From c5e717867005b82f73062ebb84c7c97e1d0160bc Mon Sep 17 00:00:00 2001
From: lshpaner <lshpaner@mednet.ucla.edu>
Date: Thu, 24 Oct 2024 17:39:57 -0700
Subject: [PATCH] versioned up to 0.0.16a

---
 README.md                   |  2 +-
 pyproject.toml              |  2 +-
 requirements.txt            | 46 ++++++++++++++++++-------------------
 src/model_tuner/__init__.py | 17 +++++++++++---
 4 files changed, 39 insertions(+), 28 deletions(-)

diff --git a/README.md b/README.md
index bdb9afb..8ab5568 100644
--- a/README.md
+++ b/README.md
@@ -63,7 +63,7 @@ If you use `model_tuner` in your research or projects, please consider citing it
   month        = jul,
   year         = 2024,
   publisher    = {Zenodo},
-  version      = {0.0.15a},
+  version      = {0.0.16a},
   doi          = {10.5281/zenodo.12727322},
   url          = {https://doi.org/10.5281/zenodo.12727322}
 }
diff --git a/pyproject.toml b/pyproject.toml
index 8bbd042..e835c0b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "model_tuner"
-version = "0.0.15a"
+version = "0.0.16a"
 description = "A Python library for tuning machine learning models."
 readme = { file = "README.md", content-type = "text/markdown" }
 authors = [
diff --git a/requirements.txt b/requirements.txt
index 0eec017..9a09651 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -30,35 +30,35 @@
 ############################ Python 3.8, 3.9, 3.10 #############################
 ################################################################################
 
-pip==24.2
-setuptools==75.1.0
-wheel==0.44.0
-scikit-optimize==0.10.2
-numpy>=1.19.5, <1.24
-pandas>=1.3.5, <2.2.2
-scikit-learn>=1.0.2, <1.3
-scipy>=1.6.3, <1.11
-imbalanced-learn==0.12.4
-tqdm==4.66.4
--e .
-
-catboost==1.2.7
-xgboost==1.6.2
-###############################################################################
-############################ Python 3.11 and above #############################
-################################################################################
-
 # pip==24.2
 # setuptools==75.1.0
 # wheel==0.44.0
-# numpy==1.26
-# pandas==2.2.2
-# scikit-learn==1.5.1
-# scipy==1.14.0
+# scikit-optimize==0.10.2
+# numpy>=1.19.5, <1.24
+# pandas>=1.3.5, <2.2.2
+# scikit-learn>=1.0.2, <1.3
+# scipy>=1.6.3, <1.11
 # imbalanced-learn==0.12.4
 # tqdm==4.66.4
 # -e .
 
 # catboost==1.2.7
 # xgboost==1.6.2
-# scikit-optimize==0.10.2
\ No newline at end of file
+###############################################################################
+############################ Python 3.11 and above #############################
+################################################################################
+
+pip==24.2
+setuptools==75.1.0
+wheel==0.44.0
+numpy==1.26
+pandas==2.2.2
+scikit-learn==1.5.1
+scipy==1.14.0
+imbalanced-learn==0.12.4
+tqdm==4.66.4
+-e .
+
+catboost==1.2.7
+xgboost==1.6.2
+scikit-optimize==0.10.2
\ No newline at end of file
diff --git a/src/model_tuner/__init__.py b/src/model_tuner/__init__.py
index 6d96860..4792c9f 100644
--- a/src/model_tuner/__init__.py
+++ b/src/model_tuner/__init__.py
@@ -1,4 +1,14 @@
-"""
+"""  
+
++*****************************************************************+
+*      __  __           _      _   _____                          * 
+*     |  \/  | ___   __| | ___| | |_   _|   _ _ __   ___ _ __     *
+*     | |\/| |/ _ \ / _` |/ _ \ |   | || | | | '_ \ / _ \ '__|    *
+*     | |  | | (_) | (_| |  __/ |   | || |_| | | | |  __/ |       *
+*     |_|  |_|\___/ \__,_|\___|_|   |_| \__,_|_| |_|\___|_|       *
+*                                                                 *
++*****************************************************************+
+                                                               
 The `model_tuner` library is a versatile and powerful tool designed to 
 facilitate the training, evaluation, and tuning of machine learning models. 
 It supports various functionalities such as handling imbalanced data, applying 
@@ -6,10 +16,11 @@
 cross-validation. This library is particularly useful for model selection, 
 hyperparameter tuning, and ensuring optimal performance across different metrics.
 
-Version: 0.0.15a
+Version: 0.0.16a
+
 """
 
-__version__ = "0.0.15a"
+__version__ = "0.0.16a"
 __author__ = "Arthur Funnell, Leonid Shpaner, Panayiotis Petousis"
 __email__ = "lshpaner@ucla.edu; alafunnell@gmail.com; pp89@ucla.edu"