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@@ -248,6 +248,103 @@ static void infer_completion_callback(void *args) |
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} |
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} |
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static DNNReturnType init_model_ov(OVModel *ov_model) |
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{ |
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OVContext *ctx = &ov_model->ctx; |
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IEStatusCode status; |
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ie_available_devices_t a_dev; |
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ie_config_t config = {NULL, NULL, NULL}; |
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char *all_dev_names = NULL; |
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// batch size |
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if (ctx->options.batch_size <= 0) { |
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ctx->options.batch_size = 1; |
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} |
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if (ctx->options.batch_size > 1) { |
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input_shapes_t input_shapes; |
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status = ie_network_get_input_shapes(ov_model->network, &input_shapes); |
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if (status != OK) |
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goto err; |
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for (int i = 0; i < input_shapes.shape_num; i++) |
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input_shapes.shapes[i].shape.dims[0] = ctx->options.batch_size; |
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status = ie_network_reshape(ov_model->network, input_shapes); |
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ie_network_input_shapes_free(&input_shapes); |
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if (status != OK) |
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goto err; |
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} |
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status = ie_core_load_network(ov_model->core, ov_model->network, ctx->options.device_type, &config, &ov_model->exe_network); |
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if (status != OK) { |
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av_log(ctx, AV_LOG_ERROR, "Failed to load OpenVINO model network\n"); |
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status = ie_core_get_available_devices(ov_model->core, &a_dev); |
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if (status != OK) { |
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av_log(ctx, AV_LOG_ERROR, "Failed to get available devices\n"); |
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goto err; |
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} |
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for (int i = 0; i < a_dev.num_devices; i++) { |
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APPEND_STRING(all_dev_names, a_dev.devices[i]) |
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} |
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av_log(ctx, AV_LOG_ERROR,"device %s may not be supported, all available devices are: \"%s\"\n", |
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ctx->options.device_type, all_dev_names); |
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goto err; |
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} |
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// create infer_request for sync execution |
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status = ie_exec_network_create_infer_request(ov_model->exe_network, &ov_model->infer_request); |
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if (status != OK) |
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goto err; |
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// create infer_requests for async execution |
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if (ctx->options.nireq <= 0) { |
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// the default value is a rough estimation |
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ctx->options.nireq = av_cpu_count() / 2 + 1; |
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} |
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ov_model->request_queue = ff_safe_queue_create(); |
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if (!ov_model->request_queue) { |
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goto err; |
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} |
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for (int i = 0; i < ctx->options.nireq; i++) { |
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RequestItem *item = av_mallocz(sizeof(*item)); |
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if (!item) { |
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goto err; |
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} |
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status = ie_exec_network_create_infer_request(ov_model->exe_network, &item->infer_request); |
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if (status != OK) { |
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av_freep(&item); |
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goto err; |
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} |
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item->tasks = av_malloc_array(ctx->options.batch_size, sizeof(*item->tasks)); |
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if (!item->tasks) { |
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av_freep(&item); |
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goto err; |
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} |
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item->task_count = 0; |
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item->callback.completeCallBackFunc = infer_completion_callback; |
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item->callback.args = item; |
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if (ff_safe_queue_push_back(ov_model->request_queue, item) < 0) { |
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av_freep(&item); |
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goto err; |
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} |
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} |
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ov_model->task_queue = ff_queue_create(); |
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if (!ov_model->task_queue) { |
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goto err; |
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} |
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return DNN_SUCCESS; |
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err: |
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ff_dnn_free_model_ov(&ov_model->model); |
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return DNN_ERROR; |
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} |
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static DNNReturnType execute_model_ov(RequestItem *request) |
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{ |
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IEStatusCode status; |
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@@ -367,6 +464,13 @@ static DNNReturnType get_output_ov(void *model, const char *input_name, int inpu |
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in_frame->width = input_width; |
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in_frame->height = input_height; |
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if (!ov_model->exe_network) { |
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if (init_model_ov(ov_model) != DNN_SUCCESS) { |
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av_log(ctx, AV_LOG_ERROR, "Failed init OpenVINO exectuable network or inference request\n"); |
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return DNN_ERROR; |
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}; |
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} |
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task.done = 0; |
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task.do_ioproc = 0; |
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task.async = 0; |
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@@ -391,13 +495,10 @@ static DNNReturnType get_output_ov(void *model, const char *input_name, int inpu |
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DNNModel *ff_dnn_load_model_ov(const char *model_filename, const char *options, AVFilterContext *filter_ctx) |
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{ |
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char *all_dev_names = NULL; |
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DNNModel *model = NULL; |
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OVModel *ov_model = NULL; |
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OVContext *ctx = NULL; |
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IEStatusCode status; |
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ie_config_t config = {NULL, NULL, NULL}; |
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ie_available_devices_t a_dev; |
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model = av_mallocz(sizeof(DNNModel)); |
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if (!model){ |
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@@ -429,88 +530,6 @@ DNNModel *ff_dnn_load_model_ov(const char *model_filename, const char *options, |
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if (status != OK) |
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goto err; |
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// batch size |
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if (ctx->options.batch_size <= 0) { |
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ctx->options.batch_size = 1; |
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} |
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if (ctx->options.batch_size > 1) { |
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input_shapes_t input_shapes; |
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status = ie_network_get_input_shapes(ov_model->network, &input_shapes); |
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if (status != OK) |
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goto err; |
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for (int i = 0; i < input_shapes.shape_num; i++) |
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input_shapes.shapes[i].shape.dims[0] = ctx->options.batch_size; |
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status = ie_network_reshape(ov_model->network, input_shapes); |
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ie_network_input_shapes_free(&input_shapes); |
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if (status != OK) |
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goto err; |
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} |
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status = ie_core_load_network(ov_model->core, ov_model->network, ctx->options.device_type, &config, &ov_model->exe_network); |
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if (status != OK) { |
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av_log(ctx, AV_LOG_ERROR, "Failed to init OpenVINO model\n"); |
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status = ie_core_get_available_devices(ov_model->core, &a_dev); |
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if (status != OK) { |
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av_log(ctx, AV_LOG_ERROR, "Failed to get available devices\n"); |
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goto err; |
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} |
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for (int i = 0; i < a_dev.num_devices; i++) { |
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APPEND_STRING(all_dev_names, a_dev.devices[i]) |
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} |
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av_log(ctx, AV_LOG_ERROR,"device %s may not be supported, all available devices are: \"%s\"\n", |
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ctx->options.device_type, all_dev_names); |
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goto err; |
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} |
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// create infer_request for sync execution |
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status = ie_exec_network_create_infer_request(ov_model->exe_network, &ov_model->infer_request); |
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if (status != OK) |
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goto err; |
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// create infer_requests for async execution |
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if (ctx->options.nireq <= 0) { |
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// the default value is a rough estimation |
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ctx->options.nireq = av_cpu_count() / 2 + 1; |
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} |
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ov_model->request_queue = ff_safe_queue_create(); |
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if (!ov_model->request_queue) { |
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goto err; |
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} |
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for (int i = 0; i < ctx->options.nireq; i++) { |
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RequestItem *item = av_mallocz(sizeof(*item)); |
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if (!item) { |
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goto err; |
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} |
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status = ie_exec_network_create_infer_request(ov_model->exe_network, &item->infer_request); |
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if (status != OK) { |
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av_freep(&item); |
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goto err; |
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} |
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item->tasks = av_malloc_array(ctx->options.batch_size, sizeof(*item->tasks)); |
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if (!item->tasks) { |
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av_freep(&item); |
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goto err; |
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} |
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item->task_count = 0; |
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item->callback.completeCallBackFunc = infer_completion_callback; |
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item->callback.args = item; |
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if (ff_safe_queue_push_back(ov_model->request_queue, item) < 0) { |
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av_freep(&item); |
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goto err; |
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} |
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} |
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ov_model->task_queue = ff_queue_create(); |
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if (!ov_model->task_queue) { |
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goto err; |
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} |
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model->get_input = &get_input_ov; |
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model->get_output = &get_output_ov; |
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model->options = options; |
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@@ -554,6 +573,13 @@ DNNReturnType ff_dnn_execute_model_ov(const DNNModel *model, const char *input_n |
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return DNN_ERROR; |
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} |
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if (!ov_model->exe_network) { |
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if (init_model_ov(ov_model) != DNN_SUCCESS) { |
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av_log(ctx, AV_LOG_ERROR, "Failed init OpenVINO exectuable network or inference request\n"); |
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return DNN_ERROR; |
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}; |
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} |
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task.done = 0; |
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task.do_ioproc = 1; |
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task.async = 0; |
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@@ -594,6 +620,13 @@ DNNReturnType ff_dnn_execute_model_async_ov(const DNNModel *model, const char *i |
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return DNN_ERROR; |
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} |
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if (!ov_model->exe_network) { |
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if (init_model_ov(ov_model) != DNN_SUCCESS) { |
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av_log(ctx, AV_LOG_ERROR, "Failed init OpenVINO exectuable network or inference request\n"); |
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return DNN_ERROR; |
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}; |
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} |
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task->done = 0; |
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task->do_ioproc = 1; |
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task->async = 1; |
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