{ "cells": [ { "cell_type": "markdown", "id": "18e576d0", "metadata": {}, "source": [ "# Reactor Physics\n", "\n", "**Inputs**: 2-group homogenized cross sections (HXS) ($cm^{-1}$)\n", "\n", "- `FissionFast`: $\\nu\\Sigma_f^1$\n", "- `CaptureFast`: $\\Sigma_a^1$\n", "- `FissionThermal`: $\\nu\\Sigma_f^2$\n", "- `CaptureThermal`: $\\Sigma_a^2$\n", "- `Scatter12`: $\\Sigma_s^{1 \\rightarrow 2}$\n", "- `Scatter11`: $\\Sigma_s^{1 \\rightarrow 1}$\n", "- `Scatter21`: $\\Sigma_s^{2 \\rightarrow 1}$\n", "- `Scatter22`: $\\Sigma_s^{2 \\rightarrow 2}$\n", "\n", "**Outputs**\n", "\n", "- `k`: Neutron multiplication factor\n", "\n", "This data set consists of 1000 observations with eight inputs and one output. The data is taken from [[RSOGradyK19]](https://pymaise.readthedocs.io/en/stable/index.html#id3), a sensitivity analysis using the Shapley effect. The geometry of the problem is a pressurized water reactor (PWR) lattice based on the BEAVRS benchmark. The lattice is a $17 \\times 17$ PWR with $264~UO_2$ fuel rods, 24 guide tubes, and one instrumentation tube. The lattice utilizes quarter symmetry in TRITON and is depleted to $50~GWD/MTU$. To construct the data set, a two-step process was used: (1) the uncertainty in the fundamental microscopic XS data was propagated, and (2) these XSs were collapsed into a 2-group form using the following equation\n", "\n", "\\begin{equation}\n", "\\Sigma_x^g = \\frac{\\int_{\\Delta E_g}dE \\int_V \\Sigma_{x,m}(E) \\phi(r,E,t) dV}{\\int_{\\Delta E_g}dE\\int_V\\phi(r,E,t)dV}.\n", "\\end{equation}\n", "\n", "The sampler module in SCALE was used for uncertainty propagation, and the 56-group XS and covariance libraries were used in TRITON to create 56-group HXSs using the above equation. These HXSs are then collapsed into a 2-group library. 1000 random samples were taken from the Sampler [[RSOGradyK19]](https://pymaise.readthedocs.io/en/stable/index.html#id3).\n", "\n", "To start pyMAISE, the general packages are imported below." ] }, { "cell_type": "code", "execution_count": 1, "id": "993b955f", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T18:45:22.716341Z", "iopub.status.busy": "2024-08-22T18:45:22.716226Z", "iopub.status.idle": "2024-08-22T18:45:25.762256Z", "shell.execute_reply": "2024-08-22T18:45:25.761865Z" } }, "outputs": [], "source": [ "from pyMAISE.datasets import load_xs\n", "from pyMAISE.preprocessing import correlation_matrix, train_test_split, scale_data\n", "import pyMAISE as mai\n", "\n", "import time\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import uniform, randint\n", "from sklearn.preprocessing import MinMaxScaler\n", "\n", "# Plot settings\n", "matplotlib_settings = {\n", " \"font.size\": 12,\n", " \"legend.fontsize\": 11,\n", " \"figure.figsize\": (8, 8)\n", "}\n", "plt.rcParams.update(**matplotlib_settings)" ] }, { "cell_type": "markdown", "id": "e34cce71", "metadata": {}, "source": [ "## pyMAISE Initialization\n", "\n", "We can load the reactor physics preprocessor by `pyMAISE.datasets.load_xs()` and by defining that it is a regression problem below." ] }, { "cell_type": "code", "execution_count": 2, "id": "eb1f06e2", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T18:45:25.764609Z", "iopub.status.busy": "2024-08-22T18:45:25.764119Z", "iopub.status.idle": "2024-08-22T18:45:25.774202Z", "shell.execute_reply": "2024-08-22T18:45:25.773889Z" } }, "outputs": [], "source": [ "global_settings = mai.init(\n", " problem_type=mai.ProblemType.REGRESSION, # Define a regression problem\n", " cuda_visible_devices=\"-1\" # Use CPU only\n", ")\n", "data, inputs, outputs = load_xs()" ] }, { "cell_type": "markdown", "id": "7ef84fc0", "metadata": {}, "source": [ "The data consists of 8 inputs:" ] }, { "cell_type": "code", "execution_count": 3, "id": "56821ccb", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T18:45:25.775722Z", "iopub.status.busy": "2024-08-22T18:45:25.775485Z", "iopub.status.idle": "2024-08-22T18:45:25.784005Z", "shell.execute_reply": "2024-08-22T18:45:25.783684Z" } }, "outputs": [ { "data": { "text/html": [ "
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}, { "cell_type": "markdown", "id": "fae1053a", "metadata": {}, "source": [ "To get a better idea of the data we can create a corrilation matrix using the `pyMAISE.preprocessing.correlation_matrix()` function." ] }, { "cell_type": "code", "execution_count": 5, "id": "43241558", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T18:45:25.805642Z", "iopub.status.busy": "2024-08-22T18:45:25.805426Z", "iopub.status.idle": "2024-08-22T18:45:26.132186Z", "shell.execute_reply": "2024-08-22T18:45:26.131815Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "correlation_matrix(data)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a68399f5", "metadata": {}, "source": [ "There is a positive correlation between `k` with `FissionFast` and `FissionThermal`. There is also a strong negative correlation of `k` with `CaptureFast`.\n", "\n", "The last step is to preprocess the data by scaling. We will min-max scale this data." ] }, { "cell_type": "code", "execution_count": 6, "id": "51509d5b", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T18:45:26.134378Z", "iopub.status.busy": "2024-08-22T18:45:26.134140Z", "iopub.status.idle": "2024-08-22T18:45:26.139119Z", "shell.execute_reply": "2024-08-22T18:45:26.138795Z" } }, "outputs": [], "source": [ "xtrain, xtest, ytrain, ytest = train_test_split(data=[inputs, outputs], test_size=0.3)\n", "xtrain, xtest, xscaler = scale_data(xtrain, xtest, scaler=MinMaxScaler())\n", "ytrain, ytest, yscaler = scale_data(ytrain, ytest, scaler=MinMaxScaler())" ] }, { "cell_type": "markdown", "id": "5d68c46d", "metadata": {}, "source": [ "## Model Initialization\n", "\n", "We will examine the performance of 7 regression models in this data set:\n", "\n", "- linear: `Linear`,\n", "- lasso: `Lasso`,\n", "- support vector machine: `SVM`,\n", "- decision tree: `DT`,\n", "- random forest: `RF`,\n", "- k-nearest neighbors regression: `KN`,\n", "- dense feedforward neural network: `FNN`.\n", "\n", "For hyperparameter tuning, we initialize all classical models as scikit-learn defaults. For the FNN we define input and output layers with possible dropout layers. These layers include hyperparameter tuning of their number of nodes, use of sublayers, and the rate of dropout. The dense hidden layers include tuning of their depth." ] }, { "cell_type": "code", "execution_count": 7, "id": "eeccb6b8", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T18:45:26.140953Z", "iopub.status.busy": "2024-08-22T18:45:26.140722Z", "iopub.status.idle": "2024-08-22T18:45:26.144670Z", "shell.execute_reply": "2024-08-22T18:45:26.144367Z" } }, "outputs": [], "source": [ "model_settings = {\n", " \"models\": [\"Linear\", \"Lasso\", \"SVM\", \"DT\", \"RF\", \"KN\", \"FNN\"],\n", " \"FNN\": {\n", " \"structural_params\": {\n", " \"Dense_hidden\": {\n", " \"num_layers\": mai.Int(min_value=0, max_value=3),\n", " \"units\": mai.Int(min_value=25, max_value=400),\n", " \"activation\": \"relu\",\n", " \"kernel_initializer\": \"normal\",\n", " \"sublayer\": mai.Choice([\"Dropout_hidden\", \"None\"]),\n", " \"Dropout_hidden\": {\n", " \"rate\": mai.Float(min_value=0.4, max_value=0.6),\n", " },\n", " },\n", " \"Dense_output\": {\n", " \"units\": ytrain.shape[-1],\n", " \"activation\": \"linear\",\n", " \"kernel_initializer\": \"normal\",\n", " },\n", " },\n", " \"optimizer\": \"Adam\",\n", " \"Adam\": {\n", " \"learning_rate\": mai.Float(min_value=1e-5, max_value=0.001),\n", " },\n", " \"compile_params\": {\n", " \"loss\": \"mean_absolute_error\",\n", " \"metrics\": [\"mean_absolute_error\"],\n", " },\n", " \"fitting_params\": {\n", " \"batch_size\": mai.Choice([8, 16, 32]),\n", " \"epochs\": 50,\n", " \"validation_split\": 0.15,\n", " },\n", " },\n", "}\n", "tuner = mai.Tuner(xtrain, ytrain, model_settings=model_settings)" ] }, { "cell_type": "markdown", "id": "17f355e0", "metadata": {}, "source": [ "## Hyperparameter Tuning\n", "\n", "The hyperparameter tuning spaces are defined below. We use random search for the classical models as their training is quick, and random search can cover ample parameter space. Bayesian search is utilized for the FNNs as their training is more computationally expensive. Both search methods use 5-fold cross-validation to mitigate bias from the training data. We train 200 classical models from random search and 50 iterations of Bayesian search for neural networks. " ] }, { "cell_type": "code", "execution_count": 8, "id": "5af6abfc", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T18:45:26.146401Z", "iopub.status.busy": "2024-08-22T18:45:26.146101Z", "iopub.status.idle": "2024-08-22T19:09:47.637289Z", "shell.execute_reply": "2024-08-22T19:09:47.636941Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hyperparameter tuning took 24.35803848107656 minutes to process.\n" ] } ], "source": [ "random_search_spaces = {\n", " \"Lasso\": {\n", " \"alpha\": uniform(loc=0.0001, scale=0.0099), # 0.0001 - 0.01\n", " },\n", " \"SVM\": {\n", " \"kernel\": [\"linear\", \"poly\", \"rbf\", \"sigmoid\"],\n", " \"degree\": randint(low=1, high=5),\n", " \"gamma\": [\"scale\", \"auto\"],\n", " },\n", " \"DT\": {\n", " \"max_depth\": randint(low=5, high=50), # 5 - 50\n", " \"max_features\": [None, \"sqrt\", \"log2\", 2, 4, 6],\n", " \"min_samples_split\": randint(low=2, high=20), # 2 - 20\n", " \"min_samples_leaf\": randint(low=1, high=20), # 1 - 20\n", " },\n", " \"RF\": {\n", " \"n_estimators\": randint(low=50, high=200), # 50 - 200\n", " \"criterion\": [\"squared_error\", \"absolute_error\", \"poisson\"],\n", " \"min_samples_split\": randint(low=2, high=20), # 2 - 20\n", " \"min_samples_leaf\": randint(low=1, high=20), # 1 - 20\n", " \"max_features\": [None, \"sqrt\", \"log2\", 2, 4, 6],\n", " },\n", " \"KN\": {\n", " \"n_neighbors\": randint(low=1, high=20), # 1 - 20\n", " \"weights\": [\"uniform\", \"distance\"],\n", " \"leaf_size\": randint(low=1, high=30), # 1 - 30\n", " \"p\": randint(low=1, high=10), # 1 - 10\n", " },\n", "}\n", "start = time.time()\n", "random_search_configs = tuner.random_search(\n", " param_spaces=random_search_spaces, \n", " n_iter=200,\n", " n_jobs=6,\n", " cv=5,\n", ")\n", "bayesian_search_configs = tuner.nn_bayesian_search(\n", " objective=\"r2_score\",\n", " max_trials=50,\n", " cv=5,\n", ")\n", "print(\"Hyperparameter tuning took \" + str((time.time() - start) / 60) + \" minutes to process.\")" ] }, { "cell_type": "markdown", "id": "edd879fe", "metadata": {}, "source": [ "We can now see the Bayesian search hyperparameter optimization in the convergence plot." ] }, { "cell_type": "code", "execution_count": 9, "id": "4735e125", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:09:47.643316Z", "iopub.status.busy": "2024-08-22T19:09:47.643033Z", "iopub.status.idle": "2024-08-22T19:09:47.771228Z", "shell.execute_reply": "2024-08-22T19:09:47.770417Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = tuner.convergence_plot(model_types=\"FNN\")\n", "ax.set_ylim([0, 1])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5bc46046", "metadata": {}, "source": [ "## Model Postprocessing\n", "\n", "With the top `pyMAISE.Settings.num_configs_saved`, we can pass these parameter configurations to the `pyMAISE.PostProcessor` for model comparison and analysis. For the FNNs, we define the `\"epochs\"` parameter as 200 for better performance." ] }, { "cell_type": "code", "execution_count": 10, "id": "54f09a67", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:09:47.773340Z", "iopub.status.busy": "2024-08-22T19:09:47.773191Z", "iopub.status.idle": "2024-08-22T19:11:56.347938Z", "shell.execute_reply": "2024-08-22T19:11:56.347553Z" } }, "outputs": [], "source": [ "postprocessor = mai.PostProcessor(\n", " data=(xtrain, xtest, ytrain, ytest), \n", " model_configs=[random_search_configs, bayesian_search_configs], \n", " new_model_settings={\n", " \"FNN\": {\"fitting_params\": {\"epochs\": 200}},\n", " },\n", " yscaler=yscaler,\n", ")" ] }, { "cell_type": "markdown", "id": "487b7200", "metadata": {}, "source": [ "To compare the performance of these models, we will compute five metrics for both the training and testing data: \n", "\n", "- mean absolute percentage error: `MAPE` $=\\frac{100}{n} \\sum_{i = 1}^n \\frac{|y_i - \\hat{y}_i|}{\\text{max}(\\epsilon, |y_i|)}$,\n", "- root mean squared error `RMSE` $=\\sqrt{\\frac{1}{n}\\sum^n_{i = 1}(y_i - \\hat{y}_i)^2}$,\n", "- root mean squared percentage error `RMSPE` $= \\sqrt{\\frac{1}{n}\\sum_{i = 1}^n\\Big(\\frac{y_i - \\hat{y}_i}{\\text{max}(\\epsilon, |y_i|)}\\Big)^2}$,\n", "- mean absolute error `MAE` = $=\\frac{1}{n}\\sum^n_{i = 1}|y_i - \\hat{y}_i|$,\n", "- and r-squared `R2` $=1 - \\frac{\\sum^n_{i = 1}(y_i - \\hat{y}_i)^2}{\\sum^n_{i = 1}(y_i - \\bar{y}_i)^2}$,\n", "\n", "where $y$ is the actual outcome, $\\bar{y}$ is the average outcome, $\\bar{y}$ is the model predicted outcome, and $n$ is the number of observations. Metrics for `k` are shown below." ] }, { "cell_type": "code", "execution_count": 11, "id": "dd663b51", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:11:56.349692Z", "iopub.status.busy": "2024-08-22T19:11:56.349350Z", "iopub.status.idle": "2024-08-22T19:11:56.412767Z", "shell.execute_reply": "2024-08-22T19:11:56.412456Z" } }, "outputs": [ { "data": { "text/html": [ "
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Model TypesTrain R2Train MAETrain MAPETrain RMSETrain RMSPETest R2Test MAETest MAPETest RMSETest RMSPE
0Linear0.9999300.0000430.0034220.0000610.0048730.9999230.0000440.0035050.0000650.005215
27FNN0.9999160.0000400.0031520.0000670.0052870.9998080.0000410.0033030.0001030.008126
28FNN0.9999550.0000390.0031540.0000490.0038790.9997870.0000500.0040090.0001090.008775
30FNN0.9999250.0000510.0040490.0000630.0050070.9996850.0000600.0047750.0001320.010669
26FNN0.9997730.0001060.0084670.0001100.0087520.9996720.0001120.0089440.0001350.010731
1Lasso0.9996570.0001060.0084320.0001350.0107380.9995850.0001210.0096990.0001520.012095
2Lasso0.9996360.0001090.0086890.0001390.0110570.9995610.0001250.0099900.0001560.012441
29FNN0.9993650.0001760.0141000.0001830.0146540.9993330.0001820.0145500.0001920.015389
3Lasso0.9992970.0001520.0121640.0001930.0153720.9991740.0001730.0138240.0002140.017078
4Lasso0.9992680.0001560.0124210.0001970.0156900.9991410.0001770.0141010.0002180.017416
5Lasso0.9988820.0001930.0154400.0002430.0193950.9987090.0002170.0173280.0002680.021360
6SVM0.9646310.0010710.0855510.0013670.1091400.9668840.0010260.0819020.0013560.107942
7SVM0.9646310.0010710.0855510.0013670.1091400.9668840.0010260.0819020.0013560.107942
8SVM0.9646310.0010710.0855510.0013670.1091400.9668840.0010260.0819020.0013560.107942
9SVM0.9565540.0012190.0974080.0015150.1210600.9568070.0012450.0995050.0015480.123715
10SVM0.9565540.0012190.0974080.0015150.1210600.9568070.0012450.0995050.0015480.123715
16RF0.9809710.0007400.0590810.0010030.0800930.9124630.0016930.1352390.0022040.175831
18RF0.9730490.0008980.0717040.0011940.0953050.9073470.0017430.1392450.0022680.180936
19RF0.9671830.0009800.0782750.0013170.1052420.9024760.0018200.1453460.0023270.185617
17RF0.9733380.0008950.0715320.0011870.0948040.9023100.0017690.1412730.0023290.185715
20RF0.9776400.0007940.0634500.0010870.0868490.9008030.0018070.1443540.0023460.187232
21KN1.0000000.0000000.0000000.0000000.0000000.8833290.0019100.1524810.0025450.202910
22KN1.0000000.0000000.0000000.0000000.0000000.8803340.0019060.1521770.0025770.205569
24KN1.0000000.0000000.0000000.0000000.0000000.8759230.0019680.1571600.0026240.209312
25KN1.0000000.0000000.0000000.0000000.0000000.8759230.0019680.1571600.0026240.209312
23KN1.0000000.0000000.0000000.0000000.0000000.8669710.0020130.1607850.0027170.216831
12DT0.9465950.0012750.1018360.0016800.1342550.8104730.0026080.2084460.0032430.259208
11DT0.9868330.0005920.0472660.0008340.0666060.8030270.0025780.2060300.0033060.264265
15DT0.9335570.0014600.1166470.0018740.1498000.8002560.0027010.2158290.0033300.266004
13DT0.9569340.0011680.0932690.0015090.1205330.7907640.0027370.2187120.0034080.272278
14DT0.9581780.0011490.0917550.0014870.1187890.7882290.0027450.2193470.0034280.273935
\n", "
" ], "text/plain": [ " Model Types Train R2 Train MAE Train MAPE Train RMSE Train RMSPE \\\n", "0 Linear 0.999930 0.000043 0.003422 0.000061 0.004873 \n", "27 FNN 0.999916 0.000040 0.003152 0.000067 0.005287 \n", "28 FNN 0.999955 0.000039 0.003154 0.000049 0.003879 \n", "30 FNN 0.999925 0.000051 0.004049 0.000063 0.005007 \n", "26 FNN 0.999773 0.000106 0.008467 0.000110 0.008752 \n", "1 Lasso 0.999657 0.000106 0.008432 0.000135 0.010738 \n", "2 Lasso 0.999636 0.000109 0.008689 0.000139 0.011057 \n", "29 FNN 0.999365 0.000176 0.014100 0.000183 0.014654 \n", "3 Lasso 0.999297 0.000152 0.012164 0.000193 0.015372 \n", "4 Lasso 0.999268 0.000156 0.012421 0.000197 0.015690 \n", "5 Lasso 0.998882 0.000193 0.015440 0.000243 0.019395 \n", "6 SVM 0.964631 0.001071 0.085551 0.001367 0.109140 \n", "7 SVM 0.964631 0.001071 0.085551 0.001367 0.109140 \n", "8 SVM 0.964631 0.001071 0.085551 0.001367 0.109140 \n", "9 SVM 0.956554 0.001219 0.097408 0.001515 0.121060 \n", "10 SVM 0.956554 0.001219 0.097408 0.001515 0.121060 \n", "16 RF 0.980971 0.000740 0.059081 0.001003 0.080093 \n", "18 RF 0.973049 0.000898 0.071704 0.001194 0.095305 \n", "19 RF 0.967183 0.000980 0.078275 0.001317 0.105242 \n", "17 RF 0.973338 0.000895 0.071532 0.001187 0.094804 \n", "20 RF 0.977640 0.000794 0.063450 0.001087 0.086849 \n", "21 KN 1.000000 0.000000 0.000000 0.000000 0.000000 \n", "22 KN 1.000000 0.000000 0.000000 0.000000 0.000000 \n", "24 KN 1.000000 0.000000 0.000000 0.000000 0.000000 \n", "25 KN 1.000000 0.000000 0.000000 0.000000 0.000000 \n", "23 KN 1.000000 0.000000 0.000000 0.000000 0.000000 \n", "12 DT 0.946595 0.001275 0.101836 0.001680 0.134255 \n", "11 DT 0.986833 0.000592 0.047266 0.000834 0.066606 \n", "15 DT 0.933557 0.001460 0.116647 0.001874 0.149800 \n", "13 DT 0.956934 0.001168 0.093269 0.001509 0.120533 \n", "14 DT 0.958178 0.001149 0.091755 0.001487 0.118789 \n", "\n", " Test R2 Test MAE Test MAPE Test RMSE Test RMSPE \n", "0 0.999923 0.000044 0.003505 0.000065 0.005215 \n", "27 0.999808 0.000041 0.003303 0.000103 0.008126 \n", "28 0.999787 0.000050 0.004009 0.000109 0.008775 \n", "30 0.999685 0.000060 0.004775 0.000132 0.010669 \n", "26 0.999672 0.000112 0.008944 0.000135 0.010731 \n", "1 0.999585 0.000121 0.009699 0.000152 0.012095 \n", "2 0.999561 0.000125 0.009990 0.000156 0.012441 \n", "29 0.999333 0.000182 0.014550 0.000192 0.015389 \n", "3 0.999174 0.000173 0.013824 0.000214 0.017078 \n", "4 0.999141 0.000177 0.014101 0.000218 0.017416 \n", "5 0.998709 0.000217 0.017328 0.000268 0.021360 \n", "6 0.966884 0.001026 0.081902 0.001356 0.107942 \n", "7 0.966884 0.001026 0.081902 0.001356 0.107942 \n", "8 0.966884 0.001026 0.081902 0.001356 0.107942 \n", "9 0.956807 0.001245 0.099505 0.001548 0.123715 \n", "10 0.956807 0.001245 0.099505 0.001548 0.123715 \n", "16 0.912463 0.001693 0.135239 0.002204 0.175831 \n", "18 0.907347 0.001743 0.139245 0.002268 0.180936 \n", "19 0.902476 0.001820 0.145346 0.002327 0.185617 \n", "17 0.902310 0.001769 0.141273 0.002329 0.185715 \n", "20 0.900803 0.001807 0.144354 0.002346 0.187232 \n", "21 0.883329 0.001910 0.152481 0.002545 0.202910 \n", "22 0.880334 0.001906 0.152177 0.002577 0.205569 \n", "24 0.875923 0.001968 0.157160 0.002624 0.209312 \n", "25 0.875923 0.001968 0.157160 0.002624 0.209312 \n", "23 0.866971 0.002013 0.160785 0.002717 0.216831 \n", "12 0.810473 0.002608 0.208446 0.003243 0.259208 \n", "11 0.803027 0.002578 0.206030 0.003306 0.264265 \n", "15 0.800256 0.002701 0.215829 0.003330 0.266004 \n", "13 0.790764 0.002737 0.218712 0.003408 0.272278 \n", "14 0.788229 0.002745 0.219347 0.003428 0.273935 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "postprocessor.metrics().drop(\"Parameter Configurations\", axis=1)" ] }, { "cell_type": "markdown", "id": "03ca6ff6", "metadata": {}, "source": [ "The top-performing models based on test $R^2$ are linear regression, lasso regression, and the FNNs. This indicates a very linear data set. K-nearest neighbors, random forest, and decision tree overfit to the training data.\n", "\n", "The hyperparameter configurations of the top-performing models are listed below." ] }, { "cell_type": "code", "execution_count": 12, "id": "4cbf874d", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:11:56.414196Z", "iopub.status.busy": "2024-08-22T19:11:56.414085Z", "iopub.status.idle": "2024-08-22T19:11:56.443471Z", "shell.execute_reply": "2024-08-22T19:11:56.443165Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model Type: Lasso\n", " alpha: 0.00015044717694598402\n", "\n", "Model Type: SVM\n", " degree: 2\n", " gamma: scale\n", " kernel: poly\n", "\n", "Model Type: DT\n", " max_depth: 31\n", " max_features: None\n", " min_samples_leaf: 5\n", " min_samples_split: 10\n", "\n", "Model Type: RF\n", " criterion: poisson\n", " max_features: 6\n", " min_samples_leaf: 2\n", " min_samples_split: 5\n", " n_estimators: 116\n", "\n", "Model Type: KN\n", " leaf_size: 13\n", " n_neighbors: 7\n", " p: 3\n", " weights: distance\n", "\n", "Model Type: FNN\n", " Structural Hyperparameters\n", " Layer: Dense_hidden_0\n", " units: 95\n", " sublayer: None\n", " Layer: Dense_output_0\n", " Compile/Fitting Hyperparameters\n", " Adam_learning_rate: 0.0003421585453407753\n", " batch_size: 8\n", "Model: \"FNN\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " Dense_hidden_0 (Dense) (None, 95) 855 \n", " \n", " Dense_output_0 (Dense) (None, 1) 96 \n", " \n", "=================================================================\n", "Total params: 951 (3.71 KB)\n", "Trainable params: 951 (3.71 KB)\n", "Non-trainable params: 0 (0.00 Byte)\n", "_________________________________________________________________\n", "\n" ] } ], "source": [ "for model in [\"Lasso\", \"SVM\", \"DT\", \"RF\", \"KN\", \"FNN\"]:\n", " postprocessor.print_model(model_type=model)\n", " print()" ] }, { "cell_type": "markdown", "id": "4b7c33d6-2b07-44c2-9e6d-a7f7fdf8c36b", "metadata": {}, "source": [ "Below is the network plot for the FNN." ] }, { "cell_type": "code", "execution_count": 13, "id": "0accc262-67ac-44bf-85a0-771e350717a8", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:11:56.445474Z", "iopub.status.busy": "2024-08-22T19:11:56.445268Z", "iopub.status.idle": "2024-08-22T19:11:56.512119Z", "shell.execute_reply": "2024-08-22T19:11:56.511659Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "postprocessor.nn_network_plot(\n", " to_file=\"./supporting/reactor_physics_network.png\",\n", " show_shapes=True,\n", " show_layer_names=True,\n", " expand_nested=True,\n", " show_layer_activations=True,\n", ")" ] }, { "cell_type": "markdown", "id": "87c3607a", "metadata": {}, "source": [ "We can better visualize the performance of each model with diagonal validation plots." ] }, { "cell_type": "code", "execution_count": 14, "id": "3d273e44", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:11:56.513902Z", "iopub.status.busy": "2024-08-22T19:11:56.513613Z", "iopub.status.idle": "2024-08-22T19:11:57.432281Z", "shell.execute_reply": "2024-08-22T19:11:57.431810Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = np.array([[\"Linear\", \"Lasso\"], [\"DT\", \"KN\"], [\"RF\", \"SVM\"]])\n", "fig = plt.figure(figsize=(15, 25))\n", "gs = fig.add_gridspec(4, 2)\n", "for i in range(models.shape[0]):\n", " for j in range(models.shape[1]):\n", " ax = fig.add_subplot(gs[i, j])\n", " ax = postprocessor.diagonal_validation_plot(model_type=models[i, j])\n", " ax.set_title(models[i, j])\n", "ax = fig.add_subplot(gs[3, :])\n", "ax = postprocessor.diagonal_validation_plot(model_type=\"FNN\")\n", "ax.set_title(\"FNN\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "aaed4b9c", "metadata": {}, "source": [ "Linear regression, lasso regression, and FNN are tightly spread near $y = x$. The overfit of k-nearest neighbors is apparent given the difference in the spread of training compared to testing data.\n", "\n", "Validation plots tell us a similar story." ] }, { "cell_type": "code", "execution_count": 15, "id": "dc8bec7f", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:11:57.436796Z", "iopub.status.busy": "2024-08-22T19:11:57.436399Z", "iopub.status.idle": "2024-08-22T19:11:58.128631Z", "shell.execute_reply": "2024-08-22T19:11:58.127774Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 25))\n", "gs = fig.add_gridspec(4, 2)\n", "for i in range(models.shape[0]):\n", " for j in range(models.shape[1]):\n", " ax = fig.add_subplot(gs[i, j])\n", " ax = postprocessor.validation_plot(model_type=models[i, j])\n", " ax.set_title(models[i, j])\n", "ax = fig.add_subplot(gs[3, :])\n", "ax = postprocessor.validation_plot(model_type=\"FNN\")\n", "ax.set_title(\"FNN\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "df249807", "metadata": {}, "source": [ "Linear regression, lasso regression, and FNN all have testing relative errors of less than 0.15.\n", "\n", "Finally, we can see if the FNN is overfit based on its learning curve." ] }, { "cell_type": "code", "execution_count": 16, "id": "25b32fb0", "metadata": { "execution": { "iopub.execute_input": "2024-08-22T19:11:58.152603Z", "iopub.status.busy": "2024-08-22T19:11:58.152188Z", "iopub.status.idle": "2024-08-22T19:11:58.366933Z", "shell.execute_reply": "2024-08-22T19:11:58.366186Z" } }, "outputs": [ { "data": { "image/png": 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