From 835abd90683e0c5c987019b60cd0c82a468cf3ec Mon Sep 17 00:00:00 2001 From: noah Date: Thu, 27 Apr 2023 14:55:25 -0500 Subject: [PATCH] Methodology section for report --- .~lock.Schrick-Noah_QM-7063_Final.odt# | 1 - Schrick-Noah_QM-7063_Final.odt | Bin 264894 -> 390470 bytes timing-analysis.ipynb | 85 +++++++++++++++++-------- 3 files changed, 58 insertions(+), 28 deletions(-) delete mode 100644 .~lock.Schrick-Noah_QM-7063_Final.odt# diff --git a/.~lock.Schrick-Noah_QM-7063_Final.odt# b/.~lock.Schrick-Noah_QM-7063_Final.odt# deleted file mode 100644 index fedfc25..0000000 --- a/.~lock.Schrick-Noah_QM-7063_Final.odt# +++ /dev/null @@ -1 +0,0 @@ -,noah,NovaArchSys,26.04.2023 15:50,file:///home/noah/.config/libreoffice/4; \ No newline at end of file diff --git a/Schrick-Noah_QM-7063_Final.odt b/Schrick-Noah_QM-7063_Final.odt index e57fee48eff52a373040e4144228415898ce310e..cdec43fcec2db282265a91bb73e043ac9f989d8a 100644 GIT binary patch delta 145631 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z?62T2jKJO04$rPb1pvWrW_aQ&D5gmtZ1NcP1F02hsFh PQRFke2LRdu7DW3OPpZ>X diff --git a/timing-analysis.ipynb b/timing-analysis.ipynb index ffdc5d3..5ee4ad9 100644 --- a/timing-analysis.ipynb +++ b/timing-analysis.ipynb @@ -9450,7 +9450,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -9463,7 +9463,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -9491,6 +9491,8 @@ "plt.scatter(X, overall_y, color = 'red')\n", "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", "plt.title('Random Forest Regression')\n", + "plt.xlabel('Nodes')\n", + "plt.ylabel('Runtime (ms)')\n", "plt.show()" ] }, @@ -9504,7 +9506,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -9517,7 +9519,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -9545,6 +9547,8 @@ "plt.scatter(X, overall_y, color = 'red')\n", "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", "plt.title('Random Forest Regression')\n", + "plt.xlabel('Exploits')\n", + "plt.ylabel('Runtime (ms)')\n", "plt.show()" ] }, @@ -9558,7 +9562,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -9571,7 +9575,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -9599,6 +9603,8 @@ "plt.scatter(X, overall_y, color = 'red')\n", "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", "plt.title('Random Forest Regression')\n", + "plt.xlabel('Applicability of Exploits')\n", + "plt.ylabel('Runtime (ms)')\n", "plt.show()" ] }, @@ -9612,7 +9618,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -9625,7 +9631,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -9653,6 +9659,8 @@ "plt.scatter(X, overall_y, color = 'red')\n", "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", "plt.title('Random Forest Regression')\n", + "plt.xlabel('Database Load')\n", + "plt.ylabel('Runtime (ms)')\n", "plt.show()" ] }, @@ -9666,19 +9674,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The mean squared error (MSE) on test set: 359835092.9070\n" + "The mean squared error (MSE) on test set: 0.0015\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -9692,8 +9700,8 @@ "overall_outcome = 'runtime'\n", "\n", "# partition data\n", - "X = timing_df[predictors]\n", - "overall_y = timing_df[overall_outcome]\n", + "X = norm_df[predictors]\n", + "overall_y = norm_df[overall_outcome]\n", "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", "\n", "params = {\n", @@ -9739,27 +9747,46 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Polynomial Regressionwhat is considered high VIF" + "## Polynomial Regression" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[0.4164710671463188,\n", + " 0.07930387291011727,\n", + " 0.0619084776082051,\n", + " 0.04527833425246636,\n", + " 0.025332322803174837,\n", + " 0.017016832713336875,\n", + " 0.01394877632224057,\n", + " 0.011642367315970145,\n", + " 0.009392082109822862,\n", + " 0.013672316013846894,\n", + " 0.002975508472526138,\n", + " 0.0024905756438819873,\n", + " 0.0011070193226399348,\n", + " 0.0008166167439355699,\n", + " 0.0020619852120506332,\n", + " 0.0028208332725586636,\n", + " 0.008309883223282157,\n", + " 0.012637098728651722,\n", + " 0.024207391534791955,\n", + " 0.03725217618658084]" ] }, - "execution_count": 44, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -9773,8 +9800,8 @@ "overall_outcome = 'runtime'\n", "\n", "# partition data\n", - "X = timing_df[predictors]\n", - "overall_y = timing_df[overall_outcome]\n", + "X = norm_df[predictors]\n", + "overall_y = norm_df[overall_outcome]\n", "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", "\n", "plt_mean_squared_error = []\n", @@ -9791,7 +9818,11 @@ "\n", "\n", "plt.scatter(deg_range,plt_mean_squared_error, color=\"green\")\n", - "plt.plot(deg_range,plt_mean_squared_error, color=\"red\")" + "plt.plot(deg_range,plt_mean_squared_error, color=\"red\")\n", + "plt.xlabel('Polynomial Degree')\n", + "plt.ylabel('MSE')\n", + "plt.title('Polynomial Regression MSE vs Polynomial Degree')\n", + "plt_mean_squared_error" ] }, { @@ -9804,16 +9835,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "439524.8341302504" + "0.00631239915042021" ] }, - "execution_count": 46, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -9824,8 +9855,8 @@ "overall_outcome = 'runtime'\n", "\n", "# partition data\n", - "X = timing_df[predictors]\n", - "overall_y = timing_df[overall_outcome]\n", + "X = norm_df[predictors]\n", + "overall_y = norm_df[overall_outcome]\n", "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", "\n", "param_grid = {'C': [0.1,1, 10, 100, 1000], 'gamma': [1,0.1,0.01,0.001,0.0001], 'kernel': ['rbf']}\n", @@ -9834,7 +9865,7 @@ "\n", "grid_predictions = grid.predict(valid_X)\n", "\n", - "mean_squared_error(valid_y, grid_predictions, squared=False)" + "mean_squared_error(valid_y, grid_predictions, squared=True)" ] } ],