single_pass_scan_operators.cuh 26.8 KB
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815
/******************************************************************************
 * 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.
 *
 ******************************************************************************/

/**
 * \file
 * Callback operator types for supplying BlockScan prefixes
 */

#pragma once

#include <iterator>

#include "../thread/thread_load.cuh"
#include "../thread/thread_store.cuh"
#include "../warp/warp_reduce.cuh"
#include "../util_arch.cuh"
#include "../util_device.cuh"
#include "../util_namespace.cuh"

/// Optional outer namespace(s)
CUB_NS_PREFIX

/// CUB namespace
namespace cub {


/******************************************************************************
 * Prefix functor type for maintaining a running prefix while scanning a
 * region independent of other thread blocks
 ******************************************************************************/

/**
 * Stateful callback operator type for supplying BlockScan prefixes.
 * Maintains a running prefix that can be applied to consecutive
 * BlockScan operations.
 */
template <
    typename T,                 ///< BlockScan value type
    typename ScanOpT>            ///< Wrapped scan operator type
struct BlockScanRunningPrefixOp
{
    ScanOpT     op;                 ///< Wrapped scan operator
    T           running_total;      ///< Running block-wide prefix

    /// Constructor
    __device__ __forceinline__ BlockScanRunningPrefixOp(ScanOpT op)
    :
        op(op)
    {}

    /// Constructor
    __device__ __forceinline__ BlockScanRunningPrefixOp(
        T starting_prefix,
        ScanOpT op)
    :
        op(op),
        running_total(starting_prefix)
    {}

    /**
     * Prefix callback operator.  Returns the block-wide running_total in thread-0.
     */
    __device__ __forceinline__ T operator()(
        const T &block_aggregate)              ///< The aggregate sum of the BlockScan inputs
    {
        T retval = running_total;
        running_total = op(running_total, block_aggregate);
        return retval;
    }
};


/******************************************************************************
 * Generic tile status interface types for block-cooperative scans
 ******************************************************************************/

/**
 * Enumerations of tile status
 */
enum ScanTileStatus
{
    SCAN_TILE_OOB,          // Out-of-bounds (e.g., padding)
    SCAN_TILE_INVALID = 99, // Not yet processed
    SCAN_TILE_PARTIAL,      // Tile aggregate is available
    SCAN_TILE_INCLUSIVE,    // Inclusive tile prefix is available
};


/**
 * Tile status interface.
 */
template <
    typename    T,
    bool        SINGLE_WORD = Traits<T>::PRIMITIVE>
struct ScanTileState;


/**
 * Tile status interface specialized for scan status and value types
 * that can be combined into one machine word that can be
 * read/written coherently in a single access.
 */
template <typename T>
struct ScanTileState<T, true>
{
    // Status word type
    typedef typename If<(sizeof(T) == 8),
        long long,
        typename If<(sizeof(T) == 4),
            int,
            typename If<(sizeof(T) == 2),
                short,
                char>::Type>::Type>::Type StatusWord;


    // Unit word type
    typedef typename If<(sizeof(T) == 8),
        longlong2,
        typename If<(sizeof(T) == 4),
            int2,
            typename If<(sizeof(T) == 2),
                int,
                uchar2>::Type>::Type>::Type TxnWord;


    // Device word type
    struct TileDescriptor
    {
        StatusWord  status;
        T           value;
    };


    // Constants
    enum
    {
        TILE_STATUS_PADDING = CUB_PTX_WARP_THREADS,
    };


    // Device storage
    TxnWord *d_tile_descriptors;

    /// Constructor
    __host__ __device__ __forceinline__
    ScanTileState()
    :
        d_tile_descriptors(NULL)
    {}


    /// Initializer
    __host__ __device__ __forceinline__
    cudaError_t Init(
        int     /*num_tiles*/,                      ///< [in] Number of tiles
        void    *d_temp_storage,                    ///< [in] %Device-accessible allocation of temporary storage.  When NULL, the required allocation size is written to \p temp_storage_bytes and no work is done.
        size_t  /*temp_storage_bytes*/)             ///< [in] Size in bytes of \t d_temp_storage allocation
    {
        d_tile_descriptors = reinterpret_cast<TxnWord*>(d_temp_storage);
        return cudaSuccess;
    }


    /**
     * Compute device memory needed for tile status
     */
    __host__ __device__ __forceinline__
    static cudaError_t AllocationSize(
        int     num_tiles,                          ///< [in] Number of tiles
        size_t  &temp_storage_bytes)                ///< [out] Size in bytes of \t d_temp_storage allocation
    {
        temp_storage_bytes = (num_tiles + TILE_STATUS_PADDING) * sizeof(TileDescriptor);       // bytes needed for tile status descriptors
        return cudaSuccess;
    }


    /**
     * Initialize (from device)
     */
    __device__ __forceinline__ void InitializeStatus(int num_tiles)
    {
        int tile_idx = (blockIdx.x * blockDim.x) + threadIdx.x;

        TxnWord val = TxnWord();
        TileDescriptor *descriptor = reinterpret_cast<TileDescriptor*>(&val);

        if (tile_idx < num_tiles)
        {
            // Not-yet-set
            descriptor->status = StatusWord(SCAN_TILE_INVALID);
            d_tile_descriptors[TILE_STATUS_PADDING + tile_idx] = val;
        }

        if ((blockIdx.x == 0) && (threadIdx.x < TILE_STATUS_PADDING))
        {
            // Padding
            descriptor->status = StatusWord(SCAN_TILE_OOB);
            d_tile_descriptors[threadIdx.x] = val;
        }
    }


    /**
     * Update the specified tile's inclusive value and corresponding status
     */
    __device__ __forceinline__ void SetInclusive(int tile_idx, T tile_inclusive)
    {
        TileDescriptor tile_descriptor;
        tile_descriptor.status = SCAN_TILE_INCLUSIVE;
        tile_descriptor.value = tile_inclusive;

        TxnWord alias;
        *reinterpret_cast<TileDescriptor*>(&alias) = tile_descriptor;
        ThreadStore<STORE_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx, alias);
    }


    /**
     * Update the specified tile's partial value and corresponding status
     */
    __device__ __forceinline__ void SetPartial(int tile_idx, T tile_partial)
    {
        TileDescriptor tile_descriptor;
        tile_descriptor.status = SCAN_TILE_PARTIAL;
        tile_descriptor.value = tile_partial;

        TxnWord alias;
        *reinterpret_cast<TileDescriptor*>(&alias) = tile_descriptor;
        ThreadStore<STORE_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx, alias);
    }

    /**
     * Wait for the corresponding tile to become non-invalid
     */
    __device__ __forceinline__ void WaitForValid(
        int             tile_idx,
        StatusWord      &status,
        T               &value)
    {
        TileDescriptor tile_descriptor;
        do
        {
            __threadfence_block(); // prevent hoisting loads from loop
            TxnWord alias = ThreadLoad<LOAD_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx);
            tile_descriptor = reinterpret_cast<TileDescriptor&>(alias);

        } while (WARP_ANY((tile_descriptor.status == SCAN_TILE_INVALID), 0xffffffff));

        status = tile_descriptor.status;
        value = tile_descriptor.value;
    }

};



/**
 * Tile status interface specialized for scan status and value types that
 * cannot be combined into one machine word.
 */
template <typename T>
struct ScanTileState<T, false>
{
    // Status word type
    typedef char StatusWord;

    // Constants
    enum
    {
        TILE_STATUS_PADDING = CUB_PTX_WARP_THREADS,
    };

    // Device storage
    StatusWord  *d_tile_status;
    T           *d_tile_partial;
    T           *d_tile_inclusive;

    /// Constructor
    __host__ __device__ __forceinline__
    ScanTileState()
    :
        d_tile_status(NULL),
        d_tile_partial(NULL),
        d_tile_inclusive(NULL)
    {}


    /// Initializer
    __host__ __device__ __forceinline__
    cudaError_t Init(
        int     num_tiles,                          ///< [in] Number of tiles
        void    *d_temp_storage,                    ///< [in] %Device-accessible allocation of temporary storage.  When NULL, the required allocation size is written to \p temp_storage_bytes and no work is done.
        size_t  temp_storage_bytes)                 ///< [in] Size in bytes of \t d_temp_storage allocation
    {
        cudaError_t error = cudaSuccess;
        do
        {
            void*   allocations[3];
            size_t  allocation_sizes[3];

            allocation_sizes[0] = (num_tiles + TILE_STATUS_PADDING) * sizeof(StatusWord);           // bytes needed for tile status descriptors
            allocation_sizes[1] = (num_tiles + TILE_STATUS_PADDING) * sizeof(Uninitialized<T>);     // bytes needed for partials
            allocation_sizes[2] = (num_tiles + TILE_STATUS_PADDING) * sizeof(Uninitialized<T>);     // bytes needed for inclusives

            // Compute allocation pointers into the single storage blob
            if (CubDebug(error = AliasTemporaries(d_temp_storage, temp_storage_bytes, allocations, allocation_sizes))) break;

            // Alias the offsets
            d_tile_status       = reinterpret_cast<StatusWord*>(allocations[0]);
            d_tile_partial      = reinterpret_cast<T*>(allocations[1]);
            d_tile_inclusive    = reinterpret_cast<T*>(allocations[2]);
        }
        while (0);

        return error;
    }


    /**
     * Compute device memory needed for tile status
     */
    __host__ __device__ __forceinline__
    static cudaError_t AllocationSize(
        int     num_tiles,                          ///< [in] Number of tiles
        size_t  &temp_storage_bytes)                ///< [out] Size in bytes of \t d_temp_storage allocation
    {
        // Specify storage allocation requirements
        size_t  allocation_sizes[3];
        allocation_sizes[0] = (num_tiles + TILE_STATUS_PADDING) * sizeof(StatusWord);         // bytes needed for tile status descriptors
        allocation_sizes[1] = (num_tiles + TILE_STATUS_PADDING) * sizeof(Uninitialized<T>);   // bytes needed for partials
        allocation_sizes[2] = (num_tiles + TILE_STATUS_PADDING) * sizeof(Uninitialized<T>);   // bytes needed for inclusives

        // Set the necessary size of the blob
        void* allocations[3];
        return CubDebug(AliasTemporaries(NULL, temp_storage_bytes, allocations, allocation_sizes));
    }


    /**
     * Initialize (from device)
     */
    __device__ __forceinline__ void InitializeStatus(int num_tiles)
    {
        int tile_idx = (blockIdx.x * blockDim.x) + threadIdx.x;
        if (tile_idx < num_tiles)
        {
            // Not-yet-set
            d_tile_status[TILE_STATUS_PADDING + tile_idx] = StatusWord(SCAN_TILE_INVALID);
        }

        if ((blockIdx.x == 0) && (threadIdx.x < TILE_STATUS_PADDING))
        {
            // Padding
            d_tile_status[threadIdx.x] = StatusWord(SCAN_TILE_OOB);
        }
    }


    /**
     * Update the specified tile's inclusive value and corresponding status
     */
    __device__ __forceinline__ void SetInclusive(int tile_idx, T tile_inclusive)
    {
        // Update tile inclusive value
        ThreadStore<STORE_CG>(d_tile_inclusive + TILE_STATUS_PADDING + tile_idx, tile_inclusive);

        // Fence
        __threadfence();

        // Update tile status
        ThreadStore<STORE_CG>(d_tile_status + TILE_STATUS_PADDING + tile_idx, StatusWord(SCAN_TILE_INCLUSIVE));
    }


    /**
     * Update the specified tile's partial value and corresponding status
     */
    __device__ __forceinline__ void SetPartial(int tile_idx, T tile_partial)
    {
        // Update tile partial value
        ThreadStore<STORE_CG>(d_tile_partial + TILE_STATUS_PADDING + tile_idx, tile_partial);

        // Fence
        __threadfence();

        // Update tile status
        ThreadStore<STORE_CG>(d_tile_status + TILE_STATUS_PADDING + tile_idx, StatusWord(SCAN_TILE_PARTIAL));
    }

    /**
     * Wait for the corresponding tile to become non-invalid
     */
    __device__ __forceinline__ void WaitForValid(
        int             tile_idx,
        StatusWord      &status,
        T               &value)
    {
        do {
            status = ThreadLoad<LOAD_CG>(d_tile_status + TILE_STATUS_PADDING + tile_idx);

            __threadfence();    // prevent hoisting loads from loop or loads below above this one

        } while (status == SCAN_TILE_INVALID);

        if (status == StatusWord(SCAN_TILE_PARTIAL)) 
            value = ThreadLoad<LOAD_CG>(d_tile_partial + TILE_STATUS_PADDING + tile_idx);
        else
            value = ThreadLoad<LOAD_CG>(d_tile_inclusive + TILE_STATUS_PADDING + tile_idx);
    }
};


/******************************************************************************
 * ReduceByKey tile status interface types for block-cooperative scans
 ******************************************************************************/

/**
 * Tile status interface for reduction by key.
 *
 */
template <
    typename    ValueT,
    typename    KeyT,
    bool        SINGLE_WORD = (Traits<ValueT>::PRIMITIVE) && (sizeof(ValueT) + sizeof(KeyT) < 16)>
struct ReduceByKeyScanTileState;


/**
 * Tile status interface for reduction by key, specialized for scan status and value types that
 * cannot be combined into one machine word.
 */
template <
    typename    ValueT,
    typename    KeyT>
struct ReduceByKeyScanTileState<ValueT, KeyT, false> :
    ScanTileState<KeyValuePair<KeyT, ValueT> >
{
    typedef ScanTileState<KeyValuePair<KeyT, ValueT> > SuperClass;

    /// Constructor
    __host__ __device__ __forceinline__
    ReduceByKeyScanTileState() : SuperClass() {}
};


/**
 * Tile status interface for reduction by key, specialized for scan status and value types that
 * can be combined into one machine word that can be read/written coherently in a single access.
 */
template <
    typename ValueT,
    typename KeyT>
struct ReduceByKeyScanTileState<ValueT, KeyT, true>
{
    typedef KeyValuePair<KeyT, ValueT>KeyValuePairT;

    // Constants
    enum
    {
        PAIR_SIZE           = sizeof(ValueT) + sizeof(KeyT),
        TXN_WORD_SIZE       = 1 << Log2<PAIR_SIZE + 1>::VALUE,
        STATUS_WORD_SIZE    = TXN_WORD_SIZE - PAIR_SIZE,

        TILE_STATUS_PADDING = CUB_PTX_WARP_THREADS,
    };

    // Status word type
    typedef typename If<(STATUS_WORD_SIZE == 8),
        long long,
        typename If<(STATUS_WORD_SIZE == 4),
            int,
            typename If<(STATUS_WORD_SIZE == 2),
                short,
                char>::Type>::Type>::Type StatusWord;

    // Status word type
    typedef typename If<(TXN_WORD_SIZE == 16),
        longlong2,
        typename If<(TXN_WORD_SIZE == 8),
            long long,
            int>::Type>::Type TxnWord;

    // Device word type (for when sizeof(ValueT) == sizeof(KeyT))
    struct TileDescriptorBigStatus
    {
        KeyT        key;
        ValueT      value;
        StatusWord  status;
    };

    // Device word type (for when sizeof(ValueT) != sizeof(KeyT))
    struct TileDescriptorLittleStatus
    {
        ValueT      value;
        StatusWord  status;
        KeyT        key;
    };

    // Device word type
    typedef typename If<
            (sizeof(ValueT) == sizeof(KeyT)),
            TileDescriptorBigStatus,
            TileDescriptorLittleStatus>::Type
        TileDescriptor;


    // Device storage
    TxnWord *d_tile_descriptors;


    /// Constructor
    __host__ __device__ __forceinline__
    ReduceByKeyScanTileState()
    :
        d_tile_descriptors(NULL)
    {}


    /// Initializer
    __host__ __device__ __forceinline__
    cudaError_t Init(
        int     /*num_tiles*/,                      ///< [in] Number of tiles
        void    *d_temp_storage,                    ///< [in] %Device-accessible allocation of temporary storage.  When NULL, the required allocation size is written to \p temp_storage_bytes and no work is done.
        size_t  /*temp_storage_bytes*/)             ///< [in] Size in bytes of \t d_temp_storage allocation
    {
        d_tile_descriptors = reinterpret_cast<TxnWord*>(d_temp_storage);
        return cudaSuccess;
    }


    /**
     * Compute device memory needed for tile status
     */
    __host__ __device__ __forceinline__
    static cudaError_t AllocationSize(
        int     num_tiles,                          ///< [in] Number of tiles
        size_t  &temp_storage_bytes)                ///< [out] Size in bytes of \t d_temp_storage allocation
    {
        temp_storage_bytes = (num_tiles + TILE_STATUS_PADDING) * sizeof(TileDescriptor);       // bytes needed for tile status descriptors
        return cudaSuccess;
    }


    /**
     * Initialize (from device)
     */
    __device__ __forceinline__ void InitializeStatus(int num_tiles)
    {
        int             tile_idx    = (blockIdx.x * blockDim.x) + threadIdx.x;
        TxnWord         val         = TxnWord();
        TileDescriptor  *descriptor = reinterpret_cast<TileDescriptor*>(&val);

        if (tile_idx < num_tiles)
        {
            // Not-yet-set
            descriptor->status = StatusWord(SCAN_TILE_INVALID);
            d_tile_descriptors[TILE_STATUS_PADDING + tile_idx] = val;
        }

        if ((blockIdx.x == 0) && (threadIdx.x < TILE_STATUS_PADDING))
        {
            // Padding
            descriptor->status = StatusWord(SCAN_TILE_OOB);
            d_tile_descriptors[threadIdx.x] = val;
        }
    }


    /**
     * Update the specified tile's inclusive value and corresponding status
     */
    __device__ __forceinline__ void SetInclusive(int tile_idx, KeyValuePairT tile_inclusive)
    {
        TileDescriptor tile_descriptor;
        tile_descriptor.status  = SCAN_TILE_INCLUSIVE;
        tile_descriptor.value   = tile_inclusive.value;
        tile_descriptor.key     = tile_inclusive.key;

        TxnWord alias;
        *reinterpret_cast<TileDescriptor*>(&alias) = tile_descriptor;
        ThreadStore<STORE_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx, alias);
    }


    /**
     * Update the specified tile's partial value and corresponding status
     */
    __device__ __forceinline__ void SetPartial(int tile_idx, KeyValuePairT tile_partial)
    {
        TileDescriptor tile_descriptor;
        tile_descriptor.status  = SCAN_TILE_PARTIAL;
        tile_descriptor.value   = tile_partial.value;
        tile_descriptor.key     = tile_partial.key;

        TxnWord alias;
        *reinterpret_cast<TileDescriptor*>(&alias) = tile_descriptor;
        ThreadStore<STORE_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx, alias);
    }

    /**
     * Wait for the corresponding tile to become non-invalid
     */
    __device__ __forceinline__ void WaitForValid(
        int                     tile_idx,
        StatusWord              &status,
        KeyValuePairT           &value)
    {
//        TxnWord         alias           = ThreadLoad<LOAD_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx);
//        TileDescriptor  tile_descriptor = reinterpret_cast<TileDescriptor&>(alias);
//
//        while (tile_descriptor.status == SCAN_TILE_INVALID)
//        {
//            __threadfence_block(); // prevent hoisting loads from loop
//
//            alias           = ThreadLoad<LOAD_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx);
//            tile_descriptor = reinterpret_cast<TileDescriptor&>(alias);
//        }
//
//        status      = tile_descriptor.status;
//        value.value = tile_descriptor.value;
//        value.key   = tile_descriptor.key;

        TileDescriptor tile_descriptor;
        do
        {
            __threadfence_block(); // prevent hoisting loads from loop
            TxnWord alias = ThreadLoad<LOAD_CG>(d_tile_descriptors + TILE_STATUS_PADDING + tile_idx);
            tile_descriptor = reinterpret_cast<TileDescriptor&>(alias);

        } while (WARP_ANY((tile_descriptor.status == SCAN_TILE_INVALID), 0xffffffff));

        status      = tile_descriptor.status;
        value.value = tile_descriptor.value;
        value.key   = tile_descriptor.key;
    }

};


/******************************************************************************
 * Prefix call-back operator for coupling local block scan within a
 * block-cooperative scan
 ******************************************************************************/

/**
 * Stateful block-scan prefix functor.  Provides the the running prefix for
 * the current tile by using the call-back warp to wait on on
 * aggregates/prefixes from predecessor tiles to become available.
 */
template <
    typename    T,
    typename    ScanOpT,
    typename    ScanTileStateT,
    int         PTX_ARCH = CUB_PTX_ARCH>
struct TilePrefixCallbackOp
{
    // Parameterized warp reduce
    typedef WarpReduce<T, CUB_PTX_WARP_THREADS, PTX_ARCH> WarpReduceT;

    // Temporary storage type
    struct _TempStorage
    {
        typename WarpReduceT::TempStorage   warp_reduce;
        T                                   exclusive_prefix;
        T                                   inclusive_prefix;
        T                                   block_aggregate;
    };

    // Alias wrapper allowing temporary storage to be unioned
    struct TempStorage : Uninitialized<_TempStorage> {};

    // Type of status word
    typedef typename ScanTileStateT::StatusWord StatusWord;

    // Fields
    _TempStorage&               temp_storage;       ///< Reference to a warp-reduction instance
    ScanTileStateT&             tile_status;        ///< Interface to tile status
    ScanOpT                     scan_op;            ///< Binary scan operator
    int                         tile_idx;           ///< The current tile index
    T                           exclusive_prefix;   ///< Exclusive prefix for the tile
    T                           inclusive_prefix;   ///< Inclusive prefix for the tile

    // Constructor
    __device__ __forceinline__
    TilePrefixCallbackOp(
        ScanTileStateT       &tile_status,
        TempStorage         &temp_storage,
        ScanOpT              scan_op,
        int                 tile_idx)
    :
        temp_storage(temp_storage.Alias()),
        tile_status(tile_status),
        scan_op(scan_op),
        tile_idx(tile_idx) {}


    // Block until all predecessors within the warp-wide window have non-invalid status
    __device__ __forceinline__
    void ProcessWindow(
        int         predecessor_idx,        ///< Preceding tile index to inspect
        StatusWord  &predecessor_status,    ///< [out] Preceding tile status
        T           &window_aggregate)      ///< [out] Relevant partial reduction from this window of preceding tiles
    {
        T value;
        tile_status.WaitForValid(predecessor_idx, predecessor_status, value);

        // Perform a segmented reduction to get the prefix for the current window.
        // Use the swizzled scan operator because we are now scanning *down* towards thread0.

        int tail_flag = (predecessor_status == StatusWord(SCAN_TILE_INCLUSIVE));
        window_aggregate = WarpReduceT(temp_storage.warp_reduce).TailSegmentedReduce(
            value,
            tail_flag,
            SwizzleScanOp<ScanOpT>(scan_op));
    }


    // BlockScan prefix callback functor (called by the first warp)
    __device__ __forceinline__
    T operator()(T block_aggregate)
    {

        // Update our status with our tile-aggregate
        if (threadIdx.x == 0)
        {
            temp_storage.block_aggregate = block_aggregate;
            tile_status.SetPartial(tile_idx, block_aggregate);
        }

        int         predecessor_idx = tile_idx - threadIdx.x - 1;
        StatusWord  predecessor_status;
        T           window_aggregate;

        // Wait for the warp-wide window of predecessor tiles to become valid
        ProcessWindow(predecessor_idx, predecessor_status, window_aggregate);

        // The exclusive tile prefix starts out as the current window aggregate
        exclusive_prefix = window_aggregate;

        // Keep sliding the window back until we come across a tile whose inclusive prefix is known
        while (WARP_ALL((predecessor_status != StatusWord(SCAN_TILE_INCLUSIVE)), 0xffffffff))
        {
            predecessor_idx -= CUB_PTX_WARP_THREADS;

            // Update exclusive tile prefix with the window prefix
            ProcessWindow(predecessor_idx, predecessor_status, window_aggregate);
            exclusive_prefix = scan_op(window_aggregate, exclusive_prefix);
        }

        // Compute the inclusive tile prefix and update the status for this tile
        if (threadIdx.x == 0)
        {
            inclusive_prefix = scan_op(exclusive_prefix, block_aggregate);
            tile_status.SetInclusive(tile_idx, inclusive_prefix);

            temp_storage.exclusive_prefix = exclusive_prefix;
            temp_storage.inclusive_prefix = inclusive_prefix;
        }

        // Return exclusive_prefix
        return exclusive_prefix;
    }

    // Get the exclusive prefix stored in temporary storage
    __device__ __forceinline__
    T GetExclusivePrefix()
    {
        return temp_storage.exclusive_prefix;
    }

    // Get the inclusive prefix stored in temporary storage
    __device__ __forceinline__
    T GetInclusivePrefix()
    {
        return temp_storage.inclusive_prefix;
    }

    // Get the block aggregate stored in temporary storage
    __device__ __forceinline__
    T GetBlockAggregate()
    {
        return temp_storage.block_aggregate;
    }

};


}               // CUB namespace
CUB_NS_POSTFIX  // Optional outer namespace(s)