95 lines
2.9 KiB
Python
95 lines
2.9 KiB
Python
#
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# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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# SPDX-License-Identifier: Apache-2.0
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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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#
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from pathlib import Path
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from polygraphy import mod, util
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from polygraphy.mod.trt_importer import lazy_import_trt
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from polygraphy.logger import G_LOGGER
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trt = lazy_import_trt()
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@mod.export()
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def FileReader(
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filepath,
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BaseClass=None,
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):
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"""
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Class that supplies data to TensorRT from a stream. This may help reduce memory usage during deserialization.
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Args:
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filepath (str):
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The path to the serialized file.
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"""
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BaseClass = util.default(BaseClass, trt.IStreamReader)
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class FileReaderClass(BaseClass):
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"""
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Class that supplies data to TensorRT from a stream. This may help reduce memory usage during deserialization.
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"""
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def __init__(self):
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# Must explicitly initialize parent for any trampoline class! Will mysteriously segfault without this.
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BaseClass.__init__(self) # type: ignore
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self.filepath = filepath
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if not Path(self.filepath).exists():
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G_LOGGER.error(f"File at {self.filepath} does not exist!")
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self.mode = 'rb'
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self.file = open(self.filepath, self.mode)
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if not self.file:
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G_LOGGER.error(f"Failed to open file at {self.filepath}!")
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self.make_func = FileReader
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def read(self, size: int) -> bytes:
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return self.file.read(size)
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def seek(self, offset: int, whence: int = 0) -> int:
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"""
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Seek to a position in the stream. Required for IStreamReaderV2.
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Args:
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offset: The offset to seek to
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whence: How to interpret the offset (0=absolute, 1=relative to current, 2=relative to end)
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Returns:
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The new absolute position
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"""
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return self.file.seek(offset, whence)
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def free(self):
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if self.file:
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self.file.close()
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_value, traceback):
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self.free()
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def __repr__(self):
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return util.make_repr(
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"FileReader",
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self.filepath,
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BaseClass=BaseClass,
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)[0]
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return FileReaderClass()
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