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@joshfp
Last active March 13, 2024 11:56
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualizing gradient descent in action"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Linear Regression Problem"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"n = 100"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[ 0.6925, 1.0000],\n",
" [-0.0480, 1.0000],\n",
" [-0.5171, 1.0000],\n",
" [ 0.0464, 1.0000],\n",
" [ 0.5543, 1.0000]])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = torch.ones(n, 2)\n",
"x[:,0].uniform_(-1., 1)\n",
"x[:5]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([3., 2.])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"w_y = torch.tensor([3., 2]); w_y"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"y = x@w_y + torch.rand(n)"
]
},
{
"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": [
"plt.scatter(x[:,0], y);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def mse(y_hat, y): return ((y_hat-y)**2).mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot loss function"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from mpl_toolkits import mplot3d"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def loss_wrt_wgts(w1, w2):\n",
" w = torch.Tensor([w1, w2])\n",
" y_hat = x@w\n",
" return mse(y_hat, y)\n",
"loss_wgts = np.vectorize(loss_wrt_wgts)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"w0_range = np.linspace(-20, 20, 50)\n",
"w1_range = np.linspace(-20, 20, 50)\n",
"mesh = np.meshgrid(w0_range, w1_range)\n",
"loss_mesh = loss_wgts(*mesh)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12,12))\n",
"ax = plt.axes(projection='3d')\n",
"ax.plot_surface(*mesh, loss_mesh, cmap='viridis', alpha=0.8)\n",
"ax.set_xlabel('w0'); ax.set_ylabel('w1'); ax.set_zlabel('Loss')\n",
"ax.view_init(30, 20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gradient descent"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def update(w):\n",
" y_hat = x@w\n",
" loss = mse(y, y_hat)\n",
" prev_wgts = w.data.clone() \n",
" loss.backward()\n",
" with torch.no_grad():\n",
" w -= lr * w.grad\n",
" w.grad.zero_()\n",
" return prev_wgts, loss.item()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"def train(w0):\n",
" recorder = []\n",
" w = torch.tensor(w0, requires_grad=True)\n",
" for t in range(n_epochs): recorder.append(update(w))\n",
" rec_wgts, rec_loss = [list(o) for o in zip(*recorder)]\n",
" rec_wgts = torch.stack(rec_wgts)\n",
" return rec_wgts, rec_loss"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# hyper parameters\n",
"lr = 0.1\n",
"n_epochs = 100\n",
"\n",
"# initial parameters (weights)\n",
"w0 = [-18., -18.]\n",
"\n",
"rec_wgts, rec_loss = train(w0)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[-18.0000, -18.0000],\n",
" [-16.4638, -13.7350],\n",
" [-15.0615, -10.3350],\n",
" [-13.7774, -7.6261],\n",
" [-12.5985, -5.4690],\n",
" [-11.5134, -3.7526],\n",
" [-10.5127, -2.3880],\n",
" [ -9.5880, -1.3042],\n",
" [ -8.7323, -0.4444],\n",
" [ -7.9391, 0.2367]])\n",
"[598.9814453125, 412.95428466796875, 290.2676086425781, 208.54493713378906, 153.4224853515625, 115.66594696044922, 89.326904296875, 70.56303405761719, 56.88334655761719, 46.665184020996094]\n"
]
}
],
"source": [
"print(rec_wgts[:10])\n",
"print(rec_loss[:10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Animate"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import animation\n",
"from matplotlib.gridspec import GridSpec\n",
"plt.rc('animation', html='html5')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
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"\">\n",
" Your browser does not support the video tag.\n",
"</video>"
],
"text/plain": [
"<matplotlib.animation.FuncAnimation at 0x7f189099fef0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig = plt.figure(figsize=(14, 8))\n",
"gs = GridSpec(2, 2, width_ratios=[1, 2.5])\n",
"\n",
"# plot ground truth & model\n",
"ax0 = fig.add_subplot(gs[0,0])\n",
"ax0.scatter(x[:,0], y, c='orange', label='Ground truth')\n",
"ax0.set_ylim(-1, 6)\n",
"ax0.set_title('Ground truth & Model', fontsize=16)\n",
"line0, = ax0.plot([], [], label='Model')\n",
"ax0.legend(loc='lower right')\n",
"\n",
"# plot loss \n",
"ax1 = fig.add_subplot(gs[:,1], projection='3d')\n",
"ax1.set_title('Loss', fontsize=16, pad=20)\n",
"ax1.plot_surface(*mesh, loss_mesh, cmap='viridis', alpha=0.8)\n",
"ax1.plot3D([w_y[0]], [w_y[1]], [0], c='r', marker='x', markersize=10, \n",
" label='Global minimum', linewidth=0)\n",
"line1, = ax1.plot3D([], [], [], c='r', marker='o', alpha=0.4, label='loss')\n",
"ax1.set_xlabel('w0'); ax1.set_ylabel('w1'); ax1.set_zlabel('Loss')\n",
"ax1.view_init(30, 20)\n",
"ax1.legend()\n",
"\n",
"# plot weights & loss\n",
"ax2 = fig.add_subplot(gs[1,0])\n",
"ax2.set_title('Weights & Loss', fontsize=16)\n",
"line2, = ax2.plot([],[], label='w0')\n",
"line3, = ax2.plot([],[], label='w1')\n",
"ax2.set_ylim(-20, 5)\n",
"ax2.set_xlim(0, n_epochs)\n",
"ax2.set_xlabel('epochs')\n",
"ax2.set_ylabel('weights')\n",
"ax3 = ax2.twinx()\n",
"line4, = ax3.plot([],[], label='loss', c='r')\n",
"ax3.set_ylabel('loss')\n",
"ax3.set_ybound(0, 500)\n",
"\n",
"ax2.legend((line2, line3, line4), ('w0', 'w1', 'loss'), loc='center right')\n",
"\n",
"ttl = fig.suptitle(f'lr: {lr} - Epoch: 0/{n_epochs}', fontsize=22)\n",
"fig.tight_layout()\n",
"fig.subplots_adjust(top=0.85)\n",
"plt.close()\n",
"\n",
"def animate(i): \n",
" line0.set_data(x[:,0].numpy(), (x@rec_wgts[i]).numpy())\n",
" line1.set_data(rec_wgts[:i+1,0].numpy(), rec_wgts[:i+1,1].numpy())\n",
" line1.set_3d_properties(rec_loss[:i+1])\n",
" epochs = np.arange(i+1)\n",
" line2.set_data(epochs, rec_wgts[:i+1, 0].numpy())\n",
" line3.set_data(epochs, rec_wgts[:i+1, 1].numpy())\n",
" line4.set_data(epochs, rec_loss[:i+1])\n",
" ttl.set_text(f'lr: {lr} - Epoch: {i+1}/{n_epochs}')\n",
" return line0, line1, line2, line3, line4, ttl\n",
"\n",
"animation.FuncAnimation(fig, animate, range(n_epochs), interval=40)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing different learning rates"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
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"\">\n",
" Your browser does not support the video tag.\n",
"</video>"
],
"text/plain": [
"<matplotlib.animation.FuncAnimation at 0x7f18907160f0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr = 0.01\n",
"rec_wgts, rec_loss = train(w0)\n",
"animation.FuncAnimation(fig, animate, range(n_epochs), interval=40)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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"\">\n",
" Your browser does not support the video tag.\n",
"</video>"
],
"text/plain": [
"<matplotlib.animation.FuncAnimation at 0x7f1892a934e0>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr = 0.7\n",
"rec_wgts, rec_loss = train(w0)\n",
"animation.FuncAnimation(fig, animate, range(n_epochs), interval=40)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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joshfp commented Jun 29, 2019

make gist public

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