Created using Colaboratory
This commit is contained in:
Abdalaziz Rashid
parent
60805f477f
commit
8cec17f64e
1 changed files with 337 additions and 3 deletions
338
notebook_1.ipynb
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notebook_1.ipynb
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@ -21,11 +21,22 @@
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},
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"colab": {
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"name": "notebook_1.ipynb",
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"provenance": []
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"provenance": [],
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"include_colab_link": true
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},
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"accelerator": "GPU"
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},
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "view-in-github",
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"colab_type": "text"
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},
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"source": [
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"<a href=\"https://colab.research.google.com/github/abdalazizrashid/AI-Feynman/blob/master/notebook_1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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@ -64,7 +75,7 @@
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 289
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"height": 309
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},
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"outputId": "071a2d56-f9b7-4a6e-f026-176467e727a6"
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},
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@ -786,11 +797,334 @@
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}
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "CeKA5XON5w1b",
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"colab_type": "text"
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},
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"source": [
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"## Download the dataset from the main website\n",
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"https://www.dropbox.com/s/9i05v6yw1kbkup3/Feynman_without_units.tar.gz?dl=0"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "FPmFhwwXnSbJ",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 68
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},
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"outputId": "4d2dcbf8-53ed-46c7-9d27-d228190ce596"
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},
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"source": [
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"!cd /content && curl 'https://ucd3ff70cd66e120740afd0dca77.dl.dropboxusercontent.com/cd/0/get/A7lbizfGye_MJiIyAeFPuIV6aj-Ajn9ooJkLoHutz_8Uj1JALzXbzdHee-IR-jLMtzFFJpUFwL8_iILQjEhGaxzAz1pBI76vSd1szbcvSyYiuA/file?_download_id=812773581487114473712942950240052852664169083740701356029081840937&_notify_domain=www.dropbox.com&dl=1' \\\n",
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" -H 'authority: ucd3ff70cd66e120740afd0dca77.dl.dropboxusercontent.com' \\\n",
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" -H 'upgrade-insecure-requests: 1' \\\n",
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" -H 'dnt: 1' \\\n",
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" -H 'user-agent: Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.116 Safari/537.36' \\\n",
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" -H 'accept: text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.9' \\\n",
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" -H 'sec-fetch-site: cross-site' \\\n",
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" -H 'sec-fetch-mode: navigate' \\\n",
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" -H 'sec-fetch-dest: iframe' \\\n",
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" -H 'referer: https://www.dropbox.com/' \\\n",
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" -H 'accept-language: en-US,en;q=0.9,ar;q=0.8' \\\n",
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" --compressed > with_units.gz"
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],
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"execution_count": 73,
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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" % Total % Received % Xferd Average Speed Time Time Time Current\n",
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" Dload Upload Total Spent Left Speed\n",
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"100 3911M 100 3911M 0 0 51.3M 0 0:01:16 0:01:16 --:--:-- 54.0M\n"
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],
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"name": "stdout"
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}
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "_ncr6YDy5OuX",
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"colab_type": "code",
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"colab": {}
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},
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"source": [
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"!cd /content && tar -xzf with_units.gz && cd /content/AI-Feynman/Code"
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],
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"execution_count": 75,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "pXAAM7-F7B47",
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"colab_type": "text"
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},
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"source": [
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"## Solver configurations "
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "uTi8DWUB6mOZ",
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"colab_type": "code",
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"colab": {}
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},
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"source": [
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"_CFG = {\n",
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" \"dataset_path\" : \"/content/Feynman_with_units\",\n",
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" \"operations_file\" : \"./14ops.txt\",\n",
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" \"polynomial_degree\" : 3,\n",
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" \"number_of_epochs\" : 100,\n",
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" \"bruteforce_time\" : 20,\n",
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" \"test_percentage\" : 0,\n",
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"}"
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],
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"execution_count": 80,
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"outputs": []
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "day8oRZd584P",
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"colab_type": "code",
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"colab": {}
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},
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"source": [
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"import logging\n",
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"import pathlib\n",
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"from tabulate import tabulate\n",
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"from pathlib import Path\n",
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"\n",
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"from S_run_aifeynman import run_aifeynman\n",
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"\n",
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"\n",
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"\n",
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"class RunAll:\n",
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" \"\"\"\n",
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" Run the solver on the whole dataset\n",
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" \"\"\"\n",
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"\n",
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" def __init__(self, *, cfg):\n",
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" logging.basicConfig(filename=\"output.log\", level=logging.DEBUG)\n",
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" self.cfg = cfg\n",
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" self.results = {}\n",
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" self.run_solver()\n",
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" self.print_results()\n",
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" \n",
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" \n",
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" def print_results(self):\n",
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" table = []\n",
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" for file, sol in self.results.items():\n",
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" table.append(sol[-1])\n",
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" print(tabulate(\n",
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" table,\n",
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" headers=[\n",
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" \"Average error\",\n",
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" \"Cumulative error\",\n",
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" \"Error\",\n",
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" \"Symbolic expression\",\n",
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" ],\n",
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" )\n",
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" )\n",
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"\n",
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" def run_solver(self):\n",
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" path = Path(self.cfg[\"dataset_path\"])\n",
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" for child in path.iterdir():\n",
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" self.results[str(child).split(\"/\")[-1]] = run_aifeynman(\n",
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" pathdir=str(path.resolve()) + \"/\",\n",
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" filename=str(child).split(\"/\")[-1],\n",
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" BF_try_time=int(self.cfg[\"bruteforce_time\"]),\n",
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" BF_ops_file_type=Path(self.cfg[\"operations_file\"]),\n",
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" polyfit_deg=int(self.cfg[\"polynomial_degree\"]),\n",
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" NN_epochs=int(self.cfg[\"number_of_epochs\"]),\n",
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" vars_name=[],\n",
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" test_percentage=int(self.cfg[\"test_percentage\"]),\n",
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" )\n",
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"\n",
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" logging.info(self.results)\n",
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" print(self.results)\n",
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" break\n"
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],
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"execution_count": 82,
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"outputs": []
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "RGCB0c4Y60SN",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 1000
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},
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"outputId": "d5196c91-f32e-418b-f6a4-f3b209e52536"
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},
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"source": [
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"%%time\n",
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"RunAll(cfg=_CFG)\n",
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" "
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],
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"execution_count": null,
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
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"[0.0, 22.237236710703904, '0']\n",
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"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
