{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate overlap" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from scripts.interneuron_placement import Pickle\n", "\n", "from scripts.spatial_layout import get_overlap" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "e1 = Pickle(25, 50, 40, 20, 0.0)\n", "e2 = Pickle(75, 50, 40, 20, np.pi/2.0)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 100)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "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(1,1, figsize=(3,3))\n", "\n", "ax.add_artist(e1.get_ellipse())\n", "ax.add_artist(e2.get_ellipse())\n", "ax.set_xlim(0, 100)\n", "ax.set_ylim(0, 100)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2513.2741228718346" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e1.get_area()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2497" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_overlap(e1, e1, ds = 1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "165" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_overlap(e1, e2, ds=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimize layout" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalized approach:\n", "* entropy for N orientations bins is maximally ln(N)\n", "* expected overlap NA*axonal_area - sheet_area" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from scripts.interneuron_placement import plot_neural_sheet" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from scripts.spatial_network.run_entropy_maximisation_orientation_map import get_orientation_map" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from scipy.optimize import differential_evolution" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import scripts.spatial_layout " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "correlation_length = 200.0\n", "map_seed = 1\n", "sheet_size = 450\n", "NE = 30**2\n", "NI = 10**2\n", "long_axis = 100\n", "short_axis = 25\n", "number_of_bins = 10\n", "ds = sheet_size/int(np.sqrt(NE))\n", "\n", "orientation_map = get_orientation_map(correlation_length, map_seed, sheet_size, NE, data_folder = \"../data/\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "spatial_layout = scripts.spatial_layout.SpatialLayout(orientation_map, NE, NI, long_axis, short_axis, sheet_size)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from scripts.interneuron_placement import plot_neural_sheet\n", "\n", "from scripts.spatial_network.run_entropy_maximisation_orientation_map import get_orientation_map\n", "\n", "from scipy.optimize import differential_evolution\n", "\n", "import scripts.spatial_layout \n", "\n", "correlation_length = 200.0\n", "map_seed = 1\n", "sheet_size = 450\n", "NE = 30**2\n", "NI = 10**2\n", "long_axis = 100\n", "short_axis = 25\n", "number_of_bins = 10\n", "ds = sheet_size/int(np.sqrt(NE))\n", "\n", "orientation_map = get_orientation_map(correlation_length, map_seed, sheet_size, NE, data_folder = \"../data/\")\n", "\n", "spatial_layout = scripts.spatial_layout.SpatialLayout(orientation_map, NE, NI, long_axis, short_axis, sheet_size)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "ex_positions = spatial_layout.ex_positions\n", "ex_tunings = spatial_layout.ex_tunings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Test random orientation" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "random_orientation = np.random.uniform(-np.pi, np.pi, size=NI)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.74 µs ± 121 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" ] } ], "source": [ "%%timeit\n", "random_orientation = np.random.uniform(-np.pi, np.pi, size=NI)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "457 ms ± 11.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%%timeit\n", "spatial_layout.get_overlap(random_orientation, ds)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "414 ms ± 12.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%%timeit\n", "spatial_layout.get_mean_entropy(random_orientation, number_of_bins)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "maxiter = 5\n", "popsize_multiplier = 3\n", "workers = 3" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "feval = (maxiter+1)*popsize_multiplier*NI" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1800" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "feval" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "number_of_random_orientations = feval\n", "\n", "overlaps = []\n", "entropies = []\n", "for idx in np.arange(number_of_random_orientations):\n", " random_orientation = np.random.uniform(-np.pi, np.pi, size=NI)\n", " overlaps.append(spatial_layout.get_overlap(random_orientation, ds))\n", " entropies.append(spatial_layout.get_mean_entropy(random_orientation, number_of_bins))\n", " " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(815456.2450716846, 923118.7549283154)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(np.array(overlaps), entropies, marker='.')\n", "plt.xlabel(\"overlap (um2)\")\n", "plt.ylabel(\"mean entropy\")\n", "plt.ylim(0, np.log(number_of_bins))\n", "plt.xlim()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "random_orientation = np.random.uniform(-np.pi, np.pi, size=NI)\n", "\n", "random_axons = spatial_layout.get_axonal_clouds(random_orientation)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_neural_sheet(ex_positions, ex_tunings, random_axons)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Entropy" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.2484661113620952" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spatial_layout.get_mean_entropy(random_orientation, number_of_bins)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.302585092994046" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.log(number_of_bins)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Overlap" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "886050.0" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spatial_layout.get_overlap(random_orientation, ds)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "582898.1633974483" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NI*random_axons[0].get_area()-sheet_size**2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Optimize entropy" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/pfeiffer/Applications/miniconda2/envs/interneuron_polarity/lib/python3.7/site-packages/scipy/optimize/_differentialevolution.py:494: UserWarning: differential_evolution: the 'workers' keyword has overridden updating='immediate' to updating='deferred'\n", " \" updating='deferred'\", UserWarning)\n", " [py.warnings]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "differential_evolution step 1: f(x)= -1.3497\n", "differential_evolution step 2: f(x)= -1.3497\n", "differential_evolution step 3: f(x)= -1.35143\n", "differential_evolution step 4: f(x)= -1.39029\n", "differential_evolution step 5: f(x)= -1.39029\n" ] } ], "source": [ "res_entropy = differential_evolution(spatial_layout.get_negative_mean_entropy, [ (0, np.pi) for _ in range(NI)], maxiter = maxiter, popsize=popsize_multiplier, seed=3, disp=True, args=(number_of_bins,), workers=workers)\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_neural_sheet(ex_positions, ex_tunings, spatial_layout.get_axonal_clouds(res_entropy.x))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "860400.0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spatial_layout.get_overlap(res_entropy.x, ds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Optimize overlap" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "differential_evolution step 1: f(x)= 820575\n", "differential_evolution step 2: f(x)= 820575\n", "differential_evolution step 3: f(x)= 820575\n", "differential_evolution step 4: f(x)= 806625\n", "differential_evolution step 5: f(x)= 803700\n" ] } ], "source": [ "res_overlap = differential_evolution(spatial_layout.get_overlap, [ (0, np.pi) for _ in range(NI)], maxiter = maxiter, popsize=popsize_multiplier, seed=3, disp=True, args=(ds,), workers=workers)\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_neural_sheet(ex_positions, ex_tunings, spatial_layout.get_axonal_clouds(res_overlap.x))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.297284101432205" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spatial_layout.get_mean_entropy(res_overlap.x, number_of_bins)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ensure overlap avoidance via bounds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How much overlap do we see in the circular case?" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "from scripts.spatial_layout import get_overlap_matrix, get_entropies" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "circular_radius = np.sqrt(long_axis*short_axis)\n", "circular_axons = [Pickle(pos[0], pos[1], circular_radius, circular_radius, 0) for pos in spatial_layout.in_positions]\n", "\n", "circular_overlap = np.sum(get_overlap_matrix(circular_axons, sheet_size/100.0))\n", "\n", "circular_entropy = np.mean(get_entropies(circular_axons, ex_positions, ex_tunings, entropy_bins=np.linspace(-np.pi, np.pi, number_of_bins+1)))" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_neural_sheet(ex_positions, ex_tunings, circular_axons)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "783675.0" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "circular_overlap" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.1303718810016554" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "circular_entropy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### What is the entropy in our custom entropy maximisation?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that interneuron placement is slightly different" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "from scripts.interneuron_placement import create_interneuron_sheet_entropy_max_orientation" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "axons, max_mean_entropy = create_interneuron_sheet_entropy_max_orientation(ex_positions, ex_tunings, NI, long_axis, short_axis, sheet_size, sheet_size, trial_orientations=30, number_of_bins=number_of_bins)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_neural_sheet(ex_positions, ex_tunings, axons)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "max_entropy_orientations = np.array([axon.phi for axon in axons])" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "937800.0" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spatial_layout.get_overlap(max_entropy_orientations, ds)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.6493477092942046" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max_mean_entropy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define bound by circular overlap" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "from scipy.optimize import NonlinearConstraint" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "min_overlap = min(overlaps)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "max_overlap = max(overlaps)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "15772.414881288787" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.std(overlaps)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "overlap_lim = np.mean(overlaps)-2*np.std(overlaps)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "835800.4202374225" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overlap_lim" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0665140782051519" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overlap_lim/circular_overlap" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "overlap_constraint = NonlinearConstraint(lambda orientation_array: spatial_layout.get_overlap(orientation_array, ds), lb=0, ub=overlap_lim)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "differential_evolution step 1: f(x)= -1.28856\n", "differential_evolution step 2: f(x)= -1.28856\n", "differential_evolution step 3: f(x)= -1.29346\n", "differential_evolution step 4: f(x)= -1.30258\n", "differential_evolution step 5: f(x)= -1.30258\n" ] } ], "source": [ "res_overlap_constraint = differential_evolution(spatial_layout.get_negative_mean_entropy, [ (0, np.pi) for _ in range(NI)], maxiter = maxiter, popsize=popsize_multiplier, seed=3, disp=True, constraints=(overlap_constraint), polish=False, args=(number_of_bins,), workers=3)\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(np.array(overlaps), entropies, marker='.')\n", "plt.scatter(circular_overlap, circular_entropy, color='red', marker='o', label=\"circular\")\n", "plt.scatter(spatial_layout.get_overlap(max_entropy_orientations, ds), max_mean_entropy, color='red', marker='v', label=\"ellipsoid - max entropy\")\n", "plt.scatter(spatial_layout.get_overlap(res_entropy.x, ds), spatial_layout.get_mean_entropy(res_entropy.x, number_of_bins), color='red', marker='s', label=\"ellipsoid - de max entropy\")\n", "plt.scatter(spatial_layout.get_overlap(res_overlap.x, ds), spatial_layout.get_mean_entropy(res_overlap.x, number_of_bins), color='red', marker='x', label=\"ellipsoid - de min overlap\")\n", "plt.scatter(spatial_layout.get_overlap(res_overlap_constraint.x, ds), spatial_layout.get_mean_entropy(res_overlap_constraint.x, number_of_bins), color='red', marker='+', label=\"ellipsoid - de max entropy with ovl constr\")\n", "\n", "\n", "plt.legend()\n", "\n", "\n", "plt.xlabel(\"overlap (um2)\")\n", "plt.ylabel(\"mean entropy\")\n", "plt.ylim(0, np.log(number_of_bins))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Observations\n", "\n", "### Technical\n", "\n", "* multiple workers fails because the overlap function cannot be pickled => closures cannot be pickled, but a class derived from object can be pickled if it is imported correctly https://stackoverflow.com/questions/1412787/picklingerror-cant-pickle-class-decimal-decimal-its-not-the-same-object\n", "* how to do multiprocessing in a notebook https://stackoverflow.com/questions/48846085/python-multiprocessing-within-jupyter-notebook\n", "* overlaps are also calculated for ellipsoids that reach out of the sheet\n", "* overlap calculation grow quadratically with interneuron number -> very costly at the moment\n", "* entropy calculation grows quadratically with excitatory neuron number and linearly with inteneuron number\n", "* BUG in orientation map generation? always the same sheet size and neuron number?\n", "* for constrained differential evolution, scipy >1.4 is required, to install this I had to fight with some user site problem, basically a higher priority package place, see https://github.com/conda/conda/issues/448\n", "* diff evol in scipy 1.4. seems to be much slower than in scipy 1.2, unclear why?\n", "* would be valuable to draw mean entropy and overlap for a large random sample\n", "\n", "### Conceptual\n", "* very frustrated system\n", "* small progress, even for the single objective functions, unclear whether recombination or mutation induce any kind of directed search, could we instead just sample and get the best results\n", "\n", "\n", "\n", "## Further ideas\n", "\n", "* multi-objective optimization library [Platypus](https://platypus.readthedocs.io/en/latest/index.html) from this [blog](https://pablormier.github.io/2017/09/05/a-tutorial-on-differential-evolution-with-python/)\n", "* one could also use entropy as a bound or overlap....\n", "* different approach via secondary connectivity of excitatory neurons\n" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }