{ "cells": [ { "cell_type": "code", "execution_count": 68, "id": "e7e09770", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\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": 69, "id": "797deb25", "metadata": {}, "outputs": [], "source": [ "data = xr.open_dataset('conv_temp_ithbm_4326.nc')" ] }, { "cell_type": "code", "execution_count": 70, "id": "399483a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(198407, 27, 27)" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.images.values.shape" ] }, { "cell_type": "code", "execution_count": 71, "id": "a92d3499", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 1GB\n",
       "Dimensions:     (sample: 198407, x: 27, y: 27)\n",
       "Coordinates:\n",
       "  * sample      (sample) int64 2MB 0 1 2 3 4 ... 198403 198404 198405 198406\n",
       "  * x           (x) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n",
       "  * y           (y) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n",
       "Data variables:\n",
       "    images      (sample, x, y) float64 1GB 264.3 264.3 264.3 ... 234.4 234.4\n",
       "    labels      (sample) float64 2MB ...\n",
       "    THICK       (sample) float64 2MB ...\n",
       "    vx          (sample) float64 2MB ...\n",
       "    vy          (sample) float64 2MB ...\n",
       "    v           (sample) float64 2MB ...\n",
       "    smb         (sample) float64 2MB ...\n",
       "    z           (sample) float64 2MB ...\n",
       "    s           (sample) float64 2MB ...\n",
       "    temp        (sample) float64 2MB ...\n",
       "    ith_bm      (sample) float64 2MB ...\n",
       "    gridCellId  (sample) int64 2MB ...\n",
       "Attributes:\n",
       "    description:  CNN data med temperaturbilleder og 'THICK' som labels.
" ], "text/plain": [ " Size: 1GB\n", "Dimensions: (sample: 198407, x: 27, y: 27)\n", "Coordinates:\n", " * sample (sample) int64 2MB 0 1 2 3 4 ... 198403 198404 198405 198406\n", " * x (x) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n", " * y (y) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n", "Data variables:\n", " images (sample, x, y) float64 1GB 264.3 264.3 264.3 ... 234.4 234.4\n", " labels (sample) float64 2MB ...\n", " THICK (sample) float64 2MB ...\n", " vx (sample) float64 2MB ...\n", " vy (sample) float64 2MB ...\n", " v (sample) float64 2MB ...\n", " smb (sample) float64 2MB ...\n", " z (sample) float64 2MB ...\n", " s (sample) float64 2MB ...\n", " temp (sample) float64 2MB ...\n", " ith_bm (sample) float64 2MB ...\n", " gridCellId (sample) int64 2MB ...\n", "Attributes:\n", " description: CNN data med temperaturbilleder og 'THICK' som labels." ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "id": "16eb4caa", "metadata": {}, "source": [ "Make train test split" ] }, { "cell_type": "code", "execution_count": 72, "id": "fdf4c42f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/44/y59xjnbx6fqfgz896mcmxfw80000gn/T/ipykernel_95749/3327914040.py:5: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.\n", " dim_name = list(data.dims.keys())[0] # assumes single major dimension like 'obs'\n" ] } ], "source": [ "scalar_feats = ['vx', 'vy', 'v', 'smb', 'z', 's', 'temp']\n", "feats = np.array([data[feat].values for feat in scalar_feats]).T\n", "\n", "# 1. Find correct dimension name (e.g., 'obs')\n", "dim_name = list(data.dims.keys())[0] # assumes single major dimension like 'obs'\n", "\n", "# 2. Find odd (odd) indices using xarray logic\n", "grid_ids = data[\"gridCellId\"].values.astype(int)\n", "odd_mask = grid_ids % 2 == 1\n", "odd_idx = np.where(odd_mask)[0]\n", "test_idx = np.where(~odd_mask)[0]\n", "\n", "# 3. Extract scalar features as a stacked array (samples x features)\n", "scalar_feats = ['vx', 'vy', 'v', 'smb', 'z', 's', 'temp']\n", "feats = np.stack([data[feat].values for feat in scalar_feats], axis=-1)\n", "\n", "# 4. Create train/test splits using .isel and values\n", "train_images = data[\"images\"].isel({dim_name: odd_idx}).values\n", "test_images = data[\"images\"].isel({dim_name: test_idx}).values\n", "\n", "train_feats = feats[odd_idx]\n", "test_feats = feats[test_idx]\n", "\n", "ytrain = data[\"THICK\"].isel({dim_name: odd_idx}).values\n", "ytest = data[\"THICK\"].isel({dim_name: test_idx}).values\n", "\n", "ytrain = data.THICK.values[odd_idx]\n", "ytest = data.THICK.values[test_idx]\n", "\n", "Bedtest = data.ith_bm.values[test_idx]\n" ] }, { "cell_type": "code", "execution_count": 73, "id": "34462408", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(104834, 27, 27)\n", "False\n", "0\n", "76454604\n" ] } ], "source": [ "train_images = data[\"images\"].isel({dim_name: odd_idx}).load().values\n", "test_images = data[\"images\"].isel({dim_name: test_idx}).load().values\n", "\n", "train_images = np.nan_to_num(train_images, nan=0.0)\n", "test_images = np.nan_to_num(test_images, nan=0.0)\n", "\n", "print(train_images.shape) # should be (N, 27, 27)\n", "print(np.isnan(train_images).all()) # should be False\n", "print(np.isnan(train_images).sum()) # total NaNs\n", "print(104876 * 27 *27)\n" ] }, { "cell_type": "code", "execution_count": 74, "id": "f57481cb", "metadata": {}, "outputs": [], "source": [ "#---------standardize labels-------------------\n", "# Compute mean and std from training labels\n", "y_mean = ytrain.mean()\n", "y_std = ytrain.std()\n", "\n", "# Standardize ytrain and ytest using training statistics\n", "ytrain_std = (ytrain - y_mean) / y_std\n", "ytest_std = (ytest - y_mean) / y_std\n", "#to convert back to original scale, use:\n", "# ypreds_orig = ypreds * y_std + y_mean\n", "#----------------------------------------------\n", "\n", "# ytrain = ytrain.values\n", "# ytest = ytest.values\n", "\n", "# explicitly illustrating standardization\n", "def standardizeimg(img, mu, sigma):\n", " return (img-mu)/(sigma).astype(np.float32)\n", "\n", "# save for scaling test dataA\n", "mu_train = np.mean(train_images)\n", "sigma_train = np.std(train_images)\n", "\n", "# Standardize pixel distribution to have zero mean and unit variance\n", "train_images = standardizeimg(img=train_images, mu=mu_train, sigma=sigma_train)\n", "test_images = standardizeimg(img=test_images, mu=np.mean(test_images), sigma=np.std(test_images))\n", "\n", "# adapt to format required by tensorflow; Using channels_last --> (n_samples, img_rows, img_cols, n_channels)\n", "img_rows, img_cols = 27, 27 # input image dimensions\n", "train_images = train_images.reshape(train_images.shape[0], img_rows, img_cols, 1)\n", "test_images = test_images.reshape(test_images.shape[0], img_rows, img_cols, 1)" ] }, { "cell_type": "code", "execution_count": 75, "id": "73c5f289", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=5, figsize=(10,6))\n", "\n", "offset = 10\n", "for i in range(5):\n", " # train\n", " ax[0,i].imshow(train_images[i+offset].reshape(img_rows,img_cols), cmap=plt.cm.Blues)\n", " ax[0,i].set_xlabel(ytrain[i], fontsize=10)\n", " ax[0,i].set_xticks([]); ax[0,i].set_yticks([]); ax[0,i].grid(False)\n", " # val\n", " ax[1,i].imshow(test_images[i+offset].reshape(img_rows,img_cols), cmap=plt.cm.Blues)\n", " ax[1,i].set_xlabel(ytest[i], fontsize=10)\n", " ax[1,i].set_xticks([]); ax[1,i].set_yticks([]); ax[1,i].grid(False)\n", " # test\n", " # ax[2,i].imshow(test_images[i].reshape(28,28), cmap=plt.cm.binary)\n", " # ax[2,i].set_xlabel(np.argmax(test_labels[i]), fontsize=18)\n", " # ax[2,i].set_xticks([]); ax[2,i].set_yticks([]); ax[2,i].grid(False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cd625c24", "metadata": {}, "source": [ "Tunable model:\n", "For at ændre range på tuning variable skal du ændre i hp.Int() eller hp.Float()\n", "ex: filters = hp.Int(f'filters_{i}', 32, 128, step=32)" ] }, { "cell_type": "code", "execution_count": 76, "id": "0dfee8c6", "metadata": {}, "outputs": [], "source": [ "def build_model(hp):\n", " IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS = 27, 27, 1\n", " NUM_SCALAR_FEATURES = 7\n", "\n", " image_input = layers.Input(shape=(IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS), name='image_input')\n", " x = image_input\n", "\n", " # Tune number of conv layers: 1 to 3\n", " for i in range(hp.Int('num_conv_layers', 1, 3)):\n", " filters = hp.Int(f'filters_{i}', 32, 128, step=32)\n", " x = layers.Conv2D(filters, (3, 3), activation='relu', padding='same')(x)\n", " x = layers.MaxPooling2D((2, 2))(x)\n", "\n", " x = layers.Flatten()(x)\n", "\n", " # Scalar branch\n", " scalar_input = layers.Input(shape=(NUM_SCALAR_FEATURES,), name='scalar_input')\n", " y = scalar_input # you could also add dense layers here\n", "\n", " # Merge\n", " z = layers.concatenate([x, y])\n", "\n", " # Tune number of dense layers: 1 to 3\n", " for i in range(hp.Int('num_dense_layers', 1, 3)):\n", " units = hp.Int(f'dense_units_{i}', 64, 256, step=64)\n", " z = layers.Dense(units, activation='relu')(z)\n", " z = layers.Dropout(hp.Float(f'dropout_{i}', 0.3, 0.7, step=0.1))(z)\n", "\n", " output = layers.Dense(1, name='output')(z)\n", "\n", " model = keras.Model(inputs=[image_input, scalar_input], outputs=output)\n", "\n", " model.compile(\n", " optimizer='adam',\n", " loss='mse',\n", " metrics=['mape']\n", " )\n", "\n", " return model\n" ] }, { "cell_type": "code", "execution_count": 77, "id": "aaf313fd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reloading Tuner from Code/ice_thickness_cnn_temp/tuner0.json\n" ] } ], "source": [ "tuner = kt.RandomSearch(\n", " build_model,\n", " objective='val_mape',\n", " max_trials=1,\n", " executions_per_trial=1,\n", " directory='Code', #skift directory\n", " project_name='ice_thickness_cnn_temp'\n", ")\n" ] }, { "cell_type": "code", "execution_count": 78, "id": "bd3f3fb6", "metadata": {}, "outputs": [], "source": [ "tuner.search(\n", " {'image_input': train_images, 'scalar_input': train_feats},\n", " ytrain_std,\n", " validation_data=({'image_input': test_images, 'scalar_input': test_feats}, ytest_std),\n", " epochs=30,\n", " batch_size=320\n", ")\n" ] }, { "cell_type": "code", "execution_count": 79, "id": "3fedd52d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/appml/lib/python3.12/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 30 variables. \n", " saveable.load_own_variables(weights_store.get(inner_path))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 45ms/step - loss: 1542416.2500 - mape: 89.4388 - val_loss: 1406416.6250 - val_mape: 65.4946\n", "Epoch 2/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - loss: 413349.4375 - mape: 61.3657 - val_loss: 1571505.7500 - val_mape: 66.2512\n", "Epoch 3/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 354417.4062 - mape: 53.5295 - val_loss: 1577771.1250 - val_mape: 66.4992\n", "Epoch 4/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - loss: 337064.2500 - mape: 53.6757 - val_loss: 1680964.8750 - val_mape: 67.0283\n", "Epoch 5/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 42ms/step - loss: 329503.9688 - mape: 60.9448 - val_loss: 1589844.8750 - val_mape: 66.7543\n", "Epoch 6/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 312042.4062 - mape: 50.0040 - val_loss: 1626851.2500 - val_mape: 66.2424\n", "Epoch 7/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 297972.3125 - mape: 48.1554 - val_loss: 1433363.2500 - val_mape: 62.9105\n", "Epoch 8/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 288127.7500 - mape: 48.0044 - val_loss: 1399119.7500 - val_mape: 60.8166\n", "Epoch 9/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 279358.7812 - mape: 47.0815 - val_loss: 1536415.5000 - val_mape: 64.5406\n", "Epoch 10/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 42ms/step - loss: 273081.9688 - mape: 48.0910 - val_loss: 1535238.7500 - val_mape: 63.3450\n", "Epoch 11/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 49ms/step - loss: 260107.3750 - mape: 47.1146 - val_loss: 1482510.1250 - val_mape: 61.7920\n", "Epoch 12/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - loss: 252386.2812 - mape: 45.0252 - val_loss: 1524654.8750 - val_mape: 62.7380\n", "Epoch 13/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 247476.8750 - mape: 43.7132 - val_loss: 1536826.8750 - val_mape: 63.2653\n", "Epoch 14/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 42ms/step - loss: 239422.3594 - mape: 42.4982 - val_loss: 1503658.3750 - val_mape: 61.9255\n", "Epoch 15/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 46ms/step - loss: 232992.7344 - mape: 41.8255 - val_loss: 1669429.6250 - val_mape: 65.2260\n", "Epoch 16/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 231136.6875 - mape: 40.6327 - val_loss: 1517327.0000 - val_mape: 62.5508\n", "Epoch 17/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 223775.4219 - mape: 47.2789 - val_loss: 1636324.5000 - val_mape: 65.0784\n", "Epoch 18/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 222701.6875 - mape: 40.6723 - val_loss: 1554557.8750 - val_mape: 63.1870\n", "Epoch 19/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - loss: 215451.7031 - mape: 43.0400 - val_loss: 1499534.6250 - val_mape: 62.2561\n", "Epoch 20/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 43ms/step - loss: 212073.7656 - mape: 43.9617 - val_loss: 1572882.0000 - val_mape: 63.5012\n", "Epoch 21/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 43ms/step - loss: 208645.0000 - mape: 41.4214 - val_loss: 1571111.3750 - val_mape: 64.1058\n", "Epoch 22/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 42ms/step - loss: 205463.5781 - mape: 39.3477 - val_loss: 1587826.1250 - val_mape: 63.6779\n", "Epoch 23/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - loss: 202107.1406 - mape: 41.4807 - val_loss: 1472288.0000 - val_mape: 62.2012\n", "Epoch 24/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 45ms/step - loss: 203066.8438 - mape: 41.0053 - val_loss: 1440458.8750 - val_mape: 62.0169\n", "Epoch 25/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 45ms/step - loss: 195882.4688 - mape: 37.2688 - val_loss: 1469860.1250 - val_mape: 62.2435\n", "Epoch 26/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - loss: 194704.9375 - mape: 39.7339 - val_loss: 1481579.6250 - val_mape: 62.0043\n", "Epoch 27/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 44ms/step - loss: 189633.0938 - mape: 40.7832 - val_loss: 1419648.2500 - val_mape: 60.4529\n", "Epoch 28/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 45ms/step - loss: 191490.4375 - mape: 36.6066 - val_loss: 1342995.7500 - val_mape: 59.9271\n", "Epoch 29/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 43ms/step - loss: 188813.9844 - mape: 35.0199 - val_loss: 1400728.1250 - val_mape: 60.7354\n", "Epoch 30/30\n", "\u001b[1m410/410\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 42ms/step - loss: 190902.0469 - mape: 37.9176 - val_loss: 1518017.5000 - val_mape: 62.3305\n", "{'num_conv_layers': 3, 'filters_0': 64, 'num_dense_layers': 3, 'dense_units_0': 256, 'dropout_0': 0.5, 'filters_1': 32, 'filters_2': 32, 'dense_units_1': 64, 'dropout_1': 0.3, 'dense_units_2': 64, 'dropout_2': 0.3}\n" ] } ], "source": [ "best_model = tuner.get_best_models(num_models=1)[0]\n", "best_hps = tuner.get_best_hyperparameters(num_trials=1)[0]\n", "\n", "# the history object will contain a record of loss and metric values during training\n", "history = best_model.fit({'image_input': train_images, 'scalar_input': train_feats}, ytrain,\n", " batch_size=256,\n", " epochs=30,\n", " validation_data=(\n", " {'image_input': test_images, 'scalar_input': test_feats},\n", " ytest\n", " )\n", " )\n", "\n", "print(best_hps.values)\n" ] }, { "cell_type": "markdown", "id": "f944882a", "metadata": {}, "source": [ "Tunable model end." ] }, { "cell_type": "code", "execution_count": 80, "id": "fd843bb9", "metadata": {}, "outputs": [], "source": [ "temp_model = best_model" ] }, { "cell_type": "code", "execution_count": 81, "id": "b5a46ae4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[(None, 27, 27, 1), (None, 7)]\n" ] } ], "source": [ "print(temp_model.input_shape)" ] }, { "cell_type": "code", "execution_count": 82, "id": "fbb15ccc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 image_input \n", "1 conv2d \n", "2 max_pooling2d \n", "3 conv2d_1 \n", "4 max_pooling2d_1 \n", "5 conv2d_2 \n", "6 max_pooling2d_2 \n", "7 flatten \n", "8 scalar_input \n", "9 concatenate \n", "10 dense \n", "11 dropout \n", "12 dense_1 \n", "13 dropout_1 \n", "14 dense_2 \n", "15 dropout_2 \n", "16 output \n" ] } ], "source": [ "#print layer index to input in the layer views. (conv2d)\n", "for i, layer in enumerate(temp_model.layers):\n", " print(i, layer.name, type(layer))\n" ] }, { "cell_type": "code", "execution_count": 83, "id": "99879fe3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1st convolution layer:\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2nd convolution layer:\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "3rd convolution layer:\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# model.layers will print a list of layer parameters/values\n", "filters1, biases1 = temp_model.layers[1].get_weights()\n", "filters2, biases2 = temp_model.layers[3].get_weights()\n", "filters3, biases3 = temp_model.layers[5].get_weights()\n", "\n", "# normalize filter values to range 0-1 for better colormapping during plotting\n", "def norm_filter(kernel):\n", " return (kernel - np.min(kernel)) / (np.max(kernel) - np.min(kernel))\n", "\n", "print('1st convolution layer:')\n", "fig, axs = plt.subplots(2,5, figsize=(10, 6))\n", "axs = axs.ravel()\n", "for i in range(10):\n", " axs[i].imshow(norm_filter(filters1[:,:,0,i]), cmap=plt.cm.binary)\n", " axs[i].set_xticks([]); axs[i].set_yticks([]); axs[i].grid(False)\n", "plt.show()\n", "\n", "print('2nd convolution layer:')\n", "fig, axs = plt.subplots(2,5, figsize=(10, 6))\n", "axs = axs.ravel()\n", "for i in range(10):\n", " axs[i].imshow(norm_filter(filters2[:,:,0,i]), cmap=plt.cm.binary)\n", " axs[i].set_xticks([]); axs[i].set_yticks([]); axs[i].grid(False)\n", "plt.show()\n", "print('3rd convolution layer:')\n", "fig, axs = plt.subplots(2,5, figsize=(10, 6))\n", "axs = axs.ravel()\n", "for i in range(10):\n", " axs[i].imshow(norm_filter(filters3[:,:,0,i]), cmap=plt.cm.binary)\n", " axs[i].set_xticks([]); axs[i].set_yticks([]); axs[i].grid(False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 84, "id": "2db64cc2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2925/2925 - 5s - 2ms/step - loss: 612248.0000 - mape: 529483.0000\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# evaluating model using all data (not in batches)\n", "#val_loss, val_acc = model.evaluate({'image_input': test_images, 'scalar_input': test_feats}, ytest, verbose=2)\n", "\n", "val_loss, val_acc = temp_model.evaluate(\n", " {'image_input': test_images, 'scalar_input': test_feats},\n", " ytest_std,\n", " verbose=2\n", ")\n", "\n", "\n", "\n", "fig,ax = plt.subplots(nrows=2,ncols=1,figsize=(12,12))\n", "fs_L, fs_M, fs_S = 18, 16, 14\n", "ax[0].plot(history.history['mape'], label='train')\n", "ax[0].plot(history.history['val_mape'], label='validation')\n", "ax[0].set_xlabel('Epoch', fontsize=fs_M)\n", "ax[0].set_ylabel('Mean Absolute Percentage Error', fontsize=fs_M)\n", "ax[0].tick_params(axis='both', which='major', labelsize=fs_S)\n", "ax[0].set_title('Final mean validation MAPE: {}'.format(val_acc), fontsize=fs_M)\n", "ax[0].set_xticks(range(0,30))\n", "ax[0].legend(loc='lower right', fontsize=fs_M)\n", "\n", "ax[1].plot(history.history['loss'], label='train')\n", "ax[1].plot(history.history['val_loss'], label='validation')\n", "ax[1].set_xlabel('Epoch', fontsize=fs_M)\n", "ax[1].set_ylabel('Loss', fontsize=fs_M)\n", "ax[1].tick_params(axis='both', which='major', labelsize=fs_S)\n", "ax[1].set_xticks(range(0,30))\n", "ax[1].legend(loc='upper right', fontsize=fs_M)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 85, "id": "55e2668c", "metadata": {}, "outputs": [], "source": [ "temp_test_images = test_images\n", "temp_test_feats = test_feats" ] }, { "cell_type": "code", "execution_count": 86, "id": "ea4b2691", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m2925/2925\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 2ms/step\n" ] }, { "data": { "text/plain": [ "array([ 721.46793968, 688.20348145, 3014.00247286, ..., 726.88307067,\n", " 2749.80271761, 2736.50320639])" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Hvad er mine predictions?\n", "temp_preds = temp_model.predict( {'image_input': temp_test_images, 'scalar_input': temp_test_feats})\n", "temp_preds\n", "#Hvad er truth?\n", "ytest\n", "#Hvad er Bedmachine?\n", "Bedtest" ] }, { "cell_type": "code", "execution_count": 87, "id": "0684b8da", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) CNN: 1028.95\n", "Mean Absolute Error (MAE) BedMachine: 81.97\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import mean_absolute_error\n", "import numpy as np\n", "\n", "# Sørg for at alle arrays er i korrekt format\n", "temp_preds = np.array(temp_preds).reshape(-1)\n", "ytest = np.array(ytest).reshape(-1)\n", "Bedtest = np.array(Bedtest).reshape(-1)\n", "\n", "# Fjern NaN-værdier fra temp_preds hvis nødvendigt\n", "mask = ~np.isnan(temp_preds)\n", "temp_preds = temp_preds[mask]\n", "ytest_filtered = ytest[mask]\n", "Bedtest_filtered = Bedtest[mask]\n", "\n", "# Scatterplot: Predicted vs True\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(ytest_filtered, temp_preds, alpha=0.2, label='CNN')\n", "plt.scatter(ytest_filtered, Bedtest_filtered, alpha=0.2, label='BedMachine')\n", "plt.plot([ytest_filtered.min(), ytest_filtered.max()],\n", " [ytest_filtered.min(), ytest_filtered.max()],\n", " 'r--', label='Ideal')\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_nn = ytest_filtered - temp_preds\n", "residuals_bm = ytest_filtered - Bedtest_filtered\n", "\n", "plt.figure(figsize=(6, 4))\n", "plt.hist(residuals_nn, bins=50, alpha=0.5, label='CNN')\n", "plt.hist(residuals_bm, 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", "# Mean Absolute Error\n", "mae_nn = mean_absolute_error(ytest_filtered, temp_preds)\n", "mae_bm = mean_absolute_error(ytest_filtered, Bedtest_filtered)\n", "\n", "print(f\"Mean Absolute Error (MAE) CNN: {mae_nn:.2f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {mae_bm:.2f}\")" ] }, { "cell_type": "code", "execution_count": 88, "id": "27b496c5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) BedMachine: 81.97\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import mean_absolute_error\n", "import numpy as np\n", "\n", "# Sørg for at alle arrays er i korrekt format\n", "#temp_preds = np.array(temp_preds).reshape(-1)\n", "ytest = np.array(ytest).reshape(-1)\n", "Bedtest = np.array(Bedtest).reshape(-1)\n", "\n", "# Fjern NaN-værdier fra temp_preds hvis nødvendigt\n", "#mask = ~np.isnan(temp_preds)\n", "#temp_preds = temp_preds[mask]\n", "ytest_filtered = ytest[mask]\n", "Bedtest_filtered = Bedtest[mask]\n", "\n", "# Scatterplot: Predicted vs True\n", "plt.figure(figsize=(6, 6))\n", "#plt.scatter(ytest_filtered, temp_preds, alpha=0.2, label='CNN')\n", "plt.scatter(ytest_filtered, Bedtest_filtered, alpha=0.2, label='BedMachine')\n", "plt.plot([ytest_filtered.min(), ytest_filtered.max()],\n", " [ytest_filtered.min(), ytest_filtered.max()],\n", " 'r--', label='Ideal')\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_nn = ytest_filtered - temp_preds\n", "residuals_bm = ytest_filtered - Bedtest_filtered\n", "\n", "plt.figure(figsize=(6, 4))\n", "#plt.hist(residuals_nn, bins=50, alpha=0.5, label='CNN')\n", "plt.hist(residuals_bm, 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", "# Mean Absolute Error\n", "#mae_nn = mean_absolute_error(ytest_filtered, temp_preds)\n", "mae_bm = mean_absolute_error(ytest_filtered, Bedtest_filtered)\n", "\n", "#print(f\"Mean Absolute Error (MAE) CNN: {mae_nn:.2f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {mae_bm:.2f}\")" ] } ], "metadata": { "kernelspec": { "display_name": "appml", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }