{ "metadata": { "name": "", "signature": "sha256:24aa9675dc7548fc7dd813510b05badd601301357302816c9e7df45072a5aa4a" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division, print_function\n", "\n", "import os\n", "import time\n", "import subprocess\n", "\n", "from tools.plot import quicktitle\n", "from tools.radians import xy_to_rad_vec, circle_diff_vec\n", "from tools.filters import quick_boxcar\n", "from tools.images import tiling_dims\n", "\n", "from trajectory import *" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "WARNING py.warnings: /Users/joe/anaconda/lib/python2.7/site-packages/jinja2/loaders.py:212: UserWarning: Module argparse was already imported from /Users/joe/anaconda/lib/python2.7/argparse.pyc, but /Users/joe/anaconda/lib/python2.7/site-packages is being added to sys.path\n", " from pkg_resources import DefaultProvider, ResourceManager, \\\n", "\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING:py.warnings:/Users/joe/anaconda/lib/python2.7/site-packages/jinja2/loaders.py:212: UserWarning: Module argparse was already imported from /Users/joe/anaconda/lib/python2.7/argparse.pyc, but /Users/joe/anaconda/lib/python2.7/site-packages is being added to sys.path\n", " from pkg_resources import DefaultProvider, ResourceManager, \\\n", "\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "importing IPython notebook from trajectory.ipynb\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Brian import" ] }, { "cell_type": "code", "collapsed": true, "input": [ "from brian2 import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load LCO trace data and weight matrix" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f_LCO = load(os.path.join(datadir, 'LCO-trace.npy'))\n", "W_LV = load(os.path.join(datadir, 'W-matrix.npy'))\n", "print('f_LCO :', f_LCO.shape)\n", "print('W_LV :', W_LV.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "f_LCO : (128, 30000)\n", "W_LV : (128, 9)\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute synaptic drive from LCO for error correction" ] }, { "cell_type": "code", "collapsed": false, "input": [ "I_LCO = dot(f_LCO.T, W_LV).T\n", "print('I_LCO :', I_LCO.shape)\n", "print('(min, max) =', I_LCO.min(axis=1), '\u2192', I_LCO.max(axis=1))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "I_LCO : (9, 30000)\n", "(min, max) = [-0.23684958 -0.06515 -0.07872108 -0.25825973 -0.07099053 -0.03839275\n", " -0.35821054 -0.09484267 -0.02900888] \u2192 [ 2.1873564 2.13451751 2.04447373 2.37113495 2.07337896 2.03527073\n", " 2.33719954 2.11475525 2.02782063]\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "print((I_LCO / I_LCO.max(axis=1)[:,newaxis]).shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(9, 30000)\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalize the input currents for each VCO" ] }, { "cell_type": "code", "collapsed": false, "input": [ "I_LCO_norm = I_LCO - I_LCO.min(axis=1)[:,newaxis]\n", "I_LCO_norm /= I_LCO_norm.max(axis=1)[:,newaxis]\n", "# I_LCO_norm = I_LCO_norm**2 # sharpen feedback tuning around theta trough\n", "print('I_LCO_norm :', I_LCO_norm.shape)\n", "print('(min, max) =', I_LCO_norm.min(axis=1), '\u2192', I_LCO_norm.max(axis=1))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "I_LCO_norm : (9, 30000)\n", "(min, max) = [ 0. 0. 0. 0. 0. 0. 0. 0. 0.] \u2192 [ 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LCO input group" ] }, { "cell_type": "code", "collapsed": false, "input": [ "N_VCO = 9 # 3 preferred angles x 3 spatial scales\n", "\n", "I_LCO_t = [TimedArray(I_LCO_norm[i], 10*ms) for i in xrange(N_VCO)]\n", "\n", "@check_units(i=1, t=second, result=1)\n", "def f(i, t):\n", " return np.array([float(I_LCO_t[j](t)) for j in i])\n", "\n", "lco_input_eqs = \"\"\"\n", " I = f(i,t) : 1\n", "\"\"\"\n", "\n", "I_LCO_VCO = NeuronGroup(N_VCO, model=lco_input_eqs, namespace={'f': f})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## VCO neuron group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the VCO neuron equations and group:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "N_VCO = 9 # 3 preferred angles x 3 spatial scales\n", "L_min = 4 # cm\n", "L_max = 10 # cm\n", "f_theta = 8 * Hz\n", "phi_0 = 2.26216937 # 2 * pi * rand()\n", "\n", "sigma = 0.02 # noise width, radians\n", "alpha = 0.0 # feedback gain\n", "\n", "@check_units(a=1, result=1)\n", "def pidiff(a=0.0):\n", " return