replaced answer with a namedtuple

interp/baker/__init__.py

@@ -1,8 +1,9 @@
-import numpy as np
+from collections import namedtuple
-
 from functools import wraps
 import itertools
 
+import numpy as np
+
 import interp
 
 AGGRESSIVE_ERROR_SOLVE = True
@@ -10,6 +11,8 @@ RAISE_PATHOLOGICAL_EXCEPTION = False
 
 __version__ = interp.__version__
 
+Answer = namedtuple("Answer", ['qlin', 'final', 'error', 'abc'])
+
 
 def get_phis(X, R):
     """
@@ -124,7 +127,7 @@ def get_error(phi, R, R_q, S, S_q, order=2):
     return error_term, abc
 
 
-def run_baker(X, R, R_q, S, S_q, order=2):
+def interpolate(X, R, R_q, S=None, S_q=None, order=2):
     """
         This is the main function to call to get an interpolation to X from the
         input meshes
@@ -132,23 +135,22 @@ def run_baker(X, R, R_q, S, S_q, order=2):
         X -- the destination point
 
         R = Simplex
+        R_q = q values at R
         S = extra points
+        S_q = q values at S
+
+        order - order of interpolation - 1
     """
 
-    answer = {
+    qlin=None
-                         'qlin': None,
+    error_term=None
-                         'error': None,
+    final=None
-                         'final': None,
+    abc={}
-                        }
 
     # calculate values only for the simplex triangle
     phi, qlin = qlinear(X, R, R_q)
 
-    if order == 1:
+    if order in xrange(2, 11) and S:
-        answer['qlin'] = qlin
-        answer['final'] = qlin
-        return answer
-    elif order in xrange(2, 11):
         error_term, abc = get_error(phi, R, R_q, S, S_q, order)
 
         # if a pathological vertex configuration was encountered and
@@ -157,20 +159,13 @@ def run_baker(X, R, R_q, S, S_q, order=2):
         if (error_term is None) and (abc is None):
             if RAISE_PATHOLOGICAL_EXCEPTION:
                 raise np.linalg.LinAlgError("Pathological Vertex Config")
-            answer['qlin'] = qlin
-            answer['final'] = qlin
-            return answer
         else:
+            final = qlin + error_term
+    elif order not in xrange(2,11):
         raise Exception('unsupported order "%d" for baker method' % order)
 
-    q_final = qlin + error_term
 
-    answer['qlin'] = qlin
+    return Answer(qlin=qlin, error=error_term, final=final, abc=abc)
-    answer['error'] = error_term
-    answer['final'] = q_final
-    answer['abc'] = abc
-
-    return answer
 
 
 def memoize(f):

interp/grid/__init__.py

@@ -6,7 +6,7 @@ from xml.dom.minidom import Document
 import numpy as np
 from scipy.spatial import KDTree
 
-from interp.baker import run_baker
+from interp.baker import interpolate
 from interp.baker import get_phis
 import interp
 
@@ -136,9 +136,9 @@ class grid(object):
 
         return (r_mesh, s_mesh)
 
-    def run_baker(self, X, order=2, extra_points=3):
+    def interpolate(self, X, order=2, extra_points=3):
         (R, S) = self.get_simplex_and_nearest_points(X, extra_points)
-        answer = run_baker(X, R, S, order)
+        answer = interpolate(X, R, S, order)
         return answer
 
     def for_qhull_generator(self):

interp/tools.py

@@ -45,6 +45,10 @@ def baker_exact_3D(X):
                             np.sin(z * np.pi / 2.0)), 2)
     return answer
 
+def exact_me(X, f):
+    a = np.array([f(i) for i in X])
+    return a
+
 
 def friendly_exact_3D(X):
     x, y, z = X
@@ -67,6 +71,9 @@ def improved_answer(answer, exact):
     else:
         return False
 
+def identical_points(a,b):
+    return all(set(j[i] for j in a) \
+             == set(j[i] for j in b) for i in xrange(len(a[0])))
 
 def improved(qlin, err, final, exact):
     if np.abs(final - exact) <= np.abs(qlin - exact):

test/all.py

@@ -21,4 +21,4 @@ if __name__ == '__main__':
     ]
 
     for test in tests:
-        unittest.TextTestRunner(verbosity=3).run(test)
+        unittest.TextTestRunner(verbosity=1).run(test)

test/baker2d.py

@@ -3,6 +3,7 @@
 import unittest
 
 from interp import baker
+from interp.baker import Answer
 
 
 class Test(unittest.TestCase):
@@ -68,6 +69,17 @@ class Test(unittest.TestCase):
 
         self.assertAlmostEqual(result, right_answer)
 
+    def testRunBaker_linear(self):
+        size_of_simplex = 3
+
+        R, R_q = (self.all_points[:size_of_simplex],
+                                 self.q[:size_of_simplex])
+
+
+        answer = baker.interpolate(self.X, R, R_q)
+        good_answer = Answer(qlin=0.5, final=None, error=None, abc={})
+        self.assertEqual(answer, good_answer)
+
     def testRunBaker_1(self):
         size_of_simplex = 3
         extra_points = 3
@@ -79,11 +91,11 @@ class Test(unittest.TestCase):
                                                  + extra_points],
                         self.q[size_of_simplex:size_of_simplex + extra_points])
 
-        answer = baker.run_baker(self.X, R, R_q, S, S_q)
+        answer = baker.interpolate(self.X, R, R_q, S, S_q)
 
-        a = answer['abc'][0]
+        a = answer.abc[0]
-        b = answer['abc'][1]
+        b = answer.abc[1]
-        c = answer['abc'][2]
+        c = answer.abc[2]
 
         self.assertEqual(sorted((a, b, c)), sorted((0, 0.0, 1 / 3.)))
 
@@ -97,9 +109,9 @@ class Test(unittest.TestCase):
                                         + extra_points],
                         self.q[size_of_simplex:size_of_simplex + extra_points])
 
-        answer = baker.run_baker(self.X, R, R_q, S, S_q)
+        answer = baker.interpolate(self.X, R, R_q, S, S_q)
 
-        a, b, c = sorted(answer['abc'])
+        a, b, c = sorted(answer.abc)
         aa, bb, cc = sorted((2 / 3.0, 2 / 3.0, 1 / 3.0))
 
         self.assertAlmostEqual(a, aa)
@@ -115,11 +127,11 @@ class Test(unittest.TestCase):
         S, S_q = (self.all_points[size_of_simplex:size_of_simplex \
                                     + extra_points],
                         self.q[size_of_simplex:size_of_simplex + extra_points])
-        answer = baker.run_baker(self.X, R, R_q, S, S_q)
+        answer = baker.interpolate(self.X, R, R_q, S, S_q)
 
-        a = answer['abc'][0]
+        a = answer.abc[0]
-        b = answer['abc'][1]
+        b = answer.abc[1]
-        c = answer['abc'][2]
+        c = answer.abc[2]
 
         a, b, c = sorted((a, b, c))
         aa, bb, cc = sorted((13 / 14., 2 / 7., 15 / 14.))
@@ -137,11 +149,11 @@ class Test(unittest.TestCase):
         S, S_q = (self.all_points[size_of_simplex:size_of_simplex \
                                             + extra_points],
                         self.q[size_of_simplex:size_of_simplex + extra_points])
-        answer = baker.run_baker(self.X, R, R_q, S, S_q)
+        answer = baker.interpolate(self.X, R, R_q, S, S_q)
 
-        a = answer['abc'][0]
+        a = answer.abc[0]
-        b = answer['abc'][1]
+        b = answer.abc[1]
-        c = answer['abc'][2]
+        c = answer.abc[2]
 
         a, b, c = sorted((a, b, c))
         aa, bb, cc = sorted((48 / 53.0, 15 / 53.0, 54 / 53.0))

test/baker2dorder.py

@@ -77,7 +77,7 @@ class Test(unittest.TestCase):
 
         self.phis, self.qlin = baker.qlinear(self.X, self.R, self.q)
         self.exact = exact_func(self.X)
-        self.answer = baker.run_baker(self.X, self.R,
+        self.answer = baker.interpolate(self.X, self.R,
                                        self.R_q, self.S, self.S_q)
 
     def test_R_contains_X(self):
@@ -86,22 +86,22 @@ class Test(unittest.TestCase):
     def test_1(self):
         a, b, c, d, e, f = (0, 1, 1, 2, 2, 0)
         err = calculate_error_term(self, a, b, c, d, e, f)
-        self.assertAlmostEqual(err, self.answer['error'])
+        self.assertAlmostEqual(err, self.answer.error)
 
     def test_swap_first_elements(self):
         a, b, c, d, e, f = (1, 0, 1, 2, 2, 0)
         err = calculate_error_term(self, a, b, c, d, e, f)
-        self.assertAlmostEqual(err, self.answer['error'])
+        self.assertAlmostEqual(err, self.answer.error)
 
     def test_swap_two_pairs(self):
         a, b, c, d, e, f = (1, 2, 0, 1, 2, 0)
         err = calculate_error_term(self, a, b, c, d, e, f)
-        self.assertAlmostEqual(err, self.answer['error'])
+        self.assertAlmostEqual(err, self.answer.error)
 
     def test_swap_all_pairs(self):
         a, b, c, d, e, f = (0, 2, 0, 1, 2, 1)
         err = calculate_error_term(self, a, b, c, d, e, f)
-        self.assertAlmostEqual(err, self.answer['error'])
+        self.assertAlmostEqual(err, self.answer.error)
 
 
 if __name__ == '__main__':

test/cubic2d.py

@@ -2,8 +2,7 @@
 
 import unittest
 
-from interp.baker import run_baker
+from interp.baker import interpolate
-
 from interp.grid import contains
 
 
@@ -36,42 +35,42 @@ class Test(unittest.TestCase):
     def test_RunBaker_1_extra_point(self, extra=1):
         S = self.g[3:3 + extra]
         S_q = self.q[3:3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q, order=3)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q, order=3)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         # expected failure ...
         self.assertTrue(lin_err >= final_err)
 
     def test_RunBaker_2_extra_point(self, extra=2):
         S = self.g[3: 3 + extra]
         S_q = self.q[3:3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q, order=3)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q, order=3)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
     def test_RunBaker_3_extra_point(self, extra=3):
         S = self.g[3: 3 + extra]
         S_q = self.q[3:3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q, order=3)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q, order=3)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
     def test_RunBaker_4_extra_point(self, extra=4):
         S = self.g[3: 3 + extra]
         S_q = self.q[3:3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q, order=3)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q, order=3)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
     def test_RunBaker_5_extra_point(self, extra=5):
         S = self.g[3: 3 + extra]
         S_q = self.q[3:3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q, order=3)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q, order=3)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
 if __name__ == '__main__':

test/quadratic2d.py

@@ -2,8 +2,7 @@
 
 import unittest
 
-from interp.baker import run_baker
+from interp.baker import interpolate
-
 from interp.grid import grid
 from interp.grid import contains
 
@@ -41,9 +40,9 @@ class Test(unittest.TestCase):
     def test_RunBaker_1_extra_point(self, extra=1):
         S = self.g[3: 3 + extra]
         S_q = self.q[3: 3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
 
         #XXX: not sure about this one:
         self.assertEqual(lin_err,  final_err)
@@ -51,33 +50,33 @@ class Test(unittest.TestCase):
     def test_RunBaker_2_extra_point(self, extra=2):
         S = self.g[3: 3 + extra]
         S_q = self.q[3: 3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
     def test_RunBaker_3_extra_point(self, extra=3):
         S = self.g[3: 3 + extra]
         S_q = self.q[3: 3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
     def test_RunBaker_4_extra_point(self, extra=4):
         S = self.g[3: 3 + extra]
         S_q = self.q[3: 3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
     def test_RunBaker_5_extra_point(self, extra=5):
         S = self.g[3: 3 + extra]
         S_q = self.q[3: 3 + extra]
-        answer = run_baker(self.X, self.R, self.R_q, S, S_q)
+        answer = interpolate(self.X, self.R, self.R_q, S, S_q)
-        lin_err = abs(self.exact - answer['qlin'])
+        lin_err = abs(self.exact - answer.qlin)
-        final_err = abs(self.exact - answer['final'])
+        final_err = abs(self.exact - answer.final)
         self.assertTrue(lin_err >= final_err)
 
 if __name__ == '__main__':