Skip to content

Instantly share code, notes, and snippets.

@bremen79
Created November 6, 2022 21:59
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save bremen79/1240ba0743eeca555bf855d83a799d16 to your computer and use it in GitHub Desktop.
Save bremen79/1240ba0743eeca555bf855d83a799d16 to your computer and use it in GitHub Desktop.
bilinear_test.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyP69hcXOGVJ5hKBm1rWmlMH",
"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/bremen79/1240ba0743eeca555bf855d83a799d16/bilinear_test.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "83pAQJLX4yPA",
"outputId": "1274e765-3e53-4037-949b-7d043d2edf34"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: pyol in /usr/local/lib/python3.7/dist-packages (0.0.2)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from pyol) (1.21.6)\n"
]
}
],
"source": [
"!pip install pyol"
]
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pyol"
],
"metadata": {
"id": "OHLTQtFt5CCo"
},
"execution_count": 24,
"outputs": []
},
{
"cell_type": "code",
"source": [
"d=2\n",
"A=-np.array([[1, -1/5], [0,1/5]])"
],
"metadata": {
"id": "sghX4vXa5FDQ"
},
"execution_count": 25,
"outputs": []
},
{
"cell_type": "code",
"source": [
"bsp_array = [pyol.BilinearSaddlePoint(A,pyol.EntropyOptimisticFTRL(d, lr_handler=pyol.LearningRateConstant(eta0=.5), hint_handler=pyol.HintPreviousGrad(d)), pyol.EntropyOptimisticFTRL(d, lr_handler=pyol.LearningRateConstant(eta0=.5), hint_handler=pyol.HintPreviousGrad(d))),\n",
" pyol.BilinearSaddlePoint(A,pyol.EntropyOptimisticFTRL(d, lr_handler=pyol.LearningRateConstant(eta0=.5), hint_handler=None), pyol.EntropyOptimisticFTRL(d, lr_handler=pyol.LearningRateConstant(eta0=.5), hint_handler=None))]"
],
"metadata": {
"id": "VxjkudUm5HQA"
},
"execution_count": 26,
"outputs": []
},
{
"cell_type": "code",
"source": [
"num_alg = len(bsp_array)\n",
"\n",
"T=1000\n",
"\n",
"sum_x = np.zeros([d,num_alg])\n",
"sum_y = np.zeros([d,num_alg])\n",
"array_x = np.zeros([d,T,num_alg])\n",
"array_y = np.zeros([d,T,num_alg])\n",
"\n",
"gaps_average = np.zeros([T,num_alg])\n",
"gaps_last = np.zeros([T,num_alg])\n",
"\n",
"for i in range(T):\n",
" for j,alg in enumerate(bsp_array):\n",
" (x,y,grad_x, grad_y)=alg.update() \n",
" sum_x[:,j] += x\n",
" sum_y[:,j] += y\n",
" array_x[:,i,j]=x\n",
" array_y[:,i,j]=y\n",
" \n",
" gaps_last[i,j] = max(np.dot(np.transpose(x),A))-min(np.dot(A,y))\n",
" gaps_average[i,j] = max(np.dot(np.transpose(sum_x[:,j])/(i+1),A))-min(np.dot(A,sum_y[:,j]/(i+1)))"
],
"metadata": {
"id": "Y-JTYwjP5klS"
},
"execution_count": 27,
"outputs": []
},
{
"cell_type": "code",
"source": [
"for j,alg in enumerate(bsp_array):\n",
" plt.loglog(np.linspace(0,T-1, num=T), gaps_last[:,j], label = alg.get_name()+\", last\")\n",
" plt.loglog(np.linspace(0,T-1, num=T), gaps_average[:,j], label = alg.get_name())\n",
" print('Averaged x=',sum_x[:,j]/T, ', averaged y=',sum_y[:,j]/T)\n",
"\n",
"plt.xlabel('Rounds')\n",
"plt.ylabel('Duality Gap')\n",
"plt.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 320
},
"id": "r3-_ZJs459eE",
"outputId": "68f768ce-a801-4ac8-e5fc-46d7c90347d8"
},
"execution_count": 28,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Averaged x= [0.14416972 0.85583028] , averaged y= [0.28316325 0.71683675]\n",
"Averaged x= [0.15907388 0.84092612] , averaged y= [0.27024779 0.72975221]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"for j,alg in enumerate(bsp_array):\n",
" plt.plot(array_x[0,:,j],array_y[0,:,j], label = alg.get_name()+\", last\")\n",
"\n",
"plt.legend(bbox_to_anchor=(1, 1), loc=\"upper left\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "CKfAuF2B6KPv",
"outputId": "1807333a-65ae-4749-c6ce-d2b60b80183b"
},
"execution_count": 29,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment