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pub
caisar
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1f2c4fc1
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1f2c4fc1
authored
1 year ago
by
Julien Girard-Satabin
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Added constant instancitation in command line inside MNIST example documentation
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@@ -165,6 +165,16 @@ for which nnenum is sure that the model ``MNIST_256_2.onnx`` is not robust with
respect to :math:`1 \%` perturbation. At the moment, CAISAR is not able to tell
which are the images in the dataset that cause such result.
For more flexibility, it is possible to define the concrete values from the
command line. See the ``--define`` option. For instane, to verify the aforementioned `mnist.why
<https://git.frama-c.com/pub/caisar/-/blob/master/examples/mnist/mnist.why>`_
file, the command line is the following:
.. code-block:: console
$ caisar verify -p nnenum --define model_filename:nets/MNIST_256_2.onnx --define dataset_filename:csv/mnist_test.csv examples/mnist/mnist.why
[caisar] Goal robustness: Invalid
.. [LiDeng2012] Li Deng, *The MNIST Database of Handwritten Digit Images for
Machine Learning Research*, IEEE Signal Process. Mag., 2012, pp.
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