working on adding 3D baker. also starting to massage together a good baker method test (2D), and added a stub file for 3D testing
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+56
-15
@@ -16,11 +16,14 @@ def get_phis(X, r):
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# baker: eq 7
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A = np.array([
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[1, 1, 1 ],
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[ 1, 1, 1],
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[r[0][0], r[1][0], r[2][0]],
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[r[0][1], r[1][1], r[2][1]],
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])
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b = np.array([1, X[0], X[1]])
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b = np.array([ 1,
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X[0],
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X[1]
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])
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try:
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phi = np.linalg.solve(A,b)
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except:
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@@ -29,6 +32,39 @@ def get_phis(X, r):
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return phi
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def get_phis_3D(X, r):
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"""
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The get_phis function is used to get barycentric coordonites for a point on a triangle.
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X -- the destination point (3D)
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X = [0,0,0]
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r -- the four points that make up the tetrahedron (3D)
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r = [[-1, -1], [0, 2], [1, -1]]
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this will return [0.333, 0.333, 0.333]
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"""
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# baker: eq 7
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A = np.array([
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[ 1, 1, 1, 1 ],
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[r[0][0], r[1][0], r[2][0], r[3][0]],
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[r[0][1], r[1][1], r[2][1], r[3][1]],
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[r[0][2], r[1][2], r[2][2], r[3][2]],
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])
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b = np.array([ 1,
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X[0],
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X[1],
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X[2]
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])
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try:
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phi = np.linalg.solve(A,b)
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except:
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print >> sys.stderr, "warning: calculation of phis yielded a linearly dependant system"
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phi = np.dot(np.linalg.pinv(A), b)
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return phi
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def qlinear(X, r, q):
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"""
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this calculates the linear portion of q from X to r
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@@ -42,6 +78,19 @@ def qlinear(X, r, q):
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qlin = sum([q_i * phi_i for q_i, phi_i in zip(q[:len(phis)], phis)])
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return qlin
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def qlinear_3D(X, r, q):
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"""
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this calculates the linear portion of q from X to r
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X = destination point
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r = simplex points
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q = CFD quantities of interest at the simplex points(r)
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"""
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phis = get_phis_3D(X, r)
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qlin = sum([q_i * phi_i for q_i, phi_i in zip(q[:len(phis)], phis)])
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return qlin
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def run_baker(X, g, tree, extra_points = 3, verbose = False):
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"""
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This is the main function to call to get an interpolation to X from the tree
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@@ -52,6 +101,7 @@ def run_baker(X, g, tree, extra_points = 3, verbose = False):
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g -- the grid object
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tree -- the kdtree search object (built from the g mesh)
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"""
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(dist, indicies) = tree.query(X, 3 + extra_points)
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@@ -59,8 +109,9 @@ def run_baker(X, g, tree, extra_points = 3, verbose = False):
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nn = [g.points[i] for i in indicies]
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nq = [g.q[i] for i in indicies]
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phi = get_phis(X, nn[:3])
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qlin = nq[0] * phi[0] + nq[1] * phi[1] + nq[2] * phi[2]
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# calculate values only for the triangle
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phi = get_phis(X, nn[:3])
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qlin = qlinear(X, nn[:3], nq[:3])# nq[0] * phi[0] + nq[1] * phi[1] + nq[2] * phi[2]
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error_term = 0.0
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@@ -91,16 +142,6 @@ def run_baker(X, g, tree, extra_points = 3, verbose = False):
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+ b * phi[1] * phi[2]\
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+ c * phi[2] * phi[0]
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exact = exact_func(X[0], X[1])
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q_final = qlin + error_term
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if verbose:
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print "current point : %s" % X
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print "exact : %0.4f" % exact
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print "qlin : %0.4f" % qlin
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print "qlinerr : %0.4f" % np.abs(exact - qlin)
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print "q_final : %0.4f" % q_final
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print "q_final_err : %0.4f" % np.abs(exact - q_final)
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print
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return (q_final, exact)
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return qlin, error_term, q_final
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