adding of eeg dataset with bayesian tests

.github/workflows/pytest_10.yml

@@ -23,6 +23,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

.github/workflows/pytest_contamination.yml

@@ -23,6 +23,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

.github/workflows/pytest_imp_cdrec.yml

@@ -24,6 +24,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

.github/workflows/pytest_imp_iim.yml

@@ -24,6 +24,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

.github/workflows/pytest_imp_mrnn.yml

@@ -24,6 +24,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

.github/workflows/pytest_imp_stmvl.yml

@@ -24,6 +24,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

.github/workflows/pytest_loading.yml

@@ -23,6 +23,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

.github/workflows/pytest_opt_cdrec.yml

@@ -0,0 +1,33 @@
+
+name: Pytest - ImputeGAP - OPT - CDREC - 8
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+      with:
+        lfs: true
+
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.8'
+
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        sudo apt-get install libmlpack-dev
+        sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
+        pip install -r requirements.txt
+        pip install mypy
+        pip install pytest
+
+    - name: Run pytest
+      run: python -m pytest ./tests/test_opti_bayesian_cdrec.py

.github/workflows/pytest_opt_iim.yml

@@ -0,0 +1,33 @@
+
+name: Pytest - ImputeGAP - OPT - IIM - 8
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+      with:
+        lfs: true
+
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.8'
+
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        sudo apt-get install libmlpack-dev
+        sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
+        pip install -r requirements.txt
+        pip install mypy
+        pip install pytest
+
+    - name: Run pytest
+      run: python -m pytest ./tests/test_opti_bayesian_iim.py

.github/workflows/pytest_opt_mrnn.yml

@@ -0,0 +1,33 @@
+
+name: Pytest - ImputeGAP - OPT - MRNN - 8
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+      with:
+        lfs: true
+
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.8'
+
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        sudo apt-get install libmlpack-dev
+        sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
+        pip install -r requirements.txt
+        pip install mypy
+        pip install pytest
+
+    - name: Run pytest
+      run: python -m pytest ./tests/test_opti_bayesian_mrnn.py

.github/workflows/pytest_opt_stmvl.yml

@@ -0,0 +1,33 @@
+
+name: Pytest - ImputeGAP - OPT - STMVL - 8
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+      with:
+        lfs: true
+
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.8'
+
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        sudo apt-get install libmlpack-dev
+        sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
+        pip install -r requirements.txt
+        pip install mypy
+        pip install pytest
+
+    - name: Run pytest
+      run: python -m pytest ./tests/test_opti_bayesian_stmvl.py

.github/workflows/pytest_shap_explainer.yml

@@ -24,6 +24,7 @@ jobs:
         sudo apt-get update
         sudo apt-get install libmlpack-dev
         sudo apt-get install libopenblas-dev
+        sudo apt-get install python3-dev
         pip install -r requirements.txt
         pip install mypy
         pip install pytest

README.md

@@ -1,4 +1,4 @@
-![My Logo](assets/imputegab_logo.png)
+![My Logo](assets/logo_imputegab.png)
 
 # Welcome to ImputeGAP
 ImputeGAP is a unified framework for imputation algorithms that provides a narrow-waist interface between algorithm evaluation and parameterization for datasets issued from various domains ranging from neuroscience, medicine, climate to energy.

imputegap/contamination/README.md

@@ -1,4 +1,4 @@
-![My Logo](../../assets/imputegab_logo.png)
+![My Logo](../../assets/logo_imputegab.png)
 
 # Scenarios
 <table>

tests/test_opti_bayesian_cdrec.py

@@ -57,5 +57,5 @@ def test_optimization_bayesian_cdrec(self):
 
         Optimization.save_optimization(optimal_params=optimal_params, algorithm=algorithm+"_test")
 
-        self.assertTrue(metrics_optimal["RMSE"] > metrics_default["RMSE"], True)
+        self.assertTrue(metrics_optimal["RMSE"] > metrics_default["RMSE"], True, f"Expected {metrics_optimal['RMSE']} > {metrics_default['RMSE']}")
         self.assertTrue(yi > 0, True)