{ "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": [ "/nobackup/scratch/kieffer/py310/bin/python3 3.10.12 (main, Nov 6 2024, 20:22:13) [GCC 11.4.0]\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 42.2 s, sys: 1.17 s, total: 43.3 s\n", "Wall time: 42.4 s\n" ] }, { "data": { "text/plain": [ "np.int64(111)" ] }, "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: 72.724 fps\n", "Integration speed: 58.679 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3d3378cc9b0649209ed2e76505eaf040", "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: 61.680 fps\n", "Integration speed: 49.933 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "89e813f8f65e475481a360d84f943924", "version_major": 2, "version_minor": 0 }, "image/png": 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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: 39.740 fps\n", "Integration speed: 42.875 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8f19c45a7f024aa6b4fcdc73f65b0c95", "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: 43.066 fps\n", "Integration speed: 42.419 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ee365a1da15b4db8bf56f6be17656e04", "version_major": 2, "version_minor": 0 }, "image/png": 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"Integration speed: 32.162 fps\n", "Integration speed: 25.427 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e38df8fb08714e2c852dee1b46082a63", "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: 26.231 fps\n", "Integration speed: 25.716 fps\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c0b9466a67764a1dbfd94b28a425fa12", "version_major": 2, "version_minor": 0 }, "image/png": 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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": [ "\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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }