{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from wield.iirrational.utilities.mpl import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Filter fit with comparison"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Show stage-1 Rational Disc Fit\n",
    "Here is the preliminary fit on a reduced-nyquist disc\n",
    "\n",
    "The poles and zeros are shown on the full disc. Note that unstable poles are allowed _on the real line_ as these are removed by analytic surgery during the nyquist shift "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(direct = 4.164e+00, Psvd= 4.164e+00, Zsvd= 4.164e+00)\n",
      "LINEAR Final Residuals:  3.95445037567\n",
      "(direct = 3.930e+00, Psvd= 3.930e+00, Zsvd= 3.930e+00)\n",
      "LINEAR Final Residuals:  3.93098246203\n",
      "Using last (reduced)! 20\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb9bb4bcc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dat = iirrational_data('rand10_lin1k', set_num = 5)\n",
    "out = v1.rational_disc_fit(\n",
    "    dat,\n",
    ")\n",
    "ax = plot_fitter_flag(out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## With nyquist shift\n",
    "\n",
    "The data detunes from being a great fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(direct = 4.164e+00, Psvd= 4.164e+00, Zsvd= 4.164e+00)\n",
      "LINEAR Final Residuals:  3.95445037567\n",
      "(direct = 3.930e+00, Psvd= 3.930e+00, Zsvd= 3.930e+00)\n",
      "LINEAR Final Residuals:  3.93098246203\n",
      "Using last (reduced)! 20\n",
      "Cleared  pole (-1.04899302868+0j)\n",
      "Cleared  zero (-7.22335881797+0j)\n",
      "Cleared  zero (-1.05198172682+0j)\n",
      "Cleared  zero (-0.584295509961+0j)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb9bb265b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dat = iirrational_data('rand10_lin1k', set_num = 5)\n",
    "out = v1.rational_disc_fit(\n",
    "    dat,\n",
    "    nyquist_final_Hz = 16384,\n",
    ")\n",
    "ax = plot_fitter_flag(out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(direct = 4.164e+00, Psvd= 4.164e+00, Zsvd= 4.164e+00)\n",
      "LINEAR Final Residuals:  3.95445037567\n",
      "(direct = 3.930e+00, Psvd= 3.930e+00, Zsvd= 3.930e+00)\n",
      "LINEAR Final Residuals:  3.93098246203\n",
      "Using last (reduced)! 20\n",
      "Cleared  pole (-1.04899302868+0j)\n",
      "Cleared  zero (-7.22335881797+0j)\n",
      "Cleared  zero (-1.05198172682+0j)\n",
      "Cleared  zero (-0.584295509961+0j)\n",
      "Initial Order: (Z= 17, P= 19, Z-P= -2)\n",
      "TRIPLETS (rat = 1.0010150038962191, pre = 0.9734729303474599, mid = 0.9734729249578383, post = 0.9734722105759255\n",
      "N:  2\n",
      "RATIO:  10.9002733839\n",
      "fit NOT improved from pair at 13.8397945578\n",
      "RATIO:  18.3818734556\n",
      "fit NOT improved from pair at 9.56094083217\n",
      "RATIO:  10.7017576506\n",
      "fit NOT improved from pair at 18.2046398213\n",
      "RATIO:  1.03476207996\n",
      "fit NOT improved from pair at 64.7360498735\n",
      "[0.96102176342334822] zeros\n",
      "[(0.98751653189313626+0.0050603760550500913j), (0.98751653189313626-0.0050603760550500913j)] zeros\n",
      "[0.98726211674090025] poles\n",
      "[(0.97815059543903571+3.9610796052692903e-05j), (0.97815059543903571-3.9610796052692903e-05j)] poles\n",
      "WEAK REMOVE:  [(0.98751653189313626+0.0050603760550500913j), (0.98751653189313626-0.0050603760550500913j)] [(0.97815059543903571+3.9610796052692903e-05j), (0.97815059543903571-3.9610796052692903e-05j)]\n",
      "RATIO for WEAK:  1.00330207037\n",
      "FINAL RESIDUALS 0.970649728969\n",
      "CPU times: user 16.3 s, sys: 34 s, total: 50.2 s\n",
      "Wall time: 15.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "out = v1.data2filter(\n",
    "    dat,\n",
    "    delay_s = None,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb9b96fecc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plot_fitter_flag_compare(out.fitter, dat.fitter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "REMOVING:  random/plot-main\n",
      "REMOVING:  random/plot-1\n",
      "PLOTTING:  random/plot-1-1\n",
      "PLOTTING:  random/plot-1-2\n",
      "PLOTTING:  random/plot-1-3\n",
      "REMOVING:  random/plot-1-4\n",
      "PLOTTING:  random/plot-1-5\n",
      "PLOTTING:  random/plot-1-6\n",
      "PLOTTING:  random/plot-1-7\n",
      "PLOTTING:  random/plot-2\n",
      "PLOTTING:  random/plot-3\n",
      "REMOVING:  random/plot-4\n",
      "PLOTTING:  random/plot-4-1\n",
      "PLOTTING:  random/plot-4-2\n",
      "REMOVING:  random/plot-5\n",
      "REMOVING:  random/plot-6\n",
      "REMOVING:  random/plot-7\n",
      "REMOVING:  random/plot-8\n",
      "REMOVING:  random/plot-9\n",
      "PLOTTING:  random/plot-10\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "# fit_sequence version 1\n",
       "\n",
       "> `v1.fit_sequence`\n",
       "\n",
       "Version 1 smart fitter in wield.iirrational library. Uses SVD method with high order over-fitting, then switches to nonlinear fits with heuristics to remove poles and zeros down to a reasonable system order.\n",
       "\n",
       "## `1` initial\n",
       "\n",
       "### `1.1` initial_direct\n",
       "\n",
       "> `fit_poles, fit_zeros`\n",
       "\n",
       "initial guess without SVD technique\n",
       "\n",
       "![](random/plot-1-1.png)\n",
       "\n",
       "### `1.2` initial_poles\n",
       "\n",
       "> `fit_poles_mod_zeros`\n",
       "\n",
       "Performs the SVD for a rough initial guess\n",
       "\n",
       "![](random/plot-1-2.png)\n",
       "\n",
       "### `1.3` initial_zeros\n",
       "\n",
       "> `fit_poles_mod_zeros`\n",
       "\n",
       "Performs the SVD for a rough initial guess\n",
       "\n",
       "![](random/plot-1-3.png)\n",
       "\n",
       "### `1.4` choose zeros\n",
       "\n",
       "> `if`\n",
       "\n",
       "Chose the zeros SVD fitter as it had the smaller residual of 4.04e+00 vs. 4.46e+00 for the poles\n",
       "\n",
       "### `1.5` seq_iter_3\n",
       "\n",
       "> `RationalDiscFilter.fit_poles, RationalDiscFilter.fit_zeros`\n",
       "\n",
       "First iterations, enforcing stabilized poles residual of 3.95e+00\n",
       "\n",
       "![](random/plot-1-5.png)\n",
       "\n",
       "### `1.6` seq_iter_4\n",
       "\n",
       "> `RationalDiscFilter.fit_poles, RationalDiscFilter.fit_zeros`\n",
       "\n",
       "First iterations, enforcing stabilized poles residual of 3.95e+00\n",
       "\n",
       "![](random/plot-1-6.png)\n",
       "\n",
       "### `1.7` Final\n",
       "\n",
       "> `SVD_method`\n",
       "\n",
       "create initial guess of fit for data, followed by several iterative fits\n",
       "(see reference ???).\n",
       "   * It is a linear method, finding global optimum (nonlocal). This makes it get stuck if systematics are bad. To prevent this,\n",
       "it requires gratuitous overfitting to reliably get good fits.\n",
       "   * It requires a nyquist frequency that is very low, near the last data point. This can cause artifacts due to phasing discontinuity near the nyquist.\n",
       "   * The provided nyquist frequency is shifted up at the end, removing the real poles/zeros that are typically due to phasing discontinuity\n",
       "\n",
       "![](random/plot-1-7.png)\n",
       "\n",
       "## `2` nonlinear pre-reduce and optimize\n",
       "\n",
       "> `MultiReprFilterZ.optimize`\n",
       "\n",
       "initial conservative order reduction (for speed), followed by a nonlinear optimization.\n",
       "\n",
       "![](random/plot-2.png)\n",
       "\n",
       "## `3` optimize nonlinear after bandwidth limiting\n",
       "\n",
       "> `MultiReprFilterZ.optimize`\n",
       "\n",
       "ths limited in the nonlinear representation to half of the local average the frequency spacing.\n",
       "Nonlinear optimization then applied.\n",
       "\n",
       "![](random/plot-3.png)\n",
       "\n",
       "## `4` order_reduce 1\n",
       "\n",
       "### `4.1` duals_ID_1\n",
       "\n",
       "> `MultiReprFilterZ.optimize`\n",
       "\n",
       "ID Pairs for order reduction\n",
       "\n",
       "![](random/plot-4-1.png)\n",
       "\n",
       "### `4.2` duals_ID_2\n",
       "\n",
       "> `MultiReprFilterZ.optimize`\n",
       "\n",
       "ID Pairs for order reduction\n",
       "\n",
       "![](random/plot-4-2.png)\n",
       "\n",
       "## `5` remove_negroots\n",
       "\n",
       "## `6` remove_weakroots\n",
       "\n",
       "## `7` remove_negroots\n",
       "\n",
       "## `8` remove_negroots\n",
       "\n",
       "## `9` flip mindelay\n",
       "\n",
       "## `10` final\n",
       "\n",
       "> `MultiReprFilterZ.optimize`\n",
       "\n",
       "ing nonlinear parameterizations,\n",
       "TODO: describe as used\n",
       "\n",
       "![](random/plot-10.png)\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out.digest_write(\n",
    "    folder = 'random',\n",
    "    clear_plots = True,\n",
    "    ipy_display = True,\n",
    "    MP_workers = 1,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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