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git clone --recurse https://github.com/apache/incubator-mxnet.git cd incubator-mxnet/ci # Build our dockerfile with all required deps for ASAN docker build -f docker/Dockerfile.build.ubuntu_cpu -t mxnetci/build.ubuntu_cpu docker cd .. mkdir -p build # Build an ASAN instrumented MXNet library # Privileged probably not required for all steps, but in general ASAN requires some capabilities in order to inspect process memory. docker run --privileged -v `pwd`:/work/mxnet -v `pwd`/build:/work/build -ti mxnetci/build.ubuntu_cpu /work/runtime_functions.sh build_ubuntu_cpu_cmake_asan # Now choose an example of something you'd like to test with ASAN. This could be a specific python test we want to run in a loop, it could be a C++ unit test written to expose leaks, etc. # In our case we use a small Gluon python tests as an example. # First we'll will enter our container, and then we'll run tests within the container. docker run --privileged -v `pwd`:/work/mxnet -v `pwd`/build:/work/build -ti mxnetci/build.ubuntu_cpu bash # Now within the container: export PYTHONPATH=./python/ export MXNET_MKLDNN_DEBUG=1 # Ignored if not present export MXNET_STORAGE_FALLBACK_LOG_VERBOSE=0 # Feel free to export any ASAN options via export ASAN_OPTIONS=... # Importantly we need to make sure ASAN is the first library loaded (before our other libraries have a chance to allocate memory) # To do this we add the library to the library preload list export LD_PRELOAD=/usr/lib/x86_64-linux-gnu/libasan.so.5 nosetests-3.4 --verbose tests/python/unittest/test_rnn.py |
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