{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "intensive-failure",
   "metadata": {},
   "source": [
    "# Error model validator\n",
    "\n",
    "Build a set of data with a known statistical distribution and validate the error propagation by ensuring the integrated data follow the 𝜒² distribution.\n",
    "\n",
    "This requires plenty of memory and is pretty compute intensive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "broadband-priority",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/users/kieffer/.venv/py311/bin/python 3.11.0 | packaged by conda-forge | (main, Jan 14 2023, 12:27:40) [GCC 11.3.0]\n"
     ]
    }
   ],
   "source": [
    "%matplotlib widget\n",
    "import time\n",
    "start_time = time.perf_counter()\n",
    "import sys\n",
    "print(sys.executable, sys.version)\n",
    "import numpy\n",
    "from scipy.stats import chi2 as chi2_dist\n",
    "from matplotlib.pyplot import subplots\n",
    "from pyFAI.method_registry import IntegrationMethod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "broken-archive",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min, sys: 11.1 s, total: 1min 12s\n",
      "Wall time: 1min 12s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "110"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyFAI.detectors import Detector\n",
    "from pyFAI.azimuthalIntegrator import AzimuthalIntegrator\n",
    "from pyFAI.units import to_unit\n",
    "\n",
    "class Validator:\n",
    "    def __init__(self, nimg = 100, npt=700, shape = (1024, 1024), pix = 100e-6, I0=1e4):\n",
    "        self.pix = pix\n",
    "        self.shape = shape\n",
    "        self.npt = npt\n",
    "        self.nimg = nimg\n",
    "        self.I0 = I0\n",
    "        self.unit = to_unit(\"r_mm\")\n",
    "        self._ai = None\n",
    "        self._img = None\n",
    "        self._dataset = None\n",
    "    \n",
    "    @property\n",
    "    def ai(self):\n",
    "        if self._ai is None:\n",
    "            detector = Detector(self.pix, self.pix)\n",
    "            detector.shape=detector.max_shape=self.shape\n",
    "            self._ai = AzimuthalIntegrator(dist=1.0, detector=detector)\n",
    "        return self._ai\n",
    "    \n",
    "    def build_image(self):\n",
    "        \"Reconstruction of diffusion image\"\n",
    "        r_max = self.ai.detector.get_pixel_corners().max(axis=(0,1,2))\n",
    "        r = numpy.linspace(0, 50*numpy.dot(r_max,r_max)**0.5, self.npt)\n",
    "        I = self.I0/(1.0+r*r) #Lorentzian shape\n",
    "                                                         \n",
    "        img = self.ai.calcfrom1d(r, I, dim1_unit=self.unit, \n",
    "                            correctSolidAngle=False, \n",
    "                            polarization_factor=None)\n",
    "        return img\n",
    "    \n",
    "    @property\n",
    "    def img(self):\n",
    "        if self._img is None:\n",
    "            self._img = self.build_image()\n",
    "        return self._img\n",
    "    \n",
    "    def build_dataset(self):\n",
    "        return numpy.random.poisson(self.img, (self.nimg,) + self.shape)\n",
    "    \n",
    "    @property\n",
    "    def dataset(self):\n",
    "        if self._dataset is None:\n",
    "            self._dataset = self.build_dataset()\n",
    "        return self._dataset\n",
    "    \n",
    "    @staticmethod\n",
    "    def chi2(res1, res2):\n",
    "        \"\"\"Calculate the 𝜒² value for a pair of 1d integrated data\"\"\"\n",
    "        I = res1.intensity\n",
    "        J = res2.intensity\n",
    "        l = len(I)\n",
    "        assert len(J) == l\n",
    "        sigma_I = res1.sigma\n",
    "        sigma_J = res2.sigma\n",
    "        return ((I-J)**2/(sigma_I**2+sigma_J**2)).sum()/(l-1)\n",
    "    \n",
    "    \n",
    "    def plot_distribution(self, kwargs, nbins=100, integrate=None, ax=None, label=\"Integrated curves\" ):\n",
    "        ai = self.ai\n",
    "        dataset = self.dataset\n",
    "        ai.reset()\n",
    "        results = []\n",
    "        c2 = []\n",
    "        kwargs = kwargs.copy()\n",
    "        if integrate is None:\n",
    "            integrate = ai.integrate1d_ng\n",
    "        t0 = time.perf_counter()\n",
    "        if \"npt\" in kwargs:\n",
    "            npt = kwargs[\"npt\"]\n",
    "        else:\n",
    "            npt = kwargs[\"npt\"] = self.npt\n",
    "            \n",
    "        if \"unit\" not in kwargs:\n",
    "            kwargs[\"unit\"] = self.unit\n",
    "        for i in range(self.nimg):\n",
