426 add bnn

Dockerfile

@@ -7,12 +7,15 @@ WORKDIR /eis_toolkit
 
 ARG DEBIAN_FRONTEND=noninteractive
 RUN apt-get update && apt-get install -y \
+    git \
     libgdal-dev \
     python3-pip
 
 RUN pip install poetry pre-commit
 
-COPY poetry.lock pyproject.toml /eis_toolkit/
+COPY poetry.lock pyproject.toml ./
+COPY README.md ./
+COPY eis_toolkit ./eis_toolkit
 
 RUN poetry install
 

THIRD-PARTY-LICENSES

@@ -0,0 +1,35 @@
+This project includes adapted and modified code from the following third-party sources:
+
+---
+
+1. Bayesian Neural Network
+
+   Original Source: https://github.com/brendanhasz/tfp-taxi
+   Original Author: Brendan Hasz, 2018
+
+   --- MIT License ---
+
+   Copyright (c) 2018 Brendan Hasz
+
+   Permission is hereby granted, free of charge, to any person obtaining a copy
+   of this software and associated documentation files (the "Software"), to deal
+   in the Software without restriction, including without limitation the rights
+   to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+   copies of the Software, and to permit persons to whom the Software is
+   furnished to do so, subject to the following conditions:
+
+   The above copyright notice and this permission notice shall be included in all
+   copies or substantial portions of the Software.
+
+   THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+   IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+   FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+   AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+   LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+   OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+   SOFTWARE.
+
+   --- End MIT License ---
+
+   Modifications: This code has been adapted and modified from the original version
+   for integration into the eis_toolkit. The modified file is located at eis_toolkit/prediction/bayesian_neural_network.py.

docs/prediction/bayesian_neural_network.md

@@ -0,0 +1,3 @@
+# Bayesian neural network
+
+::: eis_toolkit.prediction.bayesian_neural_network

eis_toolkit/cli.py

@@ -2671,6 +2671,13 @@ def gradient_boosting_regressor_train_cli(
     ProgressLog.finish()
 
 
+# BNN CLASSIFIER
+@app.command()
+def bnn_classifier_train_cli():
+    """Train a Bayesian Neural Network classifier model."""
+    raise Exception("This function is not available yet and needs to be implemented for the CLI.")
+
+
 # MLP CLASSIFIER
 @app.command()
 def mlp_classifier_train_cli(

eis_toolkit/exceptions.py

@@ -96,3 +96,7 @@ class InvalidCompositionException(Exception):
 
 class SampleSizeExceededException(Exception):
     """Exception error class for when the data exceeds maximum sample size."""
+
+
+class InsufficientClassesException(Exception):
+    """Exception error class for insufficient number of classes for classification tasks."""