feat: remove unecessary files and update logic

Author: fabclmnt

examples/regular/models/creditcard_ctgan.py

@@ -1,5 +1,5 @@
 """
-    CTGAN architecture example file
+    ctgan architecture example file
 """
 import pandas as pd
 from sklearn import cluster
@@ -35,7 +35,7 @@
 fraud_w_classes['Class'] = labels
 
 #----------------------------
-#    CTGAN Training
+#    ctgan Training
 #----------------------------
 
 batch_size = 500
@@ -53,10 +53,10 @@
 # Create a bining
 fraud_w_classes['Amount'] = pd.cut(fraud_w_classes['Amount'], 5).cat.codes
 
-# Init the CTGAN
+# Init the ctgan
 synth = RegularSynthesizer(modelname='ctgan', model_parameters=ctgan_args)
 
-#Training the CTGAN
+#Training the ctgan
 synth.fit(data=fraud_w_classes, train_arguments=train_args, num_cols=num_cols, cat_cols=cat_cols)
 
 # Saving the synthesizer

requirements.txt

@@ -1,12 +1 @@
-requests>=2.28, <2.31
-pandas<3
-numpy<2
-scikit-learn<2
-matplotlib<4
-tensorflow==2.15.*
-tensorflow-probability[tf]
-easydict==1.10
-pmlb==1.0.*
-tqdm<5.0
-typeguard==4.2.*
-pytest==7.4.*
+ydata-sdk

src/ydata_synthetic/__init__.py

@@ -1 +1,4 @@
-#from .version import __version__
+"""Main module of ydata-synthetic.
+
+.. include:: ../../README.md
+"""