{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# *(Gauthier, et. al, 2021)*: Next generation reservoir computing\n", "\n", "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/examples/blob/main/reservoir_computing/Gauthier_2021_ngrc.ipynb)\n", "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/examples/blob/main/reservoir_computing/Gauthier_2021_ngrc.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Implementation of the paper:\n", "\n", "- Gauthier, D.J., Bollt, E., Griffith, A. et al. Next generation reservoir\n", " computing. Nat Commun 12, 5564 (2021). https://doi.org/10.1038/s41467-021-25801-2" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.719623300Z", "start_time": "2023-07-22T04:16:17.642312600Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import brainpy as bp\n", "import brainpy.math as bm\n", "import brainpy_datasets as bd\n", "\n", "bm.set(mode=bm.batching_mode, x64=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.811575100Z", "start_time": "2023-07-22T04:16:17.661232700Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'2.4.3'" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bp.__version__" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.811575100Z", "start_time": "2023-07-22T04:16:17.703779100Z" } }, "outputs": [], "source": [ "def plot_weights(Wout, coefs, bias=None):\n", " Wout = np.asarray(Wout)\n", " if bias is not None:\n", " bias = np.asarray(bias)\n", " Wout = np.concatenate([bias.reshape((1, 3)), Wout], axis=0)\n", " coefs.insert(0, 'bias')\n", " x_Wout, y_Wout, z_Wout = Wout[:, 0], Wout[:, 1], Wout[:, 2]\n", "\n", " fig = plt.figure(figsize=(10, 10))\n", " ax = fig.add_subplot(131)\n", " ax.grid(axis=\"y\")\n", " ax.set_xlabel(\"$[W_{out}]_x$\")\n", " ax.set_ylabel(\"Features\")\n", " ax.set_yticks(np.arange(len(coefs)))\n", " ax.set_yticklabels(coefs)\n", " ax.barh(np.arange(x_Wout.size), x_Wout)\n", "\n", " ax1 = fig.add_subplot(132)\n", " ax1.grid(axis=\"y\")\n", " ax1.set_yticks(np.arange(len(coefs)))\n", " ax1.set_xlabel(\"$[W_{out}]_y$\")\n", " ax1.barh(np.arange(y_Wout.size), y_Wout)\n", "\n", " ax2 = fig.add_subplot(133)\n", " ax2.grid(axis=\"y\")\n", " ax2.set_yticks(np.arange(len(coefs)))\n", " ax2.set_xlabel(\"$[W_{out}]_z$\")\n", " ax2.barh(np.arange(z_Wout.size), z_Wout)\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecasting Lorenz63 strange attractor" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.811575100Z", "start_time": "2023-07-22T04:16:17.723625400Z" } }, "outputs": [], "source": [ "def get_subset(data, start, end):\n", " res = {'x': data.xs[start: end],\n", " 'y': data.ys[start: end],\n", " 'z': data.zs[start: end]}\n", " res = bm.hstack([res['x'], res['y'], res['z']])\n", " return res.reshape((1, ) + res.shape)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.811575100Z", "start_time": "2023-07-22T04:16:17.738939500Z" } }, "outputs": [], "source": [ "def plot_lorenz(ground_truth, predictions):\n", " fig = plt.figure(figsize=(15, 10))\n", " ax = fig.add_subplot(121, projection='3d')\n", " ax.set_title(\"Generated attractor\")\n", " ax.set_xlabel(\"$x$\")\n", " ax.set_ylabel(\"$y$\")\n", " ax.set_zlabel(\"$z$\")\n", " ax.grid(False)\n", " ax.plot(predictions[:, 0], predictions[:, 1], predictions[:, 2])\n", "\n", " ax2 = fig.add_subplot(122, projection='3d')\n", " ax2.set_title(\"Real attractor\")\n", " ax2.grid(False)\n", " ax2.plot(ground_truth[:, 0], ground_truth[:, 1], ground_truth[:, 2])\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.811575100Z", "start_time": "2023-07-22T04:16:17.754672100Z" } }, "outputs": [], "source": [ "dt = 0.01\n", "t_warmup = 5. # ms\n", "t_train = 10. # ms\n", "t_test = 120. # ms\n", "num_warmup = int(t_warmup / dt) # warm up NVAR\n", "num_train = int(t_train / dt)\n", "num_test = int(t_test / dt)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Datasets" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.966821200Z", "start_time": "2023-07-22T04:16:17.771390400Z" } }, "outputs": [], "source": [ "lorenz_series = bd.chaos.LorenzEq(t_warmup + t_train + t_test,\n", " dt=dt,\n", " inits={'x': 17.67715816276679,\n", " 'y': 12.931379185960404,\n", " 'z': 43.91404334248268})\n", "\n", "X_warmup = get_subset(lorenz_series, 0, num_warmup - 1)\n", "Y_warmup = get_subset(lorenz_series, 1, num_warmup)\n", "X_train = get_subset(lorenz_series, num_warmup - 1, num_warmup + num_train - 1)\n", "# Target: Lorenz[t] - Lorenz[t - 1]\n", "dX_train = get_subset(lorenz_series, num_warmup, num_warmup + num_train) - X_train\n", "X_test = get_subset(lorenz_series,\n", " num_warmup + num_train - 1,\n", " num_warmup + num_train + num_test - 1)\n", "Y_test = get_subset(lorenz_series,\n", " num_warmup + num_train,\n", " num_warmup + num_train + num_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:17.982394300Z", "start_time": "2023-07-22T04:16:17.966821200Z" } }, "outputs": [], "source": [ "class NGRC(bp.DynamicalSystem):\n", " def __init__(self, num_in):\n", " super(NGRC, self).__init__()\n", " self.r = bp.dyn.NVAR(num_in, delay=2, order=2, constant=True,)\n", " self.di = bp.dnn.Dense(self.r.num_out, num_in, b_initializer=None, mode=bm.training_mode)\n", "\n", " def update(self, x):\n", " dx = self.di(self.r(x))\n", " return x + dx" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:18.033424400Z", "start_time": "2023-07-22T04:16:17.982394300Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['1', 'x0(t)', 'x1(t)', 'x2(t)', 'x0(t-1)', 'x1(t-1)', 'x2(t-1)', 'x0(t)^2', 'x0(t) x1(t)', 'x0(t) x2(t)', 'x0(t) x0(t-1)', 'x0(t) x1(t-1)', 'x0(t) x2(t-1)', 'x1(t)^2', 'x1(t) x2(t)', 'x1(t) x0(t-1)', 'x1(t) x1(t-1)', 'x1(t) x2(t-1)', 'x2(t)^2', 'x2(t) x0(t-1)', 'x2(t) x1(t-1)', 'x2(t) x2(t-1)', 'x0(t-1)^2', 'x0(t-1) x1(t-1)', 'x0(t-1) x2(t-1)', 'x1(t-1)^2', 'x1(t-1) x2(t-1)', 'x2(t-1)^2']\n" ] } ], "source": [ "model = NGRC(3)\n", "print(model.r.get_feature_names())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:18.840770600Z", "start_time": "2023-07-22T04:16:18.033424400Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "095f7b81e937489da58c9e2b9568494c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/499 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# warm-up\n", "trainer = bp.RidgeTrainer(model, alpha=2.5e-6)\n", "\n", "# training\n", "outputs = trainer.predict(X_warmup)\n", "print('Warmup NMS: ', bp.losses.mean_squared_error(outputs, Y_warmup))\n", "trainer.fit([X_train, dX_train])\n", "plot_weights(model.di.W, model.r.get_feature_names(for_plot=True), model.di.b)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prediction" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:20.779087400Z", "start_time": "2023-07-22T04:16:18.840770600Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction NMS: 148.18244150701176\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = bm.jit(model)\n", "outputs = [model(dict(), X_test[:, 0])]\n", "for i in range(1, X_test.shape[1]):\n", " outputs.append(model(dict(), outputs[i - 1]))\n", "outputs = bm.asarray(outputs)\n", "print('Prediction NMS: ', bp.losses.mean_squared_error(outputs, Y_test))\n", "plot_lorenz(bm.as_numpy(Y_test).squeeze(), bm.as_numpy(outputs).squeeze())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecasting the double-scroll system" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:20.888533400Z", "start_time": "2023-07-22T04:16:20.779087400Z" } }, "outputs": [], "source": [ "def plot_double_scroll(ground_truth, predictions):\n", " fig = plt.figure(figsize=(15, 10))\n", " ax = fig.add_subplot(121, projection='3d')\n", " ax.set_title(\"Generated attractor\")\n", " ax.set_xlabel(\"$x$\")\n", " ax.set_ylabel(\"$y$\")\n", " ax.set_zlabel(\"$z$\")\n", " ax.grid(False)\n", " ax.plot(predictions[:, 0], predictions[:, 1], predictions[:, 2])\n", "\n", " ax2 = fig.add_subplot(122, projection='3d')\n", " ax2.set_title(\"Real attractor\")\n", " ax2.grid(False)\n", " ax2.plot(ground_truth[:, 0], ground_truth[:, 1], ground_truth[:, 2])\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:20.888533400Z", "start_time": "2023-07-22T04:16:20.794711800Z" } }, "outputs": [], "source": [ "dt = 0.02\n", "t_warmup = 10. # ms\n", "t_train = 100. # ms\n", "t_test = 800. # ms\n", "num_warmup = int(t_warmup / dt) # warm up NVAR\n", "num_train = int(t_train / dt)\n", "num_test = int(t_test / dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Datasets" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:20.997928800Z", "start_time": "2023-07-22T04:16:20.810403900Z" } }, "outputs": [], "source": [ "data_series = bd.chaos.DoubleScrollEq(t_warmup + t_train + t_test, dt=dt)\n", "\n", "X_warmup = get_subset(data_series, 0, num_warmup - 1)\n", "Y_warmup = get_subset(data_series, 1, num_warmup)\n", "X_train = get_subset(data_series, num_warmup - 1, num_warmup + num_train - 1)\n", "# Target: Lorenz[t] - Lorenz[t - 1]\n", "dX_train = get_subset(data_series, num_warmup, num_warmup + num_train) - X_train\n", "X_test = get_subset(data_series,\n", " num_warmup + num_train - 1,\n", " num_warmup + num_train + num_test - 1)\n", "Y_test = get_subset(data_series,\n", " num_warmup + num_train,\n", " num_warmup + num_train + num_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:21.044796800Z", "start_time": "2023-07-22T04:16:20.997928800Z" } }, "outputs": [], "source": [ "class NGRC(bp.DynamicalSystem):\n", " def __init__(self, num_in):\n", " super().__init__()\n", " self.r = bp.dyn.NVAR(num_in, delay=2, order=3)\n", " self.di = bp.dnn.Dense(self.r.num_out, num_in, mode=bm.training_mode)\n", "\n", " def update(self, x):\n", " di = self.di(self.r(x))\n", " return x + di\n", "\n", "model = NGRC(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:21.060417900Z", "start_time": "2023-07-22T04:16:21.044796800Z" } }, "outputs": [], "source": [ "# warm-up\n", "trainer = bp.RidgeTrainer(model, alpha=1e-5, jit=True)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:22.405639900Z", "start_time": "2023-07-22T04:16:21.060417900Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a370722f452f4248a6d50ecbe1ed06b6", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/499 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# training\n", "outputs = trainer.predict(X_warmup)\n", "print('Warmup NMS: ', bp.losses.mean_squared_error(outputs, Y_warmup))\n", "trainer.fit([X_train, dX_train])\n", "plot_weights(model.di.W, model.r.get_feature_names(for_plot=True), model.di.b)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prediction" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:26.026163700Z", "start_time": "2023-07-22T04:16:22.410846200Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction NMS: 1.795131408515274\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = bm.jit(model)\n", "outputs = [model(dict(), X_test[:, 0])]\n", "for i in range(1, X_test.shape[1]):\n", " outputs.append(model(dict(), outputs[i - 1]))\n", "outputs = bm.asarray(outputs).squeeze()\n", "print('Prediction NMS: ', bp.losses.mean_squared_error(outputs, Y_test))\n", "plot_double_scroll(Y_test.numpy().squeeze(), outputs.numpy())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Infering dynamics of Lorenz63 strange attractor" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:26.114354800Z", "start_time": "2023-07-22T04:16:26.019988900Z" } }, "outputs": [], "source": [ "def get_subset(data, start, end):\n", " res = {'x': data.xs[start: end],\n", " 'y': data.ys[start: end],\n", " 'z': data.zs[start: end]}\n", " X = bm.hstack([res['x'], res['y']])\n", " X = X.reshape((1,) + X.shape)\n", " Y = res['z']\n", " Y = Y.reshape((1, ) + Y.shape)\n", " return X, Y" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:26.114354800Z", "start_time": "2023-07-22T04:16:26.036113600Z" } }, "outputs": [], "source": [ "def plot_lorenz2(x, y, true_z, predict_z, linewidth=.8):\n", " fig1 = plt.figure()\n", " fig1.set_figheight(8)\n", " fig1.set_figwidth(12)\n", "\n", " t_all = t_warmup + t_train + t_test\n", " ts = np.arange(0, t_all, dt)\n", "\n", " h = 240\n", " w = 2\n", "\n", " # top left of grid is 0,0\n", " axs1 = plt.subplot2grid(shape=(h, w), loc=(0, 0), colspan=2, rowspan=30)\n", " axs2 = plt.subplot2grid(shape=(h, w), loc=(36, 0), colspan=2, rowspan=30)\n", " axs3 = plt.subplot2grid(shape=(h, w), loc=(72, 0), colspan=2, rowspan=30)\n", " axs4 = plt.subplot2grid(shape=(h, w), loc=(132, 0), colspan=2, rowspan=30)\n", " axs5 = plt.subplot2grid(shape=(h, w), loc=(168, 0), colspan=2, rowspan=30)\n", " axs6 = plt.subplot2grid(shape=(h, w), loc=(204, 0), colspan=2, rowspan=30)\n", "\n", " # training phase x\n", " axs1.set_title('training phase')\n", " axs1.plot(ts[num_warmup:num_warmup + num_train],\n", " x[num_warmup:num_warmup + num_train],\n", " color='b', linewidth=linewidth)\n", " axs1.set_ylabel('x')\n", " axs1.axes.xaxis.set_ticklabels([])\n", " axs1.axes.set_xbound(t_warmup - .08, t_warmup + t_train + .05)\n", " axs1.axes.set_ybound(-21., 21.)\n", " axs1.text(-.14, .9, 'a)', ha='left', va='bottom', transform=axs1.transAxes)\n", "\n", " # training phase y\n", " axs2.plot(ts[num_warmup:num_warmup + num_train],\n", " y[num_warmup:num_warmup + num_train],\n", " color='b', linewidth=linewidth)\n", " axs2.set_ylabel('y')\n", " axs2.axes.xaxis.set_ticklabels([])\n", " axs2.axes.set_xbound(t_warmup - .08, t_warmup + t_train + .05)\n", " axs2.axes.set_ybound(-26., 26.)\n", " axs2.text(-.14, .9, 'b)', ha='left', va='bottom', transform=axs2.transAxes)\n", "\n", " # training phase z\n", " axs3.plot(ts[num_warmup:num_warmup + num_train],\n", " true_z[num_warmup:num_warmup + num_train],\n", " color='b', linewidth=linewidth)\n", " axs3.plot(ts[num_warmup:num_warmup + num_train],\n", " predict_z[num_warmup:num_warmup + num_train],\n", " color='r', linewidth=linewidth)\n", " axs3.set_ylabel('z')\n", " axs3.set_xlabel('time')\n", " axs3.axes.set_xbound(t_warmup - .08, t_warmup + t_train + .05)\n", " axs3.axes.set_ybound(3., 48.)\n", " axs3.text(-.14, .9, 'c)', ha='left', va='bottom', transform=axs3.transAxes)\n", "\n", " # testing phase x\n", " axs4.set_title('testing phase')\n", " axs4.plot(ts[num_warmup + num_train:num_warmup + num_train + num_test],\n", " x[num_warmup + num_train:num_warmup + num_train + num_test],\n", " color='b', linewidth=linewidth)\n", " axs4.set_ylabel('x')\n", " axs4.axes.xaxis.set_ticklabels([])\n", " axs4.axes.set_ybound(-21., 21.)\n", " axs4.axes.set_xbound(t_warmup + t_train - .5, t_all + .5)\n", " axs4.text(-.14, .9, 'd)', ha='left', va='bottom', transform=axs4.transAxes)\n", "\n", " # testing phase y\n", " axs5.plot(ts[num_warmup + num_train:num_warmup + num_train + num_test],\n", " y[num_warmup + num_train:num_warmup + num_train + num_test],\n", " color='b', linewidth=linewidth)\n", " axs5.set_ylabel('y')\n", " axs5.axes.xaxis.set_ticklabels([])\n", " axs5.axes.set_ybound(-26., 26.)\n", " axs5.axes.set_xbound(t_warmup + t_train - .5, t_all + .5)\n", " axs5.text(-.14, .9, 'e)', ha='left', va='bottom', transform=axs5.transAxes)\n", "\n", " # testing phose z\n", " axs6.plot(ts[num_warmup + num_train:num_warmup + num_train + num_test],\n", " true_z[num_warmup + num_train:num_warmup + num_train + num_test],\n", " color='b', linewidth=linewidth)\n", " axs6.plot(ts[num_warmup + num_train:num_warmup + num_train + num_test],\n", " predict_z[num_warmup + num_train:num_warmup + num_train + num_test],\n", " color='r', linewidth=linewidth)\n", " axs6.set_ylabel('z')\n", " axs6.set_xlabel('time')\n", " axs6.axes.set_ybound(3., 48.)\n", " axs6.axes.set_xbound(t_warmup + t_train - .5, t_all + .5)\n", " axs6.text(-.14, .9, 'f)', ha='left', va='bottom', transform=axs6.transAxes)\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:26.114354800Z", "start_time": "2023-07-22T04:16:26.051759400Z" } }, "outputs": [], "source": [ "dt = 0.02\n", "t_warmup = 10. # ms\n", "t_train = 20. # ms\n", "t_test = 50. # ms\n", "num_warmup = int(t_warmup / dt) # warm up NVAR\n", "num_train = int(t_train / dt)\n", "num_test = int(t_test / dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Datasets" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:26.197486600Z", "start_time": "2023-07-22T04:16:26.067385800Z" } }, "outputs": [], "source": [ "lorenz_series = bd.chaos.LorenzEq(t_warmup + t_train + t_test,\n", " dt=dt,\n", " inits={'x': 17.67715816276679,\n", " 'y': 12.931379185960404,\n", " 'z': 43.91404334248268})\n", "\n", "X_warmup, Y_warmup = get_subset(lorenz_series, 0, num_warmup)\n", "X_train, Y_train = get_subset(lorenz_series, num_warmup, num_warmup + num_train)\n", "X_test, Y_test = get_subset(lorenz_series, 0, num_warmup + num_train + num_test)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:26.244869700Z", "start_time": "2023-07-22T04:16:26.197486600Z" } }, "outputs": [], "source": [ "class NGRC(bp.DynamicalSystem):\n", " def __init__(self, num_in):\n", " super().__init__()\n", " self.r = bp.dyn.NVAR(num_in, delay=4, order=2, stride=5)\n", " self.o = bp.dnn.Dense(self.r.num_out, 1, mode=bm.training_mode)\n", "\n", " def update(self, x):\n", " return self.o(self.r(x))\n", "\n", "\n", "model = NGRC(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2023-07-22T04:16:26.609728900Z", "start_time": "2023-07-22T04:16:26.244869700Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "353128075c104cbda3d10ca62f5633f6", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/500 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_lorenz2(x=bm.as_numpy(lorenz_series.xs.flatten()),\n", " y=bm.as_numpy(lorenz_series.ys.flatten()),\n", " true_z=bm.as_numpy(lorenz_series.zs.flatten()),\n", " predict_z=bm.as_numpy(outputs.flatten()))" ] } ], "metadata": { "kernelspec": { "display_name": "brainpy", "language": "python", "name": "brainpy" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 1 }