util_allocator.cuh

/******************************************************************************
 * 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.
 *
 ******************************************************************************/
 
/******************************************************************************
 * Simple caching allocator for device memory allocations. The allocator is
 * thread-safe and capable of managing device allocations on multiple devices.
 ******************************************************************************/
 
#pragma once
 
#include "util_namespace.cuh"
#include "util_debug.cuh"
 
#include <set>
#include <map>
 
#include "host/mutex.cuh"
#include <math.h>
 
CUB_NS_PREFIX
 
namespace cub {
 
 
/******************************************************************************
 * CachingDeviceAllocator (host use)
 ******************************************************************************/
 
struct CachingDeviceAllocator
{
 
    //---------------------------------------------------------------------
    // Constants
    //---------------------------------------------------------------------
 
    static const unsigned int INVALID_BIN = (unsigned int) -1;
 
    static const size_t INVALID_SIZE = (size_t) -1;
 
#ifndef DOXYGEN_SHOULD_SKIP_THIS    // Do not document
 
    static const int INVALID_DEVICE_ORDINAL = -1;
 
    //---------------------------------------------------------------------
    // Type definitions and helper types
    //---------------------------------------------------------------------
 
    struct BlockDescriptor
    {
        void*           d_ptr;              // Device 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 and device)
        BlockDescriptor(void *d_ptr, int device) :
            d_ptr(d_ptr),
            bytes(0),
            bin(INVALID_BIN),
            device(device),
            associated_stream(0),
            ready_event(0)
        {}
 
        // Constructor (suitable for searching maps for a range of suitable blocks, given a device)
        BlockDescriptor(int device) :
            d_ptr(NULL),
            bytes(0),
            bin(INVALID_BIN),
            device(device),
            associated_stream(0),
            ready_event(0)
        {}
 
        // Comparison functor for comparing device pointers
        static bool PtrCompare(const BlockDescriptor &a, const BlockDescriptor &b)
        {
            if (a.device == b.device)
                return (a.d_ptr < b.d_ptr);
            else
                return (a.device < b.device);
        }
 
        // Comparison functor for comparing allocation sizes
        static bool SizeCompare(const BlockDescriptor &a, const BlockDescriptor &b)
        {
            if (a.device == b.device)
                return (a.bytes < b.bytes);
            else
                return (a.device < b.device);
        }
    };
 
    typedef bool (*Compare)(const BlockDescriptor &, const BlockDescriptor &);
 
    class TotalBytes {
    public:
        size_t free;
        size_t live;
        TotalBytes() { free = live = 0; }
    };
 
    typedef std::multiset<BlockDescriptor, Compare> CachedBlocks;
 
    typedef std::multiset<BlockDescriptor, Compare> BusyBlocks;
 
    typedef std::map<int, TotalBytes> GpuCachedBytes;
 
 
    //---------------------------------------------------------------------
    // Utility functions
    //---------------------------------------------------------------------
 
    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;
    }
 
 
    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;              
 
    unsigned int    bin_growth;         
    unsigned int    min_bin;            
    unsigned int    max_bin;            
 
    size_t          min_bin_bytes;      
    size_t          max_bin_bytes;      
    size_t          max_cached_bytes;   
 
    const bool      skip_cleanup;       
    bool            debug;              
 
    GpuCachedBytes  cached_bytes;       
    CachedBlocks    cached_blocks;      
    BusyBlocks      live_blocks;        
 
#endif // DOXYGEN_SHOULD_SKIP_THIS
 
    //---------------------------------------------------------------------
    // Methods
    //---------------------------------------------------------------------
 
    CachingDeviceAllocator(
        unsigned int    bin_growth,                             
        unsigned int    min_bin             = 1,                
        unsigned int    max_bin             = INVALID_BIN,      
        size_t          max_cached_bytes    = INVALID_SIZE,     
        bool            skip_cleanup        = false,            
        bool            debug               = false)            
    :
        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)
    {}
 
 
    CachingDeviceAllocator(
        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)
    {}
 
 
    cudaError_t 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();
 
        return cudaSuccess;
    }
 
 
    cudaError_t DeviceAllocate(
        int             device,             
        void            **d_ptr,            
        size_t          bytes,              
        cudaStream_t    active_stream = 0)  
    {
        *d_ptr                          = NULL;
        int entrypoint_device           = INVALID_DEVICE_ORDINAL;
        cudaError_t error               = cudaSuccess;
 
        if (device == INVALID_DEVICE_ORDINAL)
        {
            if (CubDebug(error = cudaGetDevice(&entrypoint_device))) return error;
            device = entrypoint_device;
        }
 
        // Create a block descriptor for the requested allocation
        bool found = false;
        BlockDescriptor search_key(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 on the same device in the same bin
            CachedBlocks::iterator block_itr = cached_blocks.lower_bound(search_key);
            while ((block_itr != cached_blocks.end())
                    && (block_itr->device == device)
                    && (block_itr->bin == search_key.bin))
            {
                // To prevent races with reusing blocks returned by the host but still
                // in use by the device, only consider cached blocks that are
                // either (from the active stream) or (from an idle stream)
                if ((active_stream == block_itr->associated_stream) ||
                    (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;
                    live_blocks.insert(search_key);
 
                    // Remove from free blocks
                    cached_bytes[device].free -= search_key.bytes;
                    cached_bytes[device].live += search_key.bytes;
 
                    if (debug) _CubLog("\tDevice %d reused cached block at %p (%lld bytes) for stream %lld (previously associated with stream %lld).\n",
                        device, search_key.d_ptr, (long long) search_key.bytes, (long long) search_key.associated_stream, (long long)  block_itr->associated_stream);
 
                    cached_blocks.erase(block_itr);
 
                    break;
                }
                block_itr++;
            }
 
            // Done searching: unlock
            mutex.Unlock();
        }
 
        // Allocate the block if necessary
        if (!found)
        {
            // Set runtime's current device to specified device (entrypoint may not be set)
            if (device != entrypoint_device)
            {
                if (CubDebug(error = cudaGetDevice(&entrypoint_device))) return error;
                if (CubDebug(error = cudaSetDevice(device))) return error;
            }
 
            // Attempt to allocate
            if (CubDebug(error = cudaMalloc(&search_key.d_ptr, search_key.bytes)) == cudaErrorMemoryAllocation)
            {
                // The allocation attempt failed: free all cached blocks on device and retry
                if (debug) _CubLog("\tDevice %d failed to allocate %lld bytes for stream %lld, retrying after freeing cached allocations",
                      device, (long long) search_key.bytes, (long long) search_key.associated_stream);
 
                error = cudaSuccess;    // Reset the error we will return
                cudaGetLastError();     // Reset CUDART's error
 
                // Lock
                mutex.Lock();
 
                // Iterate the range of free blocks on the same device
                BlockDescriptor free_key(device);
                CachedBlocks::iterator block_itr = cached_blocks.lower_bound(free_key);
 
                while ((block_itr != cached_blocks.end()) && (block_itr->device == device))
                {
                    // No need to worry about synchronization with the device: cudaFree is
                    // blocking and will synchronize across all kernels executing
                    // on the current device
 
                    // Free device memory and destroy stream event.
                    if (CubDebug(error = cudaFree(block_itr->d_ptr))) break;
                    if (CubDebug(error = cudaEventDestroy(block_itr->ready_event))) break;
 
                    // Reduce balance and erase entry
                    cached_bytes[device].free -= block_itr->bytes;
 
                    if (debug) _CubLog("\tDevice %d freed %lld bytes.\n\t\t  %lld available blocks cached (%lld bytes), %lld live blocks (%lld bytes) outstanding.\n",
                        device, (long long) block_itr->bytes, (long long) cached_blocks.size(), (long long) cached_bytes[device].free, (long long) live_blocks.size(), (long long) cached_bytes[device].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 = cudaMalloc(&search_key.d_ptr, search_key.bytes))) 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[device].live += search_key.bytes;
            mutex.Unlock();
 
            if (debug) _CubLog("\tDevice %d allocated new device block at %p (%lld bytes associated with stream %lld).\n",
                      device, search_key.d_ptr, (long long) search_key.bytes, (long long) search_key.associated_stream);
 
            // Attempt to revert back to previous device if necessary
            if ((entrypoint_device != INVALID_DEVICE_ORDINAL) && (entrypoint_device != device))
            {
                if (CubDebug(error = cudaSetDevice(entrypoint_device))) return error;
            }
        }
 
        // Copy device 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[device].free, (long long) live_blocks.size(), (long long) cached_bytes[device].live);
 
        return error;
    }
 
 
    cudaError_t DeviceAllocate(
        void            **d_ptr,            
        size_t          bytes,              
        cudaStream_t    active_stream = 0)  
    {
        return DeviceAllocate(INVALID_DEVICE_ORDINAL, d_ptr, bytes, active_stream);
    }
 
 
    cudaError_t DeviceFree(
        int             device,
        void*           d_ptr)
    {
        int entrypoint_device           = INVALID_DEVICE_ORDINAL;
        cudaError_t error               = cudaSuccess;
 
        if (device == INVALID_DEVICE_ORDINAL)
        {
            if (CubDebug(error = cudaGetDevice(&entrypoint_device)))
                return error;
            device = entrypoint_device;
        }
 
        // Lock
        mutex.Lock();
 
        // Find corresponding block descriptor
        bool recached = false;
        BlockDescriptor search_key(d_ptr, device);
        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[device].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[device].free + search_key.bytes <= max_cached_bytes))
            {
                // Insert returned allocation into free blocks
                recached = true;
                cached_blocks.insert(search_key);
                cached_bytes[device].free += search_key.bytes;
 
                if (debug) _CubLog("\tDevice %d returned %lld bytes from associated stream %lld.\n\t\t %lld available blocks cached (%lld bytes), %lld live blocks outstanding. (%lld bytes)\n",
                    device, (long long) search_key.bytes, (long long) search_key.associated_stream, (long long) cached_blocks.size(),
                    (long long) cached_bytes[device].free, (long long) live_blocks.size(), (long long) cached_bytes[device].live);
            }
        }
 
        // Unlock
        mutex.Unlock();
 
        // First set to specified device (entrypoint may not be set)
        if (device != entrypoint_device)
        {
            if (CubDebug(error = cudaGetDevice(&entrypoint_device))) return error;
            if (CubDebug(error = cudaSetDevice(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;
        }
        else
        {
            // Free the allocation from the runtime and cleanup the event.
            if (CubDebug(error = cudaFree(d_ptr))) return error;
            if (CubDebug(error = cudaEventDestroy(search_key.ready_event))) return error;
 
            if (debug) _CubLog("\tDevice %d freed %lld bytes from associated stream %lld.\n\t\t  %lld available blocks cached (%lld bytes), %lld live blocks (%lld bytes) outstanding.\n",
                device, (long long) search_key.bytes, (long long) search_key.associated_stream, (long long) cached_blocks.size(), (long long) cached_bytes[device].free, (long long) live_blocks.size(), (long long) cached_bytes[device].live);
        }
 
        // Reset device
        if ((entrypoint_device != INVALID_DEVICE_ORDINAL) && (entrypoint_device != device))
        {
            if (CubDebug(error = cudaSetDevice(entrypoint_device))) return error;
        }
 
        return error;
    }
 
 
    cudaError_t DeviceFree(
        void*           d_ptr)
    {
        return DeviceFree(INVALID_DEVICE_ORDINAL, d_ptr);
    }
 
 
    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 device memory
            if (CubDebug(error = cudaFree(begin->d_ptr))) break;
            if (CubDebug(error = cudaEventDestroy(begin->ready_event))) break;
 
            // Reduce balance and erase entry
            cached_bytes[current_device].free -= begin->bytes;
 
            if (debug) _CubLog("\tDevice %d freed %lld bytes.\n\t\t  %lld available blocks cached (%lld bytes), %lld live blocks (%lld bytes) outstanding.\n",
                current_device, (long long) begin->bytes, (long long) cached_blocks.size(), (long long) cached_bytes[current_device].free, (long long) live_blocks.size(), (long long) cached_bytes[current_device].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;
    }
 
 
    virtual ~CachingDeviceAllocator()
    {
        if (!skip_cleanup)
            FreeAllCached();
    }
 
};
 
 
 
       // end group UtilMgmt
 
}               // CUB namespace
CUB_NS_POSTFIX  // Optional outer namespace(s)