Fix docs build

Signed-off-by: Beat Buesser <[email protected]>

Author: Beat Buesser

art/attacks/evasion/shapeshifter.py

@@ -25,7 +25,6 @@
 from collections import Callable
 
 import numpy as np
-import tensorflow as tf
 
 from art.attacks.attack import EvasionAttack
 from art.estimators.object_detection.tensorflow_faster_rcnn import TensorFlowFasterRCNN
@@ -344,6 +343,8 @@ def _attack_training(
 
         :return: Adversarial image/texture.
         """
+        import tensorflow as tf
+
         # Initialize session
         self.estimator.sess.run(tf.global_variables_initializer())
         self.estimator.sess.run(tf.local_variables_initializer())
@@ -442,6 +443,8 @@ def _build_graph(
         :param rendering_function: A rendering function to use textures as input.
         :return: A tuple of tensors.
         """
+        import tensorflow as tf
+
         # Create a placeholder to pass input image/texture
         initial_input = tf.placeholder(dtype=tf.float32, shape=initial_shape, name="initial_input")
 
@@ -628,6 +631,8 @@ def _create_optimizer(self) -> "Optimizer":
 
         :return: Attack optimizer.
         """
+        import tensorflow as tf
+
         # Create placeholder for learning rate
         learning_rate = tf.placeholder(dtype=tf.float32, shape=[], name="learning_rate")
 
@@ -664,6 +669,8 @@ def _create_attack_loss(
         :param custom_loss: Custom loss function from users.
         :return: Attack loss tensor.
         """
+        import tensorflow as tf
+
         # Compute faster rcnn loss
         partial_faster_rcnn_loss = self._create_faster_rcnn_loss()
 
@@ -697,6 +704,8 @@ def _create_faster_rcnn_loss(self) -> "Tensor":
 
         :return: Attack partial loss tensor.
         """
+        import tensorflow as tf
+
         # Compute RPN classifier loss
         rpn_classifier_weight = tf.placeholder(dtype=tf.float32, shape=[], name="rpn_classifier_weight")
 
@@ -748,6 +757,8 @@ def _create_box_loss(self) -> "Tensor":
 
         :return: Attack partial loss tensor.
         """
+        import tensorflow as tf
+
         # Get default graph
         default_graph = tf.get_default_graph()
 
@@ -826,6 +837,8 @@ def _create_rpn_loss(self) -> "Tensor":
 
         :return: Attack partial loss tensor.
         """
+        import tensorflow as tf
+
         # Get default graph
         default_graph = tf.get_default_graph()
 
@@ -888,6 +901,8 @@ def _create_similarity_loss(initial_input: "Tensor", current_value: "Tensor") ->
         :param current_value: Current image/texture.
         :return: Attack partial loss tensor.
         """
+        import tensorflow as tf
+
         # Create a placeholder for the similarity weight
         similarity_weight = tf.placeholder(dtype=tf.float32, shape=[], name="similarity_weight")
 

art/estimators/object_detection/tensorflow_faster_rcnn.py

@@ -100,6 +100,7 @@ def __init__(
                               `first_stage_localization_loss`, `first_stage_objectness_loss`,
                               `second_stage_localization_loss`, `second_stage_classification_loss`.
         """
+        import tensorflow as tf
 
         # Super initialization
         super().__init__(

docs/index.rst

@@ -66,11 +66,13 @@ Supported Machine Learning Libraries
    modules/attacks/poisoning
    modules/defences
    modules/defences/detector_evasion
-   modules/defences/detector_poison
+   modules/defences/detector_evasion_subsetscanning
+   modules/defences/detector_poisoning
    modules/defences/postprocessor
    modules/defences/preprocessor
    modules/defences/trainer
-   modules/defences/transformer
+   modules/defences/transformer_evasion
+   modules/defences/transformer_poisoning
    modules/estimators
    modules/estimators/certification
    modules/estimators/certification_neural_cleanse

docs/modules/defences/detector_evasion.rst

@@ -11,8 +11,3 @@ Binary Activation Detector
 --------------------------
 .. autoclass:: BinaryActivationDetector
    :members:
-
-Subset Scanning Detector
-------------------------
-.. autoclass:: SubsetScanningDetector
-   :members:

docs/modules/defences/detector_evasion_subsetscanning.rst

@@ -0,0 +1,8 @@
+:mod:`art.defences.detector.evasion.subsetscanning`
+===================================================
+.. automodule:: art.defences.detector.evasion.subsetscanning
+
+Subset Scanning Detector
+------------------------
+.. autoclass:: SubsetScanningDetector
+   :members:

docs/modules/defences/detector_poison.rst renamed to docs/modules/defences/detector_poisoning.rst

@@ -1,6 +1,6 @@
-:mod:`art.defences.detector.poison`
-===================================
-.. automodule:: art.defences.detector.poison
+:mod:`art.defences.detector.poisoning`
+======================================
+.. automodule:: art.defences.detector.poisoning
 
 Base Class
 ----------

docs/modules/defences/transformer.rst

@@ -0,0 +1,9 @@
+:mod:`art.defences.transformer.evasion`
+=======================================
+.. automodule:: art.defences.transformer.evasion
+
+Defensive Distillation
+----------------------
+.. autoclass:: DefensiveDistillation
+   :members:
+   :special-members:

docs/modules/defences/transformer_evasion.rst

@@ -0,0 +1,9 @@
+:mod:`art.defences.transformer.poisoning`
+=========================================
+.. automodule:: art.defences.transformer.poisoning
+
+Neural Cleanse
+--------------
+.. autoclass:: NeuralCleanse
+   :members:
+   :special-members: