{ "cells": [ { "cell_type": "markdown", "id": "668f0c4e-68d5-4301-8529-0c206b57f472", "metadata": {}, "source": [ "# 2025-10-27 Gradient Descent\n", "\n", "* Discuss projects\n", "\n", "* Gradient-based optimization for linear models\n", "\n", "* Nonlinear models" ] }, { "cell_type": "code", "execution_count": 1, "id": "3ba90223-5ea0-4097-bfbd-af59e3f1943c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "vcond (generic function with 1 method)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using LinearAlgebra\n", "using Plots\n", "using Polynomials\n", "default(lw=4, ms=5, legendfontsize=12, xtickfontsize=12, ytickfontsize=12)\n", "\n", "# Here's our Vandermonde matrix again\n", "function vander(x, k=nothing)\n", " if isnothing(k)\n", " k = length(x)\n", " end\n", " m = length(x)\n", " V = ones(m, k)\n", " for j in 2:k\n", " V[:, j] = V[:, j-1] .* x\n", " end\n", " V\n", "end\n", "\n", "# With Chebyshev polynomials\n", "function vander_chebyshev(x, n=nothing)\n", " if isnothing(n)\n", " n = length(x) # Square by default\n", " end\n", " m = length(x)\n", " T = ones(m, n)\n", " if n > 1\n", " T[:, 2] = x\n", " end\n", " for k in 3:n\n", " #T[:, k] = x .* T[:, k-1]\n", " T[:, k] = 2 * x .* T[:,k-1] - T[:, k-2]\n", " end\n", " T\n", "end\n", "\n", "# And for piecewise constant interpolation\n", "function interp_nearest(x, s)\n", " A = zeros(length(s), length(x))\n", " for (i, t) in enumerate(s)\n", " loc = nothing\n", " dist = Inf\n", " for (j, u) in enumerate(x)\n", " if abs(t - u) < dist\n", " loc = j\n", " dist = abs(t - u)\n", " end\n", " end\n", " A[i, loc] = 1\n", " end\n", " A\n", "end\n", "\n", "# A utility for evaluating our regression\n", "function chebyshev_regress_eval(x, xx, n)\n", " V = vander_chebyshev(x, n)\n", " vander_chebyshev(xx, n) / V\n", "end\n", "\n", "# And our \"bad\" function\n", "runge(x) = 1 / (1 + 10*x^2)\n", "runge_noisy(x, sigma) = runge.(x) + randn(size(x)) * sigma\n", "\n", "# And a utility for points distributed via cos\n", "CosRange(a, b, n) = (a + b)/2 .+ (b - a)/2 * cos.(LinRange(-pi, 0, n))\n", "\n", "# And a helper for looking at conditioning\n", "vcond(mat, points, nmax) = [cond(mat(points(-1, 1, n))) for n in 2:nmax]" ] }, { "cell_type": "markdown", "id": "3533dbbe-4969-4d9b-be3c-54e3ee3af683", "metadata": {}, "source": [ "## Projects\n", "\n", "Work in your groups to coordinate in person form a brief summary of your progress.\n", "Briefly tell the class\n", "\n", "1) One interesting thing about the process\n", "\n", "2) One question you have relevant to the projects (specific or general)\n", "\n", "3) One question from content we've covered in relation to your project" ] }, { "cell_type": "markdown", "id": "e4bb6f58-dee1-408e-8fbf-cb7bd225dc0b", "metadata": {}, "source": [ "## Optimization\n", "\n", "Ok, now we can start putting pieces together.\n", "\n", "Given data $\\left( x, y \\right)$ and loss function $L \\left( c; x, y \\right)$, we wish to find the coefficients $c$ that minimize the loss, thus yielding the \"best predictor\" (in a sense that can be made statistically precise). I.e.,\n", "\n", "$$ \\bar{c} = \\arg \\min_c L \\left( c; x, y \\right) $$\n", "\n", "It is usually desirable to design models such that the loss function is differentiable with respect to the coefficients $c$, because this allows the use of more efficient optimization methods.