    "            data = dataset[i, :, :]\n",
    "            r = integrate(data, **kwargs)\n",
    "            results.append(r)    \n",
    "            for j in results[:i]:\n",
    "                c2.append(self.chi2(r, j))\n",
    "        print(f\"Integration speed: {self.nimg/(time.perf_counter()-t0):6.3f} fps\")\n",
    "        c2 = numpy.array(c2)\n",
    "        if ax is None:\n",
    "            fig, ax = subplots()\n",
    "        h,b,_ = ax.hist(c2, nbins, label=\"Measured distibution\")\n",
    "        y_sim = chi2_dist.pdf(b*(npt-1), npt)\n",
    "        y_sim *= h.sum()/y_sim.sum()\n",
    "        ax.plot(b, y_sim, label=r\"Chi^2 distribution\")\n",
    "        ax.set_title(label)\n",
    "        ax.legend()\n",
    "        return ax\n",
    "\n",
    "# kwarg = {\"npt\":npt, \n",
    "#          \"correctSolidAngle\":False, \n",
    "#          \"polarization_factor\":None,\n",
    "#          \"safe\":False}\n",
    "validator = Validator(nimg = 1000)\n",
    "%time validator.dataset.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "tight-maintenance",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, no split, CSR, python)\n",
      "Integration speed: 30.883 fps\n",
      "Integration speed: 25.685 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dd8742193b9b49cfb0cc5543c26ab086",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"no\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"python\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "lyric-glory",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, bbox split, CSR, python)\n",
      "Integration speed: 29.195 fps\n",
      "Integration speed: 19.656 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "88096b496466405595a843cd960d68ce",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"bbox\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"python\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "resident-intranet",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, no split, CSR, cython)\n",
      "Integration speed: 43.228 fps\n",
      "Integration speed: 42.036 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "973ff2b9b7524ad6a74d5e3d26fad599",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"no\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"cython\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "technical-confidence",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, bbox split, CSR, cython)\n",
      "Integration speed: 41.569 fps\n",
      "Integration speed: 40.779 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f998d1700bd84df99530ad3ee330c7b8",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"bbox\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"cython\")[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "sorted-habitat",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, no split, CSR, cython)\n",
      "Integration speed: 43.309 fps\n",
      "Integration speed: 42.080 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3a65b4c8775c4e939342c109d455404b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"no\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"opencl\",\n",
    "                                                   target=(1,1))[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "front-memorial",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntegrationMethod(1d int, bbox split, CSR, cython)\n",
      "Integration speed: 41.866 fps\n",
      "Integration speed: 40.515 fps\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c13eb081c4f8488e9563cba4cb9c16cc",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "kwargs = {\"error_model\": \"poisson\",\n",
    "          \"correctSolidAngle\":False, \n",
    "          \"polarization_factor\":None,\n",
    "          \"safe\":False}\n",
    "kwargs[\"method\"] = IntegrationMethod.select_method(dim=1, \n",
    "                                                   split=\"bbox\", \n",
    "                                                   algo=\"csr\", \n",
    "                                                   impl=\"opencl\",\n",
    "                                                   target=(1,1))[0]\n",
    "print(kwargs[\"method\"])\n",
    "fig,ax = subplots(1, 2, figsize=(10,4))\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[0])\n",
    "\n",
    "kwargs[\"error_model\"]= \"azimuthal\"\n",
    "validator.plot_distribution(kwargs, label=kwargs[\"error_model\"], ax=ax[1])\n",
    "pass"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
