{ "cells": [ { "cell_type": "markdown", "id": "intensive-failure", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "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": [ "/home/jerome/.venv/py311/bin/python3 3.11.2 (main, Nov 30 2024, 21:22:50) [GCC 12.2.0]\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: 48.3 s, total: 1min 49s\n", "Wall time: 1min 50s\n" ] }, { "data": { "text/plain": [ "np.int64(110)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyFAI\n", "from pyFAI.detectors import Detector\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 = pyFAI.load({\"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: 36.362 fps\n", "Integration speed: 29.962 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "125244450bbb41cc8b9cee66ff1c2f89", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\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: 34.162 fps\n", "Integration speed: 33.186 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e92bbf1d726c4edd87181680b44b2f75", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\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: 79.851 fps\n", "Integration speed: 77.963 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "de1d199e1bd14534b748109d225d975f", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\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: 78.048 fps\n", "Integration speed: 71.735 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a79f63bfa528451694ca2e1c30a74b42", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\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: 80.010 fps\n", "Integration speed: 75.811 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "68b0135286cb4c4e86883cde936eb1f0", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\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: 74.134 fps\n", "Integration speed: 73.698 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e4f4583cf7224851ad7f4a11d1f98a2c", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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