\n", "\n", "Recall that our forward model is given in terms of the Vandermonde matrix,\n", "\n", "$$ f \\left( x, c \\right) = V \\left( x \\right) c $$\n", "\n", "and thus\n", "\n", "$$ \\frac{\\partial f}{\\partial c} = V \\left( x \\right) $$" ] }, { "cell_type": "markdown", "id": "1ce45f20-79d1-4e45-a684-47f5188cf6ea", "metadata": {}, "source": [ "## Derivative of loss function\n", "\n", "We can now differentiate our loss function\n", "\n", "$$ L \\left( c; x, y \\right) = \\frac{1}{2} \\left\\lvert \\left\\lvert f \\left( x, c \\right) - y \\right\\rvert \\right\\rvert^2 = \\frac{1}{2} \\sum_i \\left( f \\left( x_i, c \\right) - y_i \\right)^2 $$\n", "\n", "using a more linear algebraic approach to write\n", "\n", "$$ \\begin{align}\n", "\\nabla_c L \\left( c; x, y \\right)\n", " &= \\left( f \\left( x, c \\right) - y \\right)^T V \\left( x \\right) \\\\\n", " &= \\left( V \\left( x \\right) c - y \\right)^T V \\left( x \\right) \\\\\n", " &= V \\left( x \\right)^T \\left( V \\left( x \\right) c - y \\right)\n", "\\end{align} $$\n", "\n", "A necessary condition for the loss function to be minimized is that $ \\nabla_c L \\left( c; x, y \\right) = 0$." ] }, { "cell_type": "markdown", "id": "2d5b4aa9-75e2-45ed-9a25-683a658be2e3", "metadata": {}, "source": [ "## Gradient descent\n", "\n", "Instead of solving the least squares problem using linear algebra (QR factorization), we could solve it using gradient descent.\n", "That is, on each iteration, we'll take a step in the direction of the negative gradient." ] }, { "cell_type": "code", "execution_count": 2, "id": "4f21cb0f-e01f-45be-a153-415abbb65534", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "grad_descent (generic function with 1 method)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function grad_descent(loss, grad, c0; gamma=1e-3, tol=1e-5)\n", " \"\"\"Minimize loss(c) via gradient descent with initial guess c0\n", " using learning rate gamma. Declares convergence when gradient\n", " is less than tol or after 500 steps.\n", " \"\"\"\n", " c = copy(c0)\n", " chist = [copy(c)]\n", " lhist = [loss(c)]\n", " for it in 1:500\n", " g = grad(c)\n", " c -= gamma * g\n", " push!(chist, copy(c))\n", " push!(lhist, loss(c))\n", " if norm(g) < tol\n", " break\n", " end\n", " end\n", " (c, hcat(chist...), lhist)\n", "end" ] }, { "cell_type": "markdown", "id": "575d3e55-67f1-482f-abe3-7068e1325301", "metadata": {}, "source": [ "Gradient descent shows quadratic convergence." ] }, { "cell_type": "code", "execution_count": 3, "id": "7bf1e497-74bb-4d97-afdb-950cb43ec171", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "svdvals(A) = [16.066372975210776, 0.9336270247892221]\n" ] }, { "data": { "image/png": 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6MKeHqQZ4M5U3Jt+WB/4u9N4tnM5HHAIAmCMEoTG52dCOfvxXHbl6qge278uWI7YKLx8Sr6NfAQBgZhCERsYQvdGCTRutej30gXcNBYl+uCD5rtOM/1O8hI+5BwAwGwjCGlHfmhY+w50cyvfyeOBIaYVEq1Ol5puE8X+K5woQhwAApocgrEGtXJm4/vy2PlwzpwfiUJBodarUarMwNFY8dhNxCABgSgjCGjfYlz07nP9fZ87P8YE4lGTamiF13C503C6suyxVoGgBAGAKCMLaoGLp5RD24kh+VXcu1IXRu/fYTXnsH2KT9ZqPTkk3cDYNAEDtQhDWHp6lFwLY08P4LX249g304zCnlP6dKPqu10w4gOOlAAC1B0FY21iGhviyx57jY6P4/t4M+2AgqkVadUnquF0I3yIsTZaKNSZaJQCAYiAITaa3J7OrH588gn89lNXrHRLRqTx5arzouVbz6mGcXwoAUIMQhCYW6MQsfIbLHKv65hku0En/eOkdDX13XmqxSeiyU1idKpWLJlkjAIAlQxCahXoqei2UTR7B7+7HD/J5oImvFX9dHv+n6LFW88ZRDIgAAMaEIDQjLENR3sz2vlzaKP7d1mxjW/0dCtS08KzUYpMQuUNYdUkqE0yxSgAAy4IgNEc+DszHbbmrY1QbenE93Jkq8yEduiFPOCB6rtO8fkQ8g8t5AwA8BQSh+VKxNNKP3T+AvzCSf6sl62ajv0OBmr49J7XaLHTcLixLwSmmAAD/BIKwDghyYhZ04LLGqNb1MDwgHrspTz4oeq7VTIsXT9zCgAgA8AQQhHWGNUejm7L7B/DJI/l3WrENq7yDeEdDS5Kl9tuE1puFReel2xWmWCUAQF2DIKx7mjkxn7fnMseoNvbi+nrqV/KJKClffu2w6LFW88Kf4oEcGRMiAMAjIAjrKiuWRvixv0fxV0fzn7XjfB3087BMoDWpUvddQtBGYX4SrmIKAGAYgrDO87RnZoWxqdH8tj6cwQ7ipUJ59gnRe51meJy4J1OWMCECAFTCm3oBYBw8S4N92cG+dK2EXXFRXn5RSi96IPE0Em2+Im2+InnbMxODmInNWJ8qQyQAgAJhIrQ0nvbMe23Y1Gh+bxQf7c9ac/o7ZJbI/zkp+f0iRP0mbEqXNPgcRABQNkyElollqI8n08eTyy3nVl2SlqVI528/MCBKMv2WJf+WJTa0FScEspOC2KAqVzoFAFACTIQWzs2G3mzJnhvBJwzhpwazDlU+5uJmGX1xWgreKLTdKixJlkpw2TYAUBgEoVJEuDGLI7lrY1U/RHJt3QwMf4m58rR40Wut5pXD4qk8nFEDAEqBIFSWeiqaFsyeGMKfG8HPCmPrW+vvcLuC/ndeCt8ihP4qzE+S8tSmWCUAQC1CECpUc2fms3Zc5hjVqu5cl8YGLtt2/rY8+4Tos07z4gEx/joGRACwWAhCRbPl6YUA9q+BfPJIflYY26jKZdtKBVp5Seqy824r/yZa+QBgcRCEQETUzIn5rB13bawqNoof6cfyVf5dXLzXyh+0V9iYLgkoXQCApUB9Au7jGOrtyfT25DJL2OUp8vKL0tXiBw6KVki086q886ro6yBNDGJjmjHe9ihdAEDdhokQDPC2Z+aFs+mj+D3P8iP8WKsq/0wyiuV5iaLfemHA78LmK2jlA0AdhokQHopl6Fkv5lkv7mYZtypVWpYiJT/Yyhdl2p0p784UG91r5TdDKx8A6hpMhFC9hrb0dkv2wgj+4EB+fCBrV+XXpxtl9PlpKXij0G2nsDadKUMrHwDqDgQhPIHIxszKblzOONXiSK5zI/3hTyb667o8MZ7x2UjT4sWTuShdAEAdgCCEJ1ZPRVOD2fhBfOIQ/l/NWScr/R0KK2hJshSxVWi7VfjhglRYYYpVAgA8HgQh/HPhbsx3nbjssaqV3bgujQ1ftu3lQ6LHWk3MX+KhGxgQAcAcIQjhadnxND6Q/WsgnzKSnxXGNrTRD7xSgX66KEXuEILRygcA84MgBKPRtvJTh8u/dKdnvRi2yoiYcq+VH71P3HtNljAiAoAZQH0CjMyKpaG+FB3AXy2WV1w03MrfmC5tTJeaODIxzdiJzRgvtPIBwHQwEUJN8XG438ofbqiVf6VInpcoNlkvDPhd2IJWPgCYCCZCqFmVW/krL0nLUqSUQsOt/Ma24ni08gGg1mEihFrS0JbeacUmj+T/GsiPD2Rtq/wOdv1eK7/7LmFNqoRWPgDUDgQh1LYujZmV3bjr41SLI7kINwOt/AM58gt/iu5rNWjlA0AtQBCCaWhb+QlD+MQh/Mshj2rlt9sqLE6W7mhMsUoAUAAEIZhYuBvzv87c9XGqDb243p5M1bcHE3Lll+LFRms00fvEuGsyJkQAMC4EIZgFG45G+rGxUfz5EfzbLdmGtvo7lIu0MV3qs0cI/VX48ox0q9wUqwQAS4QgBPMS7Mx80YHLHKPa2Isz2Mq/cFt+65jotVYzaj9a+QBgBKhPgDmyYmmEHzvCj71aLC+/KC1PkTNL9Fv5G9KkDWlSE0dmYjM2Bq18APinMBGCWfNxYD4I566M5nf344c1YVWGWvn/ThSbrBcG/i5szUArHwCeGCZCqANYhqK8mShv7kYZt+ohrfxdmfKuTLGxrTihGTupGRuIVj4APB5MhFCXNLKld1qxF0byBwbyLwQYbuXPT5KC0MoHgMeGIIS6hyHq2phZ1R2tfAAwAgQh1GFP1Mr/4QJa+QBgAIIQLIG2lZ89VrWyG9elsYF3BxNy5ZcPiR4/a2L+Eg/dwIAIAPchCMFy2PE0PpD9ayCfPJJ/p5WBVn6JQD9dlCJ3CM3RygeAexCEYIGCnJjP23OZY1S/VtfKj96HVj6A0qE+ARbLiqXhfuxwP/ZaibwmVV6cLKUX6bfyN6ZLG9MlT3vm+QDmpWC2iSNKFwCKg4kQLJ+nPTMrjE2N5nf344f7GWjlXyuR5ydJARuEAb8LW66glQ+gLJgIQSl0rfybZdzKh7Tyd2fKu++18ic2Y5uhlQ+gAJgIQXEa2tI7rdjkkXzCEH5qMGv/8FZ+263CkmSpBK18AIuGIATlinBjFkdyWWNV33Xi2tQ3MPwl5srT4kWvtZrXDotJ+TijBsAyIQhB6Zyt6F/N2ZND+bPD+VlhbH1r/R1uV9Ci81LrzULbrcLCs1K+2hSrBIAagyAEuCvUhfmsHXd1jOqnblykoVZ+Yq78xlHRZ51mIlr5ABYEQQjwADueJgSyBwfyKSP5WWGGW/krLkqRO4TgjcL8JOlmmSlWCQDGgyAEMKyZE/NZOy5zjGpjL66foVZ+SqE8+4TovU4zaj9a+QB1GOoTAI9ixdIIP3bEI1v5G9KkDWlo5QPUVZgIAR6LtpV/KZrf3Y8f1uRRrfyBvwtbM9DKB6gzMBECPAHuXiu/QM1tTJcWnZfO5Ou38ndlyrsyxca2YrQ/OyWYbeGCARHArGEiBPgnXKxpajCbNIw/MJB/IYC1NdTK/+ac1GqT0GOX8HOqVC6aYpUA8BgQhAD/HEPUtTGzqjuX/ZBWvkz0Z478/J+ix1rN60fQygcwRwhCACPQtfIThvAvhbBOVvo7FKjp23NS681C+23CkmTpjsYUqwQAQxCEAMYU4cZ835m7Pk61oRfX25Op+vbgiVvytHix0RpN9D4x7pqMCRHA5BCEAMZnw9FIPzY2ij83gn+rJdvARn+HcpE2pkt99ggtfhW+OivllptilQBARAhCgBoV4sws6MBljVVteEgr//xt+c2jotc6zaj9Yixa+QCmgPoEQI2zYmmkHzvyXiv/h2TpyoOtfLWIVj6AyWAiBKg92lZ+ajS/q7pW/qC9wtYMSUArH6DmYSIEqG0cQ/29mf7e3I0ybuUlaVmKdLFQv5W/86q886robidOCGQnBbEB9TAgAtQUTIQAJtPIlma2YpNHPrSVn1NKnyVJzTaglQ9QgxCEACZWuZW/qBPXurpW/mm08gGMCkEIYC6creiV5uypofzZ4fysMNbVWn8HbSs/bLPQdquw8KyUrzbFKgEsDoIQwOyEujCfteOujX1oKz8xV37jqOi5Fq18ACNAEAKYqcqt/DfRygeoMQhCAHMX4sz8Xwcua6xqe19upB/LPaSVrx0Qd1yVREyIAE8C9QmAusGKpUE+7CAfulLErrgoLb8oZ5U8kHgVEm1Mlzamk5+jNM6Xf6ml7GmP0gVA9TARAtQxTRyZ/0RwGaP52Ch+pJ+BVn56kfzxWd5nvdBnj7AxXdKglQ/wSJgIAeoklqHenkxvT+56GbfyorTsonTpwVa+JFPcNTnuGlr5ANXARAhQtzW2pVlhbMpI/s8B/PMBrA2nvwNa+QCPhiAEsAQMUTd3ZnV3Lnus6ttOXCsX/RNm9Fr5SWjlA9yDIASwKC7W9GpzNr6v+sQQ/qUQtp5KfwdtK7/1ZqH9NmFJsnRHY4pVApgTBCGAZWrrxnzfmbvx/ENb+SduydPixUZr0MoHpUMQAliyyq38t9DKBzAEQQigCCHOzIIOXNZY1YZeXD8vhn1IK99rnWb0fjHumixhQgTFQH0CQEGsWBrpx470YzOK5eUp0oqLcuaDrXy1SL+kSb+kSX6OzMRmbEwzBq18sHiYCAGUyNeB+U8Elz6a39WPH9rEcCv//UTRd70waK+wLUMS0MoHy4WJEEC5OIb6ezP9vbkbZdz6y9KPKdLZggcGRFGmnVflnVfFxrZitD87NZgNdcGACJYGEyEAUCNbmt6CPT38bivftspvyNfL6JtzUstNQk+08sHiIAgB4C5dKz9nrGpxJBfupj/8yUR/5MjP/yk2/lkzLV48lYczasASIAgBQJ+TFU0NZhOH8GeH87PCWFdr/R0KK2hJshS+RWi7VVh4VspXm2KVAEaCIASAhwp1YT5rx10b+9BWfmKu/Ma9j0JEKx/qKAQhAFSjciv/zUe28ltuEr5GKx/qGgQhADyuEGfm/zpwWWNV2/tyI/1YrsqEeK5AnnFvQNxxVRIxIUJdgPoEADwZK5YG+bCDfOhKEbviorT8opz1YCu/QqKN6dLGdPJzlCYFsS8GopUPZg0TIQD8Q00cmf9EcFce2cp/LwGtfDB3mAgB4KnoWvnXy7iVF6VlF6VLhYZb+e524ouB7MQgNqAeBkQwI5gIAcA4GtvSrDD24kg+YQg/NZi1r/Jrdk4p/TdJCtwgtN0qLEmWSgVTrBKgCgQhABhZhBuzOJLLHKP6thMX5mpg+EvMlafFi17rNNOPiKfzcUYNmBiCEABqhIs1vdqc/XsYf/w5flowW0+lv0OBmr45J4VtFjpsE5YmS0UaU6wSAEEIADWtXQPmh0juxvMPbeUfvyVPjRcbrkErH0wDQQgAtUHXyj87gn+zJetWXSs/D5dtg9pi7meN5uXlffHFF5W39O/fv2vXrqZaDwA8pebOzP914P7bjtt6RfoxRdqXLUsPzoDaVv7sE+LQJuzkILaHO8PiJFOoSeYehAUFBfPnz+/Xr1+9evW0WwoLC027JAB4elYsRfuz0f7slSJ5+UVpRZVWvlqk9Zel9Zclf0dmYhAb04zxsEMeQo0w9yDU+vLLL5s3b27qVQCA8TVxZD6M4OaF029Z8o/J0q5MSfNg7z6tSH4vQZyXSP292clBTH9vlsdbOmBUdSMIAcCycQwN8GYGeHPXy7hfLks/pkhnC/Rb+TuuSjuuUmNbcUIzdjJa+WA8deM3q2HDhrm7u0dGRi5cuFCScJkmAIvV2Jamt2DPDH9oK/96Gc1HKx+MypQToVqtzsvLM3iXlZWVm5sbEdna2r7++uudO3dWqVT79u17++2309LSFi5cWLsrBYDapm3lf9aOW5MqLUuRkqr07rWt/DknxOcD2MlBbEtDzX2Ax8HIpivtxMbG9u3b1+BdnTp1OnToUNXt77777ueff15YWGhnZ2fwAefPnx8XF2fkhcKTUKvVLMuqVFXq01CLioqKHB0dTb0KY0rMlVddktakSvkPqVVEuDFTg9kxTY6+mn0AAB9ySURBVFlHs/mnZ3nPQp0jSVJZWZm9vf2jdzPlRNitW7fs7GyDd1lZWRnc3rdv308//fTSpUthYWE1uTQAMC8RbkyEG/dpO25DmvRjinT4huEB8a1j4ih/dnIQ27EhBkR4XEYIwlu3biUkJCQmJp4/f14QhCVLljg7O+vtU1paOn/+/B07dhQXF4eEhMycObNz585WVlbu7u5P9L1SU1OJyNPT8+mXDQB1jj1PMc3YmGZsSqG84qK04qJ0s+yBHYo1tCxFWpYiBTsz2k+6aFCluQ+gxwiHRrt16/bXX38REcuykiTl5OQ0bty48g4VFRU9e/Y8cuRIdHS0p6fnli1bMjIytm3bNmDAgGoffOvWrfXr1w8PD+d5ft++fRMnTmzWrJn221WFQ6PmAIdGzYFCDsqpRdqWYbiVr2XNkbaV39PDwKXdappCngVz9piHRo1w1uikSZO2bNly9erVsWPHGtxh8eLFhw4d+uKLL9atW7dgwYKEhAQPD4+XXnpJra7+GkpJSUk9evRwcHCwsbEZOHBgeHj4L7/88vRrBgALYM1RtD+7N4rPGM1/1o5r4qgfdtpWfu/dgs86YfYJMaMY1zEFA4wQhOPHjx8yZIi3t/fDdlixYoWtre20adO0N11cXGJiYrKysmJjY6t98Hnz5hUUFJw5c+b06dOFhYW7d+9+9NFUQRAKKhFF8Ul/HACoc7zsmVlhbGo0v6Mv/5yvgcZ9Vok8P0kK2CAM3ituz5AElLCgkho/Waa0tDQpKalXr16Vh9N+/fp9+OGHhw8fHjhwYLWP4Ojo2KJFi8f5XllZWYcPH/b399feZFn2u+++e5wDsGBEODRqDoqLi029BNPo5kLdOtL1MGbtFW5VGpdW/MCMKEh3W/nutuI4P+EFP9HPoQZnRMU+C+ZDkiTmMQ6K13gQXrlyRZIkDw+Pyhu1N9PS0oz7vby8vLp27Yr3CE3LysoKQWgOlPzulKMjzWtI89pTYq68JFlak6rfu88powXn+QXneW3p4vkA1q5mXguV/CyYA+17hNXuVuNXlikqKiIiV1fXyhvr16+vuwsAoIZoW/lZY1TfPMO1MtS415YuvNdp3jgq6l3UDZSjxoOQ4zgi0mge+PDpiooKIuJ5XOkUAGqcizW9FsomDeOPPcdPDTbQuM9X08KzUstNQsftwo8pUpHG0KOA5arxINTOgnqXUtPe1BsTAQBqVPsGzOJILmecallXrlMjAwPisZvylIOix1rN5IPi0ZsYEJWixoPQ19fX1tY2JSWl8kbtzeDg4Jr+7gAAeux5mtiMPTSIPzeCn9GCdavSuNe28p/ZLrTYJCw8K+VV3/OCuq02Do326tXr1KlTmZmZuo3btm0jon79+tX0dwcAeJjmzsyXHblrY1Xb+3Ij/Viuyoh4rkB+46jouVYTvU/ccVUSMSJaKCMEYXZ2dmJiYmJiovaA5+nTpxMTE0+dOqXb4c0335Rl+ZVXXikpKSGiuLi41atX9+jRo3Xr1k//3QEAnoYVS4N82A29uNRo/r02rJe9gVb+xnRp8F6x2Qbhk7+l7FLkoaUxwiXW5s2b9+GHH+pttLe3r9yh+e9///vee+/Z2dm5uLhkZmYGBQXFxcV5eXk95bfWg0usmQP0CM0BLu71j4ky/ZYl/5gs7cw03LvnGOrvzU4OYvp7G2juV4ZnweRq79MnoqOjqxbe9c4InTNnzsCBA3fu3FlSUhISEjJs2DBbW9un/9YAAMbFMTTAmxngzV0v4365LP2YIunVKkT5biu/sa04oRk7OYgNqIdPuqjbTPl5hEaHidAcYCI0B5hFjEUmOpAj/5gibUqXyg1dsZEh6uHBTA5ihzZhbbgH7sKzYHK1d9FtAABLxRB1d2fWdOeyx6q+eYYLq9LKl4n2Z8tj/xA916KVX1chCAEAqqdt5f89jD/+HD81mK2HVr4FQRACADyBdg2YxZHcjedVG3pxvT0NXNFZ28pvuEYz4bBV3DUMiHUAghAA4InZcDTSj42N4s8+pJVfLtKWTLbPHqElWvlmD0EIAPDP6Vr5G3pxA32Yqq38s2jlmz1c9hoA4GlZsTTSjx3px6YXycsvSisuytdKHkg8bSt/Yzr5O0qTgtgXmzEedihdmAtMhAAARuPnyHwUwV0dzcdG8UO9JVWVl9i0IvndBNF7ndBnj7AxXdIY6uxDLcNECABgZCxDvT2ZDvUqijnHlZekZSlS6p0HBkRJprhrctw10cNOerEZMymI9XfEgGgymAgBAGqKux3NDmMvRvP7B/DjAvQb90SUXSp/+rcU8IvQe7ew7rKkNtTZh5qGIAQAqFkMUY9KrfxWhlr5+9DKNx0EIQBALdG28pOG8QlD+NdDWVdr/R3y7rXy224VliSjlV9LEIQAALUtwo1Z+AyXMVq1rCv3TEMD7w4m5srT4kXPtZopB8VjNzEg1iwEIQCAaTioaGIz9vBg/uxw/o0WbP0qA2KRhn5MkTpuv9vKz0crv2YgCAEATCzUhfmqI5c9rppWvsdaTfQ+Me6aBX1mkHlAfQIAwCzoWvlpRfLyFOmnSw9r5UtN6zGTgtgJgWjlGwcmQgAA8+LvyHzclssYze/oyz/ny/JVXqcv35HnnhB91wvPxeKybUaAiRAAwBxxDA30YQb6cDml3E+XpOVVWvmCRNszpO0Z5GEnxTRjJqKV/09hIgQAMGvudjTnXit/bFPDrfxP/pYCNwi9dwvr0cp/cpgIAQDqAG0rv4c7V1jB/ZIm/XBBOpWnf9m2fdnyvmzR2UqM9mdfDmFb18eA+FgwEQIA1CVOVjQ1mD05lD86mJ8SzDqq9He4XUFLkqU2W4RntgvLUqRitPKrgyAEAKiTOjRklkRy2WNVP3bhOhpq5R+9KU8+KHqs1UyNRyv/URCEAAB1mIOKJgWxRwbzF0bws8LYBjb6OxRpaGmy1HG70PxXYX6SlFtuilWaNwQhAIAlCHZmPmvHZY5RrevB9fJg2Coj4oXb8uwTovc6zbg/xD9y0Mq/DyfLAABYDmuORjdlRzdls0rkn1Pl7y9IGcUPRF65SGsvS2svS972zNgA5l8hrI+D0s+pwUQIAGCBvOyZWWHs5VH89r7cYEOt/MwSeX6S1HSDMCRW3HlVVnIrHxMhAIDF4hga5MMO8qHsUnblJXlZinS5Sit/W4a0LUPytGdeDGQmBbF+ymvlYyIEALB8HnbMnDD2UjS/rz8/xlAr/1qJ/MnfUsAGoc8e4Zc0ZbXyMRECACgFQ9TTg+npweWrudWXpB9TpLMF+q38uGty3DWxvrX4QiA7OYgNdbH8ARETIQCA4rha0/QW7Jnh/NHB/OQgA638PDV9fVZqsUkRrXwEIQCAcnVoyCzt8lit/CkHLbaVjyAEAFA6XSv/7HD+jRZsfWv9HYo09GOK1HG70Gqz8M05KV9tilXWGAQhAADcFerCfNWRuzZWtb4n19vTQCv/TL48/YjouVYz7g9xf7aFtPIRhAAA8ABrjkb5s7FR/KVo/t3WrKe9fh5qW/m9dguBG4T/Jkk5pSZZptEgCAEAwDB/R+bjttzV0XxsFD/Sj1VVSYzLd+S5J0SvdZo+e4SN6ZJGMsUqnxrqEwAA8CgsQ709md6eXE4p99MlqWorX1e68LCTYpoxE4NY/zrVysdECAAAj8XdjnSt/LGGWvnZpfInf0uBG4Teu4X1l+tMKx8TIQAAPAFdK7+wgvslTfrhgnQqT39A3Jct78sWna3EaH/25RC2dX2zHhAxEQIAwD/hZEVTg9mTQx/ayr9dQUuSpTZbhE7bheUXzbeVjyAEAICnUm0r/8hNedJfosdazdR48fgts+tcIAgBAMAIKrfypz+klb80WeqwTQjbLHxzTiowm1Y+ghAAAIwp1IX5uiN3baxqXQ+ulwdTdUI8nS9PPyJ6rNWM+0P8I8f0rXwEIQAAGJ81R6ObsnH9+dRR/NzWrIed4VZ+z11CM1O38hGEAABQg/wdmU/acpljHtrKTzV1Kx/1CQAAqHG6Vn52KfvTRXn5xYe28j3tpRcDmUlBrF9ttfIxEQIAQO3xsGPmtmZTo/mEIfzUYNauyjh2rUT+5G8pYIMQuUNYkiyVCTW+JAQhAACYQIQbsziSyxyj+roj18JFf/iTZDp0Q54WL/qs18w4Kp4rqMFTahCEAABgMq7WNL0Fe2b4Q1v5ueX09Vmpxaa7rfySGhgQEYQAAGB6ulb+0ke28t1/1kwzdisfQQgAAObCQUWTg9gjg/kLI/hZYWwDG/0dijS0JFnqsE1o/qswP0nKLTfCN0UQAgCA2Ql2Zj5rx10do1rbg+tpqJV/4bY8+4TovU7z/J9P28pHEAIAgJmy4WhMU3Zff/5S9ENb+T+n3m3lf/ZPW/kIQgAAMHdN61Xfyp9zQvS+18oXnqSVj0I9AADUDXqt/GUpUlrRA8dExUqt/JhmzIsB1PgxUg4TIQAA1DF3W/mj+Lj+/OimrDWnv8O1EvnjU1KzX6ULhdVfngYTIQAA1EkMUS8PppcHl6fm1lySfkyRzhboX7at4jGOkWIiBACAuq3+vVb+kcH8pCDWoUor/9EQhAAAYCE6NmR+vNfK72ColW8QDo0CAIBFcVTR5CB2chB7oUB0fYxxDxMhAABYpiAnxoGvvmqPIAQAAEVDEAIAgKIhCAEAQNEQhAAAoGgIQgAAUDQEIQAAKBqCEAAAFA1BCAAAioYgBAAARUMQAgCAoiEIAQBA0RCEAACgaAhCAABQNAQhAAAoGoIQAAAUDUEIAACKhiAEAABFQxACAICiIQgBAEDREIQAAKBoCEIAAFA0BCEAACgaghAAABQNQQgAAIqGIAQAAEVDEAIAgKIhCAEAQNEQhAAAoGgIQgAAUDQEIQAAKBqCEAAAFA1BCAAAioYgBAAARUMQAgCAoiEIAQBA0RCEAACgaAhCAABQNAQhAAAoGoIQAAAUDUEIAACKhiAEAABFQxACAICiIQgBAEDREIQAAKBoCEIAAFA0BCEAACgaghAAABQNQQgAAIqGIAQAAEVDEAIAgKIhCAEAQNEQhAAAoGgIQgAAUDQEIQAAKBqCEAAAFA1BCAAAioYgBAAARUMQAgCAoiEIAQBA0RCEAACgaAhCAABQNAQhAAAoGoIQAAAUDUEIAACKhiAEAABFQxACAICiIQgBAEDReFMv4K6srKzExMQbN2707t3b39+/8l1lZWWrVq1KSUnx9PScMGGCm5ubqRYJAACWxywmwtdff93b23vkyJHTpk1LSEiofFdpaWnXrl0/+uijwsLCZcuWtW7dOisry1TrBAAAy2MWQfj888+fOnXq6tWrVe9atGhRcnJyfHz8smXLjh8/bm9vP3fu3NpfIQAAWCqzCML27du3bt1apVJVvWvTpk39+/dv0qQJETk4OIwfP37Lli2SJNX2EgEAwEKZRRA+QlpaWlhYmO5mWFhYcXHxrVu3TLgkAACwJGYdhBqNJj8/38XFRbelfv36RJSdnW26RQEAgEWp8SDs2rUr+xB79+599NdyHMdxnCAIui0ajYaIrK2ta3bRAACgGDVen1iyZElRUZHBu4KCgh79tSzLNmrUKC8vT7clNzeXiNzd3Y24QgAAULLHDcK8vLzExMTExMTCwsL27dsPGzas6j7JycmLFi06e/ask5PTgAEDJk2axHFccHDw06wvJCQkPj5ed/PgwYMeHh6VD5YCAAA8jcc6NHrw4EE3N7d+/frNnTt3/vz5v//+e9V9Dh06FB4evm7dOi8vr/z8/GnTpg0fPvwxT+9Uq9UFBQW3b98mopKSkoKCgpKSEu1dEydOPHDgQGxsLBFdvHhx1apVMTExj/vDAQAAVOexgrB+/fpz5sz59ddf9+/fb3AHQRBiYmLs7e3//vvvNWvWHDx4cM6cOdu2bVu9evXjPP5PP/3k6uoaEBBARBMnTnR1dZ04caL2rlGjRk2bNq1fv36BgYGhoaHt2rV79913H+9HAwAAqB4jy/Lj73358uWAgICpU6cuXry48vbY2Ni+ffu+8847n3/+uXZLUVFRgwYNIiIiDh06VO3D3rlzR/vmn469vX2jRo10N1NSUs6fP+/r6xseHv6Ix4mNjZ0/f35cXNzj/0RgdGq1mmVZg61QqDVFRUWOjo6mXoXS4VkwOUmSysrK7O3tH72bcU6WOXjwIBE9++yzui2Ojo6dO3c+cOCAWq2u9iTPevXq1atX7xE7BAUFVXtmDRFlZWXt37+fYRjtTY7jVq1aNXjw4Op/ADAeBKE5KCkp0f1HAFPBs2BykiQ9zlNgnCC8fPkyEfn4+FTe6O3tLYrilStXHifDjMLLy6tnz56YCE1LpVIhCE1OlmUHBwdTr0Lp8CyYnHYirHY34/QI79y5Q0Surq6VN2rL74WFhUb5FgAAADXBOEGonT31zhEVRZGIWNasL14DAAAKZ5yUcnZ2JqLKzXciys/P190FAABgnowThM2aNSOitLS0yhvT0tKsrKx8fX2N8i0AAABqgnGCsEePHkS0a9cu3Zbc3NyjR4927doVJ00AAIA5e9wgLCgoKCgo0J75or0QTEFBQXl5ufbeTp06hYeHr1y5MikpiYgkSZo1a5Yoiq+88koNrRsAAMAoHjcIXV1dXV1dIyIiiGjlypXamwsXLtTeyzDM6tWr7ezs2rVrFxkZ6e/vv3z58ldeeWXIkCE1tXAAAABjeNweod6lZLQ6dOig+3Pz5s3Pnj37008/nTlzJjw8fODAgX379jXOGgEAAGrM4wbh1KlTq92nQYMG77zzztOtBwAAoFah5AcAAIqGIAQAAEVDEAIAgKIhCAEAQNEQhAAAoGgWFYSpqakXLlww9SqUbtGiRatWrTL1KpRuwoQJqamppl6FoqnV6p49e5p6FUp36NChN998s9rdjPN5hGbizp07uovdgKncuHEDz4LJZWRkFBQUmHoVilZRUZGcnGzqVShdbm5uTk5OtbtZ1EQIAADwpBCEAACgaBZ1aFSSJFEUExMTTb0QRbt+/XpJSQmeBdMqLS1NTk7Gx2KbUGlpqSRJ+I9gWpcvX1ar1dXuZlFB2LBhQ1EUp02bZuqFKFpeXh7HcceOHTP1QhQtPz//iy++sLKyMvVClEuWZWtra7wcmVZpaamnp2e1uzGyLNfCagAAAMwTjpwAAICiIQgBAEDREIQAAKBoCEIAAFA0BCEAACgaghAAABTNQoKwqKho9uzZrVq1CggIGDx4cHx8vKlXZOFOnDgxe/bs7t27BwQEdOzYccqUKefPn6+625o1a7p16+bv79+xY8fvvvtOkqTaX6pCxMbGRkdHR0dHi6JYebssy8uXL4+MjPT39+/cufPSpUvRmDI6URQXL17cs2dPf3//li1bjh07NiEhofIO2dnZ06ZNa968eVBQ0NixY3ENUqPLz89/7733dP/OZ8+enZubq7fP8ePHhw4dGhgY2LJly7feeuv27dv375PrvrKysrZt23Ic98ILL8yaNcvf35/juN27d5t6XRZLo9EQkY2NTefOnWNiYqKiojiOs7Gx+fPPPyvv9sEHHxBRx44d586d27dvXyKaMmWKqdZs2W7fvu3p6am9jkxFRUXlu9555x0i6tKly9y5c3v06EFEb7zxhqnWaZFKS0t79+5NROHh4ZMnT46Ojvbz8/v88891O2RnZ3t5ednb27/00kszZsxwc3OrV6/e2bNnTbhmC3Pz5k1vb2+WZYcOHTp37tzhw4ezLOvh4ZGdna3b548//lCpVN7e3jNnzoyJiVGpVC1btiwqKtLeawlB+MUXXxDRd999p72Zl5fn6enp4+OjVqtNuzBLJQjCBx98cOPGDd2W2NhYjuPCwsJ0Wy5dusTzfK9evQRB0G4ZP348EcXHx9f2chVg0qRJQUFBXbt21QvCM2fOsCw7aNAgURRlWZYkacSIEQzDnDx50nSLtTTTp08nou+//163RZKkgoIC3c2JEycSUVxcnPbmhQsXbGxsevbsWdsLtVwff/wxES1YsEC35dtvvyWi999/X3tTEISgoCA3N7ecnBztFu1Hxc2bN0970xKCMDQ01MHBoby8XLdl7ty5RLRnzx4TrkppOnToQES6Z2HevHlEtHXrVt0OJ0+eJKLJkyebaIEWa9++fRzHHTx4UDt2Vw7Ct99+m4hiY2N1Ww4ePEhE06dPN8VKLdD169dVKlX//v0ftkNpaam9vX3Lli0rbxw6dCjDMFeuXKn5BSrCSy+9RETnzp3TbUlPTyeiF198UXtT+2bZK6+8ottBEISGDRv6+vpqb9b59wgLCwvPnTvXrVs3a2tr3cZ+/foR0ZEjR0y3LsVRq9V2dnYqlUp788iRIwzD9OnTR7dD69atGzZsePjwYRMt0DKVlJRMmTLlpZdeioyMrHrvkSNHrK2tu3XrptvyzDPPODo64lkwlt27d2s0mpEjRwqCcPz48b/++kvvranTp0+XlJRoX5F0+vXrJ8syXqCMpVWrVkR07tw53ZYzZ84QUVhYmPam9h985WeB47jevXtnZGRcu3aNLOCi21euXCEid3f3yhu1N7W/FEAtiI2N/fvvv2NiYnQfd5CWlubk5GRnZ6fbh2EYd3f3lJQUE63RMs2cObO8vFx7aKiqtLQ0Nzc33W8nRMRxXKNGjdLS0mprgRYuKSmJiAoKCgICAjIyMoiI47jJkycvXLhQ+6u59lVI7wXKw8OD8AJlPDExMRs3bvzXv/517dq1kJCQlJSUTz75pEuXLlOnTtXu8OhnwdPTs84HYVFRERG5urpW3qi9eefOHdOsSWGuX78+fvz4hg0bfv7557qNxcXFek8KEdWvX7+8vFyj0VR+aYZ/7PDhwz/88MPmzZudnZ0N7lBcXOzr66u3sX79+levXq351SlCQUEBEc2ZM2f06NGvvfaaKIoLFixYvHgxx3HfffcdERUXFxNeoGqYjY3NTz/9NGbMmBkzZmi3tGvXbuXKlbpfxB/xLGgTpM4fGuV5nogqKioqb9TexKt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"a883e780-57fc-424b-a0fb-65807e5a6752", "metadata": {}, "source": [ "## Chebyshev regression via optimization\n", "\n", "Let's try to fit our function that shows the Runge phenomenon with noise." ] }, { "cell_type": "code", "execution_count": 5, "id": "96fcf210-04d2-43d4-87dc-837e786025e8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "c = [0.9038216312855861, 0.18491496857000206, -2.1027255649522947, -0.2990090015450214, 0.612917311668366, -0.0800193352447872, 0.8981978621272978, 0.1986673810956957]\n" ] } ], "source": [ "# Set up the problem to solve\n", "x = LinRange(-1, 1, 200)\n", "sigma = 0.5\n", "y = runge_noisy(x, sigma)\n", "n = 8\n", "V = vander(x, n)\n", "\n", "# Here's our loss function\n", "function loss(c)\n", " r = V * c - y\n", " .5 * r' * r\n", "end\n", "# and our gradient\n", "function grad(c)\n", " r = V * c - y\n", " V' * r\n", "end\n", "\n", "# Solve\n", "c, _, lhist = grad_descent(loss, grad, ones(n), gamma=0.008)\n", "# and our final coefficients are....\n", "@show c;" ] }, { "cell_type": "code", "execution_count": 6, "id": "86ddc33c-e868-4377-906d-135df673256b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cond(V' * V) = 52902.529947850875\n", "l0 = 21.071440695844586\n" ] }, { "data": { "image/png": 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"\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/html": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter(x, y, label=:none)\n", "V = vander_chebyshev(x, 7)\n", "plot!(x -> runge(x), color=:black, label=\"True\")\n", "plot!(x, V * (V \\ y), label=\"Chebyshev fit\")" ] }, { "cell_type": "markdown", "id": "263eb29f-d980-4e49-9b2e-6726b149b007", "metadata": {}, "source": [ "## But why\n", "\n", "Why would we use gradient-based optimization vs QR or other direct solves?" ] }, { "cell_type": "markdown", "id": "1dfb9009-9ba7-479d-88c4-e8cfce040c6f", "metadata": {}, "source": [ "## Nonlinear models\n", "\n", "Instead of the linear model\n", "\n", "$$ f \\left( x, c \\right) = V \\left( x \\right) c = c_0 + c_1 T_1 \\left( x \\right) + c_2 T_2 \\left( x \\right) + \\cdots $$\n", "\n", "let's consider a rational model with only three parameters\n", "\n", "$$ f \\left( x, c \\right) = \\frac{1}{c_1 + c_2 x + c_3 x^2} = \\left( c_1 + c_2 x + c_3 x^2 \\right)^{-1} $$\n", "\n", "We'll use the same loss function\n", "\n", "$$ L \\left( c; x, y \\right) = \\frac{1}{2} \\left\\lvert \\left\\lvert f \\left( x, c \\right) - y \\right\\rvert \\right\\rvert^2 $$\n", "\n", "We will also need the gradient\n", "\n", "$$ \\nabla_c L \\left( c; x, y \\right) = \\left( f \\left( x, c \\right) - y \\right)^T \\nabla_c f \\left( x, c \\right) $$\n", "\n", "where\n", "\n", "$$ \\frac{\\partial f \\left( x, c \\right)}{\\partial c_1} = - \\left( c_1 + c_2 x + c_3 x^2 \\right)^{-2} = - f \\left( x, c \\right)^2 $$\n", "$$ \\frac{\\partial f \\left( x, c \\right)}{\\partial c_2} = - \\left( c_1 + c_2 x + c_3 x^2 \\right)^{-2} x = - f \\left( x, c \\right)^2 x $$\n", "$$ \\frac{\\partial f \\left( x, c \\right)}{\\partial c_3} = - \\left( c_1 + c_2 x + c_3 x^2 \\right)^{-2} x^2 = - f \\left( x, c \\right)^2 x^2 $$" ] }, { "cell_type": "markdown", "id": "4176936b-f515-4fc1-84a0-f5e67f2674a7", "metadata": {}, "source": [ "## Fitting a rational function\n", "\n", "Now let's fit our rational function with gradient descent, as above." ] }, { "cell_type": "code", "execution_count": 8, "id": "9b5a3926-d785-40b5-94e5-4a1f82f102f9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "gradient (generic function with 1 method)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f(x, c) = 1 ./ (c[1] .+ c[2].*x + c[3].*x.^2)\n", "\n", "function gradf(x, c)\n", " f2 = f(x, c).^2\n", " [-f2 -f2.*x -f2.*x.^2]\n", "end\n", "\n", "function loss(c)\n", " r = f(x, c) - y\n", " 0.5 * r' * r\n", "end\n", "\n", "function gradient(c)\n", " r = f(x, c) - y\n", " vec(r' * gradf(x, c))\n", "end" ] }, { "cell_type": "code", "execution_count": 9, "id": "8359e2db-f2f2-4b46-b0da-f72e8347b918", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "c = [2.1065315506974214, -0.4688007175577818, 7.214161051874864]\n", "loss(c) = 28.29523938313883\n" ] }, { "data": { "image/png": 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", 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