[FFmpeg-devel] [PATCH]opencl: automatically select the fastest opencl device

Michael Niedermayer michaelni at gmx.at
Tue Dec 3 13:06:14 CET 2013


On Tue, Dec 03, 2013 at 12:08:17AM -0600, Lenny Wang wrote:
> On Mon, Dec 2, 2013 at 11:03 PM, Michael Niedermayer <michaelni at gmx.at> wrote:
> > On Mon, Dec 02, 2013 at 10:39:20PM -0600, Lenny Wang wrote:
> >> On Mon, Dec 2, 2013 at 10:12 PM, Michael Niedermayer <michaelni at gmx.at> wrote:
> >> > On Mon, Dec 02, 2013 at 04:48:41PM -0600, Lenny Wang wrote:
> >> >> On Mon, Dec 2, 2013 at 4:40 PM, Stefano Sabatini <stefasab at gmail.com> wrote:
> >> >> > On date Monday 2013-12-02 11:46:09 -0600, Lenny Wang encoded:
> >> >> >> On Mon, Dec 2, 2013 at 5:46 AM, Stefano Sabatini <stefasab at gmail.com> wrote:
> >> >> > [...]
> >> >> >> From: Lenny Wang <lwanghpc at gmail.com>
> >> >> >> Date: Mon, 2 Dec 2013 11:40:00 -0600
> >> >> >> Subject: [PATCH] cmdutils & opencl: add -opencl_bench option to test and show available OpenCL devices
> >> >> >>
> >> >> >> ---
> >> >> >>  cmdutils.c                     | 166 +++++++++++++++++++++++++++++++++++++++++
> >> >> >>  cmdutils.h                     |  15 ++++
> >> >> >>  cmdutils_common_opts.h         |   1 +
> >> >> >>  cmdutils_opencl_bench_kernel.h |  86 +++++++++++++++++++++
> >> >> >>  doc/APIchanges                 |   2 +
> >> >> >>  doc/fftools-common-opts.texi   |   4 +
> >> >> >>  doc/utils.texi                 |   4 +-
> >> >> >>  libavutil/opencl.c             |  42 +++++++++++
> >> >> >>  libavutil/opencl.h             |  16 ++++
> >> >> >>  libavutil/version.h            |   2 +-
> >> >> >>  10 files changed, 335 insertions(+), 3 deletions(-)
> >> >> >>
> >> >> >> diff --git a/cmdutils.c b/cmdutils.c
> >> >> >> index 46ade3f..4f61a80 100644
> >> >> >> --- a/cmdutils.c
> >> >> >> +++ b/cmdutils.c
> >> >> >> @@ -60,6 +60,8 @@
> >> >> >>  #endif
> >> >> >>  #if CONFIG_OPENCL
> >> >> >>  #include "libavutil/opencl.h"
> >> >> >> +#include "libavutil/time.h"
> >> >> >> +#include "cmdutils_opencl_bench_kernel.h"
> >> >> >>  #endif
> >> >> >>
> >> >> >>
> >> >> >> @@ -986,6 +988,170 @@ int opt_timelimit(void *optctx, const char *opt, const char *arg)
> >> >> >>  }
> >> >> >>
> >> >> >>  #if CONFIG_OPENCL
> >> >> >> +#define OCLCHECK(method, ... )                                                 \
> >> >> >> +do {                                                                           \
> >> >> >> +    status = method(__VA_ARGS__);                                              \
> >> >> >> +    if (status != CL_SUCCESS) {                                                \
> >> >> >> +        av_log(NULL, AV_LOG_ERROR, # method " error '%s'\n",                   \
> >> >> >> +               av_opencl_errstr(status));                                      \
> >> >> >> +        ret = AVERROR_EXTERNAL;                                                \
> >> >> >> +        goto end;                                                              \
> >> >> >> +    }                                                                          \
> >> >> >> +} while (0)
> >> >> >> +
> >> >> >> +#define CREATEBUF(out, flags, size)                                            \
> >> >> >> +do {                                                                           \
> >> >> >> +    out = clCreateBuffer(ext_opencl_env->context, flags, size, NULL, &status); \
> >> >> >> +    if (status != CL_SUCCESS) {                                                \
> >> >> >> +        av_log(NULL, AV_LOG_ERROR, "Could not create OpenCL buffer\n");        \
> >> >> >> +        ret = AVERROR_EXTERNAL;                                                \
> >> >> >> +        goto end;                                                              \
> >> >> >> +    }                                                                          \
> >> >> >> +} while (0)
> >> >> >> +
> >> >> >> +static void fill_rand_int(int *data, int n)
> >> >> >> +{
> >> >> >> +    int i;
> >> >> >> +    srand(av_gettime());
> >> >> >> +    for (i = 0; i < n; i++)
> >> >> >> +        data[i] = rand();
> >> >> >> +}
> >> >> >> +
> >> >> >> +#define OPENCL_NB_ITER 5
> >> >> >> +static int64_t run_opencl_bench(AVOpenCLExternalEnv *ext_opencl_env)
> >> >> >> +{
> >> >> >> +    int i, arg = 0, width = 1920, height = 1088;
> >> >> >> +    int64_t start, ret = 0;
> >> >> >> +    cl_int status;
> >> >> >> +    size_t kernel_len;
> >> >> >> +    char *inbuf;
> >> >> >> +    int *mask;
> >> >> >> +    int buf_size = width * height * sizeof(char);
> >> >> >> +    int mask_size = sizeof(uint32_t) * 128;
> >> >> >> +
> >> >> >> +    cl_mem cl_mask, cl_inbuf, cl_outbuf;
> >> >> >> +    cl_kernel kernel = NULL;
> >> >> >> +    cl_program program = NULL;
> >> >> >> +    size_t local_work_size_2d[2] = {16, 16};
> >> >> >> +    size_t global_work_size_2d[2] = {(size_t)width, (size_t)height};
> >> >> >> +
> >> >> >> +    if (!(inbuf = av_malloc(buf_size)) || !(mask = av_malloc(mask_size))) {
> >> >> >> +        av_log(NULL, AV_LOG_ERROR, "Out of memory\n");
> >> >> >> +        ret = AVERROR(ENOMEM);
> >> >> >> +        goto end;
> >> >> >> +    }
> >> >> >> +    fill_rand_int((int*)inbuf, buf_size/4);
> >> >> >> +    fill_rand_int(mask, mask_size/4);
> >> >> >> +
> >> >> >> +    CREATEBUF(cl_mask, CL_MEM_READ_ONLY, mask_size);
> >> >> >> +    CREATEBUF(cl_inbuf, CL_MEM_READ_ONLY, buf_size);
> >> >> >> +    CREATEBUF(cl_outbuf, CL_MEM_READ_WRITE, buf_size);
> >> >> >> +
> >> >> >> +    kernel_len = strlen(ocl_bench_source);
> >> >> >> +    program = clCreateProgramWithSource(ext_opencl_env->context, 1, &ocl_bench_source,
> >> >> >> +                                        &kernel_len, &status);
> >> >> >> +    if (status != CL_SUCCESS || !program) {
> >> >> >> +        av_log(NULL, AV_LOG_ERROR, "OpenCL unable to create benchmark program\n");
> >> >> >> +        ret = AVERROR_EXTERNAL;
> >> >> >> +        goto end;
> >> >> >> +    }
> >> >> >> +    status = clBuildProgram(program, 1, &(ext_opencl_env->device_id), NULL, NULL, NULL);
> >> >> >> +    if (status != CL_SUCCESS) {
> >> >> >> +        av_log(NULL, AV_LOG_ERROR, "OpenCL unable to build benchmark program\n");
> >> >> >> +        ret = AVERROR_EXTERNAL;
> >> >> >> +        goto end;
> >> >> >> +    }
> >> >> >> +    kernel = clCreateKernel(program, "unsharp_bench", &status);
> >> >> >> +    if (status != CL_SUCCESS) {
> >> >> >> +        av_log(NULL, AV_LOG_ERROR, "OpenCL unable to create benchmark kernel\n");
> >> >> >> +        ret = AVERROR_EXTERNAL;
> >> >> >> +        goto end;
> >> >> >> +    }
> >> >> >> +
> >> >> >> +    OCLCHECK(clEnqueueWriteBuffer, ext_opencl_env->command_queue, cl_inbuf, CL_TRUE, 0,
> >> >> >> +             buf_size, inbuf, 0, NULL, NULL);
> >> >> >> +    OCLCHECK(clEnqueueWriteBuffer, ext_opencl_env->command_queue, cl_mask, CL_TRUE, 0,
> >> >> >> +             mask_size, mask, 0, NULL, NULL);
> >> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_mem), &cl_inbuf);
