From f534235eae8bfddad0af78996db090268c5f9145 Mon Sep 17 00:00:00 2001
From: Jesse Livezey <jesse.livezey@gmail.com>
Date: Wed, 18 Oct 2023 16:48:30 -0400
Subject: [PATCH] remove np.random as RandomState

---
 setup.py                       | 2 +-
 src/pyuoi/datasets/__init__.py | 2 +-
 src/pyuoi/decomposition/NMF.py | 2 +-
 src/pyuoi/linear_model/base.py | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index aa65745..747fb25 100644
--- a/setup.py
+++ b/setup.py
@@ -86,7 +86,7 @@ def finalize_options(self):
     # You can just specify the packages manually here if your project is
     # simple. Or you can use find_packages().
     package_dir={'': 'src'},
-    packages=find_packages() + 
+    packages=find_packages() +
         find_packages(where="src"),
     package_data={'pyuoi': ['data/*.h5']},
 
diff --git a/src/pyuoi/datasets/__init__.py b/src/pyuoi/datasets/__init__.py
index 9d3ec6b..d13394e 100644
--- a/src/pyuoi/datasets/__init__.py
+++ b/src/pyuoi/datasets/__init__.py
@@ -127,7 +127,7 @@ def make_classification(n_samples=100, n_features=20, n_informative=2,
         rng = np.random.RandomState(random_state)
     else:
         if random_state is None:
-            rng = np.random
+            rng = np.random.RandomState()
         else:
             rng = random_state
     n_not_informative = n_features - n_informative
diff --git a/src/pyuoi/decomposition/NMF.py b/src/pyuoi/decomposition/NMF.py
index 3b49e33..52e105a 100644
--- a/src/pyuoi/decomposition/NMF.py
+++ b/src/pyuoi/decomposition/NMF.py
@@ -141,7 +141,7 @@ def __initialize(self, **kwargs):
 
         # initialize random state
         if random_state is None:
-            self._rand = np.random
+            self._rand = np.random.RandomState()
         else:
             if isinstance(random_state, int):
                 self._rand = np.random.RandomState(random_state)
diff --git a/src/pyuoi/linear_model/base.py b/src/pyuoi/linear_model/base.py
index 20dd316..ca93d16 100644
--- a/src/pyuoi/linear_model/base.py
+++ b/src/pyuoi/linear_model/base.py
@@ -109,7 +109,7 @@ def __init__(self, n_boots_sel=24, n_boots_est=24, selection_frac=0.9,
             self.random_state = np.random.RandomState(random_state)
         else:
             if random_state is None:
-                self.random_state = np.random
+                self.random_state = np.random.RandomState()
             else:
                 self.random_state = random_state