From 24312c1be2fccdd946e34cd8eea57e5c53fa2d67 Mon Sep 17 00:00:00 2001 From: Vivi Date: Thu, 15 Dec 2022 14:31:28 +0800 Subject: [PATCH] save --- .vscode/launch.json | 16 +++++ scripts/analyse_log.ipynb | 126 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 142 insertions(+) create mode 100644 .vscode/launch.json create mode 100644 scripts/analyse_log.ipynb diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..306f58e --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,16 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "Python: Current File", + "type": "python", + "request": "launch", + "program": "${file}", + "console": "integratedTerminal", + "justMyCode": true + } + ] +} \ No newline at end of file diff --git a/scripts/analyse_log.ipynb b/scripts/analyse_log.ipynb new file mode 100644 index 0000000..0b7378c --- /dev/null +++ b/scripts/analyse_log.ipynb @@ -0,0 +1,126 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import pandas as pd\n", + "dataset='assistment'\n", + "strategy='MFI'\n", + "log = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{strategy}/log.json', 'r'))\n", + "strategy='MFI'\n", + "trait = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{strategy}/trait.json', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from copy import deepcopy\n", + "import matplotlib.pyplot as plt\n", + "data = deepcopy(list(trait['item'].values()))\n", + "for i in data:\n", + " i.append(0)\n", + "df=pd.DataFrame(data, columns=[\"a\", \"b\", \"t\"])\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot()\n", + "theta=[]\n", + "for t,tmp in enumerate(log[0]):\n", + " for i,row in df.iterrows():\n", + " if row[0]==tmp[1] and row[1]==tmp[2]:\n", + " theta.append(tmp[0])\n", + " df.iloc[i,2]=t\n", + " ax.text(row[0], row[1], '%d' % (t+1), ha='center', va='center', fontdict={'fontsize': 5},color='yellow')\n", + " break\n", + "df = df.sort_values(by=['t'])\n", + "plt.scatter(df['a'], df['b'])\n", + "plt.show() \n", + "# plt.plot(list(range(1,21)), theta)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "thetas=[0.,0.2,0.4,0.6,0.8,1.0]\n", + "k_infos=[[464, 95, 120, 432, 637, 167, 357, 215, 560, 151, 455, 119, 453, 540, 238, 89, 542, 222, 479, 433, 649, 550, 80, 105, 192, 402, 168, 461, 196, 146, 329, 532, 665, 159, 362, 31, 127, 48, 1, 284, 686, 197, 534, 34, 49, 199, 648, 366, 417, 641], [464, 95, 432, 120, 119, 560, 455, 215, 637, 192, 89, 196, 542, 362, 540, 550, 479, 238, 34, 453, 371, 48, 402, 105, 151, 357, 80, 665, 649, 159, 146, 222, 232, 329, 433, 197, 199, 167, 168, 545, 534, 417, 49, 641, 102, 532, 403, 509, 64, 46], [464, 432, 119, 95, 362, 196, 192, 560, 455, 34, 371, 215, 89, 542, 120, 550, 540, 232, 479, 509, 48, 490, 637, 45, 665, 402, 242, 199, 619, 668, 403, 238, 159, 197, 105, 106, 545, 453, 255, 155, 146, 257, 64, 274, 87, 641, 417, 80, 329, 46], [362, 119, 371, 196, 34, 432, 192, 490, 509, 464, 560, 106, 45, 95, 232, 455, 242, 619, 89, 215, 257, 668, 542, 48, 550, 403, 185, 140, 87, 540, 19, 169, 479, 155, 255, 328, 665, 199, 402, 197, 274, 545, 487, 160, 159, 634, 46, 417, 120, 157], [62, 362, 106, 490, 371, 34, 509, 196, 45, 119, 242, 192, 257, 619, 232, 432, 185, 140, 668, 169, 19, 87, 560, 328, 403, 455, 48, 157, 487, 17, 89, 155, 255, 542, 95, 215, 297, 274, 550, 320, 430, 464, 199, 665, 545, 634, 197, 540, 479, 42], [106, 490, 362, 371, 509, 242, 45, 34, 257, 185, 619, 17, 196, 140, 169, 19, 232, 192, 119, 668, 328, 87, 157, 297, 487, 403, 432, 320, 155, 430, 560, 48, 255, 312, 274, 42, 455, 271, 29, 126, 286, 89, 0, 634, 447, 316, 199, 542, 197, 605]]\n", + "data = deepcopy(list(trait['item'].values()))\n", + "for i in data:\n", + " i.append(-1)\n", + "df=pd.DataFrame(data, columns=[\"a\", \"b\", \"t\"])\n", + "\n", + "a = set(k_infos[0][:5])\n", + "b = set(k_infos[-1][:5])\n", + "selected = a.union(b)\n", + "a_diff =a-b\n", + "b_diff = b-a\n", + "unselected = set(range(len(data)))-selected\n", + "target=[0]*len(data)\n", + "for i,row in df.iterrows():\n", + " if i in a_diff:\n", + " df.iloc[i,2]=1\n", + " elif i in b_diff:\n", + " df.iloc[i,2]=2\n", + "df = df.sort_values(by=['t'],)\n", + "df.plot.scatter(x='a', y='b',c='t',cmap=\"viridis\")\n", + "plt.show() \n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.12 ('exp')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "97c92563dc9d5dcdecc6e642868b2bcb8dedc5d10549320d866390cf4828c32c" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}