From 70a82a5647f5b6cd7097c3c8236b1f919f1773f0 Mon Sep 17 00:00:00 2001
From: Michele Alberti <michele.alberti@cea.fr>
Date: Thu, 15 Dec 2022 16:59:59 +0100
Subject: [PATCH] [examples][doc] Add example on MNIST dataset verification.
---
doc/examples.rst | 1 +
doc/mnist.rst | 6 ++
examples/mnist/csv/mnist_test.csv | 100 +++++++++++++++++++++++++++
examples/mnist/csv/single_image.csv | 1 +
examples/mnist/nets/MNIST_256_2.onnx | Bin 0 -> 1077894 bytes
examples/mnist/property.why | 10 +++
6 files changed, 118 insertions(+)
create mode 100644 doc/mnist.rst
create mode 100644 examples/mnist/csv/mnist_test.csv
create mode 100644 examples/mnist/csv/single_image.csv
create mode 100644 examples/mnist/nets/MNIST_256_2.onnx
create mode 100644 examples/mnist/property.why
diff --git a/doc/examples.rst b/doc/examples.rst
index 028911d..cc4ae70 100644
--- a/doc/examples.rst
+++ b/doc/examples.rst
@@ -12,3 +12,4 @@ WhyML, and the CAISAR execution.
:caption: Examples:
acas_xu
+ mnist
diff --git a/doc/mnist.rst b/doc/mnist.rst
new file mode 100644
index 0000000..dcdef5f
--- /dev/null
+++ b/doc/mnist.rst
@@ -0,0 +1,6 @@
+.. _mnist:
+
+MNIST dataset in CSV format
+***************************
+
+bla bla
diff --git a/examples/mnist/csv/mnist_test.csv b/examples/mnist/csv/mnist_test.csv
new file mode 100644
index 0000000..3ea4d6f
--- /dev/null
+++ b/examples/mnist/csv/mnist_test.csv
@@ -0,0 +1,100 @@
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diff --git a/examples/mnist/csv/single_image.csv b/examples/mnist/csv/single_image.csv
new file mode 100644
index 0000000..879a801
--- /dev/null
+++ b/examples/mnist/csv/single_image.csv
@@ -0,0 +1 @@
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diff --git a/examples/mnist/property.why b/examples/mnist/property.why
new file mode 100644
index 0000000..f87266d
--- /dev/null
+++ b/examples/mnist/property.why
@@ -0,0 +1,10 @@
+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
--
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