From 0270272955023ca5809b6f70d5c32ce3af39a96c Mon Sep 17 00:00:00 2001
From: Joe Hunkeler <jhunkeler@gmail.com>
Date: Thu, 4 Sep 2014 20:00:53 +0000
Subject: README.md edited online with Bitbucket

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+
+#### ur_optimize ####
+
+
+### General Information ###
+
+Base installation medium: Ureka_linux-rhe5_64_1.4.1.tar.gz
+
+## SYSTEM ##
+```
+Manufacturer: Dell Inc.
+Product Name: OptiPlex 790
+```
+
+## BIOS ##
+
+```
+Vendor: Dell Inc.
+Version: A07
+Release Date: 09/10/2011
+```
+
+
+## CPU ##
+
+```
+vendor_id	: GenuineIntel
+cpu family	: 6
+model		: 42
+model name	: Intel(R) Core(TM) i7-2600 CPU @ 3.40GHz
+stepping	: 7
+microcode	: 0x29
+cpu MHz		: 3399.867
+cache size	: 8192 KB
+physical id	: 0
+siblings	: 8
+core id		: 3
+cpu cores	: 4
+```
+
+
+## MEMORY INFORMATION ##
+```
+size            : 16GB
+type            : DDR3
+Mhz             : 1333
+```
+
+
+### test_linalg.py module ###
+```
+#!/usr/bin/env python
+import numpy
+import scipy.interpolate
+
+def interpolate(user_methods=None, points=1000):
+    x = numpy.linspace(1.0, 1000.0, num=points)
+    y = numpy.linspace(1.0, 1000.0, num=points)
+
+    methods = ['linear', 'nearest', 'zero', 'slinear', 'quadratic', 'cubic']
+    if user_methods is not None:
+        methods = user_methods
+
+    for method in methods:
+        print("{}...".format(method)),
+        try:
+            scipy.interpolate.interp1d(x, y, kind=method, bounds_error=False, fill_value=0.0)
+        except MemoryError:
+            # Common ocurrance with quadratic
+            print("failed")
+        
+        print("ok")
+
+if __name__ == "__main__":
+    interpolate()
+```
+
+### Performance Comparison ###
+
+## Before ur_optimize ##
+```
+$ ipython
+Python 2.7.5 (default, Jun 19 2014, 11:22:38) 
+Type "copyright", "credits" or "license" for more information.
+
+IPython 2.0.0 -- An enhanced Interactive Python.
+?         -> Introduction and overview of IPython's features.
+%quickref -> Quick reference.
+help      -> Python's own help system.
+object?   -> Details about 'object', use 'object??' for extra details.
+
+In [1]: import test_linalg
+
+In [2]: %timeit test_linalg.interpolate(['quadratic'])
+quadratic... ok
+quadratic... ok
+quadratic... ok
+quadratic... ok
+1 loops, best of 3: 39 s per loop
+```
+
+## After ur_optimize ##
+
+```
+$ ipython
+Python 2.7.5 (default, Jun 19 2014, 11:22:38) 
+Type "copyright", "credits" or "license" for more information.
+
+IPython 2.0.0 -- An enhanced Interactive Python.
+?         -> Introduction and overview of IPython's features.
+%quickref -> Quick reference.
+help      -> Python's own help system.
+object?   -> Details about 'object', use 'object??' for extra details.
+
+In [1]: import test_linalg
+
+In [2]: %timeit test_linalg.interpolate(['quadratic'])
+quadratic... ok
+quadratic... ok
+quadratic... ok
+quadratic... ok
+1 loops, best of 3: 1.17 s per loop
+```
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