fixes on v0.4.2

README.md

@@ -23,11 +23,11 @@ _Quantus is currently under active development so carefully note the Quantus rel
 
 ## News and Highlights! :rocket:
 
-- Released a new version v0.4.1 [here](https://github.com/understandable-machine-intelligence-lab/Quantus/releases)!
+- Released a new version [v0.4.2](https://github.com/understandable-machine-intelligence-lab/Quantus/releases)
 - Accepted to Journal of Machine Learning Research (MLOSS), read the [paper](https://jmlr.org/papers/v24/22-0142.html)
 - Offers more than **30+ metrics in 6 categories** for XAI evaluation
 - Supports different data types (image, time-series, tabular, NLP next up!) and models (PyTorch, TensorFlow)
-- Extended built-in support for explanation methods ([captum](https://captum.ai/) and [tf-explain](https://tf-explain.readthedocs.io/en/latest/))
+- Extended built-in support for explanation methods ([captum](https://captum.ai/), [tf-explain](https://tf-explain.readthedocs.io/en/latest/) and [zennit](https://github.com/chr5tphr/zennit))
 - New optimisations to help speed up computation, see API reference [here](https://quantus.readthedocs.io/en/latest/docs_api/quantus.metrics.base_batched.html)
 
 See [here](https://github.com/understandable-machine-intelligence-lab/Quantus/releases) for the latest release(s).

pyproject.toml

@@ -4,7 +4,7 @@ name = "quantus"
 
 # Versions should comply with PEP 440:
 # https://www.python.org/dev/peps/pep-0440/
-version = "0.4.1"
+version = "0.4.2"
 description = "A metrics toolkit to evaluate neural network explanations."
 readme = "README.md"
 requires-python = ">=3.7"
@@ -34,7 +34,8 @@ dependencies = [
     "scikit-learn>=0.24.2",
     "scipy>=1.7.3",
     "tqdm>=4.62.3",
-    "matplotlib>=3.3.4"
+    "matplotlib>=3.3.4",
+    "toml>=0.6.0"
 ]
 
 [project.urls]
@@ -86,7 +87,7 @@ torch = [
 tensorflow = [
     "tensorflow>=2.5.0; python_version == '3.7'",
     "tensorflow>=2.12.0; sys_platform != 'darwin' and python_version > '3.7'",
-    "tensorflow_macos>=2.12.0; sys_platform == 'darwin' and python_version > '3.7'",
+    "tensorflow_macos>=2.9.0; sys_platform == 'darwin' and python_version > '3.7'",
 ]
 captum = [
     "quantus[torch]",

quantus/__init__.py

@@ -4,6 +4,11 @@
 # You should have received a copy of the GNU Lesser General Public License along with Quantus. If not, see <https://www.gnu.org/licenses/>.
 # Quantus project URL: <https://github.com/understandable-machine-intelligence-lab/Quantus>.
 
+# Set the correct version.
+import toml
+package = toml.load("pyproject.toml")
+__version__ = package["project"]["version"]
+
 # Expose quantus.evaluate to the user.
 from quantus.evaluation import evaluate
 
@@ -18,3 +23,9 @@
 
 # Expose quantus.helpers.constants to the user.
 from quantus.helpers.constants import *
+
+# Expose the model interfaces.
+from quantus.helpers.model import *
+
+# Expose the helpers utils.
+from quantus.helpers.utils import *

quantus/helpers/__init__.py

@@ -8,4 +8,4 @@
 
 # Import files dependent on package installations.
 __EXTRAS__ = util.find_spec("captum") or util.find_spec("tf_explain")
-__MODELS__ = util.find_spec("torch") or util.find_spec("tensorflow")
+__MODELS__ = util.find_spec("torch") or util.find_spec("tensorflow")