{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Matching spectra for *a*-opic irradiance with STLAB\n", "===================================================\n", "\n", "When designing stimuli with STLAB, you may need to find the settings that most closely match a spectrum you measured elsewhere, which requires some linear algebra. In this example we are aiming to match the spectral output of a NeurOptics PLR-3000 automated pupillometer, which administers light stimuli with 4 white LEDs. We measured the spectral output of the PLR-3000 with an OceanOptics STS-VIS spectrometer at the usual eye position and calibrated using our [standard pipeline](04c_integrating_sphere.ipynb#Calibration)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "sns.set_context('paper', font_scale=1.5)\n", "\n", "from pyplr.CIE import get_CIES026\n", "\n", "# Load data\n", "plr3000 = pd.read_csv(\n", " '../data/PLR-3000_oo_calibrated_spectra.csv', index_col='uW')\n", "plr3000.columns = plr3000.columns.astype('int')\n", "\n", "# Plot spectra\n", "specs = (plr3000.reset_index()\n", " .melt(id_vars='uW', \n", " var_name='Wavelength', \n", " value_name='w/m2/nm')\n", " .sort_values(['uW','Wavelength'])\n", " .reset_index(drop=True))\n", "ax = sns.lineplot(\n", " data=specs, \n", " x='Wavelength',\n", " y='w/m2/nm', \n", " units='uW', \n", " hue='uW', \n", " estimator=None)\n", "ax.set_ylabel('W/m$^2$/nm')\n", "ax.set_title('PLR-3000 spectral measurements')\n", "\n", "# Plot a-opic irradiances\n", "sss = get_CIES026(asdf=True)\n", "sss = sss.fillna(0)\n", "plr_3k_ao = plr3000.dot(sss)\n", "data = (plr_3k_ao.reset_index()\n", " .melt(id_vars=['uW'], \n", " var_name=['aopic'], \n", " value_name='irradiance'))\n", "f2, ax2 = plt.subplots()\n", "sns.barplot(\n", " data=data, x='uW', y='irradiance', hue='aopic', ax=ax2)\n", "ax2.set_ylabel('W/m$^2$')\n", "ax2.set_title('PLR-3000 $a$-opic irradiances');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to find the right STLAB settings, we need to make a `CalibrationContext` from our calibrated OceanOptics data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyplr.calibrate import CalibrationContext\n", "\n", "cc = CalibrationContext(\n", " '../data/S2_corrected_oo_spectra.csv', binwidth=1)\n", "_ = cc.plot_calibrated_spectra()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can start searching for the STLAB settings that match the PLR-3000 settings for *a*-opic irradiance. We will focus on the 180 uW setting to keep things simple. For all possible combinations in 10 choose 5 (one LED for each photoreceptor class), we use linear algebra to work out the input fraction of the chosen LEDs that is required for matching the spectrum. Only those solutions where the input fractions are between 0 and 1 are valid, because eventually we will need to convert these to 12-bit integers for STLAB. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "> 18 settings found\n" ] }, { "data": { "text/plain": [ "[(180,\n", " (0, 1, 2, 6, 7),\n", " array([0.00517166, 0.32173031, 0.02026771, 0.19441607, 0.0164306 ])),\n", " (180,\n", " (0, 1, 2, 6, 8),\n", " array([0.31550785, 0.05958875, 0.10219134, 0.20210005, 0.06132067])),\n", " (180,\n", " (0, 1, 2, 6, 9),\n", " array([0.3583914 , 0.02262412, 0.11388467, 0.20229605, 0.07338902])),\n", " (180,\n", " (0, 1, 3, 6, 7),\n", " array([0.01684065, 0.31693341, 0.01842986, 0.19397591, 0.01666438])),\n", " (180,\n", " (0, 1, 3, 6, 8),\n", " array([0.40155686, 0.01397228, 0.09859531, 0.20033016, 0.06598839])),\n", " (180,\n", " (0, 2, 3, 6, 9),\n", " array([0.40011401, 0.06656192, 0.04605868, 0.20147622, 0.07599868])),\n", " (180,\n", " (0, 2, 4, 6, 7),\n", " array([0.41946373, 0.08731701, 0.04332805, 0.17244175, 0.02821919])),\n", " (180,\n", " (0, 2, 4, 6, 8),\n", " array([0.38995726, 0.11689858, 0.00506435, 0.200176 , 0.06646312])),\n", " (180,\n", " (0, 2, 4, 6, 9),\n", " array([0.38655782, 0.11954637, 0.00182771, 0.2016076 , 0.07561016])),\n", " (180,\n", " (0, 2, 5, 6, 7),\n", " array([0.40016009, 0.10775283, 0.05472756, 0.15665175, 0.03607427])),\n", " (180,\n", " (0, 2, 5, 6, 8),\n", " array([0.3873756 , 0.11958843, 0.00513457, 0.19941887, 0.06819887])),\n", " (180,\n", " (0, 2, 5, 6, 9),\n", " array([0.38560989, 0.12052573, 0.00182263, 0.20135211, 0.0763111 ])),\n", " (180,\n", " (0, 3, 4, 6, 7),\n", " array([0.44201214, 0.07566702, 0.04067575, 0.17197971, 0.0284574 ])),\n", " (180,\n", " (0, 3, 4, 6, 8),\n", " array([0.41989687, 0.1015923 , 0.00106964, 0.19986998, 0.06721641])),\n", " (180,\n", " (0, 3, 5, 6, 7),\n", " array([0.42903038, 0.09205737, 0.05065177, 0.15726557, 0.03577909])),\n", " (180,\n", " (0, 3, 5, 6, 8),\n", " array([0.41950423, 0.10207723, 0.00106514, 0.19971146, 0.06758008])),\n", " (180,\n", " (0, 3, 6, 7, 9),\n", " array([0.41847277, 0.10241046, 0.19974393, 0.00152053, 