https://github.com/halide/Halide
Tip revision: fbb1d0a0efc37a5b553f2435d0a4f24f82a5e656 authored by Aly, Mohamed on 01 June 2018, 17:28:21 UTC
Changes to make it more concise
Changes to make it more concise
Tip revision: fbb1d0a
opencl.cpp
#include "HalideRuntimeOpenCL.h"
#include "scoped_spin_lock.h"
#include "device_buffer_utils.h"
#include "device_interface.h"
#include "printer.h"
#include "mini_cl.h"
#define INLINE inline __attribute__((always_inline))
namespace Halide { namespace Runtime { namespace Internal { namespace OpenCL {
// Define the function pointers for the OpenCL API. OpenCL 1.2
// currently disabled so we can work on build bots without it.
//#define HAVE_OPENCL_12
#define CL_FN(ret, fn, args) WEAK ret (CL_API_CALL *fn) args;
#include "cl_functions.h"
// The default implementation of halide_opencl_get_symbol attempts to load
// the OpenCL runtime shared library/DLL, and then get the symbol from it.
WEAK void *lib_opencl = NULL;
extern "C" WEAK void *halide_opencl_get_symbol(void *user_context, const char *name) {
// Only try to load the library if the library isn't already
// loaded, or we can't load the symbol from the process already.
void *symbol = halide_get_library_symbol(lib_opencl, name);
if (symbol) {
return symbol;
}
const char *lib_names[] = {
#ifdef WINDOWS
"opencl.dll",
#else
"libOpenCL.so",
"/System/Library/Frameworks/OpenCL.framework/OpenCL",
#endif
};
for (size_t i = 0; i < sizeof(lib_names)/sizeof(lib_names[0]); i++) {
lib_opencl = halide_load_library(lib_names[i]);
if (lib_opencl) {
debug(user_context) << " Loaded OpenCL runtime library: " << lib_names[i] << "\n";
break;
}
}
return halide_get_library_symbol(lib_opencl, name);
}
template <typename T>
INLINE T get_cl_symbol(void *user_context, const char *name) {
T s = (T)halide_opencl_get_symbol(user_context, name);
if (!s) {
error(user_context) << "OpenCL API not found: " << name << "\n";
}
return s;
}
// Load an OpenCL shared object/dll, and get the function pointers for the OpenCL API from it.
WEAK void load_libopencl(void *user_context) {
debug(user_context) << " load_libopencl (user_context: " << user_context << ")\n";
halide_assert(user_context, clCreateContext == NULL);
#define CL_FN(ret, fn, args) fn = get_cl_symbol<ret (CL_API_CALL *)args>(user_context, #fn);
#include "cl_functions.h"
}
extern WEAK halide_device_interface_t opencl_device_interface;
WEAK const char *get_opencl_error_name(cl_int err);
WEAK int create_opencl_context(void *user_context, cl_context *ctx, cl_command_queue *q);
// An OpenCL context/queue/synchronization lock defined in
// this module with weak linkage
cl_context WEAK context = 0;
cl_command_queue WEAK command_queue = 0;
volatile int WEAK thread_lock = 0;
WEAK char platform_name[256];
WEAK int platform_name_lock = 0;
WEAK bool platform_name_initialized = false;
WEAK char device_type[256];
WEAK int device_type_lock = 0;
WEAK bool device_type_initialized = false;
}}}} // namespace Halide::Runtime::Internal::OpenCL
using namespace Halide::Runtime::Internal::OpenCL;
// Allow OpenCL 1.1 features to be used.
#define ENABLE_OPENCL_11
extern "C" {
WEAK void halide_opencl_set_platform_name(const char *n) {
if (n) {
strncpy(platform_name, n, 255);
} else {
platform_name[0] = 0;
}
platform_name_initialized = true;
}
WEAK const char *halide_opencl_get_platform_name(void *user_context) {
ScopedSpinLock lock(&platform_name_lock);
if (!platform_name_initialized) {
const char *name = getenv("HL_OCL_PLATFORM_NAME");
halide_opencl_set_platform_name(name);
}
return platform_name;
}
WEAK void halide_opencl_set_device_type(const char *n) {
if (n) {
strncpy(device_type, n, 255);
} else {
device_type[0] = 0;
}
device_type_initialized = true;
}
WEAK const char *halide_opencl_get_device_type(void *user_context) {
ScopedSpinLock lock(&device_type_lock);
if (!device_type_initialized) {
const char *name = getenv("HL_OCL_DEVICE_TYPE");
halide_opencl_set_device_type(name);
}
return device_type;
}
// The default implementation of halide_acquire_cl_context uses the global
// pointers above, and serializes access with a spin lock.
// Overriding implementations of acquire/release must implement the following
// behavior:
// - halide_acquire_cl_context should always store a valid context/command
// queue in ctx/q, or return an error code.
// - A call to halide_acquire_cl_context is followed by a matching call to
// halide_release_cl_context. halide_acquire_cl_context should block while a
// previous call (if any) has not yet been released via halide_release_cl_context.
WEAK int halide_acquire_cl_context(void *user_context, cl_context *ctx, cl_command_queue *q, bool create = true) {
// TODO: Should we use a more "assertive" assert? These asserts do
// not block execution on failure.
halide_assert(user_context, ctx != NULL);
halide_assert(user_context, q != NULL);
halide_assert(user_context, &thread_lock != NULL);
while (__sync_lock_test_and_set(&thread_lock, 1)) { }
// If the context has not been initialized, initialize it now.
halide_assert(user_context, &context != NULL);
halide_assert(user_context, &command_queue != NULL);
if (!context && create) {
cl_int error = create_opencl_context(user_context, &context, &command_queue);
if (error != CL_SUCCESS) {
__sync_lock_release(&thread_lock);
return error;
}
}
*ctx = context;
*q = command_queue;
return 0;
}
WEAK int halide_release_cl_context(void *user_context) {
__sync_lock_release(&thread_lock);
return 0;
}
} // extern "C"
namespace Halide { namespace Runtime { namespace Internal { namespace OpenCL {
// Helper object to acquire and release the OpenCL context.
class ClContext {
void *user_context;
public:
cl_context context;
cl_command_queue cmd_queue;
cl_int error;
// Constructor sets 'error' if any occurs.
INLINE ClContext(void *user_context) : user_context(user_context),
context(NULL),
cmd_queue(NULL),
error(CL_SUCCESS) {
if (clCreateContext == NULL) {
load_libopencl(user_context);
}
#ifdef DEBUG_RUNTIME
halide_start_clock(user_context);
#endif
error = halide_acquire_cl_context(user_context, &context, &cmd_queue);
halide_assert(user_context, context != NULL && cmd_queue != NULL);
}
INLINE ~ClContext() {
halide_release_cl_context(user_context);
}
};
// OpenCL doesn't support creating sub-buffers from some-buffers. In
// order to support more generalized (and frankly, minimally useful)
// crop behavior, we store a cl_mem and an offset and then create
// sub-buffers as needed.
struct device_handle {
// Important: order these to avoid any padding between fields;
// some Win32 compiler optimizer configurations can inconsistently
// insert padding otherwise.
uint64_t offset;
cl_mem mem;
};
// Structure to hold the state of a module attached to the context.
// Also used as a linked-list to keep track of all the different
// modules that are attached to a context in order to release them all
// when then context is released.
struct module_state {
cl_program program;
module_state *next;
};
WEAK module_state *state_list = NULL;
WEAK bool validate_device_pointer(void *user_context, halide_buffer_t* buf, size_t size=0) {
if (buf->device == 0) {
return true;
}
cl_mem dev_ptr = ((device_handle *)buf->device)->mem;
uint64_t offset = ((device_handle *)buf->device)->offset;
size_t real_size;
cl_int result = clGetMemObjectInfo(dev_ptr, CL_MEM_SIZE, sizeof(size_t), &real_size, NULL);
if (result != CL_SUCCESS) {
error(user_context) << "CL: Bad device pointer " << (void *)dev_ptr
<< ": clGetMemObjectInfo returned "
<< get_opencl_error_name(result);
return false;
}
debug(user_context) << "CL: validate " << (void *)dev_ptr << " offset: " << offset
<< ": asked for " << (uint64_t)size
<< ", actual allocated " << (uint64_t)real_size << "\n";
if (size) {
halide_assert(user_context, real_size >= (size + offset) && "Validating pointer with insufficient size");
}
return true;
}
// Initializes the context used by the default implementation
// of halide_acquire_context.
WEAK int create_opencl_context(void *user_context, cl_context *ctx, cl_command_queue *q) {
debug(user_context)
<< " create_opencl_context (user_context: " << user_context << ")\n";
halide_assert(user_context, ctx != NULL && *ctx == NULL);
halide_assert(user_context, q != NULL && *q == NULL);
cl_int err = 0;
const cl_uint max_platforms = 4;
cl_platform_id platforms[max_platforms];
cl_uint platform_count = 0;
err = clGetPlatformIDs(max_platforms, platforms, &platform_count);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clGetPlatformIDs failed: "
<< get_opencl_error_name(err) << " " << err;
return err;
}
cl_platform_id platform = NULL;
// Find the requested platform, or the first if none specified.
const char *name = halide_opencl_get_platform_name(user_context);
if (name != NULL) {
for (cl_uint i = 0; i < platform_count; ++i) {
const cl_uint max_platform_name = 256;
char platform_name[max_platform_name];
err = clGetPlatformInfo(platforms[i], CL_PLATFORM_NAME, max_platform_name, platform_name, NULL );
if (err != CL_SUCCESS) continue;
debug(user_context) << "CL: platform " << i << " " << platform_name << "\n";
// A platform matches the request if it is a substring of the platform name.
if (strstr(platform_name, name)) {
platform = platforms[i];
break;
}
}
} else if (platform_count > 0) {
platform = platforms[0];
}
if (platform == NULL){
error(user_context) << "CL: Failed to find platform\n";
return CL_INVALID_PLATFORM;
}
#ifdef DEBUG_RUNTIME
const cl_uint max_platform_name = 256;
char platform_name[max_platform_name];
err = clGetPlatformInfo(platform, CL_PLATFORM_NAME, max_platform_name, platform_name, NULL );
if (err != CL_SUCCESS) {
debug(user_context) << " clGetPlatformInfo(CL_PLATFORM_NAME) failed: "
<< get_opencl_error_name(err) << "\n";
// This is just debug info, report the error but don't fail context creation due to it.
//return err;
} else {
debug(user_context) << " Got platform '" << platform_name
<< "', about to create context (t="
<< halide_current_time_ns(user_context)
<< ")\n";
}
#endif
// Get the types of devices requested.
cl_device_type device_type = 0;
const char * dev_type = halide_opencl_get_device_type(user_context);
if (dev_type != NULL && *dev_type != '\0') {
if (strstr(dev_type, "cpu")) {
device_type |= CL_DEVICE_TYPE_CPU;
}
if (strstr(dev_type, "gpu")) {
device_type |= CL_DEVICE_TYPE_GPU;
}
if (strstr(dev_type, "acc")) {
device_type |= CL_DEVICE_TYPE_ACCELERATOR;
}
}
// If no device types are specified, use all the available
// devices.
if (device_type == 0) {
device_type = CL_DEVICE_TYPE_ALL;
}
// Get all the devices of the specified type.
const cl_uint maxDevices = 4;
cl_device_id devices[maxDevices];
cl_uint deviceCount = 0;
err = clGetDeviceIDs(platform, device_type, maxDevices, devices, &deviceCount );
if (err != CL_SUCCESS) {
error(user_context) << "CL: clGetDeviceIDs failed: "
<< get_opencl_error_name(err);
return err;
}
// If the user indicated a specific device index to use, use
// that. Note that this is an index within the set of devices
// specified by the device type. -1 means select a device
// automatically based on core count.
int device = halide_get_gpu_device(user_context);
if (device == -1 && deviceCount == 1) {
device = 0;
} else if (device == -1) {
debug(user_context) << " Multiple CL devices detected. Selecting the one with the most cores.\n";
cl_uint best_core_count = 0;
for (cl_uint i = 0; i < deviceCount; i++) {
cl_device_id dev = devices[i];
cl_uint core_count = 0;
err = clGetDeviceInfo(dev, CL_DEVICE_MAX_COMPUTE_UNITS, sizeof(cl_uint), &core_count, NULL);
if (err != CL_SUCCESS) {
debug(user_context) << " Failed to get info on device " << i << "\n";
continue;
}
debug(user_context) << " Device " << i << " has " << core_count << " cores\n";
if (core_count >= best_core_count) {
device = i;
best_core_count = core_count;
}
}
debug(user_context) << " Selected device " << device << "\n";
}
if (device < 0 || device >= (int)deviceCount) {
error(user_context) << "CL: Failed to get device: " << device;
return CL_DEVICE_NOT_FOUND;
}
cl_device_id dev = devices[device];
#ifdef DEBUG_RUNTIME
// Declare variables for other state we want to query.
char device_name[256] = "";
char device_vendor[256] = "";
char device_profile[256] = "";
char device_version[256] = "";
char driver_version[256] = "";
cl_ulong global_mem_size = 0;
cl_ulong max_mem_alloc_size = 0;
cl_ulong local_mem_size = 0;
cl_uint max_compute_units = 0;
size_t max_work_group_size = 0;
cl_uint max_work_item_dimensions = 0;
size_t max_work_item_sizes[4] = { 0, };
struct {void *dst; size_t sz; cl_device_info param;} infos[] = {
{&device_name[0], sizeof(device_name), CL_DEVICE_NAME},
{&device_vendor[0], sizeof(device_vendor), CL_DEVICE_VENDOR},
{&device_profile[0], sizeof(device_profile), CL_DEVICE_PROFILE},
{&device_version[0], sizeof(device_version), CL_DEVICE_VERSION},
{&driver_version[0], sizeof(driver_version), CL_DRIVER_VERSION},
{&global_mem_size, sizeof(global_mem_size), CL_DEVICE_GLOBAL_MEM_SIZE},
{&max_mem_alloc_size, sizeof(max_mem_alloc_size), CL_DEVICE_MAX_MEM_ALLOC_SIZE},
{&local_mem_size, sizeof(local_mem_size), CL_DEVICE_LOCAL_MEM_SIZE},
{&max_compute_units, sizeof(max_compute_units), CL_DEVICE_MAX_COMPUTE_UNITS},
{&max_work_group_size, sizeof(max_work_group_size), CL_DEVICE_MAX_WORK_GROUP_SIZE},
{&max_work_item_dimensions, sizeof(max_work_item_dimensions), CL_DEVICE_MAX_WORK_ITEM_DIMENSIONS},
{&max_work_item_sizes[0], sizeof(max_work_item_sizes), CL_DEVICE_MAX_WORK_ITEM_SIZES},
{NULL}};
// Do all the queries.
for (int i = 0; infos[i].dst; i++) {
err = clGetDeviceInfo(dev, infos[i].param, infos[i].sz, infos[i].dst, NULL);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clGetDeviceInfo failed: "
<< get_opencl_error_name(err);
return err;
}
}
debug(user_context)
<< " device name: " << device_name << "\n"
<< " device vendor: " << device_vendor << "\n"
<< " device profile: " << device_profile << "\n"
<< " global mem size: " << global_mem_size/(1024*1024) << " MB\n"
<< " max mem alloc size: " << max_mem_alloc_size/(1024*1024) << " MB\n"
<< " local mem size: " << local_mem_size << "\n"
<< " max compute units: " << max_compute_units << "\n"
<< " max workgroup size: " << (uint64_t)max_work_group_size << "\n"
<< " max work item dimensions: " << max_work_item_dimensions << "\n"
<< " max work item sizes: " << (uint64_t)max_work_item_sizes[0]
<< "x" << (uint64_t)max_work_item_sizes[1]
<< "x" << (uint64_t)max_work_item_sizes[2]
<< "x" << (uint64_t)max_work_item_sizes[3] << "\n";
#endif
// Create context and command queue.
cl_context_properties properties[] = { CL_CONTEXT_PLATFORM, (cl_context_properties)platform, 0 };
debug(user_context) << " clCreateContext -> ";
*ctx = clCreateContext(properties, 1, &dev, NULL, NULL, &err);
if (err != CL_SUCCESS) {
debug(user_context) << get_opencl_error_name(err);
error(user_context) << "CL: clCreateContext failed: "
<< get_opencl_error_name(err)
<< ":" << (int)err;
return err;
} else {
debug(user_context) << *ctx << "\n";
}
debug(user_context) << " clCreateCommandQueue ";
*q = clCreateCommandQueue(*ctx, dev, 0, &err);
if (err != CL_SUCCESS) {
debug(user_context) << get_opencl_error_name(err);
error(user_context) << "CL: clCreateCommandQueue failed: "
<< get_opencl_error_name(err);
return err;
} else {
debug(user_context) << *q << "\n";
}
return err;
}
}}}} // namespace Halide::Runtime::Internal::OpenCL
extern "C" {
WEAK int halide_opencl_device_free(void *user_context, halide_buffer_t* buf) {
// halide_opencl_device_free, at present, can be exposed to clients and they
// should be allowed to call halide_opencl_device_free on any halide_buffer_t
// including ones that have never been used with a GPU.
if (buf->device == 0) {
return 0;
}
cl_mem dev_ptr = ((device_handle *)buf->device)->mem;
halide_assert(user_context, (((device_handle *)buf->device)->offset == 0) && "halide_opencl_device_free on buffer obtained from halide_device_crop");
debug(user_context)
<< "CL: halide_opencl_device_free (user_context: " << user_context
<< ", buf: " << buf << ") cl_mem: " << dev_ptr << "\n";
ClContext ctx(user_context);
if (ctx.error != CL_SUCCESS) {
return ctx.error;
}
#ifdef DEBUG_RUNTIME
uint64_t t_before = halide_current_time_ns(user_context);
#endif
halide_assert(user_context, validate_device_pointer(user_context, buf));
debug(user_context) << " clReleaseMemObject " << (void *)dev_ptr << "\n";
cl_int result = clReleaseMemObject((cl_mem)dev_ptr);
// If clReleaseMemObject fails, it is unlikely to succeed in a later call, so
// we just end our reference to it regardless.
free((device_handle *)buf->device);
buf->device = 0;
buf->device_interface->impl->release_module();
buf->device_interface = NULL;
if (result != CL_SUCCESS) {
// We may be called as a destructor, so don't raise an error
// here.
return result;
}
#ifdef DEBUG_RUNTIME
uint64_t t_after = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_after - t_before) / 1.0e6 << " ms\n";
#endif
return 0;
}
WEAK int halide_opencl_initialize_kernels(void *user_context, void **state_ptr, const char* src, int size) {
debug(user_context)
<< "CL: halide_opencl_init_kernels (user_context: " << user_context
<< ", state_ptr: " << state_ptr
<< ", program: " << (void *)src
<< ", size: " << size << "\n";
ClContext ctx(user_context);
if (ctx.error != CL_SUCCESS) {
return ctx.error;
}
#ifdef DEBUG_RUNTIME
uint64_t t_before = halide_current_time_ns(user_context);
#endif
// Create the state object if necessary. This only happens once, regardless
// of how many times halide_init_kernels/halide_release is called.
// halide_release traverses this list and releases the program objects, but
// it does not modify the list nodes created/inserted here.
module_state **state = (module_state**)state_ptr;
if (!(*state)) {
*state = (module_state*)malloc(sizeof(module_state));
(*state)->program = NULL;
(*state)->next = state_list;
state_list = *state;
}
// Create the program if necessary. TODO: The program object needs to not
// only already exist, but be created for the same context/device as the
// calling context/device.
if (!(*state && (*state)->program) && size > 1) {
cl_int err = 0;
cl_device_id dev;
err = clGetContextInfo(ctx.context, CL_CONTEXT_DEVICES, sizeof(dev), &dev, NULL);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clGetContextInfo(CL_CONTEXT_DEVICES) failed: "
<< get_opencl_error_name(err);
return err;
}
cl_device_id devices[] = { dev };
// Get the max constant buffer size supported by this OpenCL implementation.
cl_ulong max_constant_buffer_size = 0;
err = clGetDeviceInfo(dev, CL_DEVICE_MAX_CONSTANT_BUFFER_SIZE, sizeof(max_constant_buffer_size), &max_constant_buffer_size, NULL);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clGetDeviceInfo (CL_DEVICE_MAX_CONSTANT_BUFFER_SIZE) failed: "
<< get_opencl_error_name(err);
return err;
}
// Get the max number of constant arguments supported by this OpenCL implementation.
cl_uint max_constant_args = 0;
err = clGetDeviceInfo(dev, CL_DEVICE_MAX_CONSTANT_ARGS, sizeof(max_constant_args), &max_constant_args, NULL);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clGetDeviceInfo (CL_DEVICE_MAX_CONSTANT_ARGS) failed: "
<< get_opencl_error_name(err);
return err;
}
// Build the compile argument options.
stringstream options(user_context);
options << "-D MAX_CONSTANT_BUFFER_SIZE=" << max_constant_buffer_size
<< " -D MAX_CONSTANT_ARGS=" << max_constant_args;
const char * sources[] = { src };
debug(user_context) << " clCreateProgramWithSource -> ";
cl_program program = clCreateProgramWithSource(ctx.context, 1, &sources[0], NULL, &err );
if (err != CL_SUCCESS) {
debug(user_context) << get_opencl_error_name(err) << "\n";
error(user_context) << "CL: clCreateProgramWithSource failed: "
<< get_opencl_error_name(err);
return err;
} else {
debug(user_context) << (void *)program << "\n";
}
(*state)->program = program;
debug(user_context) << " clBuildProgram " << (void *)program
<< " " << options.str() << "\n";
err = clBuildProgram(program, 1, devices, options.str(), NULL, NULL );
if (err != CL_SUCCESS) {
// Allocate an appropriately sized buffer for the build log.
char buffer[8192];
// Get build log
if (clGetProgramBuildInfo(program, dev,
CL_PROGRAM_BUILD_LOG,
sizeof(buffer), buffer,
NULL) == CL_SUCCESS) {
error(user_context) << "CL: clBuildProgram failed: "
<< get_opencl_error_name(err)
<< "\nBuild Log:\n"
<< buffer << "\n";
} else {
error(user_context) << "clGetProgramBuildInfo failed";
}
return err;
}
}
#ifdef DEBUG_RUNTIME
uint64_t t_after = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_after - t_before) / 1.0e6 << " ms\n";
#endif
return 0;
}
// Used to generate correct timings when tracing
WEAK int halide_opencl_device_sync(void *user_context, halide_buffer_t *) {
debug(user_context) << "CL: halide_opencl_device_sync (user_context: " << user_context << ")\n";
ClContext ctx(user_context);
halide_assert(user_context, ctx.error == CL_SUCCESS);
#ifdef DEBUG_RUNTIME
uint64_t t_before = halide_current_time_ns(user_context);
#endif
cl_int err = clFinish(ctx.cmd_queue);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clFinish failed: "
<< get_opencl_error_name(err);
return err;
}
#ifdef DEBUG_RUNTIME
uint64_t t_after = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_after - t_before) / 1.0e6 << " ms\n";
#endif
return CL_SUCCESS;
}
WEAK int halide_opencl_device_release(void *user_context) {
debug(user_context)
<< "CL: halide_opencl_device_release (user_context: " << user_context << ")\n";
// The ClContext object does not allow the context storage to be modified,
// so we use halide_acquire_context directly.
int err;
cl_context ctx;
cl_command_queue q;
err = halide_acquire_cl_context(user_context, &ctx, &q, false);
if (err != 0) {
return err;
}
if (ctx) {
err = clFinish(q);
halide_assert(user_context, err == CL_SUCCESS);
// Unload the modules attached to this context. Note that the list
// nodes themselves are not freed, only the program objects are
// released. Subsequent calls to halide_init_kernels might re-create
// the program object using the same list node to store the program
// object.
module_state *state = state_list;
while (state) {
if (state->program) {
debug(user_context) << " clReleaseProgram " << state->program << "\n";
err = clReleaseProgram(state->program);
halide_assert(user_context, err == CL_SUCCESS);
state->program = NULL;
}
state = state->next;
}
// Release the context itself, if we created it.
if (ctx == context) {
debug(user_context) << " clReleaseCommandQueue " << command_queue << "\n";
err = clReleaseCommandQueue(command_queue);
halide_assert(user_context, err == CL_SUCCESS);
command_queue = NULL;
debug(user_context) << " clReleaseContext " << context << "\n";
err = clReleaseContext(context);
halide_assert(user_context, err == CL_SUCCESS);
context = NULL;
}
}
halide_release_cl_context(user_context);
return 0;
}
WEAK int halide_opencl_device_malloc(void *user_context, halide_buffer_t* buf) {
debug(user_context)
<< "CL: halide_opencl_device_malloc (user_context: " << user_context
<< ", buf: " << buf << ")\n";
ClContext ctx(user_context);
if (ctx.error != CL_SUCCESS) {
return ctx.error;
}
size_t size = buf->size_in_bytes();
halide_assert(user_context, size != 0);
if (buf->device) {
halide_assert(user_context, validate_device_pointer(user_context, buf, size));
return 0;
}
for (int i = 0; i < buf->dimensions; i++) {
halide_assert(user_context, buf->dim[i].stride >= 0);
}
debug(user_context) << " allocating " << *buf << "\n";
#ifdef DEBUG_RUNTIME
uint64_t t_before = halide_current_time_ns(user_context);
#endif
device_handle *dev_handle = (device_handle *)malloc(sizeof(device_handle));
if (dev_handle == NULL) {
return CL_OUT_OF_HOST_MEMORY;
}
cl_int err;
debug(user_context) << " clCreateBuffer -> " << (int)size << " ";
cl_mem dev_ptr = clCreateBuffer(ctx.context, CL_MEM_READ_WRITE, size, NULL, &err);
if (err != CL_SUCCESS || dev_ptr == 0) {
debug(user_context) << get_opencl_error_name(err) << "\n";
error(user_context) << "CL: clCreateBuffer failed: "
<< get_opencl_error_name(err);
free(dev_handle);
return err;
} else {
debug(user_context) << (void *)dev_ptr << " device_handle: " << dev_handle << "\n";
}
dev_handle->mem = dev_ptr;
dev_handle->offset = 0;
buf->device = (uint64_t)dev_handle;
buf->device_interface = &opencl_device_interface;
buf->device_interface->impl->use_module();
debug(user_context)
<< " Allocated device buffer " << (void *)buf->device
<< " for buffer " << buf << "\n";
halide_assert(user_context, validate_device_pointer(user_context, buf, size));
#ifdef DEBUG_RUNTIME
uint64_t t_after = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_after - t_before) / 1.0e6 << " ms\n";
#endif
return CL_SUCCESS;
}
namespace {
WEAK int do_multidimensional_copy(void *user_context, ClContext &ctx,
const device_copy &c,
int64_t src_idx, int64_t dst_idx,
int d, bool from_host, bool to_host) {
if (d > MAX_COPY_DIMS) {
error(user_context) << "Buffer has too many dimensions to copy to/from GPU\n";
return -1;
} else if (d == 0) {
cl_int err = 0;
debug(user_context) << " from " << (from_host ? "host" : "device")
<< " to " << (to_host ? "host" : "device") << ", "
<< (void *)c.src << " + " << src_idx
<< " -> " << (void *)c.dst << " + " << dst_idx
<< ", " << c.chunk_size << " bytes\n";
if (!from_host && to_host) {
err = clEnqueueReadBuffer(ctx.cmd_queue, ((device_handle *)c.src)->mem,
CL_FALSE, src_idx + ((device_handle *)c.src)->offset, c.chunk_size, (void *)(c.dst + dst_idx),
0, NULL, NULL);
} else if (from_host && !to_host) {
err = clEnqueueWriteBuffer(ctx.cmd_queue, ((device_handle *)c.dst)->mem,
CL_FALSE, dst_idx + ((device_handle *)c.dst)->offset, c.chunk_size, (void *)(c.src + src_idx),
0, NULL, NULL);
} else if (!from_host && !to_host) {
err = clEnqueueCopyBuffer(ctx.cmd_queue, ((device_handle *)c.src)->mem, ((device_handle *)c.dst)->mem,
src_idx + ((device_handle *)c.src)->offset, dst_idx + ((device_handle *)c.dst)->offset,
c.chunk_size, 0, NULL, NULL);
} else if (c.dst != c.src) {
// Could reach here if a user called directly into the
// opencl API for a device->host copy on a source buffer
// with device_dirty = false.
memcpy((void *)c.dst, (void *)c.src, c.chunk_size);
}
if (err) {
error(user_context) << "CL: buffer copy failed: " << get_opencl_error_name(err);
return (int)err;
}
} else {
ssize_t src_off = 0, dst_off = 0;
for (int i = 0; i < (int)c.extent[d-1]; i++) {
int err = do_multidimensional_copy(user_context, ctx, c,
src_idx + src_off, dst_idx + dst_off,
d - 1, from_host, to_host);
dst_off += c.dst_stride_bytes[d-1];
src_off += c.src_stride_bytes[d-1];
if (err) {
return err;
}
}
}
return 0;
}
}
WEAK int halide_opencl_buffer_copy(void *user_context, struct halide_buffer_t *src,
const struct halide_device_interface_t *dst_device_interface,
struct halide_buffer_t *dst) {
// We only handle copies to opencl or to host
halide_assert(user_context, dst_device_interface == NULL ||
dst_device_interface == &opencl_device_interface);
if (src->device_dirty() &&
src->device_interface != &opencl_device_interface) {
halide_assert(user_context, dst_device_interface == &opencl_device_interface);
// If the source is not opencl or host memory, ask the source
// device interface to copy to dst host memory first.
int err = src->device_interface->impl->buffer_copy(user_context, src, NULL, dst);
if (err) return err;
// Now just copy from src to host
src = dst;
}
bool from_host = !src->device_dirty() && src->host;
bool to_host = !dst_device_interface;
halide_assert(user_context, from_host || src->device);
halide_assert(user_context, to_host || dst->device);
device_copy c = make_buffer_copy(src, from_host, dst, to_host);
int err = 0;
{
ClContext ctx(user_context);
if (ctx.error != CL_SUCCESS) {
return ctx.error;
}
debug(user_context)
<< "CL: halide_opencl_buffer_copy (user_context: " << user_context
<< ", src: " << src << ", dst: " << dst << ")\n";
#ifdef DEBUG_RUNTIME
uint64_t t_before = halide_current_time_ns(user_context);
if (!from_host) {
halide_assert(user_context, validate_device_pointer(user_context, src));
}
if (!to_host) {
halide_assert(user_context, validate_device_pointer(user_context, dst));
}
#endif
err = do_multidimensional_copy(user_context, ctx, c, c.src_begin, 0, dst->dimensions, from_host, to_host);
// The reads/writes above are all non-blocking, so empty the command
// queue before we proceed so that other host code won't write
// to the buffer while the above writes are still running.
clFinish(ctx.cmd_queue);
#ifdef DEBUG_RUNTIME
uint64_t t_after = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_after - t_before) / 1.0e6 << " ms\n";
#endif
}
return err;
}
WEAK int halide_opencl_copy_to_device(void *user_context, halide_buffer_t* buf) {
return halide_opencl_buffer_copy(user_context, buf, &opencl_device_interface, buf);
}
WEAK int halide_opencl_copy_to_host(void *user_context, halide_buffer_t* buf) {
return halide_opencl_buffer_copy(user_context, buf, NULL, buf);
}
WEAK int halide_opencl_run(void *user_context,
void *state_ptr,
const char* entry_name,
int blocksX, int blocksY, int blocksZ,
int threadsX, int threadsY, int threadsZ,
int shared_mem_bytes,
size_t arg_sizes[],
void* args[],
int8_t arg_is_buffer[],
int num_attributes,
float* vertex_buffer,
int num_coords_dim0,
int num_coords_dim1) {
debug(user_context)
<< "CL: halide_opencl_run (user_context: " << user_context << ", "
<< "entry: " << entry_name << ", "
<< "blocks: " << blocksX << "x" << blocksY << "x" << blocksZ << ", "
<< "threads: " << threadsX << "x" << threadsY << "x" << threadsZ << ", "
<< "shmem: " << shared_mem_bytes << "\n";
cl_int err;
ClContext ctx(user_context);
if (ctx.error != CL_SUCCESS) {
return ctx.error;
}
#ifdef DEBUG_RUNTIME
uint64_t t_before = halide_current_time_ns(user_context);
#endif
// Create kernel object for entry_name from the program for this module.
halide_assert(user_context, state_ptr);
cl_program program = ((module_state*)state_ptr)->program;
halide_assert(user_context, program);
debug(user_context) << " clCreateKernel " << entry_name << " -> ";
cl_kernel f = clCreateKernel(program, entry_name, &err);
if (err != CL_SUCCESS) {
debug(user_context) << get_opencl_error_name(err) << "\n";
error(user_context) << "CL: clCreateKernel " << entry_name << " failed: "
<< get_opencl_error_name(err) << "\n";
return err;
} else {
#ifdef DEBUG_RUNTIME
uint64_t t_create_kernel = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_create_kernel - t_before) / 1.0e6 << " ms\n";
#endif
}
// Pack dims
size_t global_dim[3] = {(size_t) blocksX*threadsX, (size_t) blocksY*threadsY, (size_t) blocksZ*threadsZ};
size_t local_dim[3] = {(size_t) threadsX, (size_t) threadsY, (size_t) threadsZ};
// Set args
int i = 0;
// Count sub buffers needed for crops.
int sub_buffers_needed = 0;
while (arg_sizes[i] != 0) {
if (arg_is_buffer[i] &&
((device_handle *)((halide_buffer_t *)args[i])->device)->offset != 0) {
sub_buffers_needed++;
}
i += 1;
}
cl_mem *sub_buffers = NULL;
int sub_buffers_saved = 0;
if (sub_buffers_needed > 0) {
sub_buffers = (cl_mem *)malloc(sizeof(cl_mem) * sub_buffers_needed);
if (sub_buffers == NULL) {
return halide_error_code_out_of_memory;
}
memset(sub_buffers, 0, sizeof(cl_mem) * sub_buffers_needed);
}
i = 0;
while (arg_sizes[i] != 0) {
debug(user_context) << " clSetKernelArg " << i
<< " " << (int)arg_sizes[i]
<< " [" << (*((void **)args[i])) << " ...] "
<< arg_is_buffer[i] << "\n";
void *this_arg = args[i];
cl_int err = CL_SUCCESS;
if (arg_is_buffer[i]) {
halide_assert(user_context, arg_sizes[i] == sizeof(uint64_t));
cl_mem mem = ((device_handle *)((halide_buffer_t *)this_arg)->device)->mem;
uint64_t offset = ((device_handle *)((halide_buffer_t *)this_arg)->device)->offset;
if (offset != 0) {
cl_buffer_region region = {(size_t)offset, ((halide_buffer_t *)this_arg)->size_in_bytes()};
// The sub-buffer encompasses the linear range of addresses that
// span the crop.
mem = clCreateSubBuffer(mem, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &err);
sub_buffers[sub_buffers_saved++] = mem;
}
if (err == CL_SUCCESS) {
debug(user_context) << "Mapped dev handle is: " << (void *)mem << "\n";
err = clSetKernelArg(f, i, sizeof(mem), &mem);
}
} else {
err = clSetKernelArg(f, i, arg_sizes[i], this_arg);
}
if (err != CL_SUCCESS) {
error(user_context) << "CL: clSetKernelArg failed: "
<< get_opencl_error_name(err);
for (int sub_buf_index = 0; sub_buf_index < sub_buffers_saved; sub_buf_index++) {
clReleaseMemObject(sub_buffers[sub_buf_index]);
}
free(sub_buffers);
return err;
}
i++;
}
// Set the shared mem buffer last
// Always set at least 1 byte of shmem, to keep the launch happy
debug(user_context)
<< " clSetKernelArg " << i << " " << shared_mem_bytes << " [NULL]\n";
err = clSetKernelArg(f, i, (shared_mem_bytes > 0) ? shared_mem_bytes : 1, NULL);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clSetKernelArg failed "
<< get_opencl_error_name(err);
return err;
}
// Launch kernel
debug(user_context)
<< " clEnqueueNDRangeKernel "
<< blocksX << "x" << blocksY << "x" << blocksZ << ", "
<< threadsX << "x" << threadsY << "x" << threadsZ << " -> ";
err = clEnqueueNDRangeKernel(ctx.cmd_queue, f,
// NDRange
3, NULL, global_dim, local_dim,
// Events
0, NULL, NULL);
debug(user_context) << get_opencl_error_name(err) << "\n";
// Now that the kernel is enqueued, OpenCL is holding its own
// references to sub buffers and the local ones can be released.
