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Last active June 29, 2023 15:12
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evaluate_signal.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyNDSthrvYtIDZXBf5Vsw8HM",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/bobye/8cc1e8c14e09f5cb704e3d0714bb61bb/evaluate_signal.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "x8tRtbrm1LlR",
"outputId": "05e8890c-fdaf-4f36-81ba-deec25bf25ea"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.0.1+cu118)\n",
"Requirement already satisfied: torchaudio in /usr/local/lib/python3.10/dist-packages (2.0.2+cu118)\n",
"Requirement already satisfied: torchvision in /usr/local/lib/python3.10/dist-packages (0.15.2+cu118)\n",
"Requirement already satisfied: torchtext in /usr/local/lib/python3.10/dist-packages (0.15.2)\n",
"Requirement already satisfied: torchdata in /usr/local/lib/python3.10/dist-packages (0.6.1)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.12.2)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch) (4.6.3)\n",
"Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch) (1.11.1)\n",
"Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.1)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.2)\n",
"Requirement already satisfied: triton==2.0.0 in /usr/local/lib/python3.10/dist-packages (from torch) (2.0.0)\n",
"Requirement already satisfied: cmake in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch) (3.25.2)\n",
"Requirement already satisfied: lit in /usr/local/lib/python3.10/dist-packages (from triton==2.0.0->torch) (16.0.6)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torchvision) (1.22.4)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torchvision) (2.27.1)\n",
"Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.10/dist-packages (from torchvision) (8.4.0)\n",
"Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from torchtext) (4.65.0)\n",
"Requirement already satisfied: urllib3>=1.25 in /usr/local/lib/python3.10/dist-packages (from torchdata) (1.26.16)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (2.1.3)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (2023.5.7)\n",
"Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (2.0.12)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (3.4)\n",
"Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch) (1.3.0)\n"
]
}
],
"source": [
"!pip3 install torch torchaudio torchvision torchtext torchdata"
]
},
{
"cell_type": "code",
"source": [
"import torch\n",
"from matplotlib import pyplot as plt"
],
"metadata": {
"id": "HokgI6Gi1N-g"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"source": [
"n = 2000\n",
"x = torch.rand(n) * 2 - 1.\n",
"y = torch.rand(n) * 2 - 1. + 0.2 * x\n",
"sorted_x, indices = torch.sort(x)\n",
"sorted_y = y[indices]"
],
"metadata": {
"id": "tukxS7Q81VQt"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "uAog4fRS1c40"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "ocKyTHtO1mkO"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class MyMetricModel(torch.nn.Module):\n",
" def __init__(self, sorted_x, sorted_y):\n",
" super().__init__()\n",
" n = len(sorted_x)\n",
" assert len(sorted_y) == n\n",
" self.grad = torch.nn.parameter.Parameter(torch.zeros(n-1))\n",
" self.f0 = torch.nn.parameter.Parameter(torch.tensor(0.))\n",
" self.sorted_x = sorted_x\n",
" self.sorted_y = sorted_y\n",
" self.zero_idx = torch.argmin(torch.abs(sorted_x))\n",
"\n",
" def get_f(self):\n",
" delta = torch.cat((torch.tensor([0.]), self.grad * (self.sorted_x[1:] - self.sorted_x[:-1])), dim=0)\n",
" return self.f0 + torch.cumsum(delta, dim=0)\n",
"\n",
" def projected(self, f):\n",
" a = torch.cummin(f[:self.zero_idx+1].flip(dims=[0]), dim=0).values.flip(dims=[0])\n",
" b = torch.cummax(f[self.zero_idx:], dim=0).values\n",
" projected = torch.cat((a[:-1], b), dim=0)\n",
" f_zero = projected[self.zero_idx]\n",
" zeroed = projected - f_zero\n",
" return zeroed\n",
"\n",
" def compute_metrics(self):\n",
" f = self.projected(self.get_f())\n",
" eps = 1e-6\n",
" return torch.sum(f * self.sorted_y) / ((torch.norm(f) + eps) * (torch.norm(self.sorted_y)))\n",
"\n",
" def forward(self):\n",
" f = self.get_f()\n",
" eps = 1e-6\n",
" error = torch.mean((self.projected(f) - self.sorted_y)**2)\n",
" error += 100. * torch.mean(torch.clamp(torch.cummax(f, dim=0).values - f, min=0, max=None)**2)\n",
" error += 100. * f[self.zero_idx]**2\n",
" error += 0.01 * torch.mean(self.grad ** 2)\n",
" return error\n"
],
"metadata": {
"id": "B5Xt9s5t1tLM"
},
"execution_count": 18,
"outputs": []
},
{
"cell_type": "code",
"source": [
"\n",
"def compute_metrics(sorted_x, sorted_y):\n",
" model = MyMetricModel(sorted_x, sorted_y)\n",
" optimizer = torch.optim.Adam([model.grad, model.f0], lr=0.01)\n",
"\n",
" for iter in range(0, 10000):\n",
" optimizer.zero_grad()\n",
" loss = model()\n",
" if (iter+1) % 1000 == 0:\n",
" print(model.compute_metrics().item())\n",
" loss.backward()\n",
" optimizer.step()\n",
" print(model.compute_metrics())\n",
" plt.plot(model.sorted_x, model.projected(model.get_f()).detach().numpy(), '.')\n",
" plt.plot(model.sorted_x, sorted_y.detach().numpy(), '.')\n",
" plt.show()"
],
"metadata": {
"id": "3wpU3zjd3prd"
},
"execution_count": 31,
"outputs": []
},
{
"cell_type": "code",
"source": [
"compute_metrics(sorted_x, sorted_y)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 626
},
"id": "skZBhL5d4Zqf",
"outputId": "f5196899-7262-4048-be0e-beb871bf1c60"
},
"execution_count": 32,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0.1802034229040146\n",
"0.18246681988239288\n",
"0.18303009867668152\n",
"0.18368417024612427\n",
"0.18413172662258148\n",
"0.18434086441993713\n",
"0.18447186052799225\n",
"0.18455274403095245\n",
"0.18461543321609497\n",
"0.18465356528759003\n",
"tensor(0.1846, grad_fn=<DivBackward0>)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "ZLf18MRJEbrO"
},
"execution_count": null,
"outputs": []
}
]
}
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