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