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"[51.15902059069184, 20.675103111179986, '0.004022719301*exp((x0-x2))']\n",
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"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
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"[0.0, 22.237236710703904, '0']\n",
|
||||
"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
|
||||
"[51.15902059069184, 20.675103111179986, '0.004022719301*exp((x0-x2))']\n",
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"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
|
||||
"[0.0, 22.237236710703904, '0']\n",
|
||||
"[33.277483182721156, 22.1547566076253, 'sin(-3.141488536836+pi)']\n",
|
||||
"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
|
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"[51.15902059069184, 20.675103111179986, '0.004022719301*exp((x0-x2))']\n",
|
||||
"[55.05915604694043, 20.67484487176153, 'sin(0.004022721884*exp((x0-x2)))']\n",
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"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
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||||
"[0.0, 22.237236710703904, '0']\n",
|
||||
"[33.277483176683035, 22.154455877817387, 'tan(-3.141488536837+pi)']\n",
|
||||
"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
|
||||
"[40.98223775998753, 21.183319681656723, 'tan(0.000804487112*x0)']\n",
|
||||
"[51.15902059069184, 20.675103111179986, '0.004022719301*exp((x0-x2))']\n",
|
||||
"[55.05915604694043, 20.67484487176153, 'sin(0.004022721884*exp((x0-x2)))']\n",
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||||
"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
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||||
"[0.0, 22.237236710703904, '0']\n",
|
||||
"[33.277483176683035, 22.154455877817387, 'tan(-3.141488536837+pi)']\n",
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"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
|
||||
"[40.98223775998753, 21.183319681656723, 'tan(0.000804487112*x0)']\n",
|
||||
"[46.506651128358314, 17.822359130503216, 0.999762833118439]\n",
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"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
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"[0.0, 22.237236710703904, '0']\n",
|
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"[33.277483176683035, 22.154455877817387, 'tan(-3.141488536837+pi)']\n",
|
||||
"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
|
||||
"[40.98223775998753, 21.183319681656723, 'tan(0.000804487112*x0)']\n",
|
||||
"[46.506651128358314, 17.822359130503216, 0.999762833118439]\n",
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"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
|
||||
"[0.0, 22.237236710703904, '0']\n",
|
||||
"[33.277483176683035, 22.154455877817387, 'tan(-3.141488536837+pi)']\n",
|
||||
"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
|
||||
"[40.98223775998753, 21.183319681656723, 'tan(0.000804487112*x0)']\n",
|
||||
"[46.506651128358314, 17.822359130503216, 0.999762833118439]\n",
|
||||
"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
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||||
"[0.0, 22.237236710703904, '0']\n",
|
||||
"[33.277483176683035, 22.154455877817387, 'tan(-3.141488536837+pi)']\n",
|
||||
"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
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||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
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||||
"[40.98223775998753, 21.183319681656723, 'tan(0.000804487112*x0)']\n",
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||||
"[46.506651128358314, 17.822359130503216, 0.999762833118439]\n",
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"[827.7908368114961, 15.818087729923782, '0.011310680850017867*exp(0.657313427369091*x0 - 0.329012690616457*x1 - 0.657628557578617*x2 + 0.05*(0.865498915782026*x0 - 2.598092660426)**3 - 0.19*(0.865498915782026*x0 - 2.598092660426)**2 - 0.03*(0.866102055832982*x1 - 2.59949521113202)**3 + 0.09*(0.866102055832982*x1 - 2.59949521113202)**2 - 0.05*(0.865730183707546*x2 - 2.59833480258971)**3 + 0.19*(0.865730183707546*x2 - 2.59833480258971)**2)']\n",
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"Checking for brute force + \n",
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"\n",
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"Checking for brute force * \n",
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"\n",
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"Checking polyfit \n",
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"\n",
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"Complexity RMSE Expression\n",
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"[0.0, 22.237236710703904, '0']\n",
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"[33.27106902340706, 22.154989285167847, 'asin(-9.869500746207+(pi*pi))']\n",
|
||||
"[33.277483174076494, 22.15455540709694, 'asin(-3.141488536837+pi)']\n",
|
||||
"[33.277483176683035, 22.154455877817387, 'tan(-3.141488536837+pi)']\n",
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"[36.212641398803086, 21.686042400598424, '0.000796326710733263']\n",
|
||||
"[37.46217224612712, 21.60140943610803, '0.000070125147*(x0*exp(x0))']\n",
|
||||
"[37.86269260929867, 21.539933898458983, '0.000624807452*pi']\n",
|
||||
"[38.22735211031243, 21.183541479121935, '0.000804488145*x0']\n",
|
||||
"[40.98223775998753, 21.183319681656723, 'tan(0.000804487112*x0)']\n",
|
||||
"[46.506651128358314, 17.822359130503216, 0.999762833118439]\n",
|
||||
"[827.7908368114961, 15.818087729923782, '0.011310680850017867*exp(0.657313427369091*x0 - 0.329012690616457*x1 - 0.657628557578617*x2 + 0.05*(0.865498915782026*x0 - 2.598092660426)**3 - 0.19*(0.865498915782026*x0 - 2.598092660426)**2 - 0.03*(0.866102055832982*x1 - 2.59949521113202)**3 + 0.09*(0.866102055832982*x1 - 2.59949521113202)**2 - 0.05*(0.865730183707546*x2 - 2.59833480258971)**3 + 0.19*(0.865730183707546*x2 - 2.59833480258971)**2)']\n",
|
||||
"Checking for brute force + \n",
|
||||
"\n",
|
||||
"Checking for brute force * \n",
|
||||
"\n"
|
||||
],
|
||||
"name": "stdout"
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"metadata": {
|
||||
"id": "lCDxpirtCgph",
|
||||
"colab_type": "code",
|
||||
"colab": {}
|
||||
},
|
||||
"source": [
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue