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dnn/openvino: support run inference via GPU

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for enabling OpenVINO GPU please:
1. install required OpenCL drivers, see: https://github.com/intel/compute-runtime/releases/tag/19.41.14441
2. build OpenVINO c lib with GPU enabled: use cmake config with: -DENABLE_CLDNN=ON
3. then make, and include the OpenVINO c lib in environment variables
detailed steps please refer: https://github.com/openvinotoolkit/openvino/blob/master/build-instruction.md

inference model with GPU please add: optioins=device=GPU

Signed-off-by: Ting Fu <ting.fu@intel.com>
Signed-off-by: Guo, Yejun <yejun.guo@intel.com>
This commit is contained in:
Ting Fu 2020-09-09 09:52:18 +08:00 committed by Guo, Yejun
parent a406dde1d2
commit 87cb24a1ca
1 changed files with 44 additions and 8 deletions
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52
libavfilter/dnn/dnn_backend_openvino.c
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@ -26,10 +26,18 @@
#include "dnn_backend_openvino.h"
#include "libavformat/avio.h"
#include "libavutil/avassert.h"
#include "libavutil/opt.h"
#include "libavutil/avstring.h"
#include "../internal.h"
#include <c_api/ie_c_api.h>
typedef struct OVOptions{
char *device_type;
} OVOptions;
typedef struct OVContext {
const AVClass *class;
OVOptions options;
} OVContext;
typedef struct OVModel{
@ -41,14 +49,19 @@ typedef struct OVModel{
ie_blob_t *input_blob;
} OVModel;
static const AVClass dnn_openvino_class = {
.class_name = "dnn_openvino",
.item_name = av_default_item_name,
.option = NULL,
.version = LIBAVUTIL_VERSION_INT,
.category = AV_CLASS_CATEGORY_FILTER,
#define APPEND_STRING(generated_string, iterate_string) \
generated_string = generated_string ? av_asprintf("%s %s", generated_string, iterate_string) : \
av_asprintf("%s", iterate_string);
#define OFFSET(x) offsetof(OVContext, x)
#define FLAGS AV_OPT_FLAG_FILTERING_PARAM
static const AVOption dnn_openvino_options[] = {
{ "device", "device to run model", OFFSET(options.device_type), AV_OPT_TYPE_STRING, { .str = "CPU" }, 0, 0, FLAGS },
{ NULL }
};
AVFILTER_DEFINE_CLASS(dnn_openvino);
static DNNDataType precision_to_datatype(precision_e precision)
{
switch (precision)
@ -159,10 +172,13 @@ err:
DNNModel *ff_dnn_load_model_ov(const char *model_filename, const char *options)
{
char *all_dev_names = NULL;
DNNModel *model = NULL;
OVModel *ov_model = NULL;
OVContext *ctx = NULL;
IEStatusCode status;
ie_config_t config = {NULL, NULL, NULL};
ie_available_devices_t a_dev;
model = av_malloc(sizeof(DNNModel));
if (!model){
@ -173,6 +189,14 @@ DNNModel *ff_dnn_load_model_ov(const char *model_filename, const char *options)
if (!ov_model)
goto err;
ov_model->ctx.class = &dnn_openvino_class;
ctx = &ov_model->ctx;
//parse options
av_opt_set_defaults(ctx);
if (av_opt_set_from_string(ctx, options, NULL, "=", "&") < 0) {
av_log(ctx, AV_LOG_ERROR, "Failed to parse options \"%s\"\n", options);
goto err;
}
status = ie_core_create("", &ov_model->core);
if (status != OK)
@ -182,9 +206,21 @@ DNNModel *ff_dnn_load_model_ov(const char *model_filename, const char *options)
if (status != OK)
goto err;
status = ie_core_load_network(ov_model->core, ov_model->network, "CPU", &config, &ov_model->exe_network);
if (status != OK)
status = ie_core_load_network(ov_model->core, ov_model->network, ctx->options.device_type, &config, &ov_model->exe_network);
if (status != OK) {
av_log(ctx, AV_LOG_ERROR, "Failed to init OpenVINO model\n");
status = ie_core_get_available_devices(ov_model->core, &a_dev);
if (status != OK) {
av_log(ctx, AV_LOG_ERROR, "Failed to get available devices\n");
goto err;
}
for (int i = 0; i < a_dev.num_devices; i++) {
APPEND_STRING(all_dev_names, a_dev.devices[i])
}
av_log(ctx, AV_LOG_ERROR,"device %s may not be supported, all available devices are: \"%s\"\n",
ctx->options.device_type, all_dev_names);
goto err;
}
model->model = (void *)ov_model;
model->set_input = &set_input_ov;