for (int sub_buf_index = 0; sub_buf_index < sub_buffers_saved; sub_buf_index++) {
clReleaseMemObject(sub_buffers[sub_buf_index]);
}
free(sub_buffers);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clEnqueueNDRangeKernel failed: "
<< get_opencl_error_name(err) << "\n";
return err;
}
debug(user_context) << " Releasing kernel " << (void *)f << "\n";
clReleaseKernel(f);
debug(user_context) << " clReleaseKernel finished" << (void *)f << "\n";
#ifdef DEBUG_RUNTIME
err = clFinish(ctx.cmd_queue);
if (err != CL_SUCCESS) {
error(user_context) << "CL: clFinish failed (" << err << ")\n";
return err;
}
uint64_t t_after = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_after - t_before) / 1.0e6 << " ms\n";
#endif
return 0;
}
WEAK int halide_opencl_device_and_host_malloc(void *user_context, struct halide_buffer_t *buf) {
return halide_default_device_and_host_malloc(user_context, buf, &opencl_device_interface);
}
WEAK int halide_opencl_device_and_host_free(void *user_context, struct halide_buffer_t *buf) {
return halide_default_device_and_host_free(user_context, buf, &opencl_device_interface);
}
WEAK int halide_opencl_wrap_cl_mem(void *user_context, struct halide_buffer_t *buf, uint64_t mem) {
halide_assert(user_context, buf->device == 0);
if (buf->device != 0) {
return -2;
}
device_handle *dev_handle = (device_handle *)malloc(sizeof(device_handle));
if (dev_handle == NULL) {
return halide_error_code_out_of_memory;
}
dev_handle->mem = (cl_mem)mem;
dev_handle->offset = 0;
buf->device = (uint64_t)dev_handle;
buf->device_interface = &opencl_device_interface;
buf->device_interface->impl->use_module();
#if DEBUG_RUNTIME
if (!validate_device_pointer(user_context, buf)) {
free((device_handle *)buf->device);
buf->device = 0;
buf->device_interface->impl->release_module();
buf->device_interface = NULL;
return -3;
}
#endif
return 0;
}
WEAK int halide_opencl_detach_cl_mem(void *user_context, halide_buffer_t *buf) {
if (buf->device == NULL) {
return 0;
}
halide_assert(user_context, buf->device_interface == &opencl_device_interface);
free((device_handle *)buf->device);
buf->device = 0;
buf->device_interface->impl->release_module();
buf->device_interface = NULL;
return 0;
}
WEAK uintptr_t halide_opencl_get_cl_mem(void *user_context, halide_buffer_t *buf) {
if (buf->device == NULL) {
return 0;
}
halide_assert(user_context, buf->device_interface == &opencl_device_interface);
return (uintptr_t)((device_handle *)buf->device)->mem;
}
WEAK uint64_t halide_opencl_get_crop_offset(void *user_context, halide_buffer_t *buf) {
if (buf->device == NULL) {
return 0;
}
halide_assert(user_context, buf->device_interface == &opencl_device_interface);
return ((device_handle *)buf->device)->offset;
}
WEAK int halide_opencl_device_crop(void *user_context,
const struct halide_buffer_t *src,
struct halide_buffer_t *dst) {
ClContext ctx(user_context);
if (ctx.error != CL_SUCCESS) {
return ctx.error;
}
dst->device_interface = src->device_interface;
int64_t offset = 0;
for (int i = 0; i < src->dimensions; i++) {
offset += (dst->dim[i].min - src->dim[i].min) * src->dim[i].stride;
}
offset *= src->type.bytes();
device_handle *new_dev_handle = (device_handle *)malloc(sizeof(device_handle));
if (new_dev_handle == NULL) {
error(user_context) << "CL: malloc failed making device handle for crop.\n";
return halide_error_code_out_of_memory;
}
clRetainMemObject(((device_handle *)src->device)->mem);
new_dev_handle->mem = ((device_handle *)src->device)->mem;
new_dev_handle->offset = ((device_handle *)src->device)->offset + offset;
dst->device = (uint64_t)new_dev_handle;
return 0;
}
WEAK int halide_opencl_device_release_crop(void *user_context,
struct halide_buffer_t *buf) {
// Basically the same code as in halide_opencl_device_free, but with
// enough differences to require separate code.
cl_mem dev_ptr = ((device_handle *)buf->device)->mem;
debug(user_context)
<< "CL: halide_opencl_device_release_crop(user_context: " << user_context
<< ", buf: " << buf << ") cl_mem: " << dev_ptr << " offset: " << ((device_handle *)buf->device)->offset << "\n";
ClContext ctx(user_context);
if (ctx.error != CL_SUCCESS) {
return ctx.error;
}
#ifdef DEBUG_RUNTIME
uint64_t t_before = halide_current_time_ns(user_context);
#endif
halide_assert(user_context, validate_device_pointer(user_context, buf));
debug(user_context) << " clReleaseMemObject " << (void *)dev_ptr << "\n";
// Sub-buffers are released with clReleaseMemObject
cl_int result = clReleaseMemObject((cl_mem)dev_ptr);
free((device_handle *)buf->device);
if (result != CL_SUCCESS) {
// We may be called as a destructor, so don't raise an error
// here.
return result;
}
#ifdef DEBUG_RUNTIME
uint64_t t_after = halide_current_time_ns(user_context);
debug(user_context) << " Time: " << (t_after - t_before) / 1.0e6 << " ms\n";
#endif
return 0;
}
WEAK const struct halide_device_interface_t *halide_opencl_device_interface() {
return &opencl_device_interface;
}
namespace {
__attribute__((destructor))
WEAK void halide_opencl_cleanup() {
halide_opencl_device_release(NULL);
}
}
} // extern "C" linkage
namespace Halide { namespace Runtime { namespace Internal { namespace OpenCL {
WEAK const char *get_opencl_error_name(cl_int err) {
switch (err) {
case CL_SUCCESS: return "CL_SUCCESS";
case CL_DEVICE_NOT_FOUND: return "CL_DEVICE_NOT_FOUND";
case CL_DEVICE_NOT_AVAILABLE: return "CL_DEVICE_NOT_AVAILABLE";
case CL_COMPILER_NOT_AVAILABLE: return "CL_COMPILER_NOT_AVAILABLE";
case CL_MEM_OBJECT_ALLOCATION_FAILURE: return "CL_MEM_OBJECT_ALLOCATION_FAILURE";
case CL_OUT_OF_RESOURCES: return "CL_OUT_OF_RESOURCES";
case CL_OUT_OF_HOST_MEMORY: return "CL_OUT_OF_HOST_MEMORY";
case CL_PROFILING_INFO_NOT_AVAILABLE: return "CL_PROFILING_INFO_NOT_AVAILABLE";
case CL_MEM_COPY_OVERLAP: return "CL_MEM_COPY_OVERLAP";
case CL_IMAGE_FORMAT_MISMATCH: return "CL_IMAGE_FORMAT_MISMATCH";
case CL_IMAGE_FORMAT_NOT_SUPPORTED: return "CL_IMAGE_FORMAT_NOT_SUPPORTED";
case CL_BUILD_PROGRAM_FAILURE: return "CL_BUILD_PROGRAM_FAILURE";
case CL_MAP_FAILURE: return "CL_MAP_FAILURE";
case CL_MISALIGNED_SUB_BUFFER_OFFSET: return "CL_MISALIGNED_SUB_BUFFER_OFFSET";
case CL_EXEC_STATUS_ERROR_FOR_EVENTS_IN_WAIT_LIST: return "CL_EXEC_STATUS_ERROR_FOR_EVENTS_IN_WAIT_LIST";
case CL_COMPILE_PROGRAM_FAILURE: return "CL_COMPILE_PROGRAM_FAILURE";
case CL_LINKER_NOT_AVAILABLE: return "CL_LINKER_NOT_AVAILABLE";
case CL_LINK_PROGRAM_FAILURE: return "CL_LINK_PROGRAM_FAILURE";
case CL_DEVICE_PARTITION_FAILED: return "CL_DEVICE_PARTITION_FAILED";
case CL_KERNEL_ARG_INFO_NOT_AVAILABLE: return "CL_KERNEL_ARG_INFO_NOT_AVAILABLE";
case CL_INVALID_VALUE: return "CL_INVALID_VALUE";
case CL_INVALID_DEVICE_TYPE: return "CL_INVALID_DEVICE_TYPE";
case CL_INVALID_PLATFORM: return "CL_INVALID_PLATFORM";
case CL_INVALID_DEVICE: return "CL_INVALID_DEVICE";
case CL_INVALID_CONTEXT: return "CL_INVALID_CONTEXT";
case CL_INVALID_QUEUE_PROPERTIES: return "CL_INVALID_QUEUE_PROPERTIES";
case CL_INVALID_COMMAND_QUEUE: return "CL_INVALID_COMMAND_QUEUE";
case CL_INVALID_HOST_PTR: return "CL_INVALID_HOST_PTR";
case CL_INVALID_MEM_OBJECT: return "CL_INVALID_MEM_OBJECT";
case CL_INVALID_IMAGE_FORMAT_DESCRIPTOR: return "CL_INVALID_IMAGE_FORMAT_DESCRIPTOR";
case CL_INVALID_IMAGE_SIZE: return "CL_INVALID_IMAGE_SIZE";
case CL_INVALID_SAMPLER: return "CL_INVALID_SAMPLER";
case CL_INVALID_BINARY: return "CL_INVALID_BINARY";
case CL_INVALID_BUILD_OPTIONS: return "CL_INVALID_BUILD_OPTIONS";
case CL_INVALID_PROGRAM: return "CL_INVALID_PROGRAM";
case CL_INVALID_PROGRAM_EXECUTABLE: return "CL_INVALID_PROGRAM_EXECUTABLE";
case CL_INVALID_KERNEL_NAME: return "CL_INVALID_KERNEL_NAME";
case CL_INVALID_KERNEL_DEFINITION: return "CL_INVALID_KERNEL_DEFINITION";
case CL_INVALID_KERNEL: return "CL_INVALID_KERNEL";
case CL_INVALID_ARG_INDEX: return "CL_INVALID_ARG_INDEX";
case CL_INVALID_ARG_VALUE: return "CL_INVALID_ARG_VALUE";
case CL_INVALID_ARG_SIZE: return "CL_INVALID_ARG_SIZE";
case CL_INVALID_KERNEL_ARGS: return "CL_INVALID_KERNEL_ARGS";
case CL_INVALID_WORK_DIMENSION: return "CL_INVALID_WORK_DIMENSION";
case CL_INVALID_WORK_GROUP_SIZE: return "CL_INVALID_WORK_GROUP_SIZE";
case CL_INVALID_WORK_ITEM_SIZE: return "CL_INVALID_WORK_ITEM_SIZE";
case CL_INVALID_GLOBAL_OFFSET: return "CL_INVALID_GLOBAL_OFFSET";
case CL_INVALID_EVENT_WAIT_LIST: return "CL_INVALID_EVENT_WAIT_LIST";
case CL_INVALID_EVENT: return "CL_INVALID_EVENT";
case CL_INVALID_OPERATION: return "CL_INVALID_OPERATION";
case CL_INVALID_GL_OBJECT: return "CL_INVALID_GL_OBJECT";
case CL_INVALID_BUFFER_SIZE: return "CL_INVALID_BUFFER_SIZE";
case CL_INVALID_MIP_LEVEL: return "CL_INVALID_MIP_LEVEL";
case CL_INVALID_GLOBAL_WORK_SIZE: return "CL_INVALID_GLOBAL_WORK_SIZE";
case CL_INVALID_PROPERTY: return "CL_INVALID_PROPERTY";
case CL_INVALID_IMAGE_DESCRIPTOR: return "CL_INVALID_IMAGE_DESCRIPTOR";
case CL_INVALID_COMPILER_OPTIONS: return "CL_INVALID_COMPILER_OPTIONS";
case CL_INVALID_LINKER_OPTIONS: return "CL_INVALID_LINKER_OPTIONS";
case CL_INVALID_DEVICE_PARTITION_COUNT: return "CL_INVALID_DEVICE_PARTITION_COUNT";
default: return "<Unknown error>";
}
}
WEAK halide_device_interface_impl_t opencl_device_interface_impl = {
halide_use_jit_module,
halide_release_jit_module,
halide_opencl_device_malloc,
halide_opencl_device_free,
halide_opencl_device_sync,
halide_opencl_device_release,
halide_opencl_copy_to_host,
halide_opencl_copy_to_device,
halide_opencl_device_and_host_malloc,
halide_opencl_device_and_host_free,
halide_opencl_buffer_copy,
halide_opencl_device_crop,
halide_opencl_device_release_crop,
halide_opencl_wrap_cl_mem,
halide_opencl_detach_cl_mem,
};
WEAK halide_device_interface_t opencl_device_interface = {
halide_device_malloc,
halide_device_free,
halide_device_sync,
halide_device_release,
halide_copy_to_host,
halide_copy_to_device,
halide_device_and_host_malloc,
halide_device_and_host_free,
halide_buffer_copy,
halide_device_crop,
halide_device_release_crop,
halide_device_wrap_native,
halide_device_detach_native,
&opencl_device_interface_impl
};
}}}} // namespace Halide::Runtime::Internal::OpenCL
