[examples][doc] Add example on MNIST dataset verification.

70a82a56 · Michele Alberti · d8e3bbe0 · 70a82a56 · 70a82a56 · 70a82a56
Commit 70a82a56 authored 2 years ago by Michele Alberti
--- a/doc/examples.rst
+++ b/doc/examples.rst
@@ -12,3 +12,4 @@ WhyML, and the CAISAR execution.
   :caption: Examples:
   acas_xu
+   mnist
--- a/doc/mnist.rst
+++ b/doc/mnist.rst
+.. _mnist:
+MNIST dataset in CSV format
+***************************
+bla bla
--- a/examples/mnist/csv/mnist_test.csv
+++ b/examples/mnist/csv/mnist_test.csv
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--- a/examples/mnist/csv/single_image.csv
+++ b/examples/mnist/csv/single_image.csv
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--- a/examples/mnist/nets/MNIST_256_2.onnx
+++ b/examples/mnist/nets/MNIST_256_2.onnx
--- a/examples/mnist/property.why
+++ b/examples/mnist/property.why
+theory MNIST
+  use MNIST_256_2.AsArray as N
+  use ieee_float.Float64
+  use caisar.DataSetClassification
+  use caisar.DataSetProps
+  goal P_0_1:
+   let normalized_dataset = min_max_scale true (0.0:t) (1.0:t) dataset in
+   robust N.model normalized_dataset (0.0100000000000000002081668171172168513294309377670288085937500000:t)
+end