mirror of https://github.com/google/oss-fuzz.git
keras: add model loading fuzzer (#9414)
Signed-off-by: David Korczynski <david@adalogics.com> Signed-off-by: David Korczynski <david@adalogics.com>
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@ -23,7 +23,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
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apt-get clean && \
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rm -rf /var/lib/apt/lists/*
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RUN python3 -m pip install --upgrade pip
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RUN python3 -m pip install --upgrade pip chardet
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# We install Keras by way of Tensorflow. As such, this build instructions
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# follow the logic of tensorflow-py project.
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@ -39,5 +39,6 @@ RUN curl -Lo /usr/bin/bazel \
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chmod +x /usr/bin/bazel
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RUN git clone --depth 1 https://github.com/tensorflow/tensorflow tensorflow
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RUN git clone --depth 1 https://github.com/DavidKorczynski/hdf5-files $SRC/hdf5-files
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WORKDIR $SRC/tensorflow
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COPY build.sh *.py $SRC/
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@ -27,3 +27,6 @@ python3 -m pip install tf-nightly-cpu
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mv $SRC/tensorflow/tensorflow $SRC/tensorflow/tensorflow_src
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compile_python_fuzzer $SRC/fuzz_serialization.py
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compile_python_fuzzer $SRC/fuzz_model.py
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zip $OUT/fuzz_model_seed_corpus.zip $SRC/hdf5-files/basic-model.h5
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@ -0,0 +1,49 @@
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#!/usr/bin/python3
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# Copyright 2023 Google LLC
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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 sys
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import atheris
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import json
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import h5py
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import chardet
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with atheris.instrument_imports():
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import keras
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@atheris.instrument_func
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def TestOneInput(data):
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with open("model.hdf5", "wb") as mf:
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mf.write(data)
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try:
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keras.models.load_model("model.hdf5")
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# Catch all sorts of exceptions. The goal right now is capturing more security
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# relevant properties so focus on code coverage.
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except OSError:
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return
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except KeyError:
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return
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except TypeError:
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return
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except ValueError:
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return
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def main():
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atheris.Setup(sys.argv, TestOneInput)
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atheris.Fuzz()
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if __name__ == "__main__":
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main()
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