_h
/******************************************************************************
* Copyright (c) 2011, Duane Merrill. All rights reserved.
* Copyright (c) 2011-2018, NVIDIA CORPORATION. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
* * Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
* * Neither the name of the NVIDIA CORPORATION nor the
* names of its contributors may be used to endorse or promote products
* derived from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
* ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
* WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE FOR ANY
* DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
* (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
* ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
* SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
******************************************************************************/
/**
* Modified to cache pinned host allocations by Matti Kortelainen
*/
/******************************************************************************
* Simple caching allocator for pinned host memory allocations. The allocator is
* thread-safe.
******************************************************************************/
#include <cmath>
#include <map>
#include <set>
#include <cub/util_debug.cuh>
#include <cub/host/mutex.cuh>
/// CUB namespace
namespace notcub {
/**
* \addtogroup UtilMgmt
* @{
*/
/******************************************************************************
* CachingHostAllocator (host use)
******************************************************************************/
/**
* \brief A simple caching allocator pinned host memory allocations.
*
* \par Overview
* The allocator is thread-safe. It behaves as follows:
*
* I presume the CUDA stream-safeness is not useful as to read/write
* from/to the pinned host memory one needs to synchronize anyway. The
* difference wrt. device memory is that in the CPU all operations to
* the device memory are scheduled via the CUDA stream, while for the
* host memory one can perform operations directly.
*
* \par
* - Allocations are categorized and cached by bin size. A new allocation request of
* a given size will only consider cached allocations within the corresponding bin.
* - Bin limits progress geometrically in accordance with the growth factor
* \p bin_growth provided during construction. Unused host allocations within
* a larger bin cache are not reused for allocation requests that categorize to
* smaller bin sizes.
* - Allocation requests below (\p bin_growth ^ \p min_bin) are rounded up to
* (\p bin_growth ^ \p min_bin).
* - Allocations above (\p bin_growth ^ \p max_bin) are not rounded up to the nearest
* bin and are simply freed when they are deallocated instead of being returned
* to a bin-cache.
* - %If the total storage of cached allocations will exceed
* \p max_cached_bytes, allocations are simply freed when they are
* deallocated instead of being returned to their bin-cache.
*
* \par
* For example, the default-constructed CachingHostAllocator is configured with:
* - \p bin_growth = 8
* - \p min_bin = 3
* - \p max_bin = 7
* - \p max_cached_bytes = 6MB - 1B
*
* \par
* which delineates five bin-sizes: 512B, 4KB, 32KB, 256KB, and 2MB
* and sets a maximum of 6,291,455 cached bytes
*
*/
struct CachingHostAllocator {
//---------------------------------------------------------------------
// Constants
//---------------------------------------------------------------------
/// Out-of-bounds bin
static const unsigned int INVALID_BIN = (unsigned int)-1;
/// Invalid size
static const size_t INVALID_SIZE = (size_t)-1;
#ifndef DOXYGEN_SHOULD_SKIP_THIS // Do not document
/// Invalid device ordinal
static const int INVALID_DEVICE_ORDINAL = -1;
//---------------------------------------------------------------------
// Type definitions and helper types
//---------------------------------------------------------------------
/**
* Descriptor for pinned host memory allocations
*/
struct BlockDescriptor {
void *d_ptr; // Host pointer
size_t bytes; // Size of allocation in bytes
unsigned int bin; // Bin enumeration
int device; // device ordinal
cudaStream_t associated_stream; // Associated associated_stream
cudaEvent_t ready_event; // Signal when associated stream has run to the point at which this block was freed
