# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import os from typing import Optional import onnxruntime as ort def get_sess(model_path: Optional[os.PathLike]=None, sess_conf: dict=None): sess_options = ort.SessionOptions() sess_options.graph_optimization_level = ort.GraphOptimizationLevel.ORT_ENABLE_ALL sess_options.execution_mode = ort.ExecutionMode.ORT_SEQUENTIAL if "gpu" in sess_conf["device"]: # fastspeech2/mb_melgan can't use trt now! if sess_conf["use_trt"]: providers = ['TensorrtExecutionProvider'] else: providers = ['CUDAExecutionProvider'] elif sess_conf["device"] == "cpu": providers = ['CPUExecutionProvider'] sess_options.intra_op_num_threads = sess_conf["cpu_threads"] sess = ort.InferenceSession( model_path, providers=providers, sess_options=sess_options) return sess