{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Miconi network\n", "\n", "[![Download JupyterNotebook](https://img.shields.io/badge/Download-Notebook-orange?style=for-the-badge&logo=Jupyter)](https://raw.githubusercontent.com/ANNarchy/ANNarchy.github.io/master/notebooks/Miconi.ipynb) [![Download JupyterNotebook](https://img.shields.io/badge/Open_in-Colab-blue?style=for-the-badge&logo=Jupyter)](https://colab.research.google.com/github/ANNarchy/ANNarchy.github.io/blob/master/notebooks/Miconi.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#!pip install ANNarchy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "Reward-modulated recurrent network based on:\n", "\n", "> Miconi T. (2017). Biologically plausible learning in recurrent neural networks reproduces neural dynamics observed during cognitive tasks. eLife 6:e20899. doi:10.7554/eLife.20899" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ANNarchy 4.8 (4.8.2) on darwin (posix).\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "\n", "import ANNarchy as ann\n", "ann.clear()\n", "ann.setup(dt=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each neuron in the reservoir follows the following equations:\n", "\n", "$$\n", " \\tau \\frac{dx(t)}{dt} + x(t) = \\sum_\\text{input} W^\\text{IN} \\, r^\\text{IN}(t) + \\sum_\\text{rec} W^\\text{REC} \\, r(t) + \\xi(t)\n", "$$\n", "\n", "$$\n", " r(t) = \\tanh(x(t))\n", "$$\n", "\n", "where $\\xi(t)$ is a random perturbation at 3 Hz, with an amplitude randomly sampled between $-A$ and $+A$.\n", "\n", "We additionally keep track of the mean firing rate with a sliding average:\n", "\n", "$$\n", " \\tilde{x}(t) = \\alpha \\, \\tilde{x}(t) + (1 - \\alpha) \\, x(t)\n", "$$\n", "\n", "The three first neurons keep a constant rate throughout learning (1 or -1) to provide some bias to the other neurons." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "neuron = ann.Neuron(\n", " parameters = \"\"\"\n", " tau = 30.0 : population # Time constant\n", " constant = 0.0 # The four first neurons have constant rates\n", " alpha = 0.05 : population # To compute the sliding mean\n", " f = 3.0 : population # Frequency of the perturbation\n", " A = 16. : population # Perturbation amplitude. dt*A/tau should be 0.5...\n", " \"\"\",\n", " equations=\"\"\"\n", " # Perturbation\n", " perturbation = if Uniform(0.0, 1.0) < f/1000.: 1.0 else: 0.0 \n", " noise = if perturbation > 0.5: A * Uniform(-1.0, 1.0) else: 0.0\n", "\n", " # ODE for x\n", " x += dt*(sum(in) + sum(exc) - x + noise)/tau\n", "\n", " # Output r\n", " rprev = r # store r at previous time step\n", " r = if constant == 0.0: tanh(x) else: tanh(constant)\n", "\n", " # Sliding mean\n", " delta_x = x - x_mean\n", " x_mean = alpha * x_mean + (1 - alpha) * x\n", " \"\"\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The learning rule is defined by a trace $e_{i, j}(t)$ for each synapse $i \\rightarrow j$ incremented at each time step with:\n", "\n", "$$\n", " e_{i, j}(t) = e_{i, j}(t-1) + (r_i (t) \\, x_j(t))^3\n", "$$\n", "\n", "At the end $T$ of a trial, the reward $R$ is delivered and all weights are updated using:\n", "\n", "$$\n", " \\Delta w_{i, j} = \\eta \\, e_{i, j}(T) \\, |R_\\text{mean}| \\, (R - R_\\text{mean})\n", "$$\n", "\n", "where $R_\\text{mean}$ is the mean reward for the task. Here the reward is defined as the opposite of the prediction error.\n", "\n", "All traces are then reset to 0 for the next trial. Weight changes are clamped between -0.0003 and 0.0003.\n", "\n", "As ANNarchy applies the synaptic equations at each time step, we need to introduce a boolean `learning_phase` which performs trace integration when 0, weight update when 1." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "synapse = ann.Synapse(\n", " parameters=\"\"\"\n", " eta = 0.5 : projection # Learning rate\n", " learning_phase = 0.0 : projection # Flag to allow learning only at the end of a trial\n", " reward = 0.0 : projection # Reward received\n", " mean_reward = 0.0 : projection # Mean Reward received\n", " max_weight_change = 0.0003 : projection # Clip the weight changes\n", " \"\"\",\n", " equations=\"\"\"\n", " # Trace\n", " trace += if learning_phase < 0.5:\n", " power(pre.rprev * (post.delta_x), 3)\n", " else:\n", " 0.0\n", "\n", " # Weight update only at the end of the trial\n", " delta_w = if learning_phase > 0.5:\n", " eta * trace * fabs(mean_reward) * (reward - mean_reward)\n", " else:\n", " 0.0 : min=-max_weight_change, max=max_weight_change\n", " w += delta_w\n", " \n", " \"\"\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We model the DNMS task of Miconi. The RC network has two inputs A and B. The reservoir has 200 neurons, 3 of which having constant rates to serve as biases for the other neurons. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Input population\n", "inp = ann.Population(2, ann.Neuron(parameters=\"r=0.0\"))\n", "\n", "# Recurrent population\n", "N = 200\n", "pop = ann.Population(N, neuron)\n", "\n", "# Biases\n", "pop[0].constant = 1.0\n", "pop[1].constant = 1.0\n", "pop[2].constant = -1.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Input weights are uniformly distributed between -1 and 1.\n", "\n", "The recurrent weights are normally distributed, with a coupling strength of $g=1.5$ (edge of chaos). In the original paper, the projection is fully connected (but self-connections are avoided). Using a sparse (0.1) connectivity matrix leads to similar results and is much faster." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Input weights\n", "Wi = ann.Projection(inp, pop, 'in')\n", "Wi.connect_all_to_all(weights=ann.Uniform(-1.0, 1.0))\n", "\n", "# Recurrent weights\n", "g = 1.5\n", "sparseness = 0.1\n", "\n", "Wrec = ann.Projection(pop, pop, 'exc', synapse)\n", "if sparseness == 1.0:\n", " Wrec.connect_all_to_all(weights=ann.Normal(0., g/np.sqrt(N)))\n", "else:\n", " Wrec.connect_fixed_probability(probability=sparseness, weights=ann.Normal(0., g/np.sqrt(sparseness*N)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling ... OK \n" ] } ], "source": [ "ann.compile()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output of the reservoir is chosen to be the neuron of index 100." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "OUTPUT_NEURON = 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We record the rates inside the reservoir:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "m = ann.Monitor(pop, ['r'], start=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parameters defining the task:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Durations\n", "d_stim = 200\n", "d_delay= 200\n", "d_response = 200" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definition of a DNMS trial (AA, AB, BA, BB):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def dnms_trial(trial_number, input, target, R_mean, record=False, perturbation=True):\n", "\n", " # Switch off perturbations if needed\n", " if not perturbation:\n", " old_A = pop.A\n", " pop.A = 0.0\n", "\n", " # Reinitialize network\n", " pop.x = ann.Uniform(-0.1, 0.1).get_values(N)\n", " pop.r = np.tanh(pop.x)\n", " pop[0].r = np.tanh(1.0)\n", " pop[1].r = np.tanh(1.0)\n", " pop[2].r = np.tanh(-1.0)\n", "\n", " if record: m.resume()\n", "\n", " # First input\n", " inp[input[0]].r = 1.0\n", " ann.simulate(d_stim)\n", " \n", " # Delay\n", " inp.r = 0.0\n", " ann.simulate(d_delay)\n", " \n", " # Second input\n", " inp[input[1]].r = 1.0\n", " ann.simulate(d_stim)\n", " \n", " # Delay\n", " inp.r = 0.0\n", " ann.simulate(d_delay)\n", " \n", " # Response\n", " if not record: m.resume()\n", " inp.r = 0.0\n", " ann.simulate(d_response)\n", " \n", " # Read the output\n", " m.pause()\n", " recordings = m.get('r')\n", " \n", " # Response is over the last 200 ms\n", " output = recordings[-int(d_response):, OUTPUT_NEURON] # neuron 100 over the last 200 ms\n", " \n", " # Compute the reward as the opposite of the absolute error\n", " reward = - np.mean(np.abs(target - output))\n", " \n", " # The first 25 trial do not learn, to let R_mean get realistic values\n", " if trial_number > 25:\n", "\n", " # Apply the learning rule\n", " Wrec.learning_phase = 1.0\n", " Wrec.reward = reward\n", " Wrec.mean_reward = R_mean\n", "\n", " # Learn for one step\n", " ann.step()\n", " \n", " # Reset the traces\n", " Wrec.learning_phase = 0.0\n", " Wrec.trace = 0.0\n", " #_ = m.get() # to flush the recording of the last step\n", "\n", " # Switch back on perturbations if needed\n", " if not perturbation:\n", " pop.A = old_A\n", "\n", " return recordings, reward" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the activity of the output neuron during the first four trials." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Perform the four different trials successively\n", "initialAA, errorAA = dnms_trial(0, [0, 0], -0.98, 0.0, record=True)\n", "initialAB, errorAB = dnms_trial(0, [0, 1], +0.98, 0.0, record=True)\n", "initialBA, errorBA = dnms_trial(0, [1, 0], +0.98, 0.0, record=True)\n", "initialBB, errorBB = dnms_trial(0, [1, 1], -0.98, 0.0, record=True)\n", "\n", "plt.figure(figsize=(12, 10))\n", "ax = plt.subplot(221)\n", "ax.plot(initialAA[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output AA -1')\n", "ax = plt.subplot(222)\n", "ax.plot(initialBA[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output BA +1')\n", "ax = plt.subplot(223)\n", "ax.plot(initialAB[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output AB +1')\n", "ax = plt.subplot(224)\n", "ax.plot(initialBB[:, OUTPUT_NEURON])\n", "ax.set_ylim((-1., 1.))\n", "ax.set_title('Output BB -1')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now run the simulation for 1500 trials. Beware, this can take 15 to 20 minutes." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "AA: -0.07 AB: -0.02 BA: -0.02 BB: -0.04: 100%|██████████| 10000/10000 [14:47<00:00, 11.27it/s]\n" ] } ], "source": [ "# Compute the mean reward per trial\n", "R_mean = - np.ones((2, 2))\n", "alpha = 0.75\n", "\n", "# Many trials of each type\n", "record_rewards = []\n", "\n", "for trial in (t := tqdm(range(10000))):\n", "\n", " # Perform the four different trials successively\n", " _, rewardAA = dnms_trial(trial, [0, 0], -0.98, R_mean[0, 0])\n", "\n", " _, rewardAB = dnms_trial(trial, [0, 1], +0.98, R_mean[0, 1])\n", "\n", " _, rewardBA = dnms_trial(trial, [1, 0], +0.98, R_mean[1, 0])\n", "\n", " _, rewardBB = dnms_trial(trial, [1, 1], -0.98, R_mean[1, 1])\n", "\n", " # Reward\n", " reward = np.array([[rewardAA, rewardBA], [rewardBA, rewardBB]])\n", "\n", " # Update mean reward\n", " R_mean = alpha * R_mean + (1.- alpha) * reward\n", "\n", " record_rewards.append(R_mean)\n", " t.set_description(\n", " f'AA: {R_mean[0, 0]:.2f} AB: {R_mean[0, 1]:.2f} BA: {R_mean[1, 0]:.2f} BB: {R_mean[1, 1]:.2f}'\n", " )\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "record_rewards = np.array(record_rewards)\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(record_rewards[:, 0, 0], label='AA')\n", "plt.plot(record_rewards[:, 0, 1], label='AB')\n", "plt.plot(record_rewards[:, 1, 0], label='BA')\n", "plt.plot(record_rewards[:, 1, 1], label='BB')\n", "plt.plot(record_rewards.mean(axis=(1,2)), label='mean')\n", "plt.xlabel(\"Trials\")\n", "plt.ylabel(\"Mean reward\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Perform the four different trials without perturbation for testing\n", "recordsAA, errorAA = dnms_trial(0, [0, 0], -0.98, 0.0, record=True, perturbation=False)\n", "recordsAB, errorAB = dnms_trial(0, [0, 1], +0.98, 0.0, record=True, perturbation=False)\n", "recordsBA, errorBA = dnms_trial(0, [1, 0], +0.98, 0.0, record=True, perturbation=False)\n", "recordsBB, errorBB = dnms_trial(0, [1, 1], -0.98, 0.0, record=True, perturbation=False)\n", "\n", "plt.figure(figsize=(12, 10))\n", "plt.subplot(221)\n", "plt.plot(initialAA[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsAA[:, OUTPUT_NEURON], label='after')\n", "plt.legend()\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial AA : t=-1')\n", "plt.subplot(222)\n", "plt.plot(initialBA[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsBA[:, OUTPUT_NEURON], label='after')\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial BA : t=+1')\n", "plt.subplot(223)\n", "plt.plot(initialAB[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsAB[:, OUTPUT_NEURON], label='after')\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial AB : t=+1')\n", "plt.subplot(224)\n", "plt.plot(initialBB[:, OUTPUT_NEURON], label='before')\n", "plt.plot(recordsBB[:, OUTPUT_NEURON], label='after')\n", "plt.ylim((-1., 1.))\n", "plt.title('Trial BB : t=-1')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 2 }