{ "cells": [ { "cell_type": "code", "execution_count": 23, "id": "270559a0-196d-4d83-9a64-ebb677d253aa", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", "import matplotlib.pyplot as plt\n", "from tensorflow.keras import layers\n", "from tensorflow import keras\n", "import keras_tuner as kt" ] }, { "cell_type": "code", "execution_count": 27, "id": "67672e5d-73c6-46e5-8b76-2f41ed4f167d", "metadata": {}, "outputs": [], "source": [ "#data = pd.read_parquet('bedmap_train.parquet', engine='fastparquet') #Full data read.\n", "import pyarrow.parquet as pq\n", "import pandas as pd\n", "import random\n", "\n", "#Only loading 10% of 30M data\n", "# Open the Parquet file\n", "\n", "from pathlib import Path\n", "import pyarrow.parquet as pq\n", "\n", "# Go back one directory and into\n", "file_path = Path.cwd().parent / 'finalprojectdata' / 'grid_300km_7M_w_dist.parquet'\n", "parquet_file = pq.ParquetFile(file_path)\n", "#parquet_file = pq.ParquetFile('bedmap_train.parquet')\n", "\n", "# Get number of row groups\n", "num_row_groups = parquet_file.num_row_groups\n", "\n", "# Select 100% of row groups randomly\n", "sample_size = max(1, int(num_row_groups * 0.33))\n", "selected_groups = random.sample(range(num_row_groups), sample_size)\n", "\n", "# Read only the selected row groups\n", "dfs = []\n", "for i in selected_groups:\n", " table = parquet_file.read_row_group(i)\n", " df = table.to_pandas()\n", " dfs.append(df)\n", "\n", "# Combine into one DataFrame\n", "data = pd.concat(dfs, ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 29, "id": "9539e51c-1d84-49a6-88a4-8d6572f6ef61", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Set the figure size\n", "data.hist(bins=30, figsize=(15, 10), edgecolor='black')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "id": "a43a772e-5385-4fec-8f5a-e72caa73ef83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['THICK' 'geometry' 'EAST' 'NORTH' 'vx' 'vy' 'v' 'ith_bm' 'smb' 'z' 's'\n", " 'temp' 'gridCellId' 'distance_to_peak']\n", " Variables used for training: ['v' 'smb' 'z' 's' 'temp' 'distance_to_peak']\n" ] } ], "source": [ "# Read the data and print the variables:\n", "from sklearn.model_selection import train_test_split\n", "variables = data.columns\n", "print(variables.values)\n", "\n", "#Get rid of correlated data by only training on odd gridid's and testing on even grid ids.\n", "\n", "#IMPORTANT: Minus of this method is that we get equal test and training data, but due to the large amount of data (and we don't train on all of it) this is not currently a problem.\n", "#It only becomes a problem if we at some point want to start training on more than 50% of all the data.\n", "mask = data['gridCellId'] % 2 == data['gridCellId'] // 15 % 2\n", "\n", "training_data = data[mask]\n", "test_data = data[~mask]\n", "\n", "# Decide on which variables to use for input (X) and what defines the label (Y):\n", "input_variables = variables[(variables != 'ith_bm') & (variables != 'LON') & (variables != 'LAT') & (variables != 'geometry') & (variables != 'THICK') & (variables != 'gridCellId') & (variables != 'vx') & (variables != 'vy') & (variables != 'NORTH') & (variables != 'EAST')]\n", "#input_variables = variables[(variables != 'ith_bm') & (variables != 'LON') & (variables != 'LAT') & (variables != 'geometry') & (variables != 'THICK') & (variables != 'gridCellId') & (variables != 'vx') & (variables != 'vy') & (variables != 'distance_to_peak')]\n", "input_train_data = training_data[input_variables]\n", "truth_train_data = training_data['THICK']\n", "print(\" Variables used for training: \", input_variables.values)" ] }, { "cell_type": "code", "execution_count": 39, "id": "773af2c6-d815-4c86-8f1e-38ce5026d845", "metadata": {}, "outputs": [], "source": [ "#NN\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import confusion_matrix\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense\n", "import time\n", "from sklearn.preprocessing import StandardScaler, Normalizer, MinMaxScaler\n", "from tensorflow.keras.optimizers import Adam, SGD\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 43, "id": "65bd169a-40ba-416b-8ac8-d19e774b5edf", "metadata": {}, "outputs": [], "source": [ "start=time.time()\n", "#input_train, input_valid, truth_train, truth_valid = \\\n", "# train_test_split(input_data, truth_data, test_size=0.25, random_state=42)\n", "\n", "benchmark_data = test_data['ith_bm']\n", "test_input_data = test_data[input_variables]\n", "test_truth_data = test_data['THICK']\n", "\n", "input_test_all, input_valid, truth_test_all, truth_valid, benchmark_test_all, benchmark_valid = \\\n", " train_test_split(test_input_data, test_truth_data, benchmark_data, test_size=0.5, random_state=42)\n", "\n", "# Assume input_train_data and truth_train_data are pandas DataFrames or Series\n", "assert len(input_train_data) == len(truth_train_data), \"Mismatched lengths\"\n", "np.random.seed(42) # Set a random seed before permutation\n", "\n", "# Generate a shuffled permutation of indices\n", "shuffled_indices = np.random.permutation(len(input_train_data))\n", "\n", "# Apply the shuffle to both DataFrames\n", "input_train = input_train_data.iloc[shuffled_indices].reset_index(drop=True)\n", "truth_train = truth_train_data.iloc[shuffled_indices].reset_index(drop=True)\n", "\n", "#Normalize to mean 0 standard deviation 1\n", "scaler = MinMaxScaler()\n", "\n", "# Fit only on training data\n", "input_train = scaler.fit_transform(input_train)\n", "\n", "# Apply the same transformation to test data\n", "input_valid = scaler.transform(input_valid)\n", "\n", "y_scaler = MinMaxScaler()\n", "truth_train = y_scaler.fit_transform(truth_train.values.reshape(-1, 1))\n", "truth_valid = y_scaler.transform(truth_valid.values.reshape(-1, 1))" ] }, { "cell_type": "code", "execution_count": 45, "id": "fd460456-d160-4382-a2a7-c1cc6667be5c", "metadata": {}, "outputs": [], "source": [ "def build_model(hp):\n", " NUM_SCALAR_FEATURES = len(input_variables)\n", "\n", " # Scalar branch\n", " scalar_input = layers.Input(shape=(NUM_SCALAR_FEATURES, ), name='scalar_input')\n", " x = scalar_input\n", "\n", " # Tune number of dense layers: 1 to 4\n", " for i in range(hp.Int('num_dense_layers', 1, 5)):\n", " units = hp.Int(f'dense_units_{i}', 32, 128, step=32)\n", " x = layers.Dense(units, activation='relu')(x)\n", " x = layers.Dropout(hp.Float(f'dropout_{i}', 0.2, 0.5, step=0.1))(x)\n", "\n", " output = layers.Dense(1, activation='relu', name='output')(x) #Relu The best output activation function for non-negative regression.\n", "\n", " model = keras.Model(inputs=scalar_input, outputs=output)\n", "\n", " model.compile(\n", " optimizer='adam',\n", " loss='mae',\n", " metrics=['mae']\n", " )\n", "\n", " return model" ] }, { "cell_type": "code", "execution_count": 47, "id": "80b4180a-1351-4539-a253-b44185139afc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reloading Tuner from C:/Users/Adian/MLFinalProject\\ice_thickness_TabularNNdist\\tuner0.json\n" ] } ], "source": [ "tuner = kt.RandomSearch(\n", " build_model,\n", " objective='val_mae',\n", " max_trials=10,\n", " executions_per_trial=1,\n", " directory='C:/Users/Adian/MLFinalProject', #skift directory\n", " project_name='ice_thickness_TabularNNdist'\n", ")" ] }, { "cell_type": "code", "execution_count": 49, "id": "e639705c-d66a-490d-a668-fb710a96166c", "metadata": {}, "outputs": [], "source": [ "tuner.search(\n", " {'scalar_input': input_train},\n", " truth_train,\n", " validation_data=({'scalar_input': input_valid}, truth_valid),\n", " epochs=5,\n", " batch_size=320\n", ")\n" ] }, { "cell_type": "code", "execution_count": 51, "id": "c677992c-60c0-4b71-a6d8-44da8479bdbf", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\adian\\applied machine learning course\\appmlenv\\Lib\\site-packages\\keras\\src\\saving\\saving_lib.py:757: UserWarning: Skipping variable loading for optimizer 'adam', because it has 2 variables whereas the saved optimizer has 18 variables. \n", " saveable.load_own_variables(weights_store.get(inner_path))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{'num_dense_layers': 3, 'dense_units_0': 128, 'dropout_0': 0.4, 'dense_units_1': 64, 'dropout_1': 0.2, 'dense_units_2': 96, 'dropout_2': 0.4}\n", "--------- TRAINING ---------\n", "Epoch 1/3\n", "\u001b[1m3191/3191\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 4ms/step - loss: 0.0875 - mae: 0.0875 - val_loss: 0.0548 - val_mae: 0.0548\n", "Epoch 2/3\n", "\u001b[1m3191/3191\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 4ms/step - loss: 0.0598 - mae: 0.0598 - val_loss: 0.0550 - val_mae: 0.0550\n", "Epoch 3/3\n", "\u001b[1m3191/3191\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - loss: 0.0573 - mae: 0.0573 - val_loss: 0.0542 - val_mae: 0.0542\n", "Time used by NN: 52744.8 ms\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "best_model = tuner.get_best_models(num_models=1)[0]\n", "best_hps = tuner.get_best_hyperparameters(num_trials=1)[0]\n", "print(best_hps.values)\n", "\n", "####HYPERPARAMETERS#####\n", "hidlay1 = 64\n", "hidlay2 = 24\n", "lr = 0.001\n", "opt = Adam(learning_rate=lr)\n", "epoch = 3\n", "bsz = 320\n", "\n", "# Create a NN. Loss function is BinaryCrossEntropy. Output layer has 1 node;the prediction for electron. Learning rate defaults to 0.001. \n", "model = build_model(best_hps)\n", "\n", "print('--------- TRAINING ---------')\n", "history = model.fit(x = np.array(input_train), y = np.array(truth_train), validation_data=(np.array(input_valid), np.array(truth_valid)), epochs = epoch, batch_size = bsz) \n", "## This trains the model on input_train by comparing to the true values in truth_train. After every epoch of training, the model is evaluated on the validation dataset, \n", "## namely input_valid and truth_valid.\n", "\n", "# Print the time usage:\n", "end = time.time()\n", "print(f\"Time used by NN: {(end-start)*1000:.1f} ms\")\n", "\n", "training_loss = history.history['loss']\n", "validation_loss = history.history['val_loss']\n", "\n", "fig = plt.figure()\n", "plt.plot(training_loss,label = 'training loss')\n", "plt.plot(training_loss,'o')\n", "plt.plot(validation_loss, label = 'validation loss')\n", "plt.plot(validation_loss, 'o')\n", "plt.legend()\n", "plt.xticks(size = 12)\n", "plt.yticks(size = 12)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 53, "id": "4767970e-9aed-4bda-8a08-3881b7c4c303", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m3125/3125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 2ms/step\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) NN not dist: 255.4269\n", "Mean Absolute Error (MAE) BedMachine: 74.7251\n" ] } ], "source": [ "#Testing on Uncorrelated Data:\n", "#Test size:\n", "N = 100000\n", "input_test = scaler.transform(input_test_all[:N])\n", "truth_test = truth_test_all.values.reshape(-1, 1)[:N]\n", "benchmark_test = benchmark_test_all.values.reshape(-1, 1)[:N]\n", "\n", "# Scatter plot: predicted vs true\n", "truth_score = model.predict(np.array(input_test))\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(truth_test, y_scaler.inverse_transform(truth_score), alpha=0.2, label='NN')\n", "plt.scatter(truth_test, benchmark_test, alpha=0.2, label='BedMachine')\n", "plt.plot([truth_test.min(), truth_test.max()], [truth_test.min(), truth_test.max()], 'r--') # Ideal line\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Residual plot: true - predicted\n", "residuals = truth_test - y_scaler.inverse_transform(truth_score)\n", "residualsbenchmark = truth_test - benchmark_test\n", "plt.figure(figsize=(6, 4))\n", "plt.hist(residuals, bins=50, alpha=0.5, label='NN')\n", "plt.hist(residualsbenchmark, bins=50, alpha=0.5, label='BedMachine')\n", "plt.xlabel(\"Residual (True - Predicted)\")\n", "plt.title(\"Residual Distribution\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "from sklearn.metrics import mean_absolute_error\n", "\n", "mae = mean_absolute_error(truth_test, y_scaler.inverse_transform(truth_score))\n", "maebenchmark = mean_absolute_error(truth_test, benchmark_test)\n", "print(f\"Mean Absolute Error (MAE) NN not dist: {mae:.4f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {maebenchmark:.4f}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "a639825b-2e62-4b36-88ea-9cdd4a819193", "metadata": {}, "outputs": [], "source": [ "print(input_test)\n", "print(input_valid)" ] }, { "cell_type": "code", "execution_count": 55, "id": "6238ae70-96cf-48e1-96a4-cf98f22f78ca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m3125/3125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 2ms/step\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatter plot: predicted vs true\n", "truth_score = model.predict(np.array(input_test))\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(truth_test, y_scaler.inverse_transform(truth_score), alpha=0.2, label='NN dist')\n", "plt.scatter(truth_test, benchmark_test, alpha=0.2, label='BedMachine')\n", "plt.plot([truth_test.min(), truth_test.max()], [truth_test.min(), truth_test.max()], 'r--') # Ideal line\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "plt.savefig(\"NN_pred_over_true_dist.png\", dpi=300, bbox_inches='tight')\n", "plt.show\n" ] }, { "cell_type": "code", "execution_count": 59, "id": "278a97cf-2667-475f-ac85-64adaedd619d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Residual plot: true - predicted\n", "residuals = truth_test - y_scaler.inverse_transform(truth_score)\n", "residualsbenchmark = truth_test - benchmark_test\n", "plt.figure(figsize=(6, 4))\n", "plt.hist(residuals, bins=50, alpha=0.5, label='NN dist')\n", "plt.hist(residualsbenchmark, bins=50, alpha=0.5, label='BedMachine')\n", "plt.xlabel(\"Residual (True - Predicted)\")\n", "plt.title(\"Residual Distribution\")\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "plt.savefig(\"NN_residual_dist.png\", dpi=300, bbox_inches='tight')\n", "plt.show" ] }, { "cell_type": "code", "execution_count": 61, "id": "002d29b1-be6b-46f1-a6ad-79678020af62", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) NN dist: 255.4269\n", "Mean Absolute Error (MAE) BedMachine: 74.7251\n" ] } ], "source": [ "from sklearn.metrics import mean_absolute_error\n", "\n", "mae = mean_absolute_error(truth_test, y_scaler.inverse_transform(truth_score))\n", "maebenchmark = mean_absolute_error(truth_test, benchmark_test)\n", "print(f\"Mean Absolute Error (MAE) NN dist: {mae:.4f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {maebenchmark:.4f}\")\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "cb7e4f85-bf4a-4657-8aed-0e20718bab1a", "metadata": {}, "outputs": [], "source": [ "len(input_variables)" ] }, { "cell_type": "code", "execution_count": null, "id": "a87fa457-19cc-43af-83eb-d6490bd0dd9c", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "appmlenv", "language": "python", "name": "appmlenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 5 }