// Constructor (suitable for searching maps for a specific block, given its pointer)
BlockDescriptor(void *d_ptr)
: d_ptr(d_ptr),
bytes(0),
bin(INVALID_BIN),
device(INVALID_DEVICE_ORDINAL),
associated_stream(nullptr),
ready_event(nullptr) {}
// Constructor (suitable for searching maps for a range of suitable blocks)
BlockDescriptor()
: d_ptr(nullptr),
bytes(0),
bin(INVALID_BIN),
device(INVALID_DEVICE_ORDINAL),
associated_stream(nullptr),
ready_event(nullptr) {}
// Comparison functor for comparing host pointers
static bool PtrCompare(const BlockDescriptor &a, const BlockDescriptor &b) { return (a.d_ptr < b.d_ptr); }
// Comparison functor for comparing allocation sizes
static bool SizeCompare(const BlockDescriptor &a, const BlockDescriptor &b) { return (a.bytes < b.bytes); }
};
/// BlockDescriptor comparator function interface
typedef bool (*Compare)(const BlockDescriptor &, const BlockDescriptor &);
class TotalBytes {
public:
size_t free;
size_t live;
TotalBytes() { free = live = 0; }
};
/// Set type for cached blocks (ordered by size)
typedef std::multiset<BlockDescriptor, Compare> CachedBlocks;
/// Set type for live blocks (ordered by ptr)
typedef std::multiset<BlockDescriptor, Compare> BusyBlocks;
//---------------------------------------------------------------------
// Utility functions
//---------------------------------------------------------------------
/**
* Integer pow function for unsigned base and exponent
*/
static unsigned int IntPow(unsigned int base, unsigned int exp) {
unsigned int retval = 1;
while (exp > 0) {
if (exp & 1) {
retval = retval * base; // multiply the result by the current base
}
base = base * base; // square the base
exp = exp >> 1; // divide the exponent in half
}
return retval;
}
/**
* Round up to the nearest power-of
*/
void NearestPowerOf(unsigned int &power, size_t &rounded_bytes, unsigned int base, size_t value) {
power = 0;
rounded_bytes = 1;
if (value * base < value) {
// Overflow
power = sizeof(size_t) * 8;
rounded_bytes = size_t(0) - 1;
return;
}
while (rounded_bytes < value) {
rounded_bytes *= base;
power++;
}
}
//---------------------------------------------------------------------
// Fields
//---------------------------------------------------------------------
cub::Mutex mutex; /// Mutex for thread-safety
unsigned int bin_growth; /// Geometric growth factor for bin-sizes
unsigned int min_bin; /// Minimum bin enumeration
unsigned int max_bin; /// Maximum bin enumeration
size_t min_bin_bytes; /// Minimum bin size
size_t max_bin_bytes; /// Maximum bin size
size_t max_cached_bytes; /// Maximum aggregate cached bytes
const bool
skip_cleanup; /// Whether or not to skip a call to FreeAllCached() when destructor is called. (The CUDA runtime may have already shut down for statically declared allocators)
bool debug; /// Whether or not to print (de)allocation events to stdout
TotalBytes cached_bytes; /// Aggregate cached bytes
CachedBlocks cached_blocks; /// Set of cached pinned host allocations available for reuse
BusyBlocks live_blocks; /// Set of live pinned host allocations currently in use
#endif // DOXYGEN_SHOULD_SKIP_THIS
//---------------------------------------------------------------------
// Methods
//---------------------------------------------------------------------
/**
* \brief Constructor.
*/
CachingHostAllocator(
unsigned int bin_growth, ///< Geometric growth factor for bin-sizes
unsigned int min_bin = 1, ///< Minimum bin (default is bin_growth ^ 1)
unsigned int max_bin = INVALID_BIN, ///< Maximum bin (default is no max bin)
size_t max_cached_bytes = INVALID_SIZE, ///< Maximum aggregate cached bytes (default is no limit)
bool skip_cleanup =
false, ///< Whether or not to skip a call to \p FreeAllCached() when the destructor is called (default is to deallocate)
bool debug = false) ///< Whether or not to print (de)allocation events to stdout (default is no stderr output)
: bin_growth(bin_growth),
min_bin(min_bin),
max_bin(max_bin),
min_bin_bytes(IntPow(bin_growth, min_bin)),
max_bin_bytes(IntPow(bin_growth, max_bin)),
max_cached_bytes(max_cached_bytes),
skip_cleanup(skip_cleanup),
debug(debug),
cached_blocks(BlockDescriptor::SizeCompare),
live_blocks(BlockDescriptor::PtrCompare) {}
/**
* \brief Default constructor.
*
* Configured with:
* \par
* - \p bin_growth = 8
* - \p min_bin = 3
* - \p max_bin = 7
* - \p max_cached_bytes = (\p bin_growth ^ \p max_bin) * 3) - 1 = 6,291,455 bytes
*
* which delineates five bin-sizes: 512B, 4KB, 32KB, 256KB, and 2MB and
* sets a maximum of 6,291,455 cached bytes
*/
CachingHostAllocator(bool skip_cleanup = false, bool debug = false)
: bin_growth(8),
min_bin(3),
max_bin(7),
min_bin_bytes(IntPow(bin_growth, min_bin)),
max_bin_bytes(IntPow(bin_growth, max_bin)),
max_cached_bytes((max_bin_bytes * 3) - 1),
skip_cleanup(skip_cleanup),
debug(debug),
cached_blocks(BlockDescriptor::SizeCompare),
live_blocks(BlockDescriptor::PtrCompare) {}
/**
* \brief Sets the limit on the number bytes this allocator is allowed to cache
*
* Changing the ceiling of cached bytes does not cause any allocations (in-use or
* cached-in-reserve) to be freed. See \p FreeAllCached().
*/
void SetMaxCachedBytes(size_t max_cached_bytes) {
// Lock
mutex.Lock();
if (debug)
_CubLog("Changing max_cached_bytes (%lld -> %lld)\n",
(long long)this->max_cached_bytes,
(long long)max_cached_bytes);
this->max_cached_bytes = max_cached_bytes;
// Unlock
mutex.Unlock();
}
/**
* \brief Provides a suitable allocation of pinned host memory for the given size.
*
* Once freed, the allocation becomes available immediately for reuse.
*/
cudaError_t HostAllocate(
void **d_ptr, ///< [out] Reference to pointer to the allocation
size_t bytes, ///< [in] Minimum number of bytes for the allocation
cudaStream_t active_stream = nullptr) ///< [in] The stream to be associated with this allocation
{
*d_ptr = nullptr;
int device = INVALID_DEVICE_ORDINAL;
cudaError_t error = cudaSuccess;
if (CubDebug(error = cudaGetDevice(&device)))
return error;
// Create a block descriptor for the requested allocation
bool found = false;
BlockDescriptor search_key;
search_key.device = device;
search_key.associated_stream = active_stream;
NearestPowerOf(search_key.bin, search_key.bytes, bin_growth, bytes);
if (search_key.bin > max_bin) {
// Bin is greater than our maximum bin: allocate the request
// exactly and give out-of-bounds bin. It will not be cached
// for reuse when returned.
search_key.bin = INVALID_BIN;
search_key.bytes = bytes;
} else {
// Search for a suitable cached allocation: lock
mutex.Lock();
if (search_key.bin < min_bin) {
// Bin is less than minimum bin: round up
search_key.bin = min_bin;
search_key.bytes = min_bin_bytes;
}
// Iterate through the range of cached blocks in the same bin
CachedBlocks::iterator block_itr = cached_blocks.lower_bound(search_key);
while ((block_itr != cached_blocks.end()) && (block_itr->bin == search_key.bin)) {
// To prevent races with reusing blocks returned by the host but still
// in use for transfers, only consider cached blocks that are from an idle stream
if (cudaEventQuery(block_itr->ready_event) != cudaErrorNotReady) {
// Reuse existing cache block. Insert into live blocks.
found = true;
search_key = *block_itr;
search_key.associated_stream = active_stream;
if (search_key.device != device) {
// If "associated" device changes, need to re-create the event on the right device
if (CubDebug(error = cudaSetDevice(search_key.device)))
return error;
if (CubDebug(error = cudaEventDestroy(search_key.ready_event)))
return error;
if (CubDebug(error = cudaSetDevice(device)))
return error;
if (CubDebug(error = cudaEventCreateWithFlags(&search_key.ready_event, cudaEventDisableTiming)))
return error;
search_key.device = device;
}
live_blocks.insert(search_key);
// Remove from free blocks
cached_bytes.free -= search_key.bytes;
cached_bytes.live += search_key.bytes;
if (debug)
_CubLog(
"\tHost reused cached block at %p (%lld bytes) for stream %lld, event %lld on device %lld "
"(previously associated with stream %lld, event %lld).\n",
search_key.d_ptr,
(long long)search_key.bytes,
(long long)search_key.associated_stream,
(long long)search_key.ready_event,
(long long)search_key.device,
(long long)block_itr->associated_stream,
(long long)block_itr->ready_event);
cached_blocks.erase(block_itr);
break;
}
block_itr++;
}
// Done searching: unlock
mutex.Unlock();
}
// Allocate the block if necessary
if (!found) {
// Attempt to allocate
// TODO: eventually support allocation flags
if (CubDebug(error = cudaHostAlloc(&search_key.d_ptr, search_key.bytes, cudaHostAllocDefault)) ==
cudaErrorMemoryAllocation) {
// The allocation attempt failed: free all cached blocks on device and retry
if (debug)
_CubLog(
"\tHost failed to allocate %lld bytes for stream %lld on device %lld, retrying after freeing cached "
"allocations",
(long long)search_key.bytes,
(long long)search_key.associated_stream,
(long long)search_key.device);
error = cudaSuccess; // Reset the error we will return
cudaGetLastError(); // Reset CUDART's error
// Lock
mutex.Lock();
// Iterate the range of free blocks
CachedBlocks::iterator block_itr = cached_blocks.begin();
while ((block_itr != cached_blocks.end())) {
// No need to worry about synchronization with the device: cudaFree is
// blocking and will synchronize across all kernels executing
// on the current device
// Free pinned host memory.
if (CubDebug(error = cudaFreeHost(block_itr->d_ptr)))
break;
if (CubDebug(error = cudaEventDestroy(block_itr->ready_event)))
break;
// Reduce balance and erase entry
cached_bytes.free -= block_itr->bytes;
if (debug)
_CubLog(
"\tHost freed %lld bytes.\n\t\t %lld available blocks cached (%lld bytes), %lld live blocks (%lld "
"bytes) outstanding.\n",
(long long)block_itr->bytes,
(long long)cached_blocks.size(),
(long long)cached_bytes.free,
(long long)live_blocks.size(),
(long long)cached_bytes.live);
cached_blocks.erase(block_itr);
block_itr++;
}
// Unlock
mutex.Unlock();
// Return under error
if (error)
return error;
// Try to allocate again
if (CubDebug(error = cudaHostAlloc(&search_key.d_ptr, search_key.bytes, cudaHostAllocDefault)))
return error;
}
// Create ready event
if (CubDebug(error = cudaEventCreateWithFlags(&search_key.ready_event, cudaEventDisableTiming)))
return error;
// Insert into live blocks
mutex.Lock();
live_blocks.insert(search_key);
cached_bytes.live += search_key.bytes;
mutex.Unlock();
if (debug)
_CubLog(
"\tHost allocated new host block at %p (%lld bytes associated with stream %lld, event %lld on device "
"%lld).\n",
search_key.d_ptr,
(long long)search_key.bytes,
(long long)search_key.associated_stream,
(long long)search_key.ready_event,
(long long)search_key.device);
}
// Copy host pointer to output parameter
*d_ptr = search_key.d_ptr;
if (debug)
_CubLog("\t\t%lld available blocks cached (%lld bytes), %lld live blocks outstanding(%lld bytes).\n",
(long long)cached_blocks.size(),
(long long)cached_bytes.free,
(long long)live_blocks.size(),
(long long)cached_bytes.live);
return error;
}
/**
* \brief Frees a live allocation of pinned host memory, returning it to the allocator.
*
* Once freed, the allocation becomes available immediately for reuse.
*/
cudaError_t HostFree(void *d_ptr) {
int entrypoint_device = INVALID_DEVICE_ORDINAL;
cudaError_t error = cudaSuccess;
// Lock
mutex.Lock();
// Find corresponding block descriptor
bool recached = false;
BlockDescriptor search_key(d_ptr);
BusyBlocks::iterator block_itr = live_blocks.find(search_key);
if (block_itr != live_blocks.end()) {
// Remove from live blocks
search_key = *block_itr;
live_blocks.erase(block_itr);
cached_bytes.live -= search_key.bytes;
// Keep the returned allocation if bin is valid and we won't exceed the max cached threshold
if ((search_key.bin != INVALID_BIN) && (cached_bytes.free + search_key.bytes <= max_cached_bytes)) {
// Insert returned allocation into free blocks
recached = true;
cached_blocks.insert(search_key);
cached_bytes.free += search_key.bytes;
if (debug)
_CubLog(
"\tHost returned %lld bytes from associated stream %lld, event %lld on device %lld.\n\t\t %lld "
"available blocks cached (%lld bytes), %lld live blocks outstanding. (%lld bytes)\n",
(long long)search_key.bytes,
(long long)search_key.associated_stream,
(long long)search_key.ready_event,
(long long)search_key.device,
(long long)cached_blocks.size(),
(long long)cached_bytes.free,
(long long)live_blocks.size(),
(long long)cached_bytes.live);
}
}
if (CubDebug(error = cudaGetDevice(&entrypoint_device)))
return error;
if (entrypoint_device != search_key.device) {
if (CubDebug(error = cudaSetDevice(search_key.device)))
return error;
}
if (recached) {
// Insert the ready event in the associated stream (must have current device set properly)
if (CubDebug(error = cudaEventRecord(search_key.ready_event, search_key.associated_stream)))
return error;
}
// Unlock
mutex.Unlock();
if (!recached) {
// Free the allocation from the runtime and cleanup the event.
if (CubDebug(error = cudaFreeHost(d_ptr)))
return error;
if (CubDebug(error = cudaEventDestroy(search_key.ready_event)))
return error;
if (debug)
_CubLog(
"\tHost freed %lld bytes from associated stream %lld, event %lld on device %lld.\n\t\t %lld available "
"blocks cached (%lld bytes), %lld live blocks (%lld bytes) outstanding.\n",
(long long)search_key.bytes,
(long long)search_key.associated_stream,
(long long)search_key.ready_event,
(long long)search_key.device,
(long long)cached_blocks.size(),
(long long)cached_bytes.free,
(long long)live_blocks.size(),
(long long)cached_bytes.live);
}
// Reset device
if ((entrypoint_device != INVALID_DEVICE_ORDINAL) && (entrypoint_device != search_key.device)) {
if (CubDebug(error = cudaSetDevice(entrypoint_device)))
return error;
}
return error;
}
/**
* \brief Frees all cached pinned host allocations
*/
cudaError_t FreeAllCached() {
cudaError_t error = cudaSuccess;
int entrypoint_device = INVALID_DEVICE_ORDINAL;
int current_device = INVALID_DEVICE_ORDINAL;
mutex.Lock();
while (!cached_blocks.empty()) {
// Get first block
CachedBlocks::iterator begin = cached_blocks.begin();
// Get entry-point device ordinal if necessary
if (entrypoint_device == INVALID_DEVICE_ORDINAL) {
if (CubDebug(error = cudaGetDevice(&entrypoint_device)))
break;
}
// Set current device ordinal if necessary
if (begin->device != current_device) {
if (CubDebug(error = cudaSetDevice(begin->device)))
break;
current_device = begin->device;
}
// Free host memory
if (CubDebug(error = cudaFreeHost(begin->d_ptr)))
break;
if (CubDebug(error = cudaEventDestroy(begin->ready_event)))
break;
// Reduce balance and erase entry
cached_bytes.free -= begin->bytes;
if (debug)
_CubLog(
"\tHost freed %lld bytes.\n\t\t %lld available blocks cached (%lld bytes), %lld live blocks (%lld "
"bytes) outstanding.\n",
(long long)begin->bytes,
(long long)cached_blocks.size(),
(long long)cached_bytes.free,
(long long)live_blocks.size(),
(long long)cached_bytes.live);
cached_blocks.erase(begin);
}
mutex.Unlock();
// Attempt to revert back to entry-point device if necessary
if (entrypoint_device != INVALID_DEVICE_ORDINAL) {
if (CubDebug(error = cudaSetDevice(entrypoint_device)))
return error;
}
return error;
}
/**
* \brief Destructor
*/
~CachingHostAllocator() {
if (!skip_cleanup)
FreeAllCached();
}
};
/** @} */ // end group UtilMgmt
} // namespace notcub
#endif