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January 24, 2023 23:25
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learn_cosinus.ipynb
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/mlelarge/52153c90426a7a9a9a90b8cbadd3acb3/learn_cosinus.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "42beead3", | |
"metadata": { | |
"id": "42beead3" | |
}, | |
"source": [ | |
"# Problems with gradient descent and symmetry\n", | |
"\n", | |
"**TLDR:** if the loss has symmetry, it doesn’t change under certain transformations of the parameters: several solutions are equally good, and to converge to the 'right' solution, gradient descent needs additional information, for example through regularization.\n", | |
"\n", | |
"Here we consider a very simple task: learning a periodic signal with gradient descent from a noisy version of the signal observed on a small window of time.\n", | |
"The original signal is a simple $x\\mapsto a\\cos(\\omega x)$ function and the task is to learn parameters $a$ and $\\omega$ from a noisy version of the signal. There is a simple symmetry here both $\\omega$ and $-\\omega$ give the same signal." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "5dfb9c5b", | |
"metadata": { | |
"id": "5dfb9c5b" | |
}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "15ee1605", | |
"metadata": { | |
"id": "15ee1605", | |
"outputId": "8d272bc9-070b-4f2e-e11e-fe3096c9f940" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f6625477320>]" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"a, w = .5, 2*np.pi*0.2\n", | |
"d = 0.01\n", | |
"s = 0.5\n", | |
"x = np.arange(-5,5,d)\n", | |
"y_d = a*np.cos(w*x)\n", | |
"y = y_d + s*np.random.randn(len(x))\n", | |
"plt.plot(x,y)\n", | |
"plt.plot(x,y_d)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "7becf169", | |
"metadata": { | |
"id": "7becf169" | |
}, | |
"source": [ | |
"The noisy signal (blue above) is a simple cosinus fucntion (orange above) with additive Gaussian noise. We need to recover the amplitude and frequency of the signal.\n", | |
"\n", | |
"\n", | |
"## Periodogram \n", | |
"\n", | |
"Before testing gradient descent for this task, we start with the [periodogram](https://en.wikipedia.org/wiki/Periodogram) (to check that this is an easy task)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "25bc4c22", | |
"metadata": { | |
"id": "25bc4c22" | |
}, | |
"outputs": [], | |
"source": [ | |
"from scipy import signal" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "12eb6dc8", | |
"metadata": { | |
"id": "12eb6dc8" | |
}, | |
"outputs": [], | |
"source": [ | |
"fs = 1/d" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "73be1037", | |
"metadata": { | |
"id": "73be1037" | |
}, | |
"outputs": [], | |
"source": [ | |
"f, Pxx_den = signal.periodogram(y, fs)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "83d6a6c5", | |
"metadata": { | |
"id": "83d6a6c5", | |
"outputId": "4685139d-84c4-4ac1-ab3c-0f1bf38b4684" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.semilogy(f, Pxx_den)\n", | |
"plt.ylim([1e-7, 1e2]);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "3963d101", | |
"metadata": { | |
"id": "3963d101", | |
"outputId": "3116de26-61ca-42b3-8896-1d6aee4dfdf8" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.2" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"f[Pxx_den.argmax()]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "18866e99", | |
"metadata": { | |
"id": "18866e99" | |
}, | |
"source": [ | |
"We see that thanks to the periodogram, we can easily recover the frequency of the original signal." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "76e98e70", | |
"metadata": { | |
"id": "76e98e70" | |
}, | |
"source": [ | |
"## Gradient descent: a naive attempt\n", | |
"\n", | |
"Here, we will minize the MSELoss between the noisy signal and a model $f_{a,w}(x)=a\\cos(wx)$ with a gradient descent for the parameters $a$ and $w$." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "8d200a67", | |
"metadata": { | |
"id": "8d200a67" | |
}, | |
"outputs": [], | |
"source": [ | |
"import torch\n", | |
"import torch.nn as nn" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "2abf6564", | |
"metadata": { | |
"id": "2abf6564" | |
}, | |
"outputs": [], | |
"source": [ | |
"x = x[..., np.newaxis]\n", | |
"y = y[..., np.newaxis]\n", | |
"\n", | |
"dtype = torch.FloatTensor\n", | |
"x_t = torch.from_numpy(x).type(dtype)\n", | |
"y_t = torch.from_numpy(y).type(dtype)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "09fa1c0d", | |
"metadata": { | |
"id": "09fa1c0d", | |
"outputId": "e87ca3a8-ed24-4a4f-e733-130197127015" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1.2566370614359172" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"w" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "f779d3c9", | |
"metadata": { | |
"id": "f779d3c9", | |
"outputId": "e3ba7ff9-b37c-4dd5-eb87-1b7a87c60d13" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.5" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"a" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "85945c37", | |
"metadata": { | |
"id": "85945c37" | |
}, | |
"outputs": [], | |
"source": [ | |
"def fun(x,a,w):\n", | |
" return a*np.cos(w*x)\n", | |
"\n", | |
"def loss_fun(f,xx=x,yy=y):\n", | |
" return np.sum((f(xx)-yy)**2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "229db005", | |
"metadata": { | |
"id": "229db005" | |
}, | |
"outputs": [], | |
"source": [ | |
"class Cos_Model(nn.Module):\n", | |
" def __init__(self,a_init,w_init):\n", | |
" super(Cos_Model, self).__init__()\n", | |
" self.a = nn.Parameter(torch.tensor(a_init))\n", | |
" self.w = nn.Parameter(torch.tensor(w_init))\n", | |
" \n", | |
" def forward(self, x):\n", | |
" return self.a*torch.cos(self.w*x)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "1b6c9282", | |
"metadata": { | |
"id": "1b6c9282" | |
}, | |
"outputs": [], | |
"source": [ | |
"model1 = Cos_Model(0.8,0.01)\n", | |
"model2 = Cos_Model(0.8,-0.01)\n", | |
"model3 = Cos_Model(0.8, 0.0)\n", | |
"loss_fn = torch.nn.MSELoss(reduction='mean')\n", | |
"learning_rate = 1e-1\n", | |
"optimizer1 = torch.optim.SGD(model1.parameters(), lr=learning_rate)\n", | |
"optimizer2 = torch.optim.SGD(model2.parameters(), lr=learning_rate)\n", | |
"optimizer3 = torch.optim.SGD(model3.parameters(), lr=learning_rate)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "7ea24ddf", | |
"metadata": { | |
"id": "7ea24ddf" | |
}, | |
"outputs": [], | |
"source": [ | |
"losses1= []\n", | |
"a_est1 = []\n", | |
"w_est1 = []\n", | |
"losses2= []\n", | |
"a_est2 = []\n", | |
"w_est2 = []\n", | |
"losses3= []\n", | |
"a_est3 = []\n", | |
"w_est3 = []\n", | |
"for epoch in range(100000):\n", | |
" y_pred = model1(x_t)\n", | |
" loss1 = loss_fn(y_pred, y_t)\n", | |
" optimizer1.zero_grad()\n", | |
" loss1.backward()\n", | |
" optimizer1.step()\n", | |
" losses1.append(loss1)\n", | |
" a_est1.append(np.copy(model1.a.data))\n", | |
" w_est1.append(np.copy(model1.w.data))\n", | |
" \n", | |
" y_pred = model2(x_t)\n", | |
" loss2 = loss_fn(y_pred, y_t)\n", | |
" optimizer2.zero_grad()\n", | |
" loss2.backward()\n", | |
" optimizer2.step()\n", | |
" losses2.append(loss2)\n", | |
" a_est2.append(np.copy(model2.a.data))\n", | |
" w_est2.append(np.copy(model2.w.data))\n", | |
" \n", | |
" y_pred = model3(x_t)\n", | |
" loss3 = loss_fn(y_pred, y_t)\n", | |
" optimizer3.zero_grad()\n", | |
" loss3.backward()\n", | |
" optimizer3.step()\n", | |
" losses3.append(loss3)\n", | |
" a_est3.append(np.copy(model3.a.data))\n", | |
" w_est3.append(np.copy(model3.w.data))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "b09c4147", | |
"metadata": { | |
"id": "b09c4147", | |
"outputId": "892adfa0-2119-4d74-a3c4-561eccb1bde4" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f6604d4d978>]" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(x,y)\n", | |
"plt.plot(x_t,model1(x_t).detach().numpy())\n", | |
"plt.plot(x_t,model2(x_t).detach().numpy())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "5458c0b1", | |
"metadata": { | |
"id": "5458c0b1", | |
"outputId": "f0d97c19-7822-436a-fe18-9b8639f6a47b" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f65ae192748>]" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(w_est1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "c0ef7718", | |
"metadata": { | |
"id": "c0ef7718" | |
}, | |
"outputs": [], | |
"source": [ | |
"w_min = -2.\n", | |
"w_max = 2\n", | |
"a_min = -0.2\n", | |
"a_max = 1\n", | |
"range_w = np.arange(w_min,w_max,.01)\n", | |
"range_a = np.arange(a_min,a_max,.01)\n", | |
"s_w = len(range_w)\n", | |
"s_a = len(range_a)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "742611a9", | |
"metadata": { | |
"id": "742611a9" | |
}, | |
"outputs": [], | |
"source": [ | |
"loss_arr = np.zeros((s_a,s_w))\n", | |
"for (i,ai) in enumerate(range_a):\n", | |
" for (j,wj) in enumerate(range_w):\n", | |
" f = lambda x: fun(x,ai,wj)\n", | |
" loss_arr[s_a-i-1,j] = np.log(loss_fun(f))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "465242f4", | |
"metadata": { | |
"id": "465242f4" | |
}, | |
"outputs": [], | |
"source": [ | |
"def heatmap2d():\n", | |
" plt.figure(figsize=(15, 15))\n", | |
" plt.imshow(np.exp(loss_arr), cmap='viridis',extent=(w_min,w_max,a_min,a_max))\n", | |
" #plt.colorbar()\n", | |
" levels = np.linspace(np.min(loss_arr), np.max(loss_arr), 40)\n", | |
" plt.contour(range_w,range_a, loss_arr[::-1,::], levels=levels, colors='green')\n", | |
" plt.plot(w_est1,a_est1, color='blue')\n", | |
" plt.plot(w_est2,a_est2, color='purple')\n", | |
" plt.plot(w_est3,a_est3, color='red')\n", | |
" plt.xlabel('frequency w')\n", | |
" plt.ylabel('amplitude a')\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "556c1d10", | |
"metadata": { | |
"id": "556c1d10", | |
"outputId": "9ac826a6-9ddb-4d68-9ae5-62c1329002d6" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x1080 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"heatmap2d()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "01e53168", | |
"metadata": { | |
"id": "01e53168" | |
}, | |
"source": [ | |
"Above, we plot the evolution of the estimated parameters with gradient descent dynamic for 3 different initializations.\n", | |
"We see that the symmetry $\\omega$ and $-\\omega$ creates a complex loss landscape with two global minima seprated by a 'death valley' where gradient descent get stuck. \n", | |
"\n", | |
"## Gradient descent with a filter bank\n", | |
"\n", | |
"Given the previous failed attempt, a natural idea is to use a [filter bank](https://en.wikipedia.org/wiki/Filter_bank). In this case, we consider now a more complex model: $f(x) = \\sum_i a_i\\cos(w_ix)$." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "4d35cb86", | |
"metadata": { | |
"id": "4d35cb86" | |
}, | |
"outputs": [], | |
"source": [ | |
"class CosBank_Model(nn.Module):\n", | |
" def __init__(self,n):\n", | |
" super(CosBank_Model, self).__init__()\n", | |
" self.a = nn.Parameter(torch.ones(n))\n", | |
" self.w = nn.Parameter(torch.linspace(0,4,n))\n", | |
" \n", | |
" def forward(self, x):\n", | |
" return torch.sum(self.a*torch.cos(self.w*x),dim=1, keepdim=True), self.a" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "9069f7f4", | |
"metadata": { | |
"id": "9069f7f4" | |
}, | |
"outputs": [], | |
"source": [ | |
"n = 20\n", | |
"model_bank = CosBank_Model(n)\n", | |
"loss_fn = torch.nn.MSELoss(reduction='mean')\n", | |
"learning_rate = 1e-2\n", | |
"optimizer = torch.optim.SGD(model_bank.parameters(), lr=learning_rate)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "054abd69", | |
"metadata": { | |
"id": "054abd69" | |
}, | |
"outputs": [], | |
"source": [ | |
"losses= []\n", | |
"a_est = []\n", | |
"w_est = []\n", | |
"for epoch in range(10000):\n", | |
" y_pred, _ = model_bank(x_t)\n", | |
" loss = loss_fn(y_pred, y_t)\n", | |
" optimizer.zero_grad()\n", | |
" loss.backward()\n", | |
" optimizer.step()\n", | |
" losses.append(loss1)\n", | |
" a_est.append(np.copy(model_bank.a.data))\n", | |
" w_est.append(np.copy(model_bank.w.data))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "7397a403", | |
"metadata": { | |
"id": "7397a403" | |
}, | |
"outputs": [], | |
"source": [ | |
"w_min = -0.1\n", | |
"w_max = 5\n", | |
"a_min = -0.2\n", | |
"a_max = 1\n", | |
"range_w = np.arange(w_min,w_max,.01)\n", | |
"range_a = np.arange(a_min,a_max,.01)\n", | |
"s_w = len(range_w)\n", | |
"s_a = len(range_a)\n", | |
"loss_arr = np.zeros((s_a,s_w))\n", | |
"for (i,ai) in enumerate(range_a):\n", | |
" for (j,wj) in enumerate(range_w):\n", | |
" f = lambda x: fun(x,ai,wj)\n", | |
" loss_arr[s_a-i-1,j] = np.log(loss_fun(f))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "28763804", | |
"metadata": { | |
"id": "28763804" | |
}, | |
"outputs": [], | |
"source": [ | |
"def heatmap2d_bank():\n", | |
" plt.figure(figsize=(15, 15))\n", | |
" plt.imshow(np.exp(loss_arr), cmap='viridis',extent=(w_min,w_max,a_min,a_max))\n", | |
" #plt.colorbar()\n", | |
" levels = np.linspace(np.min(loss_arr), np.max(loss_arr), 40)\n", | |
" plt.contour(range_w,range_a, loss_arr[::-1,::], levels=levels, colors='green')\n", | |
" for i in range(n):\n", | |
" plt.plot([w[i] for w in w_est], [a[i] for a in a_est])\n", | |
" plt.xlabel('frequency w')\n", | |
" plt.ylabel('amplitude a')\n", | |
" plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "13e938ee", | |
"metadata": { | |
"id": "13e938ee", | |
"outputId": "d1932e34-33fa-487a-b0d8-8e8c659afdf1" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(x,y, color='blue', label='noisy signal')\n", | |
"plt.plot(x,y_d, color='red', label='original signal')\n", | |
"plt.plot(x_t,model_bank(x_t)[0].detach().numpy(),color='green', label='reconstructed signal')\n", | |
"plt.legend();" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "97f65a43", | |
"metadata": { | |
"id": "97f65a43", | |
"outputId": "999a0a81-6d5a-4772-ac2e-259f3c6f62d1" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x1080 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"heatmap2d_bank()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "933e66e5", | |
"metadata": { | |
"id": "933e66e5" | |
}, | |
"source": [ | |
"With a filter bank, we learn at the same time several pairs of amplitudes and frequencies $(a_i, w_i)$. But these different particles interact with each other. As a result of these interferences, the approximation of the original signal on the train set is much better but it does not allow to recover the parameters.\n", | |
"\n", | |
"## Gradient descent with a filter bank and regularization\n", | |
"\n", | |
"In order to promote sparsity among the amplitudes of the filter bank, we use a sparsity inducing regularization: $-\\sum_i\\exp(-|a_i|)$ (that is added to the loss)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "9411e3b3", | |
"metadata": { | |
"id": "9411e3b3" | |
}, | |
"outputs": [], | |
"source": [ | |
"model_bank2 = CosBank_Model(n)\n", | |
"loss_fn = torch.nn.MSELoss(reduction='mean')\n", | |
"learning_rate = 1e-2\n", | |
"optimizer2 = torch.optim.SGD(model_bank2.parameters(), lr=learning_rate)\n", | |
"epsilon = 1e-5\n", | |
"losses= []\n", | |
"a_est = []\n", | |
"w_est = []\n", | |
"for epoch in range(10000):\n", | |
" y_pred, a_p = model_bank2(x_t)\n", | |
" loss = loss_fn(y_pred, y_t) - np.exp(-epoch/1000)*torch.sum(torch.exp(-torch.abs(a_p)+epsilon))\n", | |
" optimizer2.zero_grad()\n", | |
" loss.backward()\n", | |
" optimizer2.step()\n", | |
" losses.append(loss)\n", | |
" a_est.append(np.copy(model_bank2.a.data))\n", | |
" w_est.append(np.copy(model_bank2.w.data))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "ebed9336", | |
"metadata": { | |
"id": "ebed9336", | |
"outputId": "2e71b293-5fe4-4104-c261-4404b3e7ddac" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(x,y, color='blue', label='noisy signal')\n", | |
"plt.plot(x,y_d, color='red', label='original signal')\n", | |
"plt.plot(x_t,model_bank2(x_t)[0].detach().numpy(),color='green', label='reconstructed signal (regularized)')\n", | |
"plt.legend();" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "8dd76c59", | |
"metadata": { | |
"id": "8dd76c59", | |
"outputId": "6f3b0c63-97f6-4a16-cc85-cc34ebc6cebf" | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4MAAAD2CAYAAABskFIVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9d3gkyXXmjf4iXVWWRcH7hulGN9p7N9PjveU4csQRKXqJlLQryu3d3avv3n3u3W93KWnlRUkUjcihneEYjvczPTPtvUf7BtDwplC+Kk3cP7IAFNDomSGlXe2l8D4PnkpkRkRGRkZEnvecEyeElJJ5zGMe85jHPOYxj3nMYx7zmMe/LSj/2hWYxzzmMY95zGMe85jHPOYxj3n878c8GZzHPOYxj3nMYx7zmMc85jGPf4OYJ4PzmMc |
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