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November 3, 2018 17:13
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Visualizing gradient descent in action
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{ | |
"cells": [ | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Visualizing gradient descent in action" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "# adapted from fast.ai p1 v3 joshfp José Fernández Portal 'Share your work here'\n%matplotlib inline\nimport torch\nimport matplotlib.pyplot as plt\nimport numpy as np", | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Linear regression problem" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "n = 100\nx = torch.ones(n, 2)\nx[:,0].uniform_(-1., 1); x[:5]", | |
"execution_count": 2, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"execution_count": 2, | |
"data": { | |
"text/plain": "tensor([[-0.2581, 1.0000],\n [ 0.9924, 1.0000],\n [ 0.7040, 1.0000],\n [ 0.1151, 1.0000],\n [ 0.3407, 1.0000]])" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "w_y = torch.tensor([3., 2]); w_y", | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"execution_count": 3, | |
"data": { | |
"text/plain": "tensor([3., 2.])" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "y = x@w_y + torch.rand(n)\nplt.scatter(x[:,0], y);", | |
"execution_count": 4, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 432x288 with 1 Axes>", | |
"image/png": 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IZlWmyJWkFBcDOxVC1AnGbg2SrHWnOBjYqRDi5M4ZJKnoGNgp16Ku7syySoUo7zh5SrkV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\ndiKigmFgJyIqGAZ2IqKC+X9p52+LZQoszwAAAABJRU5ErkJggg==\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "def mse(y_hat, y): return ((y_hat-y)**2).mean()", | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Plot loss function" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "from mpl_toolkits import mplot3d", | |
"execution_count": 6, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "def loss_wrt_wgts(w1, w2):\n w = torch.Tensor([w1, w2])\n y_hat = x@w\n return mse(y_hat, y)\nloss_wgts = np.vectorize(loss_wrt_wgts)\nmesh = np.meshgrid(np.linspace(-20, 20, 50), np.linspace(-20, 20, 50))\nloss_mesh = loss_wgts(*mesh)", | |
"execution_count": 7, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "fig = plt.figure(figsize=(10,10))\nax = plt.axes(projection='3d')\nax.plot_surface(*mesh, loss_mesh, cmap='rainbow', alpha=0.8)\nax.set_xlabel('w0'); ax.set_ylabel('w1'); ax.set_zlabel('Loss')\nax.view_init(20, 20)", | |
"execution_count": 8, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x720 with 1 Axes>", | |
"image/png": 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y2N6g++rTGusv/l/0P/qnA413XpRS2LbNwsICCwsLPdfTWuN5XkswNRoNDg8PO/opQWS1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\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sFuO9997DnTt38Ouvv+KTTz5BVlYWVeQmpIcoDBEiANOnT0dZWRmmTp0KiUQCd3d3bors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\n" | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Gradient descent" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"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()", | |
"execution_count": 9, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"scrolled": true, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "lr = 0.5 #choose learning rate, will run while loss is greater than 0.1\n\n# for example, depending on random data\n# lr 0.01 798 epochs / lr 0.1 79 epochs / lr 0.70 9 epochs /\n# lr 0.9 36 epochs / lr 0.91 43 epochs\n\ninit_param = [-18., -18]\nrecorder = [(torch.tensor(init_param), 1.)]\nw = torch.tensor(init_param, requires_grad=True)\nwhile (recorder[-1][-1]>0.1): recorder.append(update(w))\nrec_wgts, rec_loss = [list(o) for o in zip(*recorder[1:])]\nrec_wgts = torch.stack(rec_wgts)\nn_epochs=len(rec_loss)", | |
"execution_count": 15, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Animate" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "from matplotlib import animation\nfrom matplotlib.gridspec import GridSpec\nplt.rc('animation', html='html5')", | |
"execution_count": 11, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "fig = plt.figure(figsize=(8, 6))\ngs = GridSpec(2, 2, width_ratios=[1, 2.5])\n\n# plot data points & model\nax0 = fig.add_subplot(gs[0,0])\nax0.scatter(x[:,0], y, c='orange', label='Data')\nax0.set_title('Data & Model', fontsize=16)\nline0, = ax0.plot([], [], label='Model')\nax0.legend(loc='lower right')\n\n# plot 3d loss \nax1 = fig.add_subplot(gs[:,1], projection='3d')\nax1.set_title('Loss', fontsize=16, pad=20)\nax1.plot_surface(*mesh, loss_mesh, cmap='rainbow', alpha=0.8)\nax1.plot3D([w_y[0]], [w_y[1]], [0], c='r', marker='x', markersize=10, \n label='Global minimum', linewidth=0)\nline1, = ax1.plot3D([], [], [], c='r', marker='o', alpha=0.4, label='Loss')\nax1.set_xlabel('w0'); ax1.set_ylabel('w1'); ax1.set_zlabel('Loss')\nax1.view_init(30, 20)\nax1.legend()\n\n# plot weights & loss\nax2 = fig.add_subplot(gs[1,0])\nax2.set_title('Weights & Loss', fontsize=16)\nline2, = ax2.plot([],[], label='w0')\nline3, = ax2.plot([],[], label='w1')\nax2.set_ylim(-20, 5)\nax2.set_xlim(0, n_epochs)\nax2.set_xlabel('epochs')\nax2.set_ylabel('weights')\nax3 = ax2.twinx()\nline4, = ax3.plot([],[], label='loss', c='r')\nax3.set_ylabel('loss')\nax3.set_ybound(0, 500)\nax2.legend((line2, line3, line4), ('w0', 'w1', 'loss'), loc='center right')\n\nttl = fig.suptitle(f'lr: {lr} - Epoch: 0/{n_epochs}', fontsize=22)\nfig.tight_layout()\nfig.subplots_adjust(top=0.85)\nplt.close()\n\ndef 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\nanimation.FuncAnimation(fig, animate, range(n_epochs), interval=100)", | |
"execution_count": 16, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"execution_count": 16, | |
"data": { | |
"text/plain": "<matplotlib.animation.FuncAnimation at 0x11e818cf8>", | |
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EoGCJbj73C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\nqgiK9ESBWIJYJLL8pWNPETtkS6VMb8EpuULwqx1j8VUwi9UPsPj3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}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "", | |
"execution_count": null, | |
"outputs": [] | |
} | |
], | |
"metadata": { | |
"_draft": { | |
"nbviewer_url": "https://gist.github.com/be13a0e27e1e765a9139de082290a961" | |
}, | |
"gist": { | |
"id": "be13a0e27e1e765a9139de082290a961", | |
"data": { | |
"description": "Visualizing gradient descent in action", | |
"public": true | |
} | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.6.6", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py" | |
}, | |
"varInspector": { | |
"cols": { | |
"lenName": 16, | |
"lenType": 16, | |
"lenVar": 40 | |
}, | |
"kernels_config": { | |
"python": { | |
"delete_cmd_postfix": "", | |
"delete_cmd_prefix": "del ", | |
"library": "var_list.py", | |
"varRefreshCmd": "print(var_dic_list())" | |
}, | |
"r": { | |
"delete_cmd_postfix": ") ", | |
"delete_cmd_prefix": "rm(", | |
"library": "var_list.r", | |
"varRefreshCmd": "cat(var_dic_list()) " | |
} | |
}, | |
"types_to_exclude": [ | |
"module", | |
"function", | |
"builtin_function_or_method", | |
"instance", | |
"_Feature" | |
], | |
"window_display": false | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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