paper_results.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Code for reproducing figures\n",
    "Jupyter notebook accompanying \"Predictive coding is a consequence of energy efficiency in recurrent neural networks\".\n",
    "This notebook produces the figures in the main paper & appendices."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from typing import Tuple, List, Callable, Optional\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import functions\n",
    "import mnist\n",
    "import Network\n",
    "import plot\n",
    "import helper\n",
    "import cifar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using cpu\n",
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "if torch.cuda.is_available():\n",
    "    DEVICE = 'cuda'\n",
    "    torch.set_default_tensor_type(torch.cuda.FloatTensor)\n",
    "else:\n",
    "    DEVICE = 'cpu'\n",
    "\n",
    "print('Using {}'.format(DEVICE))\n",
    "\n",
    "INPUT_SIZE_MNIST = 28*28\n",
    "INPUT_SIZE_CIFAR = 32*32*3\n",
    "BATCH_SIZE = 32\n",
    "SEQ_LENGTH = 10\n",
    "LOSS_FN = functions.L1Loss\n",
    "# load MNIST\n",
    "training_set_m, validation_set_m, test_set_m = mnist.load(val_ratio=0.0)\n",
    "# load CIFAR10\n",
    "training_set_c, validation_set_c, test_set_c = cifar.load(val_ratio=0.0, color=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load trained networks for MNIST & CIFAR10 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_nets = []\n",
    "cifar_nets = []\n",
    "n_instances = 10\n",
    "# load networks for bootstrap\n",
    "for i in range(0, n_instances):\n",
    "    mnist_net = Network.State(activation_func=torch.nn.ReLU(),\n",
    "            optimizer=torch.optim.Adam,\n",
    "            lr=1e-4,\n",
    "            input_size=INPUT_SIZE_MNIST,\n",
    "            hidden_size=INPUT_SIZE_MNIST,\n",
    "            title=\"networks/mnist_networks/mnist_net\",\n",
    "            device=DEVICE)\n",
    "    mnist_net.load(i)\n",
    "    mnist_nets.append(mnist_net)\n",
    "    \n",
    "    cifar_net = Network.State(activation_func=torch.nn.ReLU(),\n",
    "            optimizer=torch.optim.Adam,\n",
    "            lr=1e-4,\n",
    "            input_size=INPUT_SIZE_CIFAR,\n",
    "            hidden_size=INPUT_SIZE_CIFAR,\n",
    "            title=\"networks/cifar_networks/cifar_net\",\n",
    "            device=DEVICE)\n",
    "    cifar_net.load(i)\n",
    "    cifar_nets.append(cifar_net)\n",
    "    \n",
    "# load networks for single network analyses\n",
    "digit_net = Network.State(activation_func=torch.nn.ReLU(),\n",
    "            optimizer=torch.optim.Adam,\n",
    "            lr=1e-4,\n",
    "            input_size=INPUT_SIZE_MNIST,\n",
    "            hidden_size=INPUT_SIZE_MNIST,\n",
    "            title=\"networks/mnist_networks/digit_net\",\n",
    "            device=DEVICE)\n",
    "cifar10_net = Network.State(activation_func=torch.nn.ReLU(),\n",
    "            optimizer=torch.optim.Adam,\n",
    "            lr=1e-4,\n",
    "            input_size=INPUT_SIZE_CIFAR,\n",
    "            hidden_size=INPUT_SIZE_CIFAR,\n",
    "            title=\"networks/cifar_networks/cifar10_net\",\n",
    "            device=DEVICE)\n",
    "digit_net.load()\n",
    "cifar10_net.load()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 2A: evolution of preactivation over time & three theoretical benchmarks\n",
    "Note: seed=None is necessary if you want to have the correct results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.bootstrap_model_activity(mnist_nets, training_set_m, test_set_m, seed=None, lesioned=False, save=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 2B: display input & inhibitory drive for example mnist sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 216x216 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x432 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.example_sequence_state(digit_net, test_set_m, seed=2553, save=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 3A: scatter plot of prediction & error units for digit 9 class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change cls_plt [0-9] to look at the plots for other classes\n",
    "plot.scatter_units(digit_net, test_set_m, cls_plt=9, seed=2553, save=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 3B: plot topographic distribution of prediction & error units for MNIST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.topographic_distribution(digit_net, test_set_m, seed=2553, save=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 4B:  evolution of preactivation for model, lesioned model, control & three benchmarks¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.bootstrap_model_activity(mnist_nets, training_set_m, test_set_m, seed=None, lesioned=True, save=False, data_type='mnist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 5B: scatter plot of prediction & error units for truck class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change cls_plt [0-9] to look at the plots for other classes\n",
    "plot.scatter_units(cifar10_net, test_set_c, cls_plt=9, seed=2553, save=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 5C: evolution of preactivation for model, lesioned model, control & three benchmarks for CIFAR10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.bootstrap_model_activity(cifar_nets, training_set_c, test_set_c, seed=None, lesioned=True, save=False, data_type='cifar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure 4A & Appendix A1, A2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Produces figures in Appendix A of paper:  Each square shows the internal drive of the network at a certain point in a sequence, e.g. for the first row at prec. fr.=2 we have the internal drive after the sequence 8-9 and at prec. fr.=5 we have the internal drive after the sequence 5-6-7-8-9."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.pred_after_timestep(digit_net, test_set_m, mask=None, save=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.pred_after_timestep(digit_net, test_set_m, mask=helper._pred_mask(digit_net, test_set_m, training_set_m), save=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Appendix A3, A4: scatter plots prediction & error units for MNIST & CIFAR10\n",
    "The lines of code have been commented out, since they produce the images one at a time. You can uncomment this if you want to see the scatter plots for all classes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#for cls_plt in range(10):\n",
    "    #plot.scatter_preact(digit_net, test_set_m, training_set_m, cls_plt=cls_plt,save=False)\n",
    "    #plot.scatter_preact(cifar_net, test_set_c, training_set_cc, cls_plt=cls_plt, save=False)"
   ]
  }
 ],
 "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}