circle_diff_vec(pi, a)\n", "\n", "vco_eqs = \"\"\"\n", " dtheta/dt = 2 * pi * f_theta + (feedback + pathint) / second + sigma / sqrt(dt) * xi : 1\n", " \n", " # Main subexpressions\n", " feedback = alpha * I_LCO * target : 1\n", " pathint = beta * speed * heading : 1\n", " \n", " # Quantities used in subexpressions\n", " target = pidiff(theta - theta_baseline) : 1\n", " heading = cos(phi - phi_pref) : 1\n", " \n", " # Neuron parameters\n", " beta : 1\n", " phi_pref : 1\n", " \n", " # Shared baseline theta wave\n", " theta_baseline = 2 * pi * f_theta * t : 1 (shared)\n", " \n", " # Total synaptic input from LCO population\n", " I_LCO : 1 (linked)\n", " \n", " # Trajectory inputs\n", " speed : 1 (linked)\n", " phi : 1 (linked)\n", " X : meter (linked) # include so it is sampled at same dt\n", " Y : meter (linked) # include so it is sampled at same dt\n", "\"\"\"\n", "\n", "VCO = NeuronGroup(N_VCO, model=vco_eqs)\n", "\n", "VCO.I_LCO = linked_var(I_LCO_VCO, 'I')\n", "\n", "VCO.speed = linked_var(Trajectory, 'speed')\n", "VCO.phi = linked_var(Trajectory, 'angle')\n", "VCO.X = linked_var(Trajectory, 'X')\n", "VCO.Y = linked_var(Trajectory, 'Y')\n", "\n", "VCO.theta = linspace(0, 2 * pi, N_VCO, endpoint=False)\n", "VCO.phi_pref = repeat(array([0, 2 * pi / 3, 4 * pi / 3]) + phi_0, 3)\n", "VCO.beta = tile(linspace(L_min, L_max, 3), 3)**-1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "print(VCO.phi_pref)\n", "print(VCO.beta)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## VCO activity function\n", "This function `vco(d)` computes VCO firing rates as a cosine of phase angle difference between the oscillator and the shared baseline theta oscillation." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def vco(theta, baseline=0.0):\n", "# return clip(cos(theta - baseline), 0, 1)\n", " return cos(theta - baseline)\n", "\n", "# Plot vco(d) for across values of theta\n", "def plot_vco_function():\n", " theta = linspace(-pi,pi,256)\n", " plot(theta, vco(theta))\n", " xlabel('theta (rad)')\n", " ylabel('firing rate')\n", " gca().set_xlim(theta.min(), theta.max())\n", "\n", "plot_vco_function()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trajectory and neuron monitors\n", "Set up monitors for the trajectory signals and the neuron model variables." ] }, { "cell_type": "code", "collapsed": false, "input": [ "mon = StateMonitor(VCO, ['theta', 'I_LCO'], record=True)\n", "shmon = StateMonitor(VCO, ['X', 'Y', 'theta_baseline'], record=[0])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Update the default simulation clock to concur with the timing of the trajectory segment that we're using." ] }, { "cell_type": "code", "collapsed": true, "input": [ "defaultclock.dt = 10 * ms\n", "run(300 * second)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "WARNING brian2.utils.timedarray: Group uses a dt of 10. ms while TimedArray uses dt of 33.375 ms\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(shmon.X[0] / cm, shmon.Y[0] / cm);\n", "draw_arena()\n", "axis('equal')\n", "axis([-70,70,-50,50])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "[-70, 70, -50, 50]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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SAmHevDlzzpzM/fsz79rFnCMHVgT9++NYZqyYChVi7tcPx9+/n3TjE6QczAl0YUP/iomN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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute VCO firing rates" ] }, { "cell_type": "code", "collapsed": false, "input": [ "delta_theta = mon.theta - shmon.theta_baseline\n", "f_VCO = cos(delta_theta) # vco(mon.theta, baseline=shmon.theta_baseline)\n", "print('min(f) =', f_VCO.min(), ', max(f) =', f_VCO.max())\n", "print(mon.theta.shape)\n", "print(f_VCO.shape)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min(f) = -0.999999999766 , max(f) = 1.0\n", "(9, 30000)\n", "(9, 30000)\n" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting VCO firing rate" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f, ax = subplots(1, 1, sharex=True, figsize=(6,4))\n", "\n", "# Plot firing rate\n", "ax.plot(mon.t, f_VCO[0], 'r-')\n", "ax.set_ylabel('VCO firing rate')\n", "ax.set_ylim(bottom=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "(0, 1.0)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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+cJCGrmGl2bIgLaUvuQmOH8sZzXEYh1rM4bnPbW5Es3SSfnvBHYJ0fcuXD5wY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\nfZ93HnDJJeXeXBfmIE1kVhjFK5en45OsxkqsTk8HER9UbXcr8Qnnf/5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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Now, plot the firing rate profile of the VCO neurons in space." ] }, { "cell_type": "code", "collapsed": false, "input": [ "gridfigsize = (6,6)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "r, c = tiling_dims(N_VCO)\n", "f, ax = subplots(r, c, sharey=True, sharex=True, figsize=gridfigsize)\n", "if hasattr(ax, 'flatten'):\n", " ax = ax.flatten()\n", "else:\n", " ax = [ax]\n", "\n", "f.suptitle('sigma = %0.2f, alpha = %0.2f' % (sigma, alpha))\n", "\n", "# Firing-rate spatial trajectory plot\n", "def plot_rate_trajectory(i, ax):\n", " ax.scatter(shmon.X / cm, shmon.Y / cm, c=f_VCO[i], cmap='jet', linewidths=0)\n", " ax.axis('equal')\n", " ax.set_axis_off()\n", " draw_arena(ax)\n", "\n", "for i in xrange(N_VCO):\n", " plot_rate_trajectory(i, ax[i])\n", " quicktitle(ax[i], u'VCO %d' % i)\n", " \n", "f.savefig(os.path.join('/Users/joe/projects/poster/layer-pngs', 'vco-layer-sigma%0.2f-alpha%0.2f.png' % (sigma, alpha)))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Ml7uhfwqkj0fH1tQuE9Sl+Jh+wz5kUA9KyDRriImP55a+zynde1O80Q9NGHIg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\nQUpJK/J026CfrRekzHQf6kDLstJt265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aJ05Ec5kM9G2ndZWDO8vGqvsLS1gmMCM6Gxgi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t0WR+vJPtM0FUjOmx3WqLsB/6lf1SllzfTMCdHDBxdMR1ZPMYGeiPiexAS9D0jm1u2Mn+aUdO6q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\nnIPNwFLg76TyL97FTv9IdraPYEXnXFoTBeiboXRRNws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9mlV3AyS66n6ZAXBU+es6sUkJ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waIdvjilcv5Kms0bBKw3AJD7Kx6cCzhFgfamX6i5SYxxiOV+Int0BNs8V6aVkD8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\n0aazwtqH9yr76TVahlYrs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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "r, c = tiling_dims(N_VCO)\n", "f, ax = subplots(r, c, sharey=True, sharex=True, figsize=gridfigsize)\n", "if hasattr(ax, 'flatten'):\n", " ax = ax.flatten()\n", "else:\n", " ax = [ax]\n", "\n", "# Firing-rate spatial trajectory plot\n", "def plot_rate_trajectory(i, ax):\n", " ax.scatter(shmon.X / cm, shmon.Y / cm, c=mon.I_LCO[i], cmap='jet', linewidths=0)\n", " ax.axis('equal')\n", " ax.set_axis_off()\n", " draw_arena(ax)\n", "\n", "for i in xrange(N_VCO):\n", " plot_rate_trajectory(i, ax[i])\n", " quicktitle(ax[i], u'LCO input to VCO %d' % i)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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04CpUTrrk9PcO33jz4mP507SzGbYq+Yz5OjMi3YRS4EXh6cYZLLO39vwnj1pr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\n1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R4TmXCBQdrV9HqIkHXFggbYCIFx9/KpPTqTZVkVwHjbtl86aJUzhKFUxxQoeoWIGaNa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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "imagefn = 'LCO_synaptic_drive.png'\n", "posterdir = '/Users/joe/projects/poster'\n", "\n", "savepath = os.path.join(posterdir, imagefn)\n", "f.savefig(savepath, dpi=600)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save VCO traces for generating grid cell outputs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "which = 'VCO-sigma%0.2f-alpha%0.2f' % (sigma, alpha)\n", "fn = '%s-trace.npy' % which\n", "save_fn = os.path.join(datadir, fn)\n", "\n", "if os.path.exists(save_fn):\n", " backup_fn = os.path.join(datadir, '%s-trace-%s.npy' % (which, time.strftime('%Y-%m-%d-%H-%M-%S')))\n", " if subprocess.call(['mv', save_fn, backup_fn]) == 0:\n", " print('Saved backup to: ', backup_fn)\n", "\n", "save(save_fn, f_VCO)\n", "print('Saved VCO traces to: ', save_fn)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Saved VCO traces to: /Users/joe/source/phase_model/data/VCO-sigma0.02-alpha0.00-trace.npy\n" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save out (x,y) position traces for plotting grid cell outputs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "x_fn = os.path.join(datadir, 'X-trace.npy')\n", "y_fn = os.path.join(datadir, 'Y-trace.npy')\n", "\n", "save(x_fn, shmon.X / cm)\n", "save(y_fn, shmon.Y / cm)\n", "\n", "print('Saved X trace to: ', x_fn)\n", "print('Saved Y trace to: ', y_fn)" ], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }