{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Silent substitution with STLAB\n", "==============================\n", "\n", "[Silent substitution](https://www.frontiersin.org/articles/10.3389/fneur.2018.00941/full) is an elegant technique that uses pairs of lights to stimulate a specific class of retinal photoreceptor whilst maintaining a constant level of activation in others. The challenge with this technique is finding the settings for a stimulation device to produce light stimuli that satisfy the spectral requirements and constraints. Suppose we are interested in how the melanopsin-containing ipRGCs contribute to pupil control and that we want to administer a light stimulus that targets melanopsin without changing the activation of the cone photoreceptors, so as to be sure that the resulting pupil modulation is driven purely by ipRGC activity. For simplicity's sake we can assume the rods are saturated. To accomplish our goal we need to find the settings for a background spectrum and a modulation spectrum where both spectra have identical S-, M-, and L-opic irradiance, but where the modulation spectrum has higher melanopic irradiance. Fundamentally, this is a constrained numerical optimisation problem that can be expressed formally as:\n", "\n", "\\begin{equation}\n", "\\begin{array}{rrclcl}\n", "& \\underset{x}{\\text{minimize}}\n", "& & f(x) \\\\\n", "& \\text{subject to}\n", "& & g^{L} \\le g(x) \\le g^{U}\n", "\\end{array}\n", "\\end{equation}\n", "\n", "where $f(x)$ is the objective function which aims to minimise negative (i.e., maximise) melanopsin contrast, and $g(x)$ is a function that calculates cone contrast, where $g^{L}$ and $g^{U}$ should be zero. In both cases, $x$ is a vector containing the weights for the LED settings. What follows is a basic example of how to find a solution to this problem for STLAB, which has 10 LED channels.\n", "\n", "First, we create a calibration context which gives us access to the forward model of STLAB." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "from pyplr.calibrate import CalibrationContext\n", "sns.set_context('notebook')\n", "\n", "cc = CalibrationContext(\n", " data='../data/S2_corrected_oo_spectra.csv', binwidth=1)\n", "fig = cc.plot_calibrated_spectra()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can define the problem. The approach used here is to encapsulate the problem in a class with the *a*-opic irradiance data for STLAB. Note that contrast is defined simply as the fractional difference of activation of a photopigment around a background:\n", "\n", "\\begin{equation}\n", "\\frac{I_{modulation} − I_{background}}{I_{background}}\n", "\\end{equation}\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from scipy.interpolate import interp1d\n", "\n", "class OptimisationProblem:\n", " def __init__(self, aopic):\n", " self.aopic = aopic\n", "\n", " def smlri_calculator(self, weights):\n", " '''Calculates a-opic irradiance for the given weights. \n", " The first 10 values in weights define the background \n", " spectrum and the second 10 values define the modulation'''\n", " background = weights[0:10] \n", " modulation = weights[10:20]\n", " bg_smlri = 0\n", " mod_smlri = 0\n", " for led in range(10):\n", " x = self.aopic.loc[led].index / 4095\n", " y = self.aopic.loc[led]\n", " f = interp1d(x, y, axis=0, fill_value='extrapolate')\n", " bg_smlri += f(background[led])\n", " mod_smlri += f(modulation[led]) \n", " return (pd.Series(bg_smlri, index=self.aopic.columns),\n", " pd.Series(mod_smlri, index=self.aopic.columns))\n", "\n", " def objective_function(self, weights):\n", " '''Calculates negative melanopsin contrast for background \n", " and modulation spectra. We want to minimise this.'''\n", " bg_smlri, mod_smlri = self.smlri_calculator(weights)\n", " contrast = (mod_smlri.Mel-bg_smlri.Mel) / bg_smlri.Mel\n", " return -contrast\n", "\n", " def cone_contrast_constraint_function(self, weights):\n", " '''Calculates S-, M-, and L-opic contrast for background \n", " and modulation spectra. We want to this to be zero'''\n", " bg_smlri, mod_smlri = self.smlri_calculator(weights)\n", " contrast = np.array([(mod_smlri.S-bg_smlri.S) / bg_smlri.S, \n", " (mod_smlri.M-bg_smlri.M) / bg_smlri.M, \n", " (mod_smlri.L-bg_smlri.L) / bg_smlri.L])\n", " return contrast\n", "\n", " def weights_to_settings(self, weights):\n", " '''Turns weights to 12-bit STLAB settings.'''\n", " return ([int(val*4095) for val in res.x[0:10]], \n", " [int(val*4095) for val in res.x[10:20]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To perform the optimisation, we will use [scipy.optimize.minimize](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html#scipy.optimize.minimize) with the [SLSQP](https://docs.scipy.org/doc/scipy/reference/optimize.minimize-slsqp.html) solver. SLSQP uses [sequential quadratic programming](https://en.wikipedia.org/wiki/Sequential_quadratic_programming), an iterative method that is ideally suited to solving constrained nonlinear optimsation problems like ours. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimisation result:\n", " fun: -1.1262980001283986\n", " jac: array([ 1.68524863e+00, 3.15193579e-01, 1.72366345e+00, 1.94611071e+00,\n", " 1.02473636e+00, 2.61568606e-01, 1.12671651e+00, 2.99931169e-01,\n", " 1.14196539e-03, 6.18398190e-04, -1.88550070e-01, -7.49940321e-01,\n", " -1.89080393e+00, -1.62490889e-01, -1.57686652e+00, -1.23016015e-01,\n", " -2.05165818e-01, -2.35104889e-01, -2.52726525e-02, -5.31006455e-02])\n", " message: 'Optimization terminated successfully'\n", " nfev: 2114\n", " nit: 94\n", " njev: 94\n", " status: 0\n", " success: True\n", " x: array([2.72832879e-01, 5.55555807e-01, 6.44788109e-14, 7.33560916e-14,\n", " 3.21556559e-12, 4.75574157e-14, 3.11704172e-01, 3.48394141e-01,\n", " 7.47335280e-13, 1.86972226e-15, 3.24115162e-13, 5.59009258e-04,\n", " 2.52874586e-01, 7.16086550e-01, 4.24668885e-01, 2.25413334e-13,\n", " 4.38771435e-13, 2.51358975e-01, 9.80844739e-01, 1.00000000e+00])\n", "Melanopsin contrast is: -1.1262980001283986\n", "Cone contrast is: [2.77454853e-11 2.81393038e-12 4.59119978e-11]\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy.optimize import minimize, Bounds\n", "from pyplr.CIE import get_CIES026\n", "\n", "# A random starting point for the optimisation\n", "x0 = np.random.rand(1, 20)[0]\n", "\n", "# The aopic data from original spectrometer measurements\n", "sss = get_CIES026(asdf=True)\n", "sss.fillna(0, inplace=True)\n", "aopic = cc.data.dot(sss)\n", "\n", "# Create an instance of our optimisation problem\n", "op = OptimisationProblem(aopic)\n", "\n", "# Define and equality constraint for the cones \n", "# (i.e., contrast must be zero)\n", "constraints = {\n", " 'type': 'eq',\n", " 'fun': lambda x: op.cone_contrast_constraint_function(x)\n", "} \n", "\n", "# The bounds should be between 0-1, otherwise we are outside the \n", "# gamut of the device\n", "bounds = Bounds(np.ones((20))*0, np.ones((20))*1) \n", "\n", "# Do the optimsation\n", "res = minimize(op.objective_function, \n", " x0, \n", " method='SLSQP', \n", " constraints=constraints,\n", " options={'maxiter': 1000},\n", " bounds=bounds)\n", "\n", "# Print the result\n", "print('Optimisation result:')\n", "print(res)\n", "\n", "# Print contrast for results\n", "print('Melanopsin contrast is: {}'.format(\n", " op.objective_function(res.x)))\n", "print('Cone contrast is: {}'.format(\n", " op.cone_contrast_constraint_function(res.x)))\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Success. The optimisation has found a result where cones are silent and melanopsin contrast is 112%. We can~ plot the spectra and *a*-opic irradiances to see what the solution looks like." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The background settings are: [1117, 2275, 0, 0, 0, 0, 1276, 1426, 0, 0]\n", "The modulation settings are: [0, 2, 1035, 2932, 1739, 0, 0, 1029, 4016, 4094]\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Convert the solution to 12-bit device settings for STLAB\n", "background_settings, modulation_settings = op.weights_to_settings(res.x)\n", "print(f'The background settings are: {background_settings}')\n", "print(f'The modulation settings are: {modulation_settings}')\n", "\n", "# Predict the spectral power distributions\n", "background_spec = cc.predict_spd(background_settings).squeeze()\n", "modulation_spec = cc.predict_spd(modulation_settings).squeeze()\n", "\n", "# Predict aopic irradiances\n", "background_ao = cc.predict_aopic(background_settings)\n", "modulation_ao = cc.predict_aopic(modulation_settings)\n", "ao = pd.concat([background_ao, modulation_ao])\n", "ao = ao.reset_index(drop=True)\n", "ao['Condition'] = ['background', 'stimulus']\n", "ao = ao.melt(id_vars='Condition')\n", "\n", "# Plot the predicted spectra\n", "fig, ax = plt.subplots()\n", "wls = np.arange(380, 781)\n", "ax.plot(wls, background_spec, c='r', label='background')\n", "ax.plot(wls, modulation_spec, c='b', label='stimulus')\n", "ax.set(ylabel='W/m$^2$/nm',\n", " xlabel='Wavelength (nm)')\n", "ax.legend(title='Condition')\n", "\n", "# Plot the predicted a-opic irradiances\n", "ax2 = sns.catplot(data=ao, x='variable', y='value', \n", " kind='bar', hue='Condition')\n", "ax2.set(ylabel='W/m$^2$',\n", " xlabel='');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a good start, but it is unlikely to be the exact solution we are looking for, as SciPy's SLSQP solver is a 'local' minimzer. This means that it will attempt to locate the nearest minimum to its starting point, which in our case was completely random. Suppose for example that we wanted our melanopic pulse to be at least 400% contrast. For this we would need to search for a better solution using ['global' optimisation](https://en.wikipedia.org/wiki/Global_optimization). One approach is to use SciPy's [basinhopping](https://en.wikipedia.org/wiki/Basin-hopping) algorithm in conjunction with the SLSQP solver. This will conduct a series of local minimisations, each time starting at a different coordinates in the problem space. We can save all of the acceptable intermediate solutions and call off the search when we find a solution that has at least 400% melanopic contast. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Melanopsin contrast at minimum: -1.157205714211695, accepted True\n", "Melanopsin contrast at minimum: -1.0333207541135296, accepted True\n", "Melanopsin contrast at minimum: -1.1463763700733014, accepted True\n", "Melanopsin contrast at minimum: -1.349362878365679, accepted True\n", "Melanopsin contrast at minimum: -1.3000577322404925, accepted True\n", "Melanopsin contrast at minimum: -1.6298963642832545, accepted True\n", "Melanopsin contrast at minimum: -1.5531614465469152, accepted True\n", "Melanopsin contrast at minimum: -1.6402950219928798, accepted True\n", "Melanopsin contrast at minimum: -1.5055464302170414, accepted False\n", "Melanopsin contrast at minimum: -2.5376813025601095, accepted True\n", "Melanopsin contrast at minimum: -0.7473887793354929, accepted True\n", "Melanopsin contrast at minimum: -1.7741800855251268, accepted True\n", "Melanopsin contrast at minimum: -2.113277220497712, accepted True\n", "Melanopsin contrast at minimum: -2.195097542530537, accepted True\n", "Melanopsin contrast at minimum: -1.9454096886092744, accepted True\n", "Melanopsin contrast at minimum: -0.9940588526698512, accepted False\n", "Melanopsin contrast at minimum: -1.2108668262395486, accepted False\n", "Melanopsin contrast at minimum: -1.4431648236090764, accepted True\n", "Melanopsin contrast at minimum: -2.7305255211845596, accepted True\n", "Melanopsin contrast at minimum: -2.1530870262550197, accepted True\n", "Melanopsin contrast at minimum: -1.298445243730765, accepted False\n", "Melanopsin contrast at minimum: -2.584598260615528, accepted True\n", "Melanopsin contrast at minimum: -1.5602820185175494, accepted False\n", "Melanopsin contrast at minimum: -1.1159782989449083, accepted True\n", "Melanopsin contrast at minimum: -1.394129653899704, accepted True\n", "Melanopsin contrast at minimum: -2.591339028312339, accepted True\n", "Melanopsin contrast at minimum: -2.404574155601363, accepted True\n", "Melanopsin contrast at minimum: -4.6240830130736335, accepted True\n" ] } ], "source": [ "from scipy.optimize import basinhopping\n", "\n", "# A random starting point for the optimisation\n", "x0 = np.random.rand(1, 20)[0]\n", "\n", "# The aopic data from original spectrometer measurements\n", "sss = get_CIES026(asdf=True)\n", "sss.fillna(0, inplace=True)\n", "aopic = cc.data.dot(sss)\n", "\n", "# Create an instance of our optimisation problem\n", "op = OptimisationProblem(aopic)\n", "\n", "# Define bounds of 0-1, which makes sure the settings are\n", "# within the gamut of STLAB\n", "bounds = Bounds(np.ones((20))*0, np.ones((20))*1)\n", "\n", "# Define constraints and local minimizer\n", "constraints = {'type': 'eq',\n", " 'fun': lambda x: op.cone_contrast_constraint_function(x)}\n", "\n", "minimizer_kwargs = {'method': 'SLSQP',\n", " 'constraints': constraints,\n", " 'bounds': bounds,\n", " 'options': {'maxiter': 100}\n", " }\n", "\n", "# List to store valid solutions\n", "minima = []\n", "\n", "# Callback function to give info on all minima found and \n", "# call off the search when we hit a target melanopic contrast\n", "def print_fun(x, f, accepted):\n", " print(f\"Melanopsin contrast at minimum: {f}, accepted {accepted}\")\n", " if accepted:\n", " minima.append(x)\n", " if f < -4. and accepted: # the target is 400% contrast\n", " return True\n", " \n", "# Start the global search\n", "res = basinhopping(op.objective_function, \n", " x0,\n", " minimizer_kwargs=minimizer_kwargs,\n", " niter=100,\n", " stepsize=0.5, \n", " callback=print_fun)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Good. We have found a solution that gives 462% melanopic contrast. As before, we can plot the spectra and *a*-opic irradiances to see how they look." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Convert the solution to 12-bit device settings for STLAB\n", "background_settings, modulation_settings = op.weights_to_settings(res.x)\n", "\n", "# Predict the spectral power distributions\n", "background_spec = cc.predict_spd(background_settings).squeeze()\n", "modulation_spec = cc.predict_spd(modulation_settings).squeeze()\n", "\n", "# Predict aopic irradiances\n", "background_ao = cc.predict_aopic(background_settings)\n", "modulation_ao = cc.predict_aopic(modulation_settings)\n", "ao = pd.concat([background_ao, modulation_ao])\n", "ao = ao.reset_index(drop=True)\n", "ao['Condition'] = ['background', 'stimulus']\n", "ao = ao.melt(id_vars='Condition')\n", "\n", "# Plot the predicted spectra\n", "fig, ax = plt.subplots()\n", "wls = np.arange(380, 781)\n", "ax.plot(wls, background_spec, c='r', label='background')\n", "ax.plot(wls, modulation_spec, c='b', label='stimulus')\n", "ax.set(ylabel='W/m$^2$/nm',\n", " xlabel='Wavelength (nm)')\n", "ax.legend(title='Condition')\n", "\n", "# Plot the predicted a-opic irradiances\n", "ax2 = sns.catplot(data=ao, x='variable', y='value', \n", " kind='bar', hue='Condition')\n", "ax2.set(ylabel='W/m$^2$',\n", " xlabel='');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After conducting some spectral validations to check that STLAB reproduces these stimuli faithfully, all that remains is to make video files for the presentation. Here we make a video file that will present a 2 second melanopic pulse half way through a minute of the background spectrum. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The background settings are: [454, 0, 0, 0, 0, 0, 0, 1393, 0, 0]\n", "The stimulus settings are: [0, 0, 0, 236, 1061, 0, 0, 0, 3834, 4094]\n", "\"melanopsin_pulse.dsf\" saved in the current working directory.\n" ] } ], "source": [ "from pyplr.stlab import background_pulse_protocol\n", "\n", "# Print the settings and make video files\n", "print('The background settings are: {}'.format(background_settings))\n", "print('The stimulus settings are: {}'.format(modulation_settings))\n", "background_pulse_protocol(background_spec=background_settings,\n", " pre_pulse_duration=29,\n", " pulse_spec=modulation_settings,\n", " pulse_duration=2,\n", " post_pulse_duration=29,\n", " fname='melanopsin_pulse')" ] } ], "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 }