redgpu/ispc: Intel® Implicit SPMD Program Compiler

examples/common/tasksys.cpp
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Fixed warnings in ISPC examples and define the C++17 standard in CMakeLists.txt of the examples
08 мар 2025, 02:24
08 мар 2025, 02:24005c666
/*
  Copyright (c) 2011-2025, Intel Corporation

  SPDX-License-Identifier: BSD-3-Clause
*/

/*
  This file implements simple task systems that provide the three
  entrypoints used by ispc-generated to code to handle 'launch' and 'sync'
  statements in ispc programs.  See the section "Task Parallelism: Language
  Syntax" in the ispc documentation for information about using task
  parallelism in ispc programs, and see the section "Task Parallelism:
  Runtime Requirements" for information about the task-related entrypoints
  that are implemented here.

  There are several task systems in this file, built using:
    - Microsoft's Concurrency Runtime (ISPC_USE_CONCRT)
    - Apple's Grand Central Dispatch (ISPC_USE_GCD)
    - bare pthreads (ISPC_USE_PTHREADS, ISPC_USE_PTHREADS_FULLY_SUBSCRIBED)
    - TBB (ISPC_USE_TBB_TASK_GROUP, ISPC_USE_TBB_PARALLEL_FOR)
    - OpenMP (ISPC_USE_OMP)
    - HPX (ISPC_USE_HPX)

  The task system implementation can be selected at compile time, by defining
  the appropriate preprocessor symbol on the command line (for e.g.: -D ISPC_USE_TBB).
  Not all combinations of platform and task system are meaningful.
  If no task system is requested, a reasonable default task system for the platform
  is selected.  Here are the task systems that can be selected:

#define ISPC_USE_GCD
#define ISPC_USE_CONCRT
#define ISPC_USE_PTHREADS
#define ISPC_USE_PTHREADS_FULLY_SUBSCRIBED
#define ISPC_USE_OMP
#define ISPC_USE_TBB_TASK_GROUP
#define ISPC_USE_TBB_PARALLEL_FOR

  The ISPC_USE_PTHREADS_FULLY_SUBSCRIBED model essentially takes over the machine
  by assigning one pthread to each hyper-thread, and then uses spinlocks and atomics
  for task management.  This model is useful for KNC where tasks can take over
  the machine, but less so when there are other tasks that need running on the machine.

#define ISPC_USE_CREW
#define ISPC_USE_HPX
  The HPX model requires the HPX runtime environment to be set up. This can be
  done manually, e.g. with hpx::init, or by including hpx/hpx_main.hpp which
  uses the main() function as entry point and sets up the runtime system.
  Number of threads can be specified as commandline parameter with
  --hpx:threads, use "all" to spawn one thread per processing unit.

*/

#if !(defined ISPC_USE_CONCRT || defined ISPC_USE_GCD || defined ISPC_USE_PTHREADS ||                                  \
      defined ISPC_USE_PTHREADS_FULLY_SUBSCRIBED || defined ISPC_USE_TBB_TASK_GROUP ||                                 \
      defined ISPC_USE_TBB_PARALLEL_FOR || defined ISPC_USE_OMP || defined ISPC_USE_HPX)

// If no task model chosen from the compiler cmdline, pick a reasonable default
#if defined(_WIN32) || defined(_WIN64)
#define ISPC_USE_CONCRT
#elif defined(__linux__) || defined(__FreeBSD__)
#define ISPC_USE_PTHREADS
#elif defined(__APPLE__)
#define ISPC_USE_GCD
#endif
#endif // No task model specified on compiler cmdline

#if defined(_WIN32) || defined(_WIN64)
#define ISPC_IS_WINDOWS
#elif defined(__linux__) || defined(__FreeBSD__) // pretty much the same for these purposes
#define ISPC_IS_LINUX
#elif defined(__APPLE__)
#define ISPC_IS_APPLE
#endif

#define DBG(x)

#ifdef ISPC_IS_WINDOWS
#define NOMINMAX
#include <windows.h>
#endif // ISPC_IS_WINDOWS
#ifdef ISPC_USE_CONCRT
#include <concrt.h>
using namespace Concurrency;
#endif // ISPC_USE_CONCRT
#ifdef ISPC_USE_GCD
#include <dispatch/dispatch.h>
#include <pthread.h>
#endif // ISPC_USE_GCD
#ifdef ISPC_USE_PTHREADS
#include <algorithm>
#include <errno.h>
#include <fcntl.h>
#include <pthread.h>
#include <semaphore.h>
#include <sys/param.h>
#include <sys/stat.h>
#include <sys/types.h>
#include <unistd.h>
#include <vector>
#endif // ISPC_USE_PTHREADS
#ifdef ISPC_USE_PTHREADS_FULLY_SUBSCRIBED
#include <algorithm>
#include <errno.h>
#include <fcntl.h>
#include <pthread.h>
#include <semaphore.h>
#include <sys/param.h>
#include <sys/stat.h>
#include <sys/types.h>
#include <unistd.h>
#include <vector>
//#include <stdexcept>
#include <stack>
#endif // ISPC_USE_PTHREADS_FULLY_SUBSCRIBED
#ifdef ISPC_USE_TBB_PARALLEL_FOR
#include <tbb/parallel_for.h>
#endif // ISPC_USE_TBB_PARALLEL_FOR
#ifdef ISPC_USE_TBB_TASK_GROUP
#include <tbb/task_group.h>
#endif // ISPC_USE_TBB_TASK_GROUP
#ifdef ISPC_USE_OMP
#include <omp.h>
#endif // ISPC_USE_OMP
#ifdef ISPC_USE_HPX
#include <hpx/include/async.hpp>
#include <hpx/lcos/wait_all.hpp>
#endif // ISPC_USE_HPX
#ifdef ISPC_IS_LINUX
#include <stdlib.h>
#endif // ISPC_IS_LINUX

#include <algorithm>
#include <assert.h>
#include <stdint.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>

// Signature of ispc-generated 'task' functions
typedef void (*TaskFuncType)(void *data, int threadIndex, int threadCount, int taskIndex, int taskCount, int taskIndex0,
                             int taskIndex1, int taskIndex2, int taskCount0, int taskCount1, int taskCount2);

// Small structure used to hold the data for each task
struct TaskInfo {
    TaskFuncType func;
    void *data;
    int taskIndex;
    int taskCount3d[3];
#if defined(ISPC_USE_CONCRT)
    event taskEvent;
#endif
    int taskCount() const { return taskCount3d[0] * taskCount3d[1] * taskCount3d[2]; }
    int taskIndex0() const { return taskIndex % taskCount3d[0]; }
    int taskIndex1() const { return (taskIndex / taskCount3d[0]) % taskCount3d[1]; }
    int taskIndex2() const { return taskIndex / (taskCount3d[0] * taskCount3d[1]); }
    int taskCount0() const { return taskCount3d[0]; }
    int taskCount1() const { return taskCount3d[1]; }
    int taskCount2() const { return taskCount3d[2]; }
    TaskInfo() = default;
};

// ispc expects these functions to have C linkage / not be mangled
extern "C" {
void ISPCLaunch(void **handlePtr, void *f, void *data, int countx, int county, int countz);
void *ISPCAlloc(void **handlePtr, int64_t size, int32_t alignment);
void ISPCSync(void *handle);
}

///////////////////////////////////////////////////////////////////////////
// TaskGroupBase

#define LOG_TASK_QUEUE_CHUNK_SIZE 14
#define MAX_TASK_QUEUE_CHUNKS 128
#define TASK_QUEUE_CHUNK_SIZE (1 << LOG_TASK_QUEUE_CHUNK_SIZE)

#define MAX_LAUNCHED_TASKS (MAX_TASK_QUEUE_CHUNKS * TASK_QUEUE_CHUNK_SIZE)

#define NUM_MEM_BUFFERS 16

class TaskGroup;

/** The TaskGroupBase structure provides common functionality for "task
    groups"; a task group is the set of tasks launched from within a single
    ispc function.  When the function is ready to return, it waits for all
    of the tasks in its task group to finish before it actually returns.
 */
class TaskGroupBase {
  public:
    void Reset();

    int AllocTaskInfo(int count);
    TaskInfo *GetTaskInfo(int index);

    void *AllocMemory(int64_t size, int32_t alignment);

  protected:
    TaskGroupBase();
    ~TaskGroupBase();

    int nextTaskInfoIndex;

  private:
    /* We allocate blocks of TASK_QUEUE_CHUNK_SIZE TaskInfo structures as
       needed by the calling function.  We hold up to MAX_TASK_QUEUE_CHUNKS
       of these (and then exit at runtime if more than this many tasks are
       launched.)
     */
    TaskInfo *taskInfo[MAX_TASK_QUEUE_CHUNKS];

    /* We also allocate chunks of memory to service ISPCAlloc() calls.  The
       memBuffers[] array holds pointers to this memory.  The first element
       of this array is initialized to point to mem and then any subsequent
       elements required are initialized with dynamic allocation.
     */
    int curMemBuffer, curMemBufferOffset;
    int memBufferSize[NUM_MEM_BUFFERS];
    char *memBuffers[NUM_MEM_BUFFERS];
    char mem[256];
};

inline TaskGroupBase::TaskGroupBase() {
    nextTaskInfoIndex = 0;

    curMemBuffer = 0;
    curMemBufferOffset = 0;
    memBuffers[0] = mem;
    memBufferSize[0] = sizeof(mem) / sizeof(mem[0]);
    for (int i = 1; i < NUM_MEM_BUFFERS; ++i) {
        memBuffers[i] = nullptr;
        memBufferSize[i] = 0;
    }

    for (int i = 0; i < MAX_TASK_QUEUE_CHUNKS; ++i)
        taskInfo[i] = nullptr;
}

inline TaskGroupBase::~TaskGroupBase() {
    // Note: don't delete memBuffers[0], since it points to the start of
    // the "mem" member!
    for (int i = 1; i < NUM_MEM_BUFFERS; ++i)
        delete[](memBuffers[i]);
}

inline void TaskGroupBase::Reset() {
    nextTaskInfoIndex = 0;
    curMemBuffer = 0;
    curMemBufferOffset = 0;
}

inline int TaskGroupBase::AllocTaskInfo(int count) {
    int ret = nextTaskInfoIndex;
    nextTaskInfoIndex += count;
    return ret;
}

inline TaskInfo *TaskGroupBase::GetTaskInfo(int index) {
    int chunk = (index >> LOG_TASK_QUEUE_CHUNK_SIZE);
    int offset = index & (TASK_QUEUE_CHUNK_SIZE - 1);

    if (chunk == MAX_TASK_QUEUE_CHUNKS) {
        fprintf(stderr,
                "A total of %d tasks have been launched from the "
                "current function--the simple built-in task system can handle "
                "no more. You can increase the values of TASK_QUEUE_CHUNK_SIZE "
                "and LOG_TASK_QUEUE_CHUNK_SIZE to work around this limitation.  "
                "Sorry!  Exiting.\n",
                index);
        exit(1);
    }

    if (taskInfo[chunk] == nullptr)
        taskInfo[chunk] = new TaskInfo[TASK_QUEUE_CHUNK_SIZE];
    return &taskInfo[chunk][offset];
}

inline void *TaskGroupBase::AllocMemory(int64_t size, int32_t alignment) {
    char *basePtr = memBuffers[curMemBuffer];
    intptr_t iptr = (intptr_t)(basePtr + curMemBufferOffset);
    iptr = (iptr + (alignment - 1)) & ~(alignment - 1);

    int newOffset = int(iptr - (intptr_t)basePtr + size);
    if (newOffset < memBufferSize[curMemBuffer]) {
        curMemBufferOffset = newOffset;
        return (char *)iptr;
    }

    ++curMemBuffer;
    curMemBufferOffset = 0;
    assert(curMemBuffer < NUM_MEM_BUFFERS);

    int allocSize = 1 << (12 + curMemBuffer);
    allocSize = std::max(int(size + alignment), allocSize);
    char *newBuf = new char[allocSize];
    memBufferSize[curMemBuffer] = allocSize;
    memBuffers[curMemBuffer] = newBuf;
    return AllocMemory(size, alignment);
}

///////////////////////////////////////////////////////////////////////////
// Atomics and the like

static inline void lMemFence() {
    // Windows atomic functions already contain the fence
#if !defined ISPC_IS_WINDOWS
    __sync_synchronize();
#endif
}

static void *lAtomicCompareAndSwapPointer(void **v, void *newValue, void *oldValue) {
#ifdef ISPC_IS_WINDOWS
    return InterlockedCompareExchangePointer(v, newValue, oldValue);
#else
    void *result = __sync_val_compare_and_swap(v, oldValue, newValue);
    lMemFence();
    return result;
#endif // ISPC_IS_WINDOWS
}

static int32_t lAtomicCompareAndSwap32(volatile int32_t *v, int32_t newValue, int32_t oldValue) {
#ifdef ISPC_IS_WINDOWS
    return InterlockedCompareExchange((volatile LONG *)v, newValue, oldValue);
#else
    int32_t result = __sync_val_compare_and_swap(v, oldValue, newValue);
    lMemFence();
    return result;
#endif // ISPC_IS_WINDOWS
}

[[maybe_unused]] static inline int32_t lAtomicAdd(volatile int32_t *v, int32_t delta) {
#ifdef ISPC_IS_WINDOWS
    return InterlockedExchangeAdd((volatile LONG *)v, delta) + delta;
#else
    return __sync_fetch_and_add(v, delta);
#endif
}

///////////////////////////////////////////////////////////////////////////

#ifdef ISPC_USE_CONCRT
// With ConcRT, we don't need to extend TaskGroupBase at all.
class TaskGroup : public TaskGroupBase {
  public:
    void Launch(int baseIndex, int count);
    void Sync();
};
#endif // ISPC_USE_CONCRT

#ifdef ISPC_USE_GCD
/* With Grand Central Dispatch, we associate a GCD dispatch group with each
   task group.  (We'll later wait on this dispatch group when we need to
   wait on all of the tasks in the group to finish.)
 */
class TaskGroup : public TaskGroupBase {
  public:
    TaskGroup() { gcdGroup = dispatch_group_create(); }

    void Launch(int baseIndex, int count);
    void Sync();

  private:
    dispatch_group_t gcdGroup;
};
#endif // ISPC_USE_GCD

#ifdef ISPC_USE_PTHREADS
static void *lTaskEntry(void *arg);

class TaskGroup : public TaskGroupBase {
  public:
    TaskGroup() {
        numUnfinishedTasks = 0;
        waitingTasks.reserve(128);
        inActiveList = false;
    }

    void Reset() {
        TaskGroupBase::Reset();
        numUnfinishedTasks = 0;
        assert(inActiveList == false);
        lMemFence();
    }

    void Launch(int baseIndex, int count);
    void Sync();

  private:
    friend void *lTaskEntry(void *arg);

    int32_t numUnfinishedTasks;
    int32_t pad[3];
    std::vector<int> waitingTasks;
    bool inActiveList;
};

#endif // ISPC_USE_PTHREADS

#ifdef ISPC_USE_OMP

class TaskGroup : public TaskGroupBase {
  public:
    void Launch(int baseIndex, int count);
    void Sync();
};

#endif // ISPC_USE_OMP

#ifdef ISPC_USE_TBB_PARALLEL_FOR

class TaskGroup : public TaskGroupBase {
  public:
    void Launch(int baseIndex, int count);
    void Sync();
};

#endif // ISPC_USE_TBB_PARALLEL_FOR

#ifdef ISPC_USE_TBB_TASK_GROUP

class TaskGroup : public TaskGroupBase {
  public:
    void Launch(int baseIndex, int count);
    void Sync();

  private:
    tbb::task_group tbbTaskGroup;
};

#endif // ISPC_USE_TBB_TASK_GROUP

#ifdef ISPC_USE_HPX

class TaskGroup : public TaskGroupBase {
  public:
    void Launch(int baseIndex, int count);
    void Sync();

  private:
    std::vector<hpx::future<void>> futures;
};

#endif // ISPC_USE_HPX

///////////////////////////////////////////////////////////////////////////

///////////////////////////////////////////////////////////////////////////
// Grand Central Dispatch

#ifdef ISPC_USE_GCD

/* A simple task system for ispc programs based on Apple's Grand Central
   Dispatch. */

static dispatch_queue_t gcdQueue;
static volatile int32_t lock = 0;

static void InitTaskSystem() {
    if (gcdQueue != nullptr)
        return;

    while (1) {
        if (lAtomicCompareAndSwap32(&lock, 1, 0) == 0) {
            if (gcdQueue == nullptr) {
                gcdQueue = dispatch_get_global_queue(DISPATCH_QUEUE_PRIORITY_DEFAULT, 0);
                assert(gcdQueue != nullptr);
                lMemFence();
            }
            lock = 0;
            break;
        }
    }
}

static void lRunTask(void *ti) {
    TaskInfo *taskInfo = (TaskInfo *)ti;
    // FIXME: these are bogus values; may cause bugs in code that depends
    // on them having unique values in different threads.
    int threadIndex = 0;
    int threadCount = 1;

    // Actually run the task
    taskInfo->func(taskInfo->data, threadIndex, threadCount, taskInfo->taskIndex, taskInfo->taskCount(),
                   taskInfo->taskIndex0(), taskInfo->taskIndex1(), taskInfo->taskIndex2(), taskInfo->taskCount0(),
                   taskInfo->taskCount1(), taskInfo->taskCount2());
}

inline void TaskGroup::Launch(int baseIndex, int count) {
    for (int i = 0; i < count; ++i) {
        TaskInfo *ti = GetTaskInfo(baseIndex + i);
        dispatch_group_async_f(gcdGroup, gcdQueue, ti, lRunTask);
    }
}

inline void TaskGroup::Sync() { dispatch_group_wait(gcdGroup, DISPATCH_TIME_FOREVER); }

#endif // ISPC_USE_GCD

///////////////////////////////////////////////////////////////////////////
// Concurrency Runtime

#ifdef ISPC_USE_CONCRT

static void InitTaskSystem() {
    // No initialization needed
}

static void __cdecl lRunTask(LPVOID param) {
    TaskInfo *ti = (TaskInfo *)param;

    // Actually run the task.
    // FIXME: like the GCD implementation for OS X, this is passing bogus
    // values for the threadIndex and threadCount builtins, which in turn
    // will cause bugs in code that uses those.
    int threadIndex = 0;
    int threadCount = 1;
    ti->func(ti->data, threadIndex, threadCount, ti->taskIndex, ti->taskCount(), ti->taskIndex0(), ti->taskIndex1(),
             ti->taskIndex2(), ti->taskCount0(), ti->taskCount1(), ti->taskCount2());

    // Signal the event that this task is done
    ti->taskEvent.set();
}

inline void TaskGroup::Launch(int baseIndex, int count) {
    for (int i = 0; i < count; ++i)
        CurrentScheduler::ScheduleTask(lRunTask, GetTaskInfo(baseIndex + i));
}

inline void TaskGroup::Sync() {
    for (int i = 0; i < nextTaskInfoIndex; ++i) {
        TaskInfo *ti = GetTaskInfo(i);
        ti->taskEvent.wait();
        ti->taskEvent.reset();
    }
}

#endif // ISPC_USE_CONCRT

///////////////////////////////////////////////////////////////////////////
// pthreads

#ifdef ISPC_USE_PTHREADS

static volatile int32_t lock = 0;

static int nThreads;
static pthread_t *threads = nullptr;

static pthread_mutex_t taskSysMutex;
static std::vector<TaskGroup *> activeTaskGroups;
static sem_t *workerSemaphore;

static void *lTaskEntry(void *arg) {
    int threadIndex = (int)((int64_t)arg);
    int threadCount = nThreads;

    while (1) {
        int err;
        //
        // Wait on the semaphore until we're woken up due to the arrival of
        // more work.
        //
        if ((err = sem_wait(workerSemaphore)) != 0) {
            fprintf(stderr, "Error from sem_wait: %s\n", strerror(err));
            exit(1);
        }

        //
        // Acquire the mutex
        //
        if ((err = pthread_mutex_lock(&taskSysMutex)) != 0) {
            fprintf(stderr, "Error from pthread_mutex_lock: %s\n", strerror(err));
            exit(1);
        }

        if (activeTaskGroups.size() == 0) {
            //
            // Task queue is empty, go back and wait on the semaphore
            //
            if ((err = pthread_mutex_unlock(&taskSysMutex)) != 0) {
                fprintf(stderr, "Error from pthread_mutex_unlock: %s\n", strerror(err));
                exit(1);
            }
            continue;
        }

        //
        // Get the last task group on the active list and the last task
        // from its waiting tasks list.
        //
        TaskGroup *tg = activeTaskGroups.back();
        assert(tg->waitingTasks.size() > 0);
        int taskNumber = tg->waitingTasks.back();
        tg->waitingTasks.pop_back();

        if (tg->waitingTasks.size() == 0) {
            // We just took the last task from this task group, so remove
            // it from the active list.
            activeTaskGroups.pop_back();
            tg->inActiveList = false;
        }

        if ((err = pthread_mutex_unlock(&taskSysMutex)) != 0) {
            fprintf(stderr, "Error from pthread_mutex_unlock: %s\n", strerror(err));
            exit(1);
        }

        //
        // And now actually run the task
        //
        DBG(fprintf(stderr, "running task %d from group %p\n", taskNumber, tg));
        TaskInfo *myTask = tg->GetTaskInfo(taskNumber);
        myTask->func(myTask->data, threadIndex, threadCount, myTask->taskIndex, myTask->taskCount(),
                     myTask->taskIndex0(), myTask->taskIndex1(), myTask->taskIndex2(), myTask->taskCount0(),
                     myTask->taskCount1(), myTask->taskCount2());

        //
        // Decrement the "number of unfinished tasks" counter in the task
        // group.
        //
        lMemFence();
        lAtomicAdd(&tg->numUnfinishedTasks, -1);
    }

    pthread_exit(nullptr);
    return 0;
}

static void InitTaskSystem() {
    if (threads == nullptr) {
        while (1) {
            if (lAtomicCompareAndSwap32(&lock, 1, 0) == 0) {
                if (threads == nullptr) {
                    // We launch one fewer thread than there are cores,
                    // since the main thread here will also grab jobs from
                    // the task queue itself.
                    nThreads = sysconf(_SC_NPROCESSORS_ONLN) - 1;

                    int err;
                    if ((err = pthread_mutex_init(&taskSysMutex, nullptr)) != 0) {
                        fprintf(stderr, "Error creating mutex: %s\n", strerror(err));
                        exit(1);
                    }

                    constexpr std::size_t FILENAME_MAX_LEN{1024UL};
                    char name[FILENAME_MAX_LEN];
                    bool success = false;
                    srand(time(nullptr));
                    for (int i = 0; i < 10; i++) {
                        // Some platforms (e.g. FreeBSD) require the name to begin with a slash
                        snprintf(name, FILENAME_MAX_LEN, "/ispc_task.%d.%d", static_cast<int>(getpid()), static_cast<int>(rand()));
                        workerSemaphore = sem_open(name, O_CREAT, S_IRUSR | S_IWUSR, 0);
                        if (workerSemaphore != SEM_FAILED) {
                            success = true;
                            break;
                        }
                        fprintf(stderr, "Failed to create %s\n", name);
                    }

                    if (!success) {
                        fprintf(stderr, "Error creating semaphore (%s): %s\n", name, strerror(errno));
                        exit(1);
                    }

                    threads = (pthread_t *)malloc(nThreads * sizeof(pthread_t));
                    if (threads == nullptr) {
                        fprintf(stderr, "Error creating pthreads: %s\n", strerror(err));
                        exit(1);
                    }

                    for (int i = 0; i < nThreads; ++i) {
                        err = pthread_create(&threads[i], nullptr, &lTaskEntry, (void *)((long long)i));
                        if (err != 0) {
                            fprintf(stderr, "Error creating pthread %d: %s\n", i, strerror(err));
                            exit(1);
                        }
                    }

                    activeTaskGroups.reserve(64);
                }

                // Make sure all of the above goes to memory before we
                // clear the lock.
                lMemFence();
                lock = 0;
                break;
            }
        }
    }
}

inline void TaskGroup::Launch(int baseCoord, int count) {
    //
    // Acquire mutex, add task
    //
    int err;
    if ((err = pthread_mutex_lock(&taskSysMutex)) != 0) {
        fprintf(stderr, "Error from pthread_mutex_lock: %s\n", strerror(err));
        exit(1);
    }

    // Add the corresponding set of tasks to the waiting-to-be-run list for
    // this task group.
    //
    // FIXME: it's a little ugly to hold a global mutex for this when we
    // only need to make sure no one else is accessing this task group's
    // waitingTasks list.  (But a small experiment in switching to a
    // per-TaskGroup mutex showed worse performance!)
    for (int i = 0; i < count; ++i)
        waitingTasks.push_back(baseCoord + i);

    // Add the task group to the global active list if it isn't there
    // already.
    if (inActiveList == false) {
        activeTaskGroups.push_back(this);
        inActiveList = true;
    }

    if ((err = pthread_mutex_unlock(&taskSysMutex)) != 0) {
        fprintf(stderr, "Error from pthread_mutex_unlock: %s\n", strerror(err));
        exit(1);
    }

    //
    // Update the count of the number of tasks left to run in this task
    // group.
    //
    lMemFence();
    lAtomicAdd(&numUnfinishedTasks, count);

    //
    // Post to the worker semaphore to wake up worker threads that are
    // sleeping waiting for tasks to show up
    //
    for (int i = 0; i < count; ++i)
        if ((err = sem_post(workerSemaphore)) != 0) {
            fprintf(stderr, "Error from sem_post: %s\n", strerror(err));
            exit(1);
        }
}

inline void TaskGroup::Sync() {
    DBG(fprintf(stderr, "syncing %p - %d unfinished\n", tg, numUnfinishedTasks));

    while (numUnfinishedTasks > 0) {
        // All of the tasks in this group aren't finished yet.  We'll try
        // to help out here since we don't have anything else to do...

        DBG(fprintf(stderr, "while syncing %p - %d unfinished\n", tg, numUnfinishedTasks));

        //
        // Acquire the global task system mutex to grab a task to work on
        //
        int err;
        if ((err = pthread_mutex_lock(&taskSysMutex)) != 0) {
            fprintf(stderr, "Error from pthread_mutex_lock: %s\n", strerror(err));
            exit(1);
        }

        TaskInfo *myTask = nullptr;
        TaskGroup *runtg = this;
        if (waitingTasks.size() > 0) {
            int taskNumber = waitingTasks.back();
            waitingTasks.pop_back();

            if (waitingTasks.size() == 0) {
                // There's nothing left to start running from this group,
                // so remove it from the active task list.
                activeTaskGroups.erase(std::find(activeTaskGroups.begin(), activeTaskGroups.end(), this));
                inActiveList = false;
            }
            myTask = GetTaskInfo(taskNumber);
            DBG(fprintf(stderr, "running task %d from group %p in sync\n", taskNumber, tg));
        } else {
            // Other threads are already working on all of the tasks in
            // this group, so we can't help out by running one ourself.
            // We'll try to run one from another group to make ourselves
            // useful here.
            if (activeTaskGroups.size() == 0) {
                // No active task groups left--there's nothing for us to do.
                if ((err = pthread_mutex_unlock(&taskSysMutex)) != 0) {
                    fprintf(stderr, "Error from pthread_mutex_unlock: %s\n", strerror(err));
                    exit(1);
                }
                // FIXME: We basically end up busy-waiting here, which is
                // extra wasteful in a world with hyper-threading.  It would
                // be much better to put this thread to sleep on a
                // condition variable that was signaled when the last task
                // in this group was finished.
                usleep(1);
                continue;
            }

            // Get a task to run from another task group.
            runtg = activeTaskGroups.back();
            assert(runtg->waitingTasks.size() > 0);

            int taskNumber = runtg->waitingTasks.back();
            runtg->waitingTasks.pop_back();
            if (runtg->waitingTasks.size() == 0) {
                // There's left to start running from this group, so remove
                // it from the active task list.
                activeTaskGroups.pop_back();
                runtg->inActiveList = false;
            }
            myTask = runtg->GetTaskInfo(taskNumber);
            DBG(fprintf(stderr, "running task %d from other group %p in sync\n", taskNumber, runtg));
        }

        if ((err = pthread_mutex_unlock(&taskSysMutex)) != 0) {
            fprintf(stderr, "Error from pthread_mutex_unlock: %s\n", strerror(err));
            exit(1);
        }

        //
        // Do work for _myTask_
        //
        // FIXME: bogus values for thread index/thread count here as well..
        myTask->func(myTask->data, 0, 1, myTask->taskIndex, myTask->taskCount(), myTask->taskIndex0(),
                     myTask->taskIndex1(), myTask->taskIndex2(), myTask->taskCount0(), myTask->taskCount1(),
                     myTask->taskCount2());

        //
        // Decrement the number of unfinished tasks counter
        //
        lMemFence();
        lAtomicAdd(&runtg->numUnfinishedTasks, -1);
    }
    DBG(fprintf(stderr, "sync for %p done!n", tg));
}

#endif // ISPC_USE_PTHREADS

///////////////////////////////////////////////////////////////////////////
// OpenMP

#ifdef ISPC_USE_OMP

static void InitTaskSystem() {
    // No initialization needed
}

inline void TaskGroup::Launch(int baseIndex, int count) {
#pragma omp parallel
    {
        const int threadIndex = omp_get_thread_num();
        const int threadCount = omp_get_num_threads();

#pragma omp for schedule(runtime)
        for (int i = 0; i < count; i++) {
            TaskInfo *ti = GetTaskInfo(baseIndex + i);

            // Actually run the task.
            ti->func(ti->data, threadIndex, threadCount, ti->taskIndex, ti->taskCount(), ti->taskIndex0(),
                     ti->taskIndex1(), ti->taskIndex2(), ti->taskCount0(), ti->taskCount1(), ti->taskCount2());
        }
    }
}

inline void TaskGroup::Sync() {}

#endif // ISPC_USE_OMP

///////////////////////////////////////////////////////////////////////////
// Thread Building Blocks

#ifdef ISPC_USE_TBB_PARALLEL_FOR

static void InitTaskSystem() {
    // No initialization needed by default
    // tbb::task_scheduler_init();
}

inline void TaskGroup::Launch(int baseIndex, int count) {
    tbb::parallel_for(0, count, [=](int i) {
        TaskInfo *ti = GetTaskInfo(baseIndex + i);

        // Actually run the task.
        // TBB does not expose the task -> thread mapping so we pretend it's 1:1
        int threadIndex = ti->taskIndex;
        int threadCount = ti->taskCount();

        ti->func(ti->data, threadIndex, threadCount, ti->taskIndex, ti->taskCount(), ti->taskIndex0(), ti->taskIndex1(),
                 ti->taskIndex2(), ti->taskCount0(), ti->taskCount1(), ti->taskCount2());
    });
}

inline void TaskGroup::Sync() {}

#endif // ISPC_USE_TBB_PARALLEL_FOR

#ifdef ISPC_USE_TBB_TASK_GROUP

static void InitTaskSystem() {
    // No initialization needed by default
    // tbb::task_scheduler_init();
}

inline void TaskGroup::Launch(int baseIndex, int count) {
    for (int i = 0; i < count; i++) {
        tbbTaskGroup.run([=]() {
            TaskInfo *ti = GetTaskInfo(baseIndex + i);

            // TBB does not expose the task -> thread mapping so we pretend it's 1:1
            int threadIndex = ti->taskIndex;
            int threadCount = ti->taskCount();
            ti->func(ti->data, threadIndex, threadCount, ti->taskIndex, ti->taskCount(), ti->taskIndex0(),
                     ti->taskIndex1(), ti->taskIndex2(), ti->taskCount0(), ti->taskCount1(), ti->taskCount2());
        });
    }
}

inline void TaskGroup::Sync() { tbbTaskGroup.wait(); }

#endif // ISPC_USE_TBB_TASK_GROUP

///////////////////////////////////////////////////////////////////////////
// ISPC_USE_HPX

#ifdef ISPC_USE_HPX

static void InitTaskSystem() {}

inline void TaskGroup::Launch(int baseIndex, int count) {
    for (int i = 0; i < count; ++i) {
        TaskInfo *ti = GetTaskInfo(baseIndex + i);
        int threadIndex = i;
        int threadCount = count;
        futures.push_back(hpx::async(ti->func, ti->data, threadIndex, threadCount, ti->taskIndex, ti->taskCount(),
                                     ti->taskIndex0(), ti->taskIndex1(), ti->taskIndex2(), ti->taskCount0(),
                                     ti->taskCount1(), ti->taskCount2()));
    }
}

inline void TaskGroup::Sync() {
    hpx::wait_all(futures);
    futures.clear();
}
#endif
///////////////////////////////////////////////////////////////////////////

#ifndef ISPC_USE_PTHREADS_FULLY_SUBSCRIBED

#define MAX_FREE_TASK_GROUPS 64
static TaskGroup *freeTaskGroups[MAX_FREE_TASK_GROUPS];

static inline TaskGroup *AllocTaskGroup() {
    for (int i = 0; i < MAX_FREE_TASK_GROUPS; ++i) {
        TaskGroup *tg = freeTaskGroups[i];
        if (tg != nullptr) {
            void *ptr = lAtomicCompareAndSwapPointer((void **)(&freeTaskGroups[i]), nullptr, tg);
            if (ptr != nullptr) {
                return (TaskGroup *)ptr;
            }
        }
    }

    return new TaskGroup;
}

static inline void FreeTaskGroup(TaskGroup *tg) {
    tg->Reset();

    for (int i = 0; i < MAX_FREE_TASK_GROUPS; ++i) {
        if (freeTaskGroups[i] == nullptr) {
            void *ptr = lAtomicCompareAndSwapPointer((void **)&freeTaskGroups[i], tg, nullptr);
            if (ptr == nullptr)
                return;
        }
    }

    delete tg;
}

///////////////////////////////////////////////////////////////////////////

void ISPCLaunch(void **taskGroupPtr, void *func, void *data, int count0, int count1, int count2) {
    const int count = count0 * count1 * count2;
    TaskGroup *taskGroup;
    if (*taskGroupPtr == nullptr) {
        InitTaskSystem();
        taskGroup = AllocTaskGroup();
        *taskGroupPtr = taskGroup;
    } else
        taskGroup = (TaskGroup *)(*taskGroupPtr);

    int baseIndex = taskGroup->AllocTaskInfo(count);
    for (int i = 0; i < count; ++i) {
        TaskInfo *ti = taskGroup->GetTaskInfo(baseIndex + i);
        ti->func = (TaskFuncType)func;
        ti->data = data;
        ti->taskIndex = i;
        ti->taskCount3d[0] = count0;
        ti->taskCount3d[1] = count1;
        ti->taskCount3d[2] = count2;
    }
    taskGroup->Launch(baseIndex, count);
}

void ISPCSync(void *h) {
    TaskGroup *taskGroup = (TaskGroup *)h;
    if (taskGroup != nullptr) {
        taskGroup->Sync();
        FreeTaskGroup(taskGroup);
    }
}

void *ISPCAlloc(void **taskGroupPtr, int64_t size, int32_t alignment) {
    TaskGroup *taskGroup;
    if (*taskGroupPtr == nullptr) {
        InitTaskSystem();
        taskGroup = AllocTaskGroup();
        *taskGroupPtr = taskGroup;
    } else
        taskGroup = (TaskGroup *)(*taskGroupPtr);

    return taskGroup->AllocMemory(size, alignment);
}

#else // ISPC_USE_PTHREADS_FULLY_SUBSCRIBED

#define MAX_LIVE_TASKS 1024

pthread_mutex_t mutex = PTHREAD_MUTEX_INITIALIZER;

// Small structure used to hold the data for each task
struct Task {
  public:
    TaskFuncType func;
    void *data;
    volatile int32_t taskIndex;
    int taskCount;

    volatile int numDone;
    int liveIndex; // index in live task queue

    inline int noMoreWork() { return taskIndex >= taskCount; }
    /*! given thread is done working on this task --> decrease num locks */
    // inline void lock() { lAtomicAdd(&locks,1); }
    // inline void unlock() { lAtomicAdd(&locks,-1); }
    inline int nextJob() { return lAtomicAdd(&taskIndex, 1); }
    inline int numJobs() { return taskCount; }
    inline void schedule(int idx) {
        taskIndex = 0;
        numDone = 0;
        liveIndex = idx;
    }
    inline void run(int idx, int threadIdx);
    inline void markOneDone() { lAtomicAdd(&numDone, 1); }
    inline void wait() {
        while (!noMoreWork()) {
            int next = nextJob();
            if (next < numJobs())
                run(next, 0);
        }
        while (numDone != taskCount) {
            usleep(1);
        }
    }
};

///////////////////////////////////////////////////////////////////////////
class TaskSys {
    static int numThreadsRunning;
    struct LiveTask {
        volatile int locks;  /*!< num locks on this task. gets
                                  initialized to NUM_THREADS+1, then counted
                                  down by every thread that sees this. this
                                  value is only valid when 'active' is set
                                  to true */
        volatile int active; /*! workers will spin on this until it
                                 becomes active */
        Task *task;

        inline void doneWithThis() { lAtomicAdd(&locks, -1); }
        LiveTask() : active(0), locks(-1) {}
    };

  public:
    volatile int nextScheduleIndex; /*! next index in the task queue
                                        where we'll insert a live task */

    // inline int inc_begin() { int old = begin; begin = (begin+1)%MAX_TASKS; return old; }
    // inline int inc_end() { int old = end; end = (end+1)%MAX_TASKS; return old; }

    LiveTask taskQueue[MAX_LIVE_TASKS];
    std::stack<Task *> taskMem;

    static TaskSys *global;

    TaskSys() : nextScheduleIndex(0) {
        TaskSys::global = this;
        Task *mem = new Task[MAX_LIVE_TASKS]; //< could actually be more than _live_ tasks
        for (int i = 0; i < MAX_LIVE_TASKS; i++) {
            taskMem.push(mem + i);
        }
        createThreads();
    }

    inline Task *allocOne() {
        pthread_mutex_lock(&mutex);
        if (taskMem.empty()) {
            fprintf(stderr, "Too many live tasks.  "
                            "Change the value of MAX_LIVE_TASKS and recompile.\n");
            exit(1);
        }
        Task *task = taskMem.top();
        taskMem.pop();
        pthread_mutex_unlock(&mutex);
        return task;
    }

    static inline void init() {
        if (global)
            return;
        pthread_mutex_lock(&mutex);
        if (global == nullptr)
            global = new TaskSys;
        pthread_mutex_unlock(&mutex);
    }

    void createThreads();
    int nThreads;
    pthread_t *thread;

    void threadFct();

    inline void schedule(Task *t) {
        pthread_mutex_lock(&mutex);
        int liveIndex = nextScheduleIndex;
        nextScheduleIndex = (nextScheduleIndex + 1) % MAX_LIVE_TASKS;
        if (taskQueue[liveIndex].active) {
            fprintf(stderr, "Out of task queue resources.  "
                            "Change the value of MAX_LIVE_TASKS and recompile.\n");
            exit(1);
        }
        taskQueue[liveIndex].task = t;
        t->schedule(liveIndex);
        taskQueue[liveIndex].locks = numThreadsRunning + 1; // num _worker_ threads plus creator
        taskQueue[liveIndex].active = true;
        pthread_mutex_unlock(&mutex);
    }

    void sync(Task *task) {
        task->wait();
        int liveIndex = task->liveIndex;
        while (taskQueue[liveIndex].locks > 1) {
            usleep(1);
        }
        _mm_free(task->data);
        pthread_mutex_lock(&mutex);
        taskMem.push(task); // recycle task index
        taskQueue[liveIndex].active = false;
        pthread_mutex_unlock(&mutex);
    }
};

void TaskSys::threadFct() {
    int myIndex = 0; // lAtomicAdd(&threadIdx,1);
    while (1) {
        while (!taskQueue[myIndex].active) {
            usleep(4);
            continue;
        }

        Task *mine = taskQueue[myIndex].task;
        while (!mine->noMoreWork()) {
            int job = mine->nextJob();
            if (job >= mine->numJobs())
                break;
            mine->run(job, myIndex);
        }
        taskQueue[myIndex].doneWithThis();
        myIndex = (myIndex + 1) % MAX_LIVE_TASKS;
    }
}

inline void Task::run(int idx, int threadIdx) {
    (*this->func)(data, threadIdx, TaskSys::global->nThreads, idx, taskCount);
    markOneDone();
}

void *_threadFct(void *data) {
    ((TaskSys *)data)->threadFct();
    return nullptr;
}

void TaskSys::createThreads() {
    init();
    int reserved = 4;
    int minid = 2;
    nThreads = sysconf(_SC_NPROCESSORS_ONLN) - reserved;

    thread = (pthread_t *)malloc(nThreads * sizeof(pthread_t));

    numThreadsRunning = 0;
    for (int i = 0; i < nThreads; ++i) {
        pthread_attr_t attr;
        pthread_attr_init(&attr);
        pthread_attr_setstacksize(&attr, 2 * 1024 * 1024);

        int threadID = minid + i;
        cpu_set_t cpuset;
        CPU_ZERO(&cpuset);
        CPU_SET(threadID, &cpuset);
        int ret = pthread_attr_setaffinity_np(&attr, sizeof(cpuset), &cpuset);

        int err = pthread_create(&thread[i], &attr, &_threadFct, this);
        ++numThreadsRunning;
        if (err != 0) {
            fprintf(stderr, "Error creating pthread %d: %s\n", i, strerror(err));
            exit(1);
        }
    }
}

TaskSys *TaskSys::global = nullptr;
int TaskSys::numThreadsRunning = 0;

///////////////////////////////////////////////////////////////////////////

void ISPCLaunch(void **taskGroupPtr, void *func, void *data, int count) {
    Task *ti = *(Task **)taskGroupPtr;
    ti->func = (TaskFuncType)func;
    ti->data = data;
    ti->taskIndex = 0;
    ti->taskCount = count;
    TaskSys::global->schedule(ti);
}

void ISPCSync(void *h) {
    Task *task = (Task *)h;
    assert(task);
    TaskSys::global->sync(task);
}

void *ISPCAlloc(void **taskGroupPtr, int64_t size, int32_t alignment) {
    TaskSys::init();
    Task *task = TaskSys::global->allocOne();
    *taskGroupPtr = task;
    task->data = _mm_malloc(size, alignment);
    return task->data; //*taskGroupPtr;
}

#endif // ISPC_USE_PTHREADS_FULLY_SUBSCRIBED