> >> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_mem), &cl_outbuf);
> >> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_mem), &cl_mask);
> >> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_int), &width);
> >> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_int), &height);
> >> >> >> +
> >> >> >> +    start = av_gettime();
> >> >> >
> >> >> >> +    for (i = 0; i < OPENCL_NB_ITER; i++)
> >> >> >> +         OCLCHECK(clEnqueueNDRangeKernel, ext_opencl_env->command_queue, kernel, 2, NULL,
> >> >> >> +                 global_work_size_2d, local_work_size_2d, 0, NULL, NULL);
> >> >> >> +     clFinish(ext_opencl_env->command_queue);
> >> >> >
> >> >> > nit: still weird indent, it should be:
> >> >> >
> >> >> >     for (i = 0; i < OPENCL_NB_ITER; i++)
> >> >> >         OCLCHECK(clEnqueueNDRangeKernel, ext_opencl_env->command_queue, kernel, 2, NULL,
> >> >> >                  global_work_size_2d, local_work_size_2d, 0, NULL, NULL);
> >> >> >     clFinish(ext_opencl_env->command_queue);
> >> >> >
> >> >> > LGTM, but Wei should approve the patch, thanks.
> >> >>
> >> >> Indent fixed.  Pending Wei's approval.
> >> >
> >> >>  cmdutils.c                     |  166 +++++++++++++++++++++++++++++++++++++++++
> >> >>  cmdutils.h                     |   15 +++
> >> >>  cmdutils_common_opts.h         |    1
> >> >>  cmdutils_opencl_bench_kernel.h |   86 +++++++++++++++++++++
> >> >>  doc/APIchanges                 |    2
> >> >>  doc/fftools-common-opts.texi   |    4
> >> >>  doc/utils.texi                 |    4
> >> >>  libavutil/opencl.c             |   42 ++++++++++
> >> >>  libavutil/opencl.h             |   16 +++
> >> >>  libavutil/version.h            |    2
> >> >>  10 files changed, 335 insertions(+), 3 deletions(-)
> >> >> 6fccaf0e1c18908b2ce57bb460749dfe14824831  add-opencl-bench-option.patch
> >> >> From: Lenny Wang <lwanghpc at gmail.com>
> >> >> Date: Mon, 2 Dec 2013 11:40:00 -0600
> >> >> Subject: [PATCH] cmdutils & opencl: add -opencl_bench option to test and show available OpenCL devices
> >> >>
> >> >> ---
> >> >>  cmdutils.c                     | 166 +++++++++++++++++++++++++++++++++++++++++
> >> >>  cmdutils.h                     |  15 ++++
> >> >>  cmdutils_common_opts.h         |   1 +
> >> >>  cmdutils_opencl_bench_kernel.h |  86 +++++++++++++++++++++
> >> >>  doc/APIchanges                 |   2 +
> >> >>  doc/fftools-common-opts.texi   |   4 +
> >> >>  doc/utils.texi                 |   4 +-
> >> >>  libavutil/opencl.c             |  42 +++++++++++
> >> >>  libavutil/opencl.h             |  16 ++++
> >> >>  libavutil/version.h            |   2 +-
> >> >>  10 files changed, 335 insertions(+), 3 deletions(-)
> >> >>
> >> >> diff --git a/cmdutils.c b/cmdutils.c
> >> >> index 46ade3f..4f61a80 100644
> >> >> --- a/cmdutils.c
> >> >> +++ b/cmdutils.c
> >> >> @@ -60,6 +60,8 @@
> >> >>  #endif
> >> >>  #if CONFIG_OPENCL
> >> >>  #include "libavutil/opencl.h"
> >> >> +#include "libavutil/time.h"
> >> >> +#include "cmdutils_opencl_bench_kernel.h"
> >> >>  #endif
> >> >>
> >> >>
> >> >> @@ -986,6 +988,170 @@ int opt_timelimit(void *optctx, const char *opt, const char *arg)
> >> >>  }
> >> >>
> >> >>  #if CONFIG_OPENCL
> >> >> +#define OCLCHECK(method, ... )                                                 \
> >> >> +do {                                                                           \
> >> >> +    status = method(__VA_ARGS__);                                              \
> >> >> +    if (status != CL_SUCCESS) {                                                \
> >> >> +        av_log(NULL, AV_LOG_ERROR, # method " error '%s'\n",                   \
> >> >> +               av_opencl_errstr(status));                                      \
> >> >> +        ret = AVERROR_EXTERNAL;                                                \
> >> >> +        goto end;                                                              \
> >> >> +    }                                                                          \
> >> >> +} while (0)
> >> >> +
> >> >> +#define CREATEBUF(out, flags, size)                                            \
> >> >> +do {                                                                           \
> >> >> +    out = clCreateBuffer(ext_opencl_env->context, flags, size, NULL, &status); \
> >> >> +    if (status != CL_SUCCESS) {                                                \
> >> >> +        av_log(NULL, AV_LOG_ERROR, "Could not create OpenCL buffer\n");        \
> >> >> +        ret = AVERROR_EXTERNAL;                                                \
> >> >> +        goto end;                                                              \
> >> >> +    }                                                                          \
> >> >> +} while (0)
> >> >> +
> >> >> +static void fill_rand_int(int *data, int n)
> >> >> +{
> >> >> +    int i;
> >> >> +    srand(av_gettime());
> >> >> +    for (i = 0; i < n; i++)
> >> >> +        data[i] = rand();
> >> >> +}
> >> >> +
> >> >> +#define OPENCL_NB_ITER 5
> >> >> +static int64_t run_opencl_bench(AVOpenCLExternalEnv *ext_opencl_env)
> >> >> +{
> >> >> +    int i, arg = 0, width = 1920, height = 1088;
> >> >> +    int64_t start, ret = 0;
> >> >> +    cl_int status;
> >> >> +    size_t kernel_len;
> >> >> +    char *inbuf;
> >> >> +    int *mask;
> >> >> +    int buf_size = width * height * sizeof(char);
> >> >> +    int mask_size = sizeof(uint32_t) * 128;
> >> >> +
> >> >> +    cl_mem cl_mask, cl_inbuf, cl_outbuf;
> >> >> +    cl_kernel kernel = NULL;
> >> >> +    cl_program program = NULL;
> >> >> +    size_t local_work_size_2d[2] = {16, 16};
> >> >> +    size_t global_work_size_2d[2] = {(size_t)width, (size_t)height};
> >> >> +
> >> >> +    if (!(inbuf = av_malloc(buf_size)) || !(mask = av_malloc(mask_size))) {
> >> >> +        av_log(NULL, AV_LOG_ERROR, "Out of memory\n");
> >> >> +        ret = AVERROR(ENOMEM);
> >> >> +        goto end;
> >> >> +    }
> >> >> +    fill_rand_int((int*)inbuf, buf_size/4);
> >> >> +    fill_rand_int(mask, mask_size/4);
> >> >> +
> >> >> +    CREATEBUF(cl_mask, CL_MEM_READ_ONLY, mask_size);
> >> >> +    CREATEBUF(cl_inbuf, CL_MEM_READ_ONLY, buf_size);
> >> >> +    CREATEBUF(cl_outbuf, CL_MEM_READ_WRITE, buf_size);
> >> >> +
> >> >> +    kernel_len = strlen(ocl_bench_source);
> >> >> +    program = clCreateProgramWithSource(ext_opencl_env->context, 1, &ocl_bench_source,
> >> >> +                                        &kernel_len, &status);
> >> >> +    if (status != CL_SUCCESS || !program) {
> >> >> +        av_log(NULL, AV_LOG_ERROR, "OpenCL unable to create benchmark program\n");
> >> >> +        ret = AVERROR_EXTERNAL;
> >> >> +        goto end;
> >> >> +    }
> >> >> +    status = clBuildProgram(program, 1, &(ext_opencl_env->device_id), NULL, NULL, NULL);
> >> >> +    if (status != CL_SUCCESS) {
> >> >> +        av_log(NULL, AV_LOG_ERROR, "OpenCL unable to build benchmark program\n");
> >> >> +        ret = AVERROR_EXTERNAL;
> >> >> +        goto end;
> >> >> +    }
> >> >> +    kernel = clCreateKernel(program, "unsharp_bench", &status);
> >> >> +    if (status != CL_SUCCESS) {
> >> >> +        av_log(NULL, AV_LOG_ERROR, "OpenCL unable to create benchmark kernel\n");
> >> >> +        ret = AVERROR_EXTERNAL;
> >> >> +        goto end;
> >> >> +    }
> >> >> +
> >> >> +    OCLCHECK(clEnqueueWriteBuffer, ext_opencl_env->command_queue, cl_inbuf, CL_TRUE, 0,
> >> >> +             buf_size, inbuf, 0, NULL, NULL);
> >> >> +    OCLCHECK(clEnqueueWriteBuffer, ext_opencl_env->command_queue, cl_mask, CL_TRUE, 0,
> >> >> +             mask_size, mask, 0, NULL, NULL);
> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_mem), &cl_inbuf);
> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_mem), &cl_outbuf);
> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_mem), &cl_mask);
> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_int), &width);
> >> >> +    OCLCHECK(clSetKernelArg, kernel, arg++, sizeof(cl_int), &height);
> >> >> +
> >> >> +    start = av_gettime();
> >> >> +    for (i = 0; i < OPENCL_NB_ITER; i++)
> >> >> +         OCLCHECK(clEnqueueNDRangeKernel, ext_opencl_env->command_queue, kernel, 2, NULL,
> >> >> +                 global_work_size_2d, local_work_size_2d, 0, NULL, NULL);
> >> >> +      clFinish(ext_opencl_env->command_queue);
> >> >> +    ret = (av_gettime() - start)/OPENCL_NB_ITER;
> >> >> +end:
> >> >> +    if (kernel)
> >> >> +        clReleaseKernel(kernel);
> >> >> +    if (program)
> >> >> +        clReleaseProgram(program);
> >> >> +    if (cl_inbuf)
> >> >> +        clReleaseMemObject(cl_inbuf);
> >> >> +    if (cl_outbuf)
> >> >> +        clReleaseMemObject(cl_outbuf);
> >> >> +    if (cl_mask)
> >> >> +        clReleaseMemObject(cl_mask);
> >> >> +    av_free(inbuf);
> >> >> +    av_free(mask);
> >> >> +    return ret;
> >> >> +}
> >> >> +
> >> >> +static int compare_ocl_device_desc(const void *a, const void *b)
> >> >> +{
> >> >> +    return ((OpenCLDeviceBenchmark*)a)->runtime - ((OpenCLDeviceBenchmark*)b)->runtime;
> >> >> +}
> >> >> +
> >> >> +int opt_opencl_bench(void *optctx, const char *opt, const char *arg)
> >> >> +{
> >> >> +    int i, j, nb_devices = 0, count = 0;
> >> >> +    int64_t score = 0;
> >> >> +    AVOpenCLDeviceList *device_list;
> >> >> +    AVOpenCLDeviceNode *device_node = NULL;
> >> >> +    OpenCLDeviceBenchmark *devices = NULL;
> >> >> +    cl_platform_id platform;
> >> >> +
> >> >> +    av_opencl_get_device_list(&device_list);
> >> >> +    for (i = 0; i < device_list->platform_num; i++)
> >> >> +        nb_devices += device_list->platform_node[i]->device_num;
> >> >> +    if (!nb_devices) {
> >> >> +        av_log(NULL, AV_LOG_ERROR, "No OpenCL device detected!\n");
> >> >> +        return AVERROR(EINVAL);
> >> >> +    }
> >> >> +    if (!(devices = av_malloc(sizeof(OpenCLDeviceBenchmark) * nb_devices))) {
> >> >> +        av_log(NULL, AV_LOG_ERROR, "Could not allocate buffer\n");
> >> >> +        return AVERROR(ENOMEM);
> >> >> +    }
> >> >> +
> >> >> +    for (i = 0; i < device_list->platform_num; i++) {
> >> >> +        for (j = 0; j < device_list->platform_node[i]->device_num; j++) {
> >> >> +            device_node = device_list->platform_node[i]->device_node[j];
> >> >> +            platform = device_list->platform_node[i]->platform_id;
> >> >> +            score = av_opencl_benchmark(device_node, platform, run_opencl_bench);
> >> >> +            if (score > 0) {
> >> >> +                devices[count].platform_idx = i;
> >> >> +                devices[count].device_idx = j;
> >> >> +                devices[count].runtime = score;
> >> >> +                strcpy(devices[count].device_name, device_node->device_name);
> >> >> +                count++;
> >> >> +            }
> >> >> +        }
> >> >> +    }
> >> >> +    qsort(devices, count, sizeof(OpenCLDeviceBenchmark), compare_ocl_device_desc);
> >> >> +    fprintf(stderr, "platform_idx\tdevice_idx\tdevice_name\truntime\n");
> >> >> +    for (i = 0; i < count; i++)
> >> >> +        fprintf(stdout, "%d\t%d\t%s\t%"PRId64"\n",
> >> >> +                devices[i].platform_idx, devices[i].device_idx,
> >> >> +                devices[i].device_name, devices[i].runtime);
> >> >> +
> >> >> +    av_opencl_free_device_list(&device_list);
> >> >> +    av_free(devices);
> >> >> +    return 0;
> >> >> +}
> >> >> +
> >> >>  int opt_opencl(void *optctx, const char *opt, const char *arg)
> >> >>  {
> >> >>      char *key, *value;
> >> >> diff --git a/cmdutils.h b/cmdutils.h
> >> >> index b814961..bb60a26 100644
> >> >> --- a/cmdutils.h
> >> >> +++ b/cmdutils.h
> >> >> @@ -98,8 +98,23 @@ int opt_max_alloc(void *optctx, const char *opt, const char *arg);
> >> >>
> >> >>  int opt_codec_debug(void *optctx, const char *opt, const char *arg);
> >> >>
> >> >> +#if CONFIG_OPENCL
> >> >>  int opt_opencl(void *optctx, const char *opt, const char *arg);
> >> >>
> >> >> +typedef struct {
> >> >> +    int platform_idx;
> >> >> +    int device_idx;
> >> >> +    char device_name[64];
> >> >> +    int64_t runtime;
> >> >> +} OpenCLDeviceBenchmark;
> >> >> +
> >> >> +/**
> >> >> + * Perform benchmark on all OpenCL devices and print results.
> >> >> + * This option processing function does not utilize the arguments.
> >> >> + */
> >> >> +int opt_opencl_bench(void *optctx, const char *opt, const char *arg);
> >> >> +#endif
> >> >> +
> >> >>  /**
> >> >>   * Limit the execution time.
> >> >>   */
> >> >
> >> > why is this in cmdutils.c/h ?
> >> >
> >>
> >> It's designed and used as a cmd utility option similar to
> >> -codes,-filters etc, it lists available opencl devices sorted based on
> >> benchmark scores, so users can pick the fastest device using
> >> '-opencl_option'.
> >
> > -codecs, filters, ... list libavcodec and filter codecs and filters
> > that are things registered with these libs.
> > the code here lists hardware devices and benchmarks them.
> > we dont put dshow device extraction and benchmarking code in cmdutils
> > either. nor alsa device listing, and benchmarking code.
> >
> > cmdutils.c would turn in a total mess if everthing from alsa over
> > oss, dshow, caca, v4l to vfw would have listing code under #ifs in
> > it
> >
> 
> How about I put the implementation in /tools, and with only minimal
> code in cmdutils (cmdutils currently has "-opencl_options"
> implemented).  It's a very useful feature and it'd be helpful
> integrated into ffmpeg as a command line option.

please move the opencl code from cmdutils.c into a seperate file
its up to you and wei if you want the benchmarking and or listing
code available from the ffmpeg tool or in a seperate tool. but
opencl code should not be put in random files under ifdef, put it
in seperate opencl specific files. build and link them only when
opencl is available

[...]
-- 
Michael     GnuPG fingerprint: 9FF2128B147EF6730BADF133611EC787040B0FAB

Those who are too smart to engage in politics are punished by being
governed by those who are dumber. -- Plato 
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