Tue May 20 21:22:26 2025 differ_test(): python version: 3.10.12 numpy version: 1.26.4 Test differ(). differ_matrix_test(): Demonstrate that the DIFFER matrix is "really" a Vandermonde matrix. Stencil matrix: [[ 2.500000e+00 3.300000e+00 -1.300000e+00 5.000000e-01] [ 6.250000e+00 1.089000e+01 1.690000e+00 2.500000e-01] [ 1.562500e+01 3.593700e+01 -2.197000e+00 1.250000e-01] [ 3.906250e+01 1.185921e+02 2.856100e+00 6.250000e-02]] Solution of DIFFER system: [1. 2. 3. 4.] Solution of VANDERMONDE system: [ 2.5 6.6 -3.9 2. ] Transformed solution of VANDERMONDE system: [1. 2. 3. 4.] differ_test02(): differ_inverse() returns the inverse of a DIFFER matrix N Inverse error 2 2.32397e-15 2 6.24881e-15 2 2.1667e-15 2 1.00785e-14 2 1.69925e-15 3 4.14817e-15 3 5.65009e-15 3 9.34235e-15 3 2.4436e-12 3 2.14513e-15 4 5.84205e-13 4 5.3416e-12 4 5.09672e-14 4 3.60836e-14 4 8.68432e-14 5 3.01256e-12 5 2.03061e-13 5 2.01787e-11 5 3.53339e-12 5 5.34077e-13 6 4.41244e-12 6 1.79654e-12 6 4.34416e-12 6 2.74226e-09 6 8.22611e-12 7 8.77739e-11 7 1.06128e-11 7 1.89043e-11 7 3.91327e-10 7 1.92777e-10 8 2.30039e-10 8 8.11524e-09 8 2.37383e-10 8 1.35787e-10 8 2.85619e-08 differ_test03(): Reproduce a specific example. Solution of DIFFER system: [-0.08333333 0.5 -1.5 0.25 ] DFDX = 3.669313568906812 d exp(x) /dx = 3.6692966676192444 differ_test04(): differ_forward(), differ_backward(), and differ_central() produce coefficients for difference approximations of the O-th derivative, with error of order H^P, for a uniform spacing of H. Use a spacing of H = 1.0 for all examples.