diff --git a/examples/example-6.1-rl-stateswitching.ipynb b/examples/example-6.1-rl-stateswitching.ipynb new file mode 100644 index 00000000..8ef44120 --- /dev/null +++ b/examples/example-6.1-rl-stateswitching.ipynb @@ -0,0 +1,332 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "d8f121f7-17ee-4b1c-b7db-bc1c47bee095", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import gymnasium\n", + "import neurolib.control.reinforcement_learning\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "382d44ff-1aa7-4a52-b01b-5baa7352e4c1", + "metadata": {}, + "outputs": [], + "source": [ + "env = gymnasium.make('StateSwitching-v0', control_strength_loss_scale=0.005)" + ] + }, + { + "cell_type": "markdown", + "id": "2901f00e-2c32-44bf-97b9-4de0029add46", + "metadata": {}, + "source": [ + "# Random Agent" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "34a7dd63-b8c4-47b3-8aa3-e37186bcc251", + "metadata": {}, + "outputs": [], + "source": [ + "observation, info = env.reset()\n", + "\n", + "observations = []\n", + "rewards = []\n", + "actions = []\n", + "\n", + "while True:\n", + " action = env.action_space.sample() # agent policy that uses the observation and info\n", + " observation, reward, terminated, truncated, info = env.step(action)\n", + " observations.append(observation)\n", + " rewards.append(reward)\n", + " actions.append(action)\n", + " \n", + " if terminated or truncated:\n", + " observation, info = env.reset()\n", + " break\n", + "\n", + "excs = np.array([obs[\"exc\"].item() for obs in observations])\n", + "inhs = np.array([obs[\"inh\"].item() for obs in observations])\n", + "actions = np.array(actions)[:, :, 0]\n", + "rewards = np.array(rewards)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9ae41729-58cc-43e8-9975-13ed86945729", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-536.4358343356369" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rewards.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f75fa16f-15d0-429f-afe9-4bf484fdcbb3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'timestep')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 9))\n", + "plt.subplot(211)\n", + "plt.plot(excs, label='excitatory activity')\n", + "plt.plot(inhs, label='inhibitory activity')\n", + "plt.axhline(env.unwrapped.targetstate[0], linestyle='--', label='target exc')\n", + "plt.axhline(env.unwrapped.targetstate[1], linestyle='--', c='orange', label='target inh')\n", + "plt.ylabel('activity')\n", + "plt.legend()\n", + "plt.twinx()\n", + "plt.plot(rewards, c='g', alpha=0.7, label='reward')\n", + "plt.ylabel('reward')\n", + "plt.legend()\n", + "plt.subplot(212)\n", + "plt.plot(actions)\n", + "plt.ylabel('control')\n", + "plt.xlabel('timestep')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b3229f6d-9058-4a7f-b0f1-1a1103dae557", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$\\\\frac{d}{dt}$ reward')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(actions[1:, 0], rewards[1:] - rewards[:-1])\n", + "plt.xlabel('exc action')\n", + "plt.ylabel(r'$\\frac{d}{dt}$ reward')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1c1c8f70-1f45-4f79-9afe-7816efa1fdb2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, '$\\\\frac{d}{dt}$ reward')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(actions[1:, 1], rewards[1:] - rewards[:-1])\n", + "plt.xlabel('inh action')\n", + "plt.ylabel(r'$\\frac{d}{dt}$ reward')" + ] + }, + { + "cell_type": "markdown", + "id": "f88b7a8d-46b0-45ef-81c4-68389b19fdc3", + "metadata": {}, + "source": [ + "# Constant Input Agent" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9f91bc9e-ef91-4c12-bfe0-2f4bc27c209d", + "metadata": {}, + "outputs": [], + "source": [ + "observation, info = env.reset()\n", + "\n", + "observations = []\n", + "rewards = []\n", + "actions = []\n", + "\n", + "while True:\n", + " action = (np.array([1]), np.array([-1]))\n", + " observation, reward, terminated, truncated, info = env.step(action)\n", + " observations.append(observation)\n", + " rewards.append(reward)\n", + " actions.append(action)\n", + " \n", + " if terminated or truncated:\n", + " observation, info = env.reset()\n", + " break\n", + "\n", + "excs = np.array([obs[\"exc\"].item() for obs in observations])\n", + "inhs = np.array([obs[\"inh\"].item() for obs in observations])\n", + "actions = np.array(actions)[:, :, 0]\n", + "rewards = np.array(rewards)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "94535cf7-f193-436e-83fa-bb725472b887", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-88.98734633369575" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rewards.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "312eb870-2294-44be-af67-dd728c634b54", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'timestep')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 9))\n", + "plt.subplot(211)\n", + "plt.plot(excs, label='excitatory activity')\n", + "plt.plot(inhs, label='inhibitory activity')\n", + "plt.axhline(env.unwrapped.targetstate[0], linestyle='--', label='target exc')\n", + "plt.axhline(env.unwrapped.targetstate[1], linestyle='--', c='orange', label='target inh')\n", + "plt.ylabel('activity')\n", + "plt.legend()\n", + "plt.twinx()\n", + "plt.plot(rewards, c='g', alpha=0.7, label='reward')\n", + "plt.ylabel('reward')\n", + "plt.legend()\n", + "plt.subplot(212)\n", + "plt.plot(actions)\n", + "plt.ylabel('control')\n", + "plt.xlabel('timestep')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9507aa45-78a0-4583-a515-71b312b8e7c5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/neurolib/control/reinforcement_learning/__init__.py b/neurolib/control/reinforcement_learning/__init__.py new file mode 100644 index 00000000..c44fa633 --- /dev/null +++ b/neurolib/control/reinforcement_learning/__init__.py @@ -0,0 +1,6 @@ +from gymnasium.envs.registration import register + +register( + id="StateSwitching-v0", + entry_point="neurolib.control.reinforcement_learning.environments.state_switching:StateSwitchingEnv", +) diff --git a/neurolib/control/reinforcement_learning/environments/__init__.py b/neurolib/control/reinforcement_learning/environments/__init__.py new file mode 100644 index 00000000..03157431 --- /dev/null +++ b/neurolib/control/reinforcement_learning/environments/__init__.py @@ -0,0 +1 @@ +from neurolib.control.reinforcement_learning.environments.state_switching import StateSwitchingEnv diff --git a/neurolib/control/reinforcement_learning/environments/state_switching.py b/neurolib/control/reinforcement_learning/environments/state_switching.py new file mode 100644 index 00000000..f3ca3eaf --- /dev/null +++ b/neurolib/control/reinforcement_learning/environments/state_switching.py @@ -0,0 +1,123 @@ +from neurolib.utils.stimulus import ZeroInput + +import numpy as np + +import gymnasium as gym +from gymnasium import spaces + +from neurolib.models.wc import WCModel + + +class StateSwitchingEnv(gym.Env): + + def __init__( + self, + duration=200, + dt=0.1, + target="up", + exc_ext_baseline=2.9, + inh_ext_baseline=3.3, + control_strength_loss_scale=0.005, + ): + self.exc_ext_baseline = exc_ext_baseline + self.inh_ext_baseline = inh_ext_baseline + self.compute_up_and_down_states() + + self.duration = duration + self.dt = dt + self.target = target + self.control_strength_loss_scale = control_strength_loss_scale + + assert self.target in ("up", "down") + if self.target == "up": + self.targetstate = self.upstate + self.initstate = self.downstate + elif self.target == "down": + self.targetstate = self.downstate + self.initstate = self.upstate + + self.model = WCModel() + self.model.params["dt"] = self.dt + self.model.params["duration"] = self.dt # one step at a time + self.model.params["exc_init"] = np.array([[self.initstate[0]]]) + self.model.params["inh_init"] = np.array([[self.initstate[1]]]) + self.model.params["exc_ext_baseline"] = self.exc_ext_baseline + self.model.params["inh_ext_baseline"] = self.inh_ext_baseline + + self.n_steps = round(self.duration / self.dt) + + self.observation_space = spaces.Dict( + { + "exc": spaces.Box(0, 1, shape=(1,), dtype=float), + "inh": spaces.Box(0, 1, shape=(1,), dtype=float), + } + ) + + self.action_space = spaces.Tuple( + ( + spaces.Box(-5, 5, shape=(1,), dtype=float), # exc + spaces.Box(-5, 5, shape=(1,), dtype=float), # inh + ) + ) + + def compute_up_and_down_states(self): + model = WCModel() + + dt = model.params["dt"] + duration = 500 + model.params["duration"] = duration + + zero_input = ZeroInput().generate_input(duration=duration + dt, dt=dt) + bi_control = zero_input.copy() + bi_control[0, :500] = -5.0 + bi_control[0, 2500:3000] = +5.0 + + model.params["exc_ext_baseline"] = self.exc_ext_baseline + model.params["inh_ext_baseline"] = self.inh_ext_baseline + model.params["exc_ext"] = bi_control + model.params["inh_ext"] = zero_input + model.run() + self.downstate = [model.exc[0, 2000], model.inh[0, 2000]] + self.upstate = [model.exc[0, -1], model.inh[0, -1]] + + def _get_obs(self): + return {"exc": self.model.exc[0], "inh": self.model.inh[0]} + + def _get_info(self): + return {"t": self.t_i * self.dt} + + def reset(self, seed=None, options=None): + super().reset(seed=seed, options=options) + self.t_i = 0 + self.model.clearModelState() + + self.model.params["exc_init"] = np.array([[self.initstate[0]]]) + self.model.params["inh_init"] = np.array([[self.initstate[1]]]) + self.model.exc = np.array([[self.initstate[0]]]) + self.model.inh = np.array([[self.initstate[1]]]) + + observation = self._get_obs() + info = self._get_info() + return observation, info + + def _loss(self, obs, action): + accuracy_loss = abs(self.targetstate[0] - obs["exc"].item()) + abs(self.targetstate[1] - obs["inh"].item()) + # exc_ext, inh_ext = action + control_strength_loss = np.abs(action).sum() * self.control_strength_loss_scale + return accuracy_loss + control_strength_loss + + def step(self, action): + exc, inh = action + self.model.params["exc_ext"] = np.array([exc]) + self.model.params["inh_ext"] = np.array([inh]) + self.model.run(continue_run=True) + + observation = self._get_obs() + + reward = -self._loss(observation, action) + + self.t_i += 1 + terminated = self.t_i >= self.n_steps + info = self._get_info() + + return observation, reward, terminated, False, info