/* * Copyright (c) 2020 * * This file is part of FFmpeg. * * FFmpeg is free software; you can redistribute it and/or * modify it under the terms of the GNU Lesser General Public * License as published by the Free Software Foundation; either * version 2.1 of the License, or (at your option) any later version. * * FFmpeg is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU * Lesser General Public License for more details. * * You should have received a copy of the GNU Lesser General Public * License along with FFmpeg; if not, write to the Free Software * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA */ /** * @file * DNN OpenVINO backend implementation. */ #include "dnn_backend_openvino.h" #include "libavformat/avio.h" #include "libavutil/avassert.h" #include typedef struct OVModel{ ie_core_t *core; ie_network_t *network; ie_executable_network_t *exe_network; ie_infer_request_t *infer_request; ie_blob_t *input_blob; } OVModel; static DNNDataType precision_to_datatype(precision_e precision) { switch (precision) { case FP32: return DNN_FLOAT; default: av_assert0(!"not supported yet."); return DNN_FLOAT; } } static DNNReturnType get_input_ov(void *model, DNNData *input, const char *input_name) { OVModel *ov_model = (OVModel *)model; char *model_input_name = NULL; IEStatusCode status; size_t model_input_count = 0; dimensions_t dims; precision_e precision; status = ie_network_get_inputs_number(ov_model->network, &model_input_count); if (status != OK) return DNN_ERROR; for (size_t i = 0; i < model_input_count; i++) { status = ie_network_get_input_name(ov_model->network, i, &model_input_name); if (status != OK) return DNN_ERROR; if (strcmp(model_input_name, input_name) == 0) { ie_network_name_free(&model_input_name); status |= ie_network_get_input_dims(ov_model->network, input_name, &dims); status |= ie_network_get_input_precision(ov_model->network, input_name, &precision); if (status != OK) return DNN_ERROR; // The order of dims in the openvino is fixed and it is always NCHW for 4-D data. // while we pass NHWC data from FFmpeg to openvino status = ie_network_set_input_layout(ov_model->network, input_name, NHWC); if (status != OK) return DNN_ERROR; input->channels = dims.dims[1]; input->height = dims.dims[2]; input->width = dims.dims[3]; input->dt = precision_to_datatype(precision); return DNN_SUCCESS; } ie_network_name_free(&model_input_name); } return DNN_ERROR; } static DNNReturnType set_input_ov(void *model, DNNData *input, const char *input_name) { OVModel *ov_model = (OVModel *)model; IEStatusCode status; dimensions_t dims; precision_e precision; ie_blob_buffer_t blob_buffer; status = ie_exec_network_create_infer_request(ov_model->exe_network, &ov_model->infer_request); if (status != OK) goto err; status = ie_infer_request_get_blob(ov_model->infer_request, input_name, &ov_model->input_blob); if (status != OK) goto err; status |= ie_blob_get_dims(ov_model->input_blob, &dims); status |= ie_blob_get_precision(ov_model->input_blob, &precision); if (status != OK) goto err; av_assert0(input->channels == dims.dims[1]); av_assert0(input->height == dims.dims[2]); av_assert0(input->width == dims.dims[3]); av_assert0(input->dt == precision_to_datatype(precision)); status = ie_blob_get_buffer(ov_model->input_blob, &blob_buffer); if (status != OK) goto err; input->data = blob_buffer.buffer; return DNN_SUCCESS; err: if (ov_model->input_blob) ie_blob_free(&ov_model->input_blob); if (ov_model->infer_request) ie_infer_request_free(&ov_model->infer_request); return DNN_ERROR; } DNNModel *ff_dnn_load_model_ov(const char *model_filename, const char *options) { DNNModel *model = NULL; OVModel *ov_model = NULL; IEStatusCode status; ie_config_t config = {NULL, NULL, NULL}; model = av_malloc(sizeof(DNNModel)); if (!model){ return NULL; } ov_model = av_mallocz(sizeof(OVModel)); if (!ov_model) goto err; status = ie_core_create("", &ov_model->core); if (status != OK) goto err; status = ie_core_read_network(ov_model->core, model_filename, NULL, &ov_model->network); 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) goto err; model->model = (void *)ov_model; model->set_input = &set_input_ov; model->get_input = &get_input_ov; model->options = options; return model; err: if (model) av_freep(&model); if (ov_model) { if (ov_model->exe_network) ie_exec_network_free(&ov_model->exe_network); if (ov_model->network) ie_network_free(&ov_model->network); if (ov_model->core) ie_core_free(&ov_model->core); av_freep(&ov_model); } return NULL; } DNNReturnType ff_dnn_execute_model_ov(const DNNModel *model, DNNData *outputs, const char **output_names, uint32_t nb_output) { dimensions_t dims; precision_e precision; ie_blob_buffer_t blob_buffer; OVModel *ov_model = (OVModel *)model->model; IEStatusCode status = ie_infer_request_infer(ov_model->infer_request); if (status != OK) return DNN_ERROR; for (uint32_t i = 0; i < nb_output; ++i) { const char *output_name = output_names[i]; ie_blob_t *output_blob = NULL; status = ie_infer_request_get_blob(ov_model->infer_request, output_name, &output_blob); if (status != OK) return DNN_ERROR; status = ie_blob_get_buffer(output_blob, &blob_buffer); if (status != OK) return DNN_ERROR; status |= ie_blob_get_dims(output_blob, &dims); status |= ie_blob_get_precision(output_blob, &precision); if (status != OK) return DNN_ERROR; outputs[i].channels = dims.dims[1]; outputs[i].height = dims.dims[2]; outputs[i].width = dims.dims[3]; outputs[i].dt = precision_to_datatype(precision); outputs[i].data = blob_buffer.buffer; } return DNN_SUCCESS; } void ff_dnn_free_model_ov(DNNModel **model) { if (*model){ OVModel *ov_model = (OVModel *)(*model)->model; if (ov_model->input_blob) ie_blob_free(&ov_model->input_blob); if (ov_model->infer_request) ie_infer_request_free(&ov_model->infer_request); if (ov_model->exe_network) ie_exec_network_free(&ov_model->exe_network); if (ov_model->network) ie_network_free(&ov_model->network); if (ov_model->core) ie_core_free(&ov_model->core); av_freep(&ov_model); av_freep(model); } }