From 5a99d4d61b0dfa4b5eb10032b2182c24d2584522 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Wed, 16 Feb 2022 12:30:04 +0100 Subject: [PATCH] Fix best ODTE hyperparams generation --- experiments/build_ODTE_best.ipynb | 372 ++++++++++++------------ results/best_results_accuracy_ODTE.json | 2 +- src/Results.py | 2 +- 3 files changed, 194 insertions(+), 182 deletions(-) diff --git a/experiments/build_ODTE_best.ipynb b/experiments/build_ODTE_best.ipynb index 3f0bfd4..bfdcef1 100644 --- a/experiments/build_ODTE_best.ipynb +++ b/experiments/build_ODTE_best.ipynb @@ -57,7 +57,7 @@ "for key, value in data.items():\n", " value[0]=0.0\n", " value[2]=\"-program made-\"\n", - " value[1] = {\"n_jobs\": 10, \"max_samples\": 0.66, \"max_features\": \"auto\", \"n_estimators\": 100, \"be_hyperparams\": value[1]}\n", + " value[1] = {\"n_jobs\": 1, \"max_samples\": 0.66, \"max_features\": \"auto\", \"n_estimators\": 100, \"be_hyperparams\": f\"{json.dumps(value[1])}\"}\n", "json.dump(data, fo)\n", "fd.close()\n", "fo.close()" @@ -73,427 +73,347 @@ "data": { "text/plain": [ "{'balance-scale': [0.0,\n", - " {'n_jobs': 10,\n", + " {'n_jobs': 1,\n", " 'max_samples': 0.66,\n", " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", - " 'be_hyperparams': {'C': 10000.0,\n", - " 'gamma': 0.1,\n", - " 'kernel': 'rbf',\n", - " 'max_iter': 10000.0,\n", - " 'multiclass_strategy': 'ovr'}},\n", + " 'be_hyperparams': '{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'balloons': [0.0,\n", - " {'n_jobs': 10,\n", + " {'n_jobs': 1,\n", " 'max_samples': 0.66,\n", " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", - " 'be_hyperparams': {'C': 7,\n", - " 'gamma': 0.1,\n", - " 'kernel': 'rbf',\n", - " 'max_iter': 10000.0,\n", - " 'multiclass_strategy': 'ovr'}},\n", + " 'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'breast-cancer-wisc-diag': [0.0,\n", - " {'n_jobs': 10,\n", + " {'n_jobs': 1,\n", " 'max_samples': 0.66,\n", " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", - " 'be_hyperparams': {'C': 0.2,\n", - " 'max_iter': 10000.0,\n", - " 'kernel': 'liblinear',\n", - " 'multiclass_strategy': 'ovr'}},\n", + " 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'breast-cancer-wisc-prog': [0.0,\n", - " {'n_jobs': 10,\n", + " {'n_jobs': 1,\n", " 'max_samples': 0.66,\n", " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", - " 'be_hyperparams': {'C': 0.2,\n", - " 'max_iter': 10000.0,\n", - " 'kernel': 'liblinear',\n", - " 'multiclass_strategy': 'ovr'}},\n", + " 'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 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'liblinear',\n", - " 'multiclass_strategy': 'ovr'}},\n", + " 'be_hyperparams': '{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'haberman-survival': [0.0,\n", - " {'n_jobs': 10,\n", + " {'n_jobs': 1,\n", " 'max_samples': 0.66,\n", " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", - " 'be_hyperparams': {'kernel': 'liblinear', 'multiclass_strategy': 'ovr'}},\n", + " 'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-'],\n", " 'heart-hungarian': [0.0,\n", - " {'n_jobs': 10,\n", + " {'n_jobs': 1,\n", " 'max_samples': 0.66,\n", " 'max_features': 'auto',\n", " 'n_estimators': 100,\n", - " 'be_hyperparams': {'C': 0.05,\n", - " 'max_iter': 10000.0,\n", - " 'kernel': 'liblinear',\n", - " 'multiclass_strategy': 'ovr'}},\n", + " 'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", 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\"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", " '-program made-']}" ] }, @@ -508,9 +428,101 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "1bf8d699-bc7d-4767-b093-de19bf434c89", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.0,\n", + " {'n_jobs': 1,\n", + " 'max_samples': 0.66,\n", + " 'max_features': 'auto',\n", + " 'n_estimators': 100,\n", + " 'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n", + " '-program made-']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "value" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6d5847de-7fad-48e4-9763-e825d7331f6d", + "metadata": {}, + "outputs": [], + "source": [ + "v=value[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "95eabf0c-61d0-4a57-adc4-90770716d122", + "metadata": {}, + "outputs": [], + "source": [ + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e5fb06aa-40ec-41a3-b9b2-bdeb228aa4f9", + "metadata": {}, + "outputs": [], + "source": [ + "fo=open(\"../results/best_results_accuracy_ODTE.json\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b6d7f629-c0ca-49b8-ba9f-209794eae18e", + "metadata": {}, + "outputs": [], + "source": [ + "data=json.load(fo)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "20598416-68bf-4b59-b855-60f7776d8774", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'C': 10000.0,\n", + " 'gamma': 0.1,\n", + " 'kernel': 'rbf',\n", + " 'max_iter': 10000.0,\n", + " 'multiclass_strategy': 'ovr'}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "json.loads(data[\"balance-scale\"][1][\"be_hyperparams\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0be601d-8fa2-41d2-b0f0-74613586e928", + "metadata": {}, "outputs": [], "source": [] } diff --git a/results/best_results_accuracy_ODTE.json b/results/best_results_accuracy_ODTE.json index 585204b..d967fe9 100644 --- a/results/best_results_accuracy_ODTE.json +++ b/results/best_results_accuracy_ODTE.json @@ -1 +1 @@ -{"balance-scale": [0.0, {"n_jobs": 10, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": {"C": 10000.0, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "balloons": [0.0, {"n_jobs": 10, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": {"C": 7, "gamma": 0.1, "kernel": "rbf", "max_iter": 10000.0, "multiclass_strategy": "ovr"}}, "-program made-"], "breast-cancer-wisc-diag": [0.0, {"n_jobs": 10, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": {"C": 0.2, "max_iter": 10000.0, "kernel": "liblinear", "multiclass_strategy": 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{"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{}"}, "-program made-"], "tic-tac-toe": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "vertebral-column-2clases": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "wine": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"], "zoo": [0.0, {"n_jobs": 1, "max_samples": 0.66, "max_features": "auto", "n_estimators": 100, "be_hyperparams": "{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "-program made-"]} \ No newline at end of file diff --git a/src/Results.py b/src/Results.py index fc2ebd9..fc7fbe4 100644 --- a/src/Results.py +++ b/src/Results.py @@ -4,8 +4,8 @@ import json import abc import shutil import subprocess -import xlsxwriter from tqdm import tqdm +import xlsxwriter from Experiments import Datasets, BestResults from Utils import Folders, Files, Symbols, BEST_ACCURACY_STREE, TextColor