0.07239993])),\n", " (180,\n", " (0, 3, 6, 8, 9),\n", " array([0.419022 , 0.10233208, 0.200328 , 0.0458547 , 0.02430788]))]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import itertools\n", "\n", "import numpy as np\n", "\n", "# The PLR-3000 setting we care about\n", "uW_setting = 180\n", "\n", "# Photoreceptors classes we are aiming to match\n", "opsins = ['L','M','S','Mel', 'Rods']\n", "\n", "# An LED for each photoreceptors\n", "num_leds = 5\n", "\n", "# List to store valid settings\n", "keep = []\n", "\n", "# Loop through all possible combinations in 10 choose 5\n", "for choose in itertools.combinations(range(10), num_leds):\n", " \n", " # Get the irradiances for each LED at maximum\n", " settings_to_irradiances = cc.aopic.loc[[(led, 4095) for led in choose], opsins]\n", " \n", " # Take the inverse\n", " irradiances_to_settings = np.linalg.inv(settings_to_irradiances)\n", " \n", " # Calculate the required input fraction for the chosen LEDs\n", " plr_irradiances = plr_3k_ao.loc[uW_setting, opsins].T\n", " settings = plr_irradiances.dot(irradiances_to_settings)\n", "\n", " # Keep the settings where all values are greater than 0 and less then 1\n", " if all(settings < 1) and all(settings > 0):\n", " keep.append((uW_setting, choose, settings))\n", " \n", "print('\\n> ' + str(len(keep)) + ' settings found')\n", "keep" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So there are 18 solutions to the problem using 5 LEDs. Next, we need to convert the input fractions to 12-bit integers for STLAB." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Lists to store settings and predicted spectra\n", "settings = []\n", "predicted = []\n", "\n", "# Remove the index\n", "keep = [val[1:] for val in keep if val[0]]\n", "\n", "# Loop over settings\n", "for k in keep:\n", " leds = k[0]\n", " \n", " # Convert to 12-bit integer and save LED settings\n", " intensities = np.round(k[1] * 4095).astype('int')\n", " spec = [0]*10\n", " for led, i in zip(leds, intensities):\n", " spec[led] = i\n", " \n", " # Get predicted spectrum\n", " pred = cc.predict_spd(spec)\n", " \n", " # Add to lists\n", " settings.append(spec) \n", " predicted.append(pred)\n", "\n", "# Make DFs\n", "settings = pd.DataFrame(settings)\n", "predicted = pd.concat(predicted)\n", "predicted.reset_index(inplace=True, drop=True)\n", "\n", "# In theory it doesn't matter which one we use, but let's define\n", "# the 'best' solution as the one with the least squared error\n", "best = predicted.sub(\n", " plr3000.loc[uW_setting].to_numpy()).pow(2).sum(axis=1).idxmin()\n", "\n", "optimal_predicted = predicted.loc[best]\n", "optimal_settings = settings.loc[best]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to visualise the solutions." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, sharex=True, figsize=(12,4))\n", "plr3000.loc[uW_setting].plot(\n", " label='PLR-3000: {} uW'.format(\n", " uW_setting), ax=ax, color='k', lw=2, linestyle='--')\n", "ax.plot(plr3000.columns, \n", " optimal_predicted, \n", " label='Optimal STLAB: ' + str(optimal_settings.to_list()), \n", " linestyle='--')\n", "ax.legend()\n", "for idx, p in predicted.iterrows():\n", " p.plot(lw=.2)\n", "ax.set_xlabel('Wavelength (nm)')\n", "ax.set_ylabel('SPD (W/m$^2$/nm)')\n", "fig.savefig('../img/PLR-3000-STLAB-stimuli.tiff', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All that remains is to make a video file for use with STLAB." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\"PLR-3000-180-mw.dsf\" saved in the current working directory.\n" ] } ], "source": [ "from pyplr.stlab import pulse_protocol, video_file_to_dict\n", "pulse_protocol(pulse_spec=optimal_settings.to_list(),\n", " pulse_duration=1000,\n", " fname='PLR-3000-{}-mw'.format(uW_setting))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'header': {'version': 1,\n", " 'model': 'VEGA10',\n", " 'channels': 10,\n", " 'spectracount': 4,\n", " 'transitionsCount': 4,\n", " 'fluxReference': 0,\n", " 'repeats': 1},\n", " 'metadata': {'creation_time': '2021-05-27 08:33:12.766758',\n", " 'creator': 'jtm',\n", " 'protocol': 'pulse',\n", " 'pulse_spec': '[21, 1317, 83, 0, 0, 0, 796, 67, 0, 0]',\n", " 'pulse_duration': '1000'},\n", " 'spectra': [[21, 1317, 83, 0, 0, 0, 796, 67, 0, 0],\n", " [21, 1317, 83, 0, 0, 0, 796, 67, 0, 0],\n", " [0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", " [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]],\n", " 'transitions': [{'spectrum': 0, 'power': 100, 'time': 0, 'flags': 0},\n", " {'spectrum': 1, 'power': 100, 'time': 1000, 'flags': 0},\n", " {'spectrum': 2, 'power': 100, 'time': 1000, 'flags': 0},\n", " {'spectrum': 3, 'power': 100, 'time': 1100, 'flags': 0}]}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vf = video_file_to_dict('PLR-3000-180-mw.dsf')\n", "vf" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }