added test_svd performance, moved to 0.6.7

Author: charlesmartin14

README.md

@@ -42,7 +42,7 @@ And in the notebooks provided in the [examples](https://github.com/CalculatedCon
 pip install weightwatcher
 ```
 
-### Current TestPyPI Version: 0.6.6.9
+### Current TestPyPI Version: 0.6.7
 
 ```sh
  python3 -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple weightwatcher

tests/test_svd.py

@@ -0,0 +1,27 @@
+import numpy as np
+import scipy.linalg as la
+import time
+
+# Generate random matrix with 1000 rows and 500 columns
+A = np.random.rand(1000, 500)
+
+# Test numpy.linalg.svd
+start_time = time.time()
+U, S, VT = np.linalg.svd(A, full_matrices=False)
+end_time = time.time()
+np_time = end_time - start_time
+print(f"np.linalg.svd took {np_time:.5f} seconds")
+
+# Test scipy.linalg.svd
+start_time = time.time()
+U, S, VT = la.svd(A, full_matrices=False)
+end_time = time.time()
+scipy_time = end_time - start_time
+print(f"scipy.linalg.svd took {scipy_time:.5f} seconds")
+
+# Compare the execution times
+if np_time < scipy_time:
+    print("numpy.linalg.svd is faster")
+else:
+    print("scipy.linalg.svd is faster")
+    

weightwatcher/__init__.py

@@ -18,7 +18,7 @@
 
 
 __name__ = "weightwatcher"
-__version__ = "0.6.6.9"
+__version__ = "0.6.7"
 __license__ = "Apache License, Version 2.0"
 __description__ = "Diagnostic Tool for Deep Neural Networks"
 __url__ = "https://calculationconsulting.com/"