From bd54e12f072f780fcf2309472e423f87690f3681 Mon Sep 17 00:00:00 2001 From: "Jacob P. Krell" Date: Mon, 29 Apr 2024 16:01:22 -0400 Subject: [PATCH 1/5] create folder --- .../asymptotes/bernoulli_asymptotes.ipynb | 27 +++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb diff --git a/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb b/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb new file mode 100644 index 00000000..7edb1c4d --- /dev/null +++ b/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb @@ -0,0 +1,27 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "test" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "test" + ] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From f027ee161d70a951abe765cf87eea2a067056463 Mon Sep 17 00:00:00 2001 From: "Jacob P. Krell" Date: Mon, 29 Apr 2024 18:52:43 -0400 Subject: [PATCH 2/5] up to 1000x1000 --- .../asymptotes/bernoulli_asymptotes.ipynb | 207 +++++++++++++++++- .../asymptotes/current_progress_20_500.txt | 25 +++ .../asymptotes/current_progress_520_800.txt | 15 ++ .../asymptotes/current_progress_820_1000.txt | 10 + 4 files changed, 254 insertions(+), 3 deletions(-) create mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_20_500.txt create mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_520_800.txt create mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_820_1000.txt diff --git a/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb b/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb index 7edb1c4d..ad6cf142 100644 --- a/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb +++ b/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb @@ -4,7 +4,189 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "test" + "# Orthogonal Bernoulli polynomials, scaled by BSS-ANOVA kernel\n", + "\n", + "Importing packages." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.interpolate import CubicSpline\n", + "from scipy.optimize import curve_fit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Defining the BSS-ANOVA kernel main effect $\\kappa_1$, outlined in equation 8 of [Fast variable selection makes Karhunen-Loève decomposed Gaussian process BSS-ANOVA a speedy and accurate choice for dynamic systems identification](docs/_static/arXiv.2205.13676v2.pdf),\n", + "\n", + "$\\kappa_1(x,x') = \\mathcal{B}(x)\\mathcal{B}_1(x') + \\mathcal{B}_2(x)\\mathcal{B}_2(x') + \\frac{1}{24}\\mathcal{B}_4(|x-x'|)$\n", + "\n", + "where\n", + "\n", + "$\\begin{cases} \\mathcal{B}_1(x) = x - \\frac{1}{2} \\\\ \\mathcal{B}_2(x) = x^2 - x + \\frac{1}{6} \\\\ \\mathcal{B}_4(x) = x^4 - 2x^3 + x^2 - \\frac{1}{30} \\end{cases}$" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def b1(x):\n", + " return x - 1/2\n", + "\n", + "def b2(x):\n", + " return x**2 - x + 1/6\n", + "\n", + "def b4(x):\n", + " return x**4 - 2*x**3 + x**2 - 1/30\n", + "\n", + "def k1(xi, xj):\n", + " return b1(xi)*b1(xj) + b2(xi)*b2(xj) - b4(np.abs(xi-xj))/24" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Taking eigenvalues for increasing resolution of covariance matrix (i.e., BSS-ANOVA kernel). Because only 20 Bernoulli polynomials could be computed in MATLAB prior to Inf, only need first 20 eigenvalues." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "n = 20 # number of Bernoulli polynomials defined numerically prior to Inf\n", + "res_n = 5 # number of points to plot\n", + "res_lb = 1100 # lower bound (of plot)\n", + "res_ub = 1500 # upper bound (of plot)\n", + "\n", + "eigvals = np.zeros([res_n, n])\n", + "res_x = np.linspace(res_lb, res_lb + np.round((res_ub-res_lb)/(res_n-1))*(res_n-1), res_n, dtype=int)\n", + "res_iter = 0\n", + "for res in res_x:\n", + " x = np.linspace(0, 1, res)\n", + " kernel = np.zeros([res, res])\n", + "\n", + " for i in range(res):\n", + " for j in range(res):\n", + " kernel[i, j] = k1(x[i], x[j])\n", + " eigval, eigvec = np.linalg.eig(kernel)\n", + "\n", + " eigvals[res_iter, :] = eigval[:n] # in future, plot columns which are basis function scales\n", + " res_iter += 1\n", + "\n", + "progress = np.concatenate([res_x[:, np.newaxis], eigvals], axis=1)\n", + "np.savetxt(f'current_progress_{res_lb}_{res_ub}.txt', progress) # res points by basis function order (i.e., 'k' or eigenvalue id)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Re-generating BSS-ANOVA kernel as is in FoKL (i.e., 500x500)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "bss_anova = np.zeros([500, 500])\n", + "for i in range(500):\n", + " for j in range(500):\n", + " bss_anova[i, j] = k1(x[i], x[j])\n", + "eigval, eigvec = np.linalg.eig(bss_anova)\n", + "eigvec_scaled = np.zeros_like(eigvec)\n", + "for i in range(500):\n", + " eigvec_scaled[:, i] = np.sqrt(eigval[i]) * eigvec[:, i] # scale eigenvector by sqrt(eigenvalue)\n", + "spline = CubicSpline(x, eigvec_scaled)\n", + "bases = spline(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Fitting asymptotes using exponential approximation $c_1 + c_2 x^{-1}$, and plotting." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_func(x, c1, c2):\n", + " return c1 + c2/x\n", + "\n", + "popts = []\n", + "for k in range(res_n):\n", + " popt, pcov = curve_fit(fit_func, res_x, eigvals[:, k], [0, 1])\n", + " popts.append(popt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting eigenvalues and asymptote:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[11], line 6\u001b[0m\n\u001b[1;32m 3\u001b[0m axs[\u001b[38;5;241m0\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot(x, bases[:, k])\n\u001b[1;32m 5\u001b[0m axs[\u001b[38;5;241m1\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot(res_x, eigvals[:, k]) \u001b[38;5;66;03m# eigenvalues at different kernel resolutions\u001b[39;00m\n\u001b[0;32m----> 6\u001b[0m axs[\u001b[38;5;241m1\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot(res_x, fit_func(res_x, \u001b[38;5;241m*\u001b[39m\u001b[43mpopts\u001b[49m\u001b[43m[\u001b[49m\u001b[43mk\u001b[49m\u001b[43m]\u001b[49m)) \u001b[38;5;66;03m# fitted curve\u001b[39;00m\n\u001b[1;32m 7\u001b[0m axs[\u001b[38;5;241m1\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot([res_lb, res_ub], [popts[k][\u001b[38;5;241m0\u001b[39m], popts[k][\u001b[38;5;241m0\u001b[39m]]) \u001b[38;5;66;03m# asymptote\u001b[39;00m\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 6)\n", + "for k in range(6):\n", + " axs[0, k].plot(x, bases[:, k])\n", + "\n", + " axs[1, k].plot(res_x, eigvals[:, k]) # eigenvalues at different kernel resolutions\n", + " axs[1, k].plot(res_x, fit_func(res_x, *popts[k])) # fitted curve\n", + " axs[1, k].plot([res_lb, res_ub], [popts[k][0], popts[k][0]]) # asymptote\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting BSS-ANOVA vs. asymptote-scaled Bernoulli:" ] }, { @@ -13,13 +195,32 @@ "metadata": {}, "outputs": [], "source": [ - "test" + "plt.subplot([2, 6])\n", + "for i in range(6):\n", + " plt.subplot([0, i], bss_anova[i])\n", + "\n", + "\n", + " plt.subplot([1, i], scale[i] * bernoulli[i])" ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + 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+9.800000000000000000e+02 8.222189551744456537e+01 6.054680623222158609e+00 2.573638310535761309e-01 7.580262240705396004e-02 2.459974162421422680e-02 1.153205401050121960e-02 5.652725454938063721e-03 3.264452660050025639e-03 1.933123700557850362e-03 1.256739126766421785e-03 8.302022489643616499e-04 5.825530323806676772e-04 4.133348579303684680e-04 3.059293894976585501e-04 2.282808352429230325e-04 1.757473046885063008e-04 1.361458545001148230e-04 1.080350320623422609e-04 8.614929617348502028e-05 7.002070658898564232e-05 +1.000000000000000000e+03 8.389651757944457700e+01 6.177781424563716151e+00 2.626000074763655823e-01 7.734483142231476926e-02 2.510024629682068228e-02 1.176668207734662616e-02 5.767736754934292033e-03 3.330871331546056240e-03 1.972455734458158482e-03 1.282309074187152871e-03 8.470939962382922081e-04 5.944059291979291023e-04 4.217448683040540846e-04 3.121540308770263928e-04 2.329256430291556490e-04 1.793232081535768444e-04 1.389160249470849484e-04 1.102332240770725029e-04 8.790219789630288722e-05 7.144543266858142787e-05 From 016edd89dc7269a70246f559e1c088928e9c5613 Mon Sep 17 00:00:00 2001 From: "Jacob P. Krell" Date: Mon, 29 Apr 2024 19:53:33 -0400 Subject: [PATCH 3/5] up to 2000 --- .../asymptotes/bernoulli_asymptotes.ipynb | 17 +++++++++++++---- .../asymptotes/current_progress_1100_1500.txt | 5 +++++ .../asymptotes/current_progress_1600_2000.txt | 5 +++++ 3 files changed, 23 insertions(+), 4 deletions(-) create mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1100_1500.txt create mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1600_2000.txt diff --git a/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb b/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb index ad6cf142..5c38373f 100644 --- a/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb +++ b/docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb @@ -62,14 +62,23 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_28833/3318184751.py:18: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " eigvals[res_iter, :] = eigval[:n] # in future, plot columns which are basis function scales\n" + ] + } + ], "source": [ "n = 20 # number of Bernoulli polynomials defined numerically prior to Inf\n", "res_n = 5 # number of points to plot\n", - "res_lb = 1100 # lower bound (of plot)\n", - "res_ub = 1500 # upper bound (of plot)\n", + "res_lb = 1600 # lower bound (of plot)\n", + "res_ub = 2000 # upper bound (of plot)\n", "\n", "eigvals = np.zeros([res_n, n])\n", "res_x = np.linspace(res_lb, res_lb + np.round((res_ub-res_lb)/(res_n-1))*(res_n-1), res_n, dtype=int)\n", diff --git a/docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1100_1500.txt b/docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1100_1500.txt new file mode 100644 index 00000000..ba42f5bd --- /dev/null +++ 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1.127782218271968125e-03 8.001915314293918217e-04 5.922601678241119728e-04 4.419394580281218034e-04 3.402369607675136695e-04 2.635719241195803256e-04 2.091504874813622311e-04 1.667814913370563692e-04 1.355570795507147737e-04 +2.000000000000000000e+03 1.676277076284465863e+02 1.233285046084655256e+01 5.244089384421065647e-01 1.544553516785341640e-01 5.012543476518042940e-02 2.349806943338838758e-02 1.151827873295670733e-02 6.651792977644432545e-03 3.939045238807947769e-03 2.560799013086560369e-03 1.691674271455684969e-03 1.187046010784442111e-03 8.422409359062893843e-04 6.233829113390826652e-04 4.651630654101251701e-04 3.581161544118179247e-04 2.774224749016455569e-04 2.201412133065079331e-04 1.755457813539568104e-04 1.426805353041509232e-04 From 6c43fa9f9fa1b5f58f2ee2346701245923db1f50 Mon Sep 17 00:00:00 2001 From: "Jacob P. Krell" Date: Tue, 7 May 2024 17:31:35 -0400 Subject: [PATCH 4/5] properly scaled bernoulli polynomials --- .../BSS-ANOVA__sqrt-eigvals__K-500x500.txt | 500 ------------------ .../asymptotes/bernoulli_asymptotes.ipynb | 237 --------- .../asymptotes/current_progress_1100_1500.txt | 5 - .../asymptotes/current_progress_1600_2000.txt | 5 - .../asymptotes/current_progress_20_500.txt | 25 - .../asymptotes/current_progress_520_800.txt | 15 - .../asymptotes/current_progress_820_1000.txt | 10 - .../basis_coeffs/bernoulli/bernoulli_scale.py | 42 -- .../gram_schmidt_orthogonalization.m | 49 -- ...gram_schmidt_orthogonalization__plotting.m | 34 -- ..._schmidt_orthogonalization__plotting_sym.m | 21 - ...ernoulli_polynomials__scaled__20240303.png | Bin 190074 -> 0 bytes ..._polynomials__scaled__20240303__matlab.png | Bin 100270 -> 0 bytes ...noulli_polynomials__unscaled__20240303.png | Bin 166984 -> 0 bytes .../ReadMe.txt | 0 .../BSS-ANOVA_eigendecomposition.ipynb | 127 +++++ ...A_eigenvalues_for_20x20_thru_2000x2000.txt | 61 +++ .../gram_schmidt_orthogonalization.m | 57 ++ .../bernoulli_polynomials/main.ipynb | 488 +++++++++++++++++ .../orthogonal_Bn_normalized.txt | 200 +++++++ .../orthogonal_Bn_normalized__fplot.png} | Bin .../orthogonal_Bn_scaled.txt | 20 + src/FoKL/getKernels.py | 2 +- .../BernoulliPolynomials_20_orthonormal.txt | 20 - ...oulliPolynomials_20_orthonormal_scaled.txt | 20 - src/FoKL/kernels/orthogonal_Bn_scaled.txt | 20 + 26 files changed, 974 insertions(+), 984 deletions(-) delete mode 100644 docs/_dev/basis_coeffs/bernoulli/BSS-ANOVA__sqrt-eigvals__K-500x500.txt delete mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/bernoulli_asymptotes.ipynb delete mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1100_1500.txt delete mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1600_2000.txt delete mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_20_500.txt delete mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_520_800.txt delete mode 100644 docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_820_1000.txt delete mode 100644 docs/_dev/basis_coeffs/bernoulli/bernoulli_scale.py delete mode 100644 docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization.m delete mode 100644 docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting.m delete mode 100644 docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting_sym.m delete mode 100644 docs/_dev/basis_coeffs/bernoulli/orthonormal_bernoulli_polynomials__scaled__20240303.png delete mode 100644 docs/_dev/basis_coeffs/bernoulli/orthonormal_bernoulli_polynomials__scaled__20240303__matlab.png delete mode 100644 docs/_dev/basis_coeffs/bernoulli/orthonormal_bernoulli_polynomials__unscaled__20240303.png rename docs/_dev/{basis_coeffs => basis_functions}/ReadMe.txt (100%) create mode 100644 docs/_dev/basis_functions/bernoulli_polynomials/BSS-ANOVA_eigendecomposition.ipynb create mode 100644 docs/_dev/basis_functions/bernoulli_polynomials/BSS-ANOVA_eigenvalues_for_20x20_thru_2000x2000.txt create mode 100644 docs/_dev/basis_functions/bernoulli_polynomials/gram_schmidt_orthogonalization.m create mode 100644 docs/_dev/basis_functions/bernoulli_polynomials/main.ipynb create mode 100644 docs/_dev/basis_functions/bernoulli_polynomials/orthogonal_Bn_normalized.txt rename docs/_dev/{basis_coeffs/bernoulli/orthonormal_bernoulli_polynomials__unscaled__20240303__matlab_symbolic.png => basis_functions/bernoulli_polynomials/orthogonal_Bn_normalized__fplot.png} (100%) create mode 100644 docs/_dev/basis_functions/bernoulli_polynomials/orthogonal_Bn_scaled.txt delete mode 100644 src/FoKL/kernels/BernoulliPolynomials_20_orthonormal.txt delete mode 100644 src/FoKL/kernels/BernoulliPolynomials_20_orthonormal_scaled.txt create mode 100644 src/FoKL/kernels/orthogonal_Bn_scaled.txt diff --git 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- "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from scipy.interpolate import CubicSpline\n", - "from scipy.optimize import curve_fit" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Defining the BSS-ANOVA kernel main effect $\\kappa_1$, outlined in equation 8 of [Fast variable selection makes Karhunen-Loève decomposed Gaussian process BSS-ANOVA a speedy and accurate choice for dynamic systems identification](docs/_static/arXiv.2205.13676v2.pdf),\n", - "\n", - "$\\kappa_1(x,x') = \\mathcal{B}(x)\\mathcal{B}_1(x') + \\mathcal{B}_2(x)\\mathcal{B}_2(x') + \\frac{1}{24}\\mathcal{B}_4(|x-x'|)$\n", - "\n", - "where\n", - "\n", - "$\\begin{cases} \\mathcal{B}_1(x) = x - \\frac{1}{2} \\\\ \\mathcal{B}_2(x) = x^2 - x + \\frac{1}{6} \\\\ \\mathcal{B}_4(x) = x^4 - 2x^3 + x^2 - \\frac{1}{30} \\end{cases}$" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def b1(x):\n", - " return x - 1/2\n", - "\n", - "def b2(x):\n", - " return x**2 - x + 1/6\n", - "\n", - "def b4(x):\n", - " return x**4 - 2*x**3 + x**2 - 1/30\n", - "\n", - "def k1(xi, xj):\n", - " return b1(xi)*b1(xj) + b2(xi)*b2(xj) - b4(np.abs(xi-xj))/24" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Taking eigenvalues for increasing resolution of covariance matrix (i.e., BSS-ANOVA kernel). Because only 20 Bernoulli polynomials could be computed in MATLAB prior to Inf, only need first 20 eigenvalues." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_28833/3318184751.py:18: ComplexWarning: Casting complex values to real discards the imaginary part\n", - " eigvals[res_iter, :] = eigval[:n] # in future, plot columns which are basis function scales\n" - ] - } - ], - "source": [ - "n = 20 # number of Bernoulli polynomials defined numerically prior to Inf\n", - "res_n = 5 # number of points to plot\n", - "res_lb = 1600 # lower bound (of plot)\n", - "res_ub = 2000 # upper bound (of plot)\n", - "\n", - "eigvals = np.zeros([res_n, n])\n", - "res_x = np.linspace(res_lb, res_lb + np.round((res_ub-res_lb)/(res_n-1))*(res_n-1), res_n, dtype=int)\n", - "res_iter = 0\n", - "for res in res_x:\n", - " x = np.linspace(0, 1, res)\n", - " kernel = np.zeros([res, res])\n", - "\n", - " for i in range(res):\n", - " for j in range(res):\n", - " kernel[i, j] = k1(x[i], x[j])\n", - " eigval, eigvec = np.linalg.eig(kernel)\n", - "\n", - " eigvals[res_iter, :] = eigval[:n] # in future, plot columns which are basis function scales\n", - " res_iter += 1\n", - "\n", - "progress = np.concatenate([res_x[:, np.newaxis], eigvals], axis=1)\n", - "np.savetxt(f'current_progress_{res_lb}_{res_ub}.txt', progress) # res points by basis function order (i.e., 'k' or eigenvalue id)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Re-generating BSS-ANOVA kernel as is in FoKL (i.e., 500x500)." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "bss_anova = np.zeros([500, 500])\n", - "for i in range(500):\n", - " for j in range(500):\n", - " bss_anova[i, j] = k1(x[i], x[j])\n", - "eigval, eigvec = np.linalg.eig(bss_anova)\n", - "eigvec_scaled = np.zeros_like(eigvec)\n", - "for i in range(500):\n", - " eigvec_scaled[:, i] = np.sqrt(eigval[i]) * eigvec[:, i] # scale eigenvector by sqrt(eigenvalue)\n", - "spline = CubicSpline(x, eigvec_scaled)\n", - "bases = spline(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Fitting asymptotes using exponential approximation $c_1 + c_2 x^{-1}$, and plotting." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "def fit_func(x, c1, c2):\n", - " return c1 + c2/x\n", - "\n", - "popts = []\n", - "for k in range(res_n):\n", - " popt, pcov = curve_fit(fit_func, res_x, eigvals[:, k], [0, 1])\n", - " popts.append(popt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotting eigenvalues and asymptote:" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "ename": "IndexError", - "evalue": "list index out of range", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[11], line 6\u001b[0m\n\u001b[1;32m 3\u001b[0m axs[\u001b[38;5;241m0\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot(x, bases[:, k])\n\u001b[1;32m 5\u001b[0m axs[\u001b[38;5;241m1\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot(res_x, eigvals[:, k]) \u001b[38;5;66;03m# eigenvalues at different kernel resolutions\u001b[39;00m\n\u001b[0;32m----> 6\u001b[0m axs[\u001b[38;5;241m1\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot(res_x, fit_func(res_x, \u001b[38;5;241m*\u001b[39m\u001b[43mpopts\u001b[49m\u001b[43m[\u001b[49m\u001b[43mk\u001b[49m\u001b[43m]\u001b[49m)) \u001b[38;5;66;03m# fitted curve\u001b[39;00m\n\u001b[1;32m 7\u001b[0m axs[\u001b[38;5;241m1\u001b[39m, k]\u001b[38;5;241m.\u001b[39mplot([res_lb, res_ub], [popts[k][\u001b[38;5;241m0\u001b[39m], popts[k][\u001b[38;5;241m0\u001b[39m]]) \u001b[38;5;66;03m# asymptote\u001b[39;00m\n", - "\u001b[0;31mIndexError\u001b[0m: list index out of range" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 6)\n", - "for k in range(6):\n", - " axs[0, k].plot(x, bases[:, k])\n", - "\n", - " axs[1, k].plot(res_x, eigvals[:, k]) # eigenvalues at different kernel resolutions\n", - " axs[1, k].plot(res_x, fit_func(res_x, *popts[k])) # fitted curve\n", - " axs[1, k].plot([res_lb, res_ub], [popts[k][0], popts[k][0]]) # asymptote\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotting BSS-ANOVA vs. asymptote-scaled Bernoulli:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "plt.subplot([2, 6])\n", - "for i in range(6):\n", - " plt.subplot([0, i], bss_anova[i])\n", - "\n", - "\n", - " plt.subplot([1, i], scale[i] * bernoulli[i])" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1100_1500.txt b/docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1100_1500.txt deleted file mode 100644 index ba42f5bd..00000000 --- a/docs/_dev/basis_coeffs/bernoulli/asymptotes/current_progress_1100_1500.txt +++ /dev/null @@ -1,5 +0,0 @@ -1.100000000000000000e+03 9.226962975008882495e+01 6.793286051203544673e+00 2.887808919325628443e-01 8.505587797509125969e-02 2.760276869173870426e-02 1.293982206655159596e-02 6.342792761680799037e-03 3.662964432575722962e-03 2.169115642827919039e-03 1.410158651665307334e-03 9.315525807888565572e-04 6.536703111121729918e-04 4.637948248503948132e-04 3.432771693456759506e-04 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2.329256430291556490e-04 1.793232081535768444e-04 1.389160249470849484e-04 1.102332240770725029e-04 8.790219789630288722e-05 7.144543266858142787e-05 diff --git a/docs/_dev/basis_coeffs/bernoulli/bernoulli_scale.py b/docs/_dev/basis_coeffs/bernoulli/bernoulli_scale.py deleted file mode 100644 index b49467ab..00000000 --- a/docs/_dev/basis_coeffs/bernoulli/bernoulli_scale.py +++ /dev/null @@ -1,42 +0,0 @@ -from src.FoKL import FoKLRoutines -import numpy as np -import matplotlib.pyplot as plt - - -res = int(500) -rows = 4 -cols = 6 - -n = int(rows * cols) -x = np.linspace(0, 1, res) -y = np.zeros([res, n]) -f = FoKLRoutines.FoKL(kernel=1) -for n in range(n): - c = f.phis[n] - for i in range(res): - y[i, n] = f.evaluate_basis(c, x[i]) - - # plt.cla() - # plt.plot(x, y[:, n]) - # plt.show() - -plt.cla() -plt.figure() -fig, ax = plt.subplots(rows, cols) -# fig.suptitle("Orthonormal Bernoulli Polynomials, Scaled by sqrt(eigenvalues) from 500x500 K") -fig.suptitle("Orthonormal Bernoulli Polynomials, unscaled") -ni = 0 -for i in range(rows): - for j in range(cols): - ax[i, j].plot(x, y[:, ni]) - ni += 1 -plt.show() - - -breakpoint() - - - - - - diff --git a/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization.m b/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization.m deleted file mode 100644 index cee71e30..00000000 --- a/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization.m +++ /dev/null @@ -1,49 +0,0 @@ - -% https://arxiv.org/pdf/2007.10814.pdf - -clearvars, clc - -n = 500; % up to Bn polynomial (or up to inf) - - -syms x real -n = n+1; -b = cell(n,1); % bernoulli -b{1} = bernoulli(0, x); -u = b; % orthogonal and normalized -c = u; % coefficients (i.e., phis) where column corresponds to x^(col-1) - -% sqrt_eigval = readmatrix('BSS-ANOVA__sqrt-eigvals__500x500.txt'); -c_scaled = cell(n,1); -phis = zeros(n,n); -cap = false; - -for i = 2:n % i = (i-1)th B polynomial - b{i} = bernoulli(i-1, x); - u{i} = b{i} - int(b{i},[0,1]); % subtract u0 projection - for j = 2:i-1 % subtract (j-1)th u projection - u{i} = u{i} - int(b{i}*u{j},[0,1]) / int(u{j}*u{j},[0,1]) * u{j}; - end - u{i} = simplify(u{i} / sqrt(int(u{i}*u{i},[0,1]))); % normalize - - c{i} = coeffs(u{i}); -% c_scaled{i} = c{i} * sqrt_eigval(i-1); - c_scaled{i} = c{i}; - for j = 1:i - phis(i,j) = c_scaled{i}(j); - if abs(phis(i,j)) == Inf - cap = true; - n = i-1; % cap since at least one float64 is +/- Inf in next Bn - break - end - end - - if cap - break - else - phis(i,1:i) - end -end - -writematrix(phis(2:n,:), 'bernoulliPolynomials_gramSchmidt_scaled.txt') - diff --git a/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting.m b/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting.m deleted file mode 100644 index 96040331..00000000 --- a/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting.m +++ /dev/null @@ -1,34 +0,0 @@ - -% Plot scaled Gram-Schmidt orthonormal Bernoulli polynomials. - -clearvars, clc, close all - -rows = 4; -cols = 6; -res = 500; - - -coeffs = readmatrix('bernoulliPolynomials_gramSchmidt_scaled_400.txt'); -n = length(coeffs(:, 1)); -phis = cell(n, 1); -for i = 1:n - phis{i} = coeffs(i, 1:(i+1)); -end - - -f = figure(); -x = linspace(0, 1, res); -i = 0; -y = zeros(res, round(rows*cols)); -for row = 1:rows - for col = 1:cols - i = i + 1; - yi = 0; - for j = 1:length(phis{i}) - yi = yi + phis{i}(j)*x.^(j-1); - end - subplot(rows, cols, i) - plot(x, yi) - y(:, i) = yi; - end -end diff --git a/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting_sym.m b/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting_sym.m deleted file mode 100644 index e05e2e51..00000000 --- a/docs/_dev/basis_coeffs/bernoulli/gram_schmidt_orthogonalization__plotting_sym.m +++ /dev/null @@ -1,21 +0,0 @@ - -% Symbolically plot Gram-Schmidt orthonormal Bernoulli polynomials. - -% clearvars, clc, close all -% load('i_358_is_done.mat') - -clc, close all 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "fig, axs = plt.subplots(1, 6, figsize=(10, 3))\n", + "for j in range(6):\n", + " axs[j].plot(res, eigratio[:, j]) # data\n", + " axs[j].plot(res, eigratio_model[:, j]) # model\n", + " axs[j].plot([res[0], res[-1]], [popt[j, 0], popt[j, 0]]) # asymptote\n", + "\n", + " axs[j].set_ylabel(f'lambda{j + 2} / lambda{j + 1}')\n", + " axs[j].set_xlabel('Resolution, NxN')\n", + "\n", + "fig.suptitle('Eigenvalue ratios for increasing resolution of covariance matrix K')\n", + "plt.legend(['Eigendecomp. of K at resolution', 'Best fit: c0 + c1/x', 'Asymptote: c0'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scaling to minimize total error between basis function sets\n", + "\n", + "Optimize $\\sqrt{\\lambda_1}$ to minimize error between scaled orthogonal, normalized Bernoulli polynomials ($\\phi_{i, \\mathcal{B}}$) and BSS-ANOVA basis functions ($\\phi_{i, CS}$). Note $\\lambda_n = f(\\lambda_1)$ according to eigenvalue ratios. \n", + "\n", + "**ALSO NOTE** $\\overline{\\mathcal{B}_i}$ flips pos./neg. signs to align with corresponding $\\phi_{i, CS}$, which maybe makes $\\phi_{i, \\mathcal{B}}$ no longer orthogonal, but is likely no problem for $\\beta$ (inside FoKL) to flip signs. This is done so the same $\\beta$ may be used across the basis function sets, hopefully so the same FoKL model may be used for either basis functions and avoid requiring a re-training.\n", + "\n", + "Formulating more formally,\n", + "\n", + "- $\\frac{\\lambda_2}{\\lambda_1},\\ \\frac{\\lambda_3}{\\lambda_2},\\ \\dots,\\ \\frac{\\lambda_n}{\\lambda_{n-1}} \\text{ from asymptotes}$\n", + "- $h_i \\equiv \\sqrt{\\lambda_i}$\n", + "- $h_1 \\implies h_2 = \\sqrt{h_1^2 (\\frac{\\lambda_2}{\\lambda_1})},\\ h_3 = \\sqrt{h_2^2 (\\frac{\\lambda_3}{\\lambda_2})},\\ \\dots,\\ h_n = \\sqrt{h_{n-1}^2 (\\frac{\\lambda_n}{\\lambda_{n-1}})}$\n", + "- $\\overline{\\mathcal{B}_i} \\equiv \\text{orthogonal, normalized } i^{th} \\text{ Bernoulli polynomial}$\n", + "- $\\phi_{i, \\mathcal{B}} = h_i \\cdot \\overline{\\mathcal{B}_i} \\equiv \\text{scaled } \\overline{\\mathcal{B}_i} \\text{, which form new basis functions}$\n", + "- $\\text{Objective: } h_1 \\text{ to minimize } \\sum_{i=1}^{n} \\int_0^1{|\\phi_{i, \\mathcal{B}}(x) - \\phi_{i, CS}(x)|}dx$" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jacobpatrick/.local/lib/python3.10/site-packages/FoKL/FoKLRoutines.py:727: UserWarning: Assuming 'mtx' represents a single model. If meant to represent several models, then explicitly enter a 2D numpy array where rows correspond to models.\n", + " warnings.warn(\"Assuming 'mtx' represents a single model. If meant to represent several models, then \"\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Flipped 4\n", + "Flipped 5\n", + "Flipped 6\n", + "Flipped 7\n", + "Flipped 8\n", + "Flipped 9\n", + "Flipped 10\n", + "Flipped 11\n", + "Flipped 12\n", + "Flipped 14\n", + "Flipped 15\n" + ] + } + ], + "source": [ + "from scipy.optimize import minimize\n", + "from FoKL import FoKLRoutines\n", + "\n", + "\n", + "bn = np.loadtxt('orthogonal_Bn_normalized.txt', delimiter=',') # load orthogonal, normalized Bernoulli polynomials\n", + "bn = bn[:20, :21] # only retain first 20 polynomials (20 polynomials x 21 coefficients)\n", + "\n", + "x = np.linspace(0, 1, 1000)\n", + "\n", + "fokl = FoKLRoutines.FoKL()\n", + "fokl.clean(x)\n", + "\n", + "y_bss = []\n", + "for i in range(bn.shape[0]):\n", + " y_bss.append(fokl.evaluate(betas=[0, 1], mtx=[i + 1]))\n", + "\n", + "# -------------------\n", + "\n", + "def obective(h1, x, bn, c0, y_bss):\n", + "\n", + " h = np.zeros(bn.shape[0]) # sqrt(eigval) where eigval is optimal solution for Bn to mimic BSS-ANOVA, preserving eigratio\n", + "\n", + " h[0] = h1 # optimize h[0] only ... which is sqrt(eig1) of which all else is derived\n", + " for i in range(1, bn.shape[0]):\n", + " h[i] = np.sqrt(h[i - 1] ** 2 * c0[i - 1])\n", + "\n", + " b_in = []\n", + " y_bn = []\n", + " y_diff = 0\n", + " for i in range(bn.shape[0]):\n", + " b_in.append(bn[i, :(i + 2)] * h[i])\n", + " y_bn.append(sum(b_in[i][k] * x ** k for k in range(len(b_in[i])))) # basis function\n", + "\n", + " # CHECK IF SIGN FLIP NEEDED\n", + " if y_bn[i][0] == 0 or y_bss[i][0] == 0:\n", + " print(f'WARNING, check manually for sign flip of {i}.')\n", + " elif np.sign(y_bn[i][0]) != np.sign(y_bss[i][0]):\n", + " b_in[i] = -b_in[i] # flip sign of Bn\n", + " y_bn[i] = -y_bn[i]\n", + " # print(f'Flipped {i}.')\n", + " \n", + " y_diff += sum(np.abs(y_bss[i] - y_bn[i]))\n", + "\n", + " return y_diff\n", + "\n", + "c0 = popt[:, 0]\n", + "obj = minimize(obective, 0.3, args=tuple([x, bn, c0, y_bss]))\n", + "\n", + "# Save results:\n", + "\n", + "h = np.zeros(bn.shape[0])\n", + "h[0] = obj.x[0] # optimal solution for h1\n", + "for i in range(1, bn.shape[0]):\n", + " h[i] = np.sqrt(h[i - 1] ** 2 * c0[i - 1])\n", + "b_in = [] # scaled orthogonal Bn\n", + "for i in range(bn.shape[0]):\n", + " b_in.append(bn[i, :(i + 2)] * h[i])\n", + "\n", + " # CHECK IF SIGN FLIP NEEDED\n", + " y_bn = sum(b_in[i][k] * x[0] ** k for k in range(len(b_in[i]))) # FIRST VALUE ONLY of basis function\n", + " if y_bn == 0 or y_bss[i][0] == 0:\n", + " print(f'WARNING, check manually for sign flip of {i}.')\n", + " elif np.sign(y_bn) != np.sign(y_bss[i][0]):\n", + " b_in[i] = -b_in[i] # flip sign of Bn\n", + " print(f'Flipped {i}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With $\\sqrt{\\lambda_1}$ optimized to minimize error, and some polynomials flipped pos./neg., the polynomials are now thought to be scaled as best they can be to preserve $\\beta$.\n", + "\n", + "Checking results with plots ($\\phi_{i, CS}$ on top, $\\phi_{i, \\mathcal{B}}$ on bottom)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(2, 6)\n", + "for j in range(6):\n", + " axs[0, j].plot(x, y_bss[j]) # BSS-ANOVA\n", + " axs[1, j].plot(x, sum(b_in[j][k] * x ** k for k in range(len(b_in[j])))) # scaled Bn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Repeat plots but all 20 and on same graph to compare better." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(4, 5, figsize=(10, 12))\n", + "j = 0\n", + "for row in range(4):\n", + " for col in range(5):\n", + " axs[row, col].plot(x, y_bss[j]) # BSS-ANOVA\n", + " axs[row, col].plot(x, sum(b_in[j][k] * x ** k for k in range(len(b_in[j])))) # scaled Bn\n", + " j += 1\n", + "\n", + "fig.suptitle('Orthogonal Bn scaled to minimize error while preserving asymptotic eigenvalue ratios')\n", + "plt.legend(['BSS-ANOVA Cubic Splines', 'Ortho. Bernoulli, Scaled'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Save the coefficients of the new basis functions, $\\phi_{i, \\mathcal{B}}$." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "b_in_mtx = np.zeros([len(b_in), len(b_in) + 1])\n", + "for i in range(len(b_in)):\n", + " b_in_mtx[i, :(i + 2)] = b_in[i]\n", + "\n", + "np.savetxt('orthogonal_Bn_scaled.txt', b_in_mtx)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The coefficients are as follows.\n", + "\n", + "| | $x^0$ | $x^1$ | $x^2$ | $x^3$ | $\\dots$ | $x^{20}$ |\n", + "|---|---|---|---|---|---|---|\n", + "| $\\phi_{1, \\mathcal{B}}$ | -5.196152752436606903e-01 | 1.039230550487318272e+00 | 0 | 0 | $\\dots$ | 0 |\n", + "| $\\phi_{2, \\mathcal{B}}$ | 1.818751475735329304e-01 | -1.091250885441194418e+00 | 1.091250885441194418e+00 | 0 | $\\dots$ | 0 |\n", + "| $\\vdots$ | $\\vdots$ | $\\vdots$ | $\\vdots$ | $\\vdots$ | $\\ddots$ | $\\vdots$ |\n", + "| $\\phi_{20, \\mathcal{B}}$ | 1.772044853221473471e-03 | -7.442588383530196472e-01 | 7.777504860789051122e+01 | -3.577652235962967552e+03| $\\dots$ | 2.442702319299265146e+08 |\n", + "\n", + "*orthogonal_Bn_scaled.txt* was copied to \"/src/FoKL/kernels\", and is read by *getKernels*." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/_dev/basis_functions/bernoulli_polynomials/orthogonal_Bn_normalized.txt b/docs/_dev/basis_functions/bernoulli_polynomials/orthogonal_Bn_normalized.txt new file mode 100644 index 00000000..6395c9f4 --- /dev/null +++ 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+1.772044853221473471e-03 -7.442588383530196472e-01 7.777504860789051122e+01 -3.577652235962967552e+03 9.123013201705543906e+04 -1.459682112272887491e+06 1.581322288295627758e+07 -1.219877193828056306e+08 6.938051539897058010e+08 -2.980792513437249660e+09 9.836615294342950821e+09 -2.520124579542411041e+10 5.040249159084816742e+10 -7.873525313599951172e+10 9.560709309371379089e+10 -8.923328688746615601e+10 6.274215484274977875e+10 -3.213093050770569992e+10 1.130532740085940552e+10 -2.442702319299264908e+09 2.442702319299265146e+08 From 7284e24f764ade1e535f474dc905870781029613 Mon Sep 17 00:00:00 2001 From: "Jacob P. Krell" Date: Tue, 7 May 2024 17:50:54 -0400 Subject: [PATCH 5/5] patch delimiter --- src/FoKL/getKernels.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/FoKL/getKernels.py b/src/FoKL/getKernels.py index a6d7d9a8..c1bb03be 100644 --- a/src/FoKL/getKernels.py +++ b/src/FoKL/getKernels.py @@ -316,7 +316,7 @@ def bernoulli(file='orthogonal_Bn_scaled.txt'): # Load coefficients of scaled orthonormal Bernoulli polynomials (generated in MATLAB): path_to_here = os.path.dirname(os.path.realpath(__file__)) path_to_kernel = os.path.join(path_to_here, 'kernels', file) - coeffs = np.loadtxt(path_to_kernel, delimiter=',', dtype=np.double) + coeffs = np.loadtxt(path_to_kernel, delimiter=' ', dtype=np.double) # Covert 2D numpy matrix to Python tuple of lists of increasing length (i.e., triangular matrix) phis = []

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find asymptotic eigenvalue ratios)\n", + "\n", + "Importing packages." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.interpolate import CubicSpline\n", + "from scipy.optimize import curve_fit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Defining the BSS-ANOVA kernel main effect $\\kappa_1$, outlined in equation 8 of [Fast variable selection makes Karhunen-Loève decomposed Gaussian process BSS-ANOVA a speedy and accurate choice for dynamic systems identification](docs/_static/arXiv.2205.13676v2.pdf),\n", + "\n", + "$\\kappa_1(x,x') = \\mathcal{B}(x)\\mathcal{B}_1(x') + \\mathcal{B}_2(x)\\mathcal{B}_2(x') + \\frac{1}{24}\\mathcal{B}_4(|x-x'|)$\n", + "\n", + "where\n", + "\n", + "$\\begin{cases} \\mathcal{B}_1(x) = x - \\frac{1}{2} \\\\ \\mathcal{B}_2(x) = x^2 - x + \\frac{1}{6} \\\\ \\mathcal{B}_4(x) = x^4 - 2x^3 + x^2 - \\frac{1}{30} \\end{cases}$" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def b1(x):\n", + " return x - 1/2\n", + "\n", + "def b2(x):\n", + " return x**2 - x + 1/6\n", + "\n", + "def b4(x):\n", + " return x**4 - 2*x**3 + x**2 - 1/30\n", + "\n", + "def k1(xi, xj):\n", + " return b1(xi)*b1(xj) + b2(xi)*b2(xj) - b4(np.abs(xi-xj))/24" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Taking eigenvalues for increasing resolution of covariance matrix (i.e., BSS-ANOVA kernel). Because only 20 Bernoulli polynomials could be computed in MATLAB prior to significant rounding error in plots, only need first 20 eigenvalues." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_28833/3318184751.py:18: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " eigvals[res_iter, :] = eigval[:n] # in future, plot columns which are basis function scales\n" + ] + } + ], + "source": [ + "n = 20 # number of Bernoulli polynomials (i.e., number of eigenvalues to save)\n", + "res_n = 5 # number of points to plot\n", + "res_lb = 1600 # lower bound (of plot)\n", + "res_ub = 2000 # upper bound (of plot)\n", + "\n", + "eigvals = np.zeros([res_n, n])\n", + "res_x = np.linspace(res_lb, res_lb + np.round((res_ub-res_lb)/(res_n-1))*(res_n-1), res_n, dtype=int)\n", + "res_iter = 0\n", + "for res in res_x:\n", + " x = np.linspace(0, 1, res)\n", + " kernel = np.zeros([res, res])\n", + "\n", + " for i in range(res):\n", + " for j in range(res):\n", + " kernel[i, j] = k1(x[i], x[j])\n", + " eigval, eigvec = np.linalg.eig(kernel)\n", + "\n", + " eigvals[res_iter, :] = eigval[:n] # in future, plot columns which are basis function scales\n", + " res_iter += 1\n", + "\n", + "progress = np.concatenate([res_x[:, np.newaxis], eigvals], axis=1)\n", + "np.savetxt(f'current_progress_{res_lb}_{res_ub}.txt', progress) # res points by basis function order (i.e., 'k' or eigenvalue id)\n", + "\n", + "# !!! NOTE !!!\n", + "# Manually combine multiple 'current_progress_{res_lb}_{res_ub}.txt' files into single 'BSS-ANOVA_eigenvalues_for_20x20_thru_2000x2000.txt'" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/_dev/basis_functions/bernoulli_polynomials/BSS-ANOVA_eigenvalues_for_20x20_thru_2000x2000.txt b/docs/_dev/basis_functions/bernoulli_polynomials/BSS-ANOVA_eigenvalues_for_20x20_thru_2000x2000.txt new file mode 100644 index 00000000..bb9c01f7 --- /dev/null +++ b/docs/_dev/basis_functions/bernoulli_polynomials/BSS-ANOVA_eigenvalues_for_20x20_thru_2000x2000.txt @@ -0,0 +1,61 @@ 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coefficients (i.e., phis) where column corresponds to x^(col-1) +phis = zeros(n, n); % coefficients as matrix (not cell) +cap = false; % true when a coefficient is +/-Inf + +for i = 2:n % (i-1)th Bn + b{i} = bernoulli(i-1, x); + u{i} = b{i} - int(b{i}, [0,1]); % subtract u0 projection + for j = 2:i-1 % subtract (j-1)th u projection + u{i} = u{i} - int(b{i}*u{j}, [0,1]) / int(u{j}*u{j}, [0,1]) * u{j}; + end + u{i} = simplify(u{i} / sqrt(int(u{i}*u{i}, [0,1]))); % normalize + + c{i} = coeffs(u{i}); + for j = 1:i + phis(i,j) = c{i}(j); + if abs(phis(i,j)) == Inf + cap = true; + n = i-1; % previous order is max without +/-Inf + break + end + end + + if cap + break + end + +end + +writematrix(phis(2:n, 1:n), 'orthogonal_Bn_normalized.txt') % note '1:n' should be same as ':' + +% -------------------------------------------------------------------------------------------- +% Plot: + +f = figure(); +i = 0; +for row = 1:rows + for col = 1:cols + i = i + 1; + subplot(rows, cols, i) + fplot(u{i+1}, [0, 1]) + end +end + +saveas(f, 'orthogonal_Bn_normalized__fplot.png') + diff --git a/docs/_dev/basis_functions/bernoulli_polynomials/main.ipynb b/docs/_dev/basis_functions/bernoulli_polynomials/main.ipynb new file mode 100644 index 00000000..92ad8226 --- /dev/null +++ b/docs/_dev/basis_functions/bernoulli_polynomials/main.ipynb @@ -0,0 +1,488 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Development of continuous basis functions derived from BSS-ANOVA kernel for practical use in Pyomo\n", + "\n", + "## Abstract\n", + "\n", + "The Karhunen-Loève decomposition of the BSS-ANOVA kernel, $\\kappa$, depends only on the kernel's core, $\\kappa_1(x, x')$, which may be constructed with any finite linearly-spaced resolution of $x\\ \\exist\\ [0, 1]$. Eigendecomposing $\\kappa_1$ with resolution $500 \\times 500$ produces the BSS-ANOVA \"Cubic Splines\" ($CS$) basis functions $\\phi_{i, CS}$, used by default in FoKL, by fitting cubic splines to the eigenvectors scaled by the square root of the corresponding eigenvalues.\n", + "\n", + "Since each $\\phi_{i, CS}$ contains $499$ piecewise equations, it is not practical to use in Pyomo. Instead, Bernoulli polynomials ($\\mathcal{B}_i$) may be used as an approximate substitute since they are continuous and similarly increase in order. For $\\mathcal{B}_i$ to mimic $\\phi_{i, CS}$, while maintaining the scaling derived from $\\kappa_1$, the following method was developed to arrive at a new set of continuous basis functions, $\\phi_{i, \\mathcal{B}}$, for use in Pyomo.\n", + "\n", + "## Method\n", + "\n", + "1. $\\ \\overline{\\mathcal{B}_i}\\ \\Longleftarrow$ [Gram-Schmidt orthogonalization and normalization of Bernoulli polynomials](#gram-schmidt-orthogonalization-and-normalization-of-bernoulli-polynomials)\n", + "1. $\\frac{\\lambda_i}{\\lambda_{i-1}} \\Longleftarrow$ [Asymptotic ratios of eigenvalues approaching infinite resolution of BSS-ANOVA kernel's core](#asymptotic-ratios-of-eigenvalues-approaching-infinite-resolution-of-bss-anova-kernels-core)\n", + "1. $\\phi_{i, \\mathcal{B}} \\Longleftarrow$ [Scaling to minimize total error between basis function sets](#3-scaling-to-minimize-total-error-between-basis-function-sets)\n", + "\n", + "Mathematically, that is\n", + "\n", + "$\n", + "\\begin{cases}\n", + "\\overline{\\mathcal{B}_i} \\equiv \\text{Gram-Schmidt orthogonalization and normalization of } \\mathcal{B}_i \\text{ on } [0, 1] \\text{ domain}\n", + "\\\\\n", + "\\frac{\\lambda_i}{\\lambda_{i-1}} \\equiv \\text{asymptotic ratio of } \\kappa_1 \\text{ eigenvalues approaching } \\infty \\times \\infty \\text{ resolution}\n", + "\\end{cases}\n", + "$\n", + "\n", + "$\n", + "\\implies \\phi_{i, \\mathcal{B}} \\equiv\n", + "\\sqrt{\\lambda_i} \\cdot \\overline{\\mathcal{B}_i} \\text{ where } \\lambda_i \\text{ for } i \\gt 1 \\text{ obeys } \\frac{\\lambda_i}{\\lambda_{i-1}} \\text{ with } \\lambda_1 \\text{ selected to minimize total error between all } \\phi_{i, \\mathcal{B}} \\text{ and } \\phi_{i, CS} \\text{, i.e., to minimize } \\sum_{i=1}^{n} \\int_0^1{|\\phi_{i, \\mathcal{B}}(x) - \\phi_{i, CS}(x)|}dx\n", + "$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gram-Schmidt orthogonalization and normalization of Bernoulli polynomials\n", + "\n", + "Implemented in MATLAB ([*gram_schmidt_orthogonalization.m*](/docs/_dev/basis_functions/bernoulli_polynomials/gram_schmidt_orthogonalization.m)), the results were verified with eq. (13-21) of [Singh [1]](https://arxiv.org/pdf/2007.10814). The [Gram-Schmidt process](https://en.wikipedia.org/wiki/Gram%E2%80%93Schmidt_process) is as follows." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "```matlab\n", + "n = 200; % highest order of Bernoulli polynomial (Bn)\n", + "rows = 4; % rows in plot\n", + "cols = 6; % columns in plot\n", + "\n", + "% --------------------------------------------------------------------------------------------\n", + "% Gram-Schmidt:\n", + "\n", + "syms x real\n", + "n = n + 1;\n", + "b = cell(n, 1); % Bn\n", + "b{1} = bernoulli(0, x);\n", + "u = b; % orthogonal and normalized Bn\n", + "c = u; % coefficients (i.e., phis) where column corresponds to x^(col-1)\n", + "phis = zeros(n, n); % coefficients as matrix (not cell)\n", + "cap = false; % true when a coefficient is +/-Inf\n", + "\n", + "for i = 2:n % (i-1)th Bn\n", + " b{i} = bernoulli(i-1, x);\n", + " u{i} = b{i} - int(b{i}, [0,1]); % subtract u0 projection\n", + " for j = 2:i-1 % subtract (j-1)th u projection\n", + " u{i} = u{i} - int(b{i}*u{j}, [0,1]) / int(u{j}*u{j}, [0,1]) * u{j};\n", + " end\n", + " u{i} = simplify(u{i} / sqrt(int(u{i}*u{i}, [0,1]))); % normalize\n", + "\n", + " c{i} = coeffs(u{i});\n", + " for j = 1:i\n", + " phis(i,j) = c{i}(j);\n", + " if abs(phis(i,j)) == Inf\n", + " cap = true;\n", + " n = i-1; % previous order is max without +/-Inf\n", + " break\n", + " end\n", + " end\n", + "\n", + " if cap\n", + " break\n", + " end\n", + " \n", + "end\n", + "\n", + "writematrix(phis(2:n, 1:n), 'orthogonal_Bn_normalized.txt') % note '1:n' should be same as ':'\n", + "\n", + "% --------------------------------------------------------------------------------------------\n", + "% Plot:\n", + "\n", + "f = figure();\n", + "i = 0;\n", + "for row = 1:rows\n", + " for col = 1:cols\n", + " i = i + 1;\n", + " subplot(rows, cols, i)\n", + " fplot(u{i+1}, [0, 1])\n", + " end\n", + "end\n", + "\n", + "saveas(f, 'orthogonal_Bn_normalized__fplot.png')\n", + "```\n", + "---" + ] + }, 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$\\overline{\\mathcal{B}_i} \\equiv \\sum_{k=0}^i (c_k \\cdot x^k)$ for $i\\ \\exist\\ [1, 200]$ is now defined by the coefficients, $c_k$, saved in *orthogonal_Bn_normalized.txt* as follows.\n", + "\n", + "| | $x^0$ | $x^1$ | $x^2$ | $x^3$ | $\\dots$ | $x^{200}$ |\n", + "|---|---|---|---|---|---|---|\n", + "| $\\mathcal{B}_1$ | -1.73205080756888 | 3.46410161513775 | 0 | 0 | $\\dots$ | 0 |\n", + "| $\\mathcal{B}_2$ | 2.23606797749979 | -13.4164078649987 | 13.4164078649987 | 0 | $\\dots$ | 0 |\n", + "| $\\vdots$ | $\\vdots$ | $\\vdots$ | $\\vdots$ | $\\vdots$ | $\\ddots$ | $\\vdots$ |\n", + "| $\\mathcal{B}_{200}$ | 20.0249843945008 | -805004.372658932 | 8089891443.03593 | -36129455184598.5 | $\\dots$ | 2.06162220858651e+120 |\n", + "\n", + "However, when plotting, it was found that $\\overline{\\mathcal{B}_{20}}$ was the highest order without significant rounding error as $x \\rightarrow 1$. For this reason, $\\phi_{i, \\mathcal{B}}$ will be limited to $i=20$.\n", + "\n", + "In future development, some additional higher orders could be used since $\\overline{\\mathcal{B}_i}$ for $x \\le 0.5$ appears to experience less rounding error and the polynomials are symmetric about $x=0.5$; that is,\n", + "\n", + "$\\overline{\\mathcal{B}_i}(x) = \\begin{cases} -\\overline{\\mathcal{B}_i}(1-x),\\ i \\text{ is odd} \\\\ +\\overline{\\mathcal{B}_i}(1-x),\\ i \\text{ is even} \\end{cases}\\ ,\\ x \\gt 0.5,\\ i \\gt 20$.\n", + "\n", + "The results of plotting up to $i=24$ are as follows.\n", + "\n", + "![orthogonal_Bn_normalized__fplot.png](attachment:orthogonal_Bn_normalized__fplot.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Asymptotic ratios of eigenvalues approaching infinite resolution of BSS-ANOVA kernel's core\n", + "\n", + "Find asymptotes (of ratios $\\frac{\\lambda_2}{\\lambda_1}, \\frac{\\lambda_3}{\\lambda_2}, \\dots, \\frac{\\lambda_{20}}{\\lambda_{19}}$) from *BSS-ANOVA_eigenvalues_for_20x20_thru_2000x2000.txt* generated by [*BSS-ANOVA_eigendecomposition.ipynb*](/docs/_dev/basis_functions/bernoulli_polynomials/BSS-ANOVA_eigendecomposition.ipynb), which only saved up to $\\lambda_{20}$ because of the significant rounding error in $\\overline{\\mathcal{B}_i}$ beyond this." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from scipy.optimize import curve_fit\n", + "\n", + "\n", + "def model(x, c0, c1):\n", + " return c0 + c1 / x\n", + "\n", + "\n", + "# read txt/csv files\n", + "data = np.loadtxt('BSS-ANOVA_eigenvalues_for_20x20_thru_2000x2000.txt')\n", + "data = data[5::, :] # ignore some initial data because worsens asymptote fit\n", + "res = data[:, 0]\n", + "eigval = data[:, 1::]\n", + "\n", + "# define ratios\n", + "n, m = eigval.shape\n", + "eigratio = np.zeros([n, m - 1])\n", + "popt = np.zeros([m - 1, 2]) # (m - 1) x [c0, c1], i.e., eigenvalue ratios by curve fit parameters\n", + "eigratio_model = np.zeros_like(eigratio)\n", + "for j in range(m - 1):\n", + " eigratio[:, j] = eigval[:, j + 1] / eigval[:, j]\n", + "\n", + " # fit c0+c1/x, where c0 is asymptote\n", + " popt[j, :], _ = curve_fit(model, res, eigratio[:, j]) # [c0, c1]\n", + " eigratio_model[:, j] = model(res, *popt[j, :]) # fitted curve for visual plot confirmation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Confirm curve fit with plots." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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