diff --git "a/Block_image_Classification.ipynb" "b/Block_image_Classification.ipynb" new file mode 100644--- /dev/null +++ "b/Block_image_Classification.ipynb" @@ -0,0 +1,1709 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Block image Classification " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:26:41.491462: I external/local_tsl/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n", + "2024-05-18 16:26:41.495781: I external/local_tsl/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n", + "2024-05-18 16:26:41.563166: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2024-05-18 16:26:42.515284: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", + "/home/codespace/.python/current/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import keras\n", + "from keras import layers\n", + "import tensorflow as tf\n", + "import tensorflow_datasets as tfds\n", + "import matplotlib.pyplot as plt\n", + "import gc\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dataset Paths" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Dataset paths\n", + "train_directory = 'Pokemon/train'\n", + "val_directory = 'Pokemon/val'\n", + "\n", + "# Dataset from: https://www.kaggle.com/datasets/mikoajkolman/pokemon-images-first-generation17000-files" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load training and validation datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 300 files belonging to 3 classes.\n", + "Found 300 files belonging to 3 classes.\n", + "Number of training batches: 150\n", + "Number of validation batches: 120\n", + "Number of test batches: 30\n" + ] + } + ], + "source": [ + "train_ds = tf.keras.utils.image_dataset_from_directory(\n", + " directory=train_directory,\n", + " labels='inferred',\n", + " label_mode='int', \n", + " batch_size=2, # Weiter reduzierte Batch-Größe\n", + " image_size=(150, 150)\n", + ")\n", + "\n", + "validation_ds = tf.keras.utils.image_dataset_from_directory(\n", + " directory=val_directory,\n", + " labels='inferred',\n", + " label_mode='int',\n", + " batch_size=2, # Weiter reduzierte Batch-Größe\n", + " image_size=(150, 150)\n", + ")\n", + "\n", + "# Split validation set into validation and test sets\n", + "val_batches = tf.data.experimental.cardinality(validation_ds)\n", + "test_ds = validation_ds.take(val_batches // 5)\n", + "validation_ds = validation_ds.skip(val_batches // 5)\n", + "\n", + "print('Number of training batches: %d' % tf.data.experimental.cardinality(train_ds))\n", + "print('Number of validation batches: %d' % tf.data.experimental.cardinality(validation_ds))\n", + "print('Number of test batches: %d' % tf.data.experimental.cardinality(test_ds))\n", + "\n", + "# Class names\n", + "class_names = train_ds.class_names\n", + "number_of_classes = len(class_names)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## test date distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:26:46.349140: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:46.775935: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:46.899798: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:47.112950: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:47.139873: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:47.248722: W tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n", + "2024-05-18 16:26:47.279068: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training data distribution: Counter({1: 146, 2: 92, 0: 62})\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:26:47.316531: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:47.790112: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:48.061157: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Validation data distribution: Counter({1: 117, 2: 72, 0: 51})\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:26:48.493557: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:26:48.618745: W tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n" + ] + } + ], + "source": [ + "import collections\n", + "\n", + "# Überprüfung der Trainingsdatenverteilung\n", + "train_labels = []\n", + "for _, labels in train_ds.unbatch():\n", + " train_labels.append(labels.numpy()) # Sicherstellen, dass das Label korrekt verarbeitet wird\n", + "\n", + "print(\"Training data distribution:\", collections.Counter(train_labels))\n", + "\n", + "# Überprüfung der Validierungsdatenverteilung\n", + "val_labels = []\n", + "for _, labels in validation_ds.unbatch():\n", + " val_labels.append(labels.numpy()) # Sicherstellen, dass das Label korrekt verarbeitet wird\n", + "\n", + "print(\"Validation data distribution:\", collections.Counter(val_labels))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:26:48.832069: W tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 10))\n", + "for images, labels in train_ds.take(1):\n", + " batch_size = images.shape[0] # Tatsächliche Anzahl der Bilder im Batch\n", + " num_images_to_show = min(batch_size, 9) # Maximal 9 Bilder anzeigen\n", + " for i in range(num_images_to_show):\n", + " ax = plt.subplot(3, 3, i + 1)\n", + " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", + " label_index = labels[i].numpy() # Label-Index extrahieren\n", + " label_name = class_names[label_index] # Namen des Labels aus class_names abrufen\n", + " plt.title(f\"Label: {label_index}, Class: {label_name}\")\n", + " plt.axis(\"off\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Class names: ['Abra', 'Blastoise', 'Zubat']\n" + ] + } + ], + "source": [ + "print(f\"Class names: {class_names}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display some training images" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:26:49.376700: W tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 10))\n", + "for images, labels in train_ds.take(1):\n", + " batch_size = images.shape[0] # Tatsächliche Anzahl der Bilder im Batch\n", + " num_images_to_show = min(batch_size, 9) # Maximal 9 Bilder anzeigen\n", + " for i in range(num_images_to_show):\n", + " ax = plt.subplot(3, 3, i + 1)\n", + " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", + " plt.title(f\"Label: {labels[i].numpy()}, Class: {class_names[labels[i].numpy()]}\")\n", + " plt.axis(\"off\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resize Function" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "resize_fn = keras.layers.Resizing(150, 150)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Apply Resizing" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "train_ds = train_ds.map(lambda x, y: (resize_fn(x), y))\n", + "validation_ds = validation_ds.map(lambda x, y: (resize_fn(x), y))\n", + "test_ds = validation_ds.take(len(validation_ds) // 5)\n", + "validation_ds = validation_ds.skip(len(validation_ds) // 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Augmentation" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "augmentation_layers = [\n", + " layers.RandomFlip(\"horizontal\"),\n", + " layers.RandomRotation(0.1),\n", + "]\n", + "\n", + "def data_augmentation(x):\n", + " for layer in augmentation_layers:\n", + " x = layer(x)\n", + " return x\n", + "\n", + "train_ds = train_ds.map(lambda x, y: (data_augmentation(x), y))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display some augmented Images" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:26:50.017938: W tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for images, labels in train_ds.take(1):\n", + " plt.figure(figsize=(10, 10))\n", + " first_image = images[0]\n", + " num_images_to_show = min(len(images), 9) # Maximal 9 Bilder anzeigen\n", + " for i in range(num_images_to_show):\n", + " ax = plt.subplot(3, 3, i + 1)\n", + " augmented_image = data_augmentation(np.expand_dims(first_image, 0))\n", + " plt.imshow(np.array(augmented_image[0]).astype(\"int32\"))\n", + " plt.title(int(labels[0]))\n", + " plt.axis(\"off\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load pre-trained model and create new model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"functional_1\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"functional_1\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━��━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Layer (type)                 Output Shape              Param #  Trai… ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ input_layer_1 (InputLayer)  │ (None, 150, 150, 3)   │          0-   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ rescaling (Rescaling)       │ (None, 150, 150, 3)   │          0-   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ xception (Functional)       │ (None, 5, 5, 2048)    │ 20,861,480N   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ global_average_pooling2d    │ (None, 2048)          │          0-   │\n",
+       "│ (GlobalAveragePooling2D)    │                       │            │       │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ dropout (Dropout)           │ (None, 2048)          │          0-   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ dense (Dense)               │ (None, 3)             │      6,147Y   │\n",
+       "└─────────────────────────────┴─────────��─────────────┴────────────┴───────┘\n",
+       "
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 Total params: 20,867,627 (79.60 MB)\n",
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 Trainable params: 6,147 (24.01 KB)\n",
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"model.compile(optimizer=keras.optimizers.Adam(), loss=\"sparse_categorical_crossentropy\", metrics=['accuracy'])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train the Model" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting the top layer of the model\n", + "Epoch 1/4\n", + "\u001b[1m 48/150\u001b[0m \u001b[32m━━━━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━\u001b[0m \u001b[1m13s\u001b[0m 131ms/step - accuracy: 0.6474 - loss: 0.8473" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 16:27:01.884036: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m 56/150\u001b[0m \u001b[32m━━━━━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━\u001b[0m \u001b[1m12s\u001b[0m 131ms/step - accuracy: 0.6583 - loss: 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"2024-05-18 16:29:00.883502: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 16:29:02.517451: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[13], line 7\u001b[0m\n\u001b[1;32m 5\u001b[0m initial_epochs \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m4\u001b[39m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFitting the top layer of the model\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 7\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_ds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minitial_epochs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvalidation_ds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# Memory cleanup after training\u001b[39;00m\n\u001b[1;32m 10\u001b[0m gc\u001b[38;5;241m.\u001b[39mcollect()\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/keras/src/utils/traceback_utils.py:117\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 115\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 117\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 118\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 119\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/keras/src/backend/tensorflow/trainer.py:339\u001b[0m, in \u001b[0;36mTensorFlowTrainer.fit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq)\u001b[0m\n\u001b[1;32m 328\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_eval_epoch_iterator\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 329\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_eval_epoch_iterator \u001b[38;5;241m=\u001b[39m TFEpochIterator(\n\u001b[1;32m 330\u001b[0m x\u001b[38;5;241m=\u001b[39mval_x,\n\u001b[1;32m 331\u001b[0m y\u001b[38;5;241m=\u001b[39mval_y,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 337\u001b[0m shuffle\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m 338\u001b[0m )\n\u001b[0;32m--> 339\u001b[0m val_logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mevaluate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 340\u001b[0m \u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mval_x\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 341\u001b[0m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mval_y\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 342\u001b[0m \u001b[43m \u001b[49m\u001b[43msample_weight\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mval_sample_weight\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 343\u001b[0m \u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvalidation_batch_size\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 344\u001b[0m \u001b[43m \u001b[49m\u001b[43msteps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvalidation_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 345\u001b[0m \u001b[43m \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallbacks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 346\u001b[0m \u001b[43m \u001b[49m\u001b[43mreturn_dict\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 347\u001b[0m \u001b[43m \u001b[49m\u001b[43m_use_cached_eval_dataset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 348\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 349\u001b[0m val_logs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 350\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mval_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m name: val \u001b[38;5;28;01mfor\u001b[39;00m name, val \u001b[38;5;129;01min\u001b[39;00m val_logs\u001b[38;5;241m.\u001b[39mitems()\n\u001b[1;32m 351\u001b[0m }\n\u001b[1;32m 352\u001b[0m epoch_logs\u001b[38;5;241m.\u001b[39mupdate(val_logs)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/keras/src/utils/traceback_utils.py:117\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 115\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 117\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 118\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 119\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/keras/src/backend/tensorflow/trainer.py:425\u001b[0m, in \u001b[0;36mTensorFlowTrainer.evaluate\u001b[0;34m(self, x, y, batch_size, verbose, sample_weight, steps, callbacks, return_dict, **kwargs)\u001b[0m\n\u001b[1;32m 423\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m step, iterator \u001b[38;5;129;01min\u001b[39;00m epoch_iterator\u001b[38;5;241m.\u001b[39menumerate_epoch():\n\u001b[1;32m 424\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_test_batch_begin(step)\n\u001b[0;32m--> 425\u001b[0m logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtest_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 426\u001b[0m logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pythonify_logs(logs)\n\u001b[1;32m 427\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_test_batch_end(step, logs)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/util/traceback_utils.py:150\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 148\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 149\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 150\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 152\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/polymorphic_function/polymorphic_function.py:833\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 830\u001b[0m compiler \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxla\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnonXla\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 832\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m OptionalXlaContext(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile):\n\u001b[0;32m--> 833\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 835\u001b[0m new_tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n\u001b[1;32m 836\u001b[0m without_tracing \u001b[38;5;241m=\u001b[39m (tracing_count \u001b[38;5;241m==\u001b[39m new_tracing_count)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/polymorphic_function/polymorphic_function.py:878\u001b[0m, in \u001b[0;36mFunction._call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 875\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock\u001b[38;5;241m.\u001b[39mrelease()\n\u001b[1;32m 876\u001b[0m \u001b[38;5;66;03m# In this case we have not created variables on the first call. So we can\u001b[39;00m\n\u001b[1;32m 877\u001b[0m \u001b[38;5;66;03m# run the first trace but we should fail if variables are created.\u001b[39;00m\n\u001b[0;32m--> 878\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mtracing_compilation\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall_function\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 879\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_variable_creation_config\u001b[49m\n\u001b[1;32m 880\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 881\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_created_variables:\n\u001b[1;32m 882\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCreating variables on a non-first call to a function\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 883\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m decorated with tf.function.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/polymorphic_function/tracing_compilation.py:139\u001b[0m, in \u001b[0;36mcall_function\u001b[0;34m(args, kwargs, tracing_options)\u001b[0m\n\u001b[1;32m 137\u001b[0m bound_args \u001b[38;5;241m=\u001b[39m function\u001b[38;5;241m.\u001b[39mfunction_type\u001b[38;5;241m.\u001b[39mbind(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 138\u001b[0m flat_inputs \u001b[38;5;241m=\u001b[39m function\u001b[38;5;241m.\u001b[39mfunction_type\u001b[38;5;241m.\u001b[39munpack_inputs(bound_args)\n\u001b[0;32m--> 139\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunction\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_flat\u001b[49m\u001b[43m(\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# pylint: disable=protected-access\u001b[39;49;00m\n\u001b[1;32m 140\u001b[0m \u001b[43m \u001b[49m\u001b[43mflat_inputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcaptured_inputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfunction\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcaptured_inputs\u001b[49m\n\u001b[1;32m 141\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/polymorphic_function/concrete_function.py:1322\u001b[0m, in \u001b[0;36mConcreteFunction._call_flat\u001b[0;34m(self, tensor_inputs, captured_inputs)\u001b[0m\n\u001b[1;32m 1318\u001b[0m possible_gradient_type \u001b[38;5;241m=\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPossibleTapeGradientTypes(args)\n\u001b[1;32m 1319\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (possible_gradient_type \u001b[38;5;241m==\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPOSSIBLE_GRADIENT_TYPES_NONE\n\u001b[1;32m 1320\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m executing_eagerly):\n\u001b[1;32m 1321\u001b[0m \u001b[38;5;66;03m# No tape is watching; skip to running the function.\u001b[39;00m\n\u001b[0;32m-> 1322\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_inference_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall_preflattened\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1323\u001b[0m forward_backward \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_select_forward_and_backward_functions(\n\u001b[1;32m 1324\u001b[0m args,\n\u001b[1;32m 1325\u001b[0m possible_gradient_type,\n\u001b[1;32m 1326\u001b[0m executing_eagerly)\n\u001b[1;32m 1327\u001b[0m forward_function, args_with_tangents \u001b[38;5;241m=\u001b[39m forward_backward\u001b[38;5;241m.\u001b[39mforward()\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/polymorphic_function/atomic_function.py:216\u001b[0m, in \u001b[0;36mAtomicFunction.call_preflattened\u001b[0;34m(self, args)\u001b[0m\n\u001b[1;32m 214\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcall_preflattened\u001b[39m(\u001b[38;5;28mself\u001b[39m, args: Sequence[core\u001b[38;5;241m.\u001b[39mTensor]) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Any:\n\u001b[1;32m 215\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Calls with flattened tensor inputs and returns the structured output.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 216\u001b[0m flat_outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall_flat\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 217\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunction_type\u001b[38;5;241m.\u001b[39mpack_output(flat_outputs)\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/polymorphic_function/atomic_function.py:251\u001b[0m, in \u001b[0;36mAtomicFunction.call_flat\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m record\u001b[38;5;241m.\u001b[39mstop_recording():\n\u001b[1;32m 250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_bound_context\u001b[38;5;241m.\u001b[39mexecuting_eagerly():\n\u001b[0;32m--> 251\u001b[0m outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_bound_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall_function\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 252\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 253\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 254\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfunction_type\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mflat_outputs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 255\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 256\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 257\u001b[0m outputs \u001b[38;5;241m=\u001b[39m make_call_op_in_graph(\n\u001b[1;32m 258\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 259\u001b[0m \u001b[38;5;28mlist\u001b[39m(args),\n\u001b[1;32m 260\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_bound_context\u001b[38;5;241m.\u001b[39mfunction_call_options\u001b[38;5;241m.\u001b[39mas_attrs(),\n\u001b[1;32m 261\u001b[0m )\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/context.py:1500\u001b[0m, in \u001b[0;36mContext.call_function\u001b[0;34m(self, name, tensor_inputs, num_outputs)\u001b[0m\n\u001b[1;32m 1498\u001b[0m cancellation_context \u001b[38;5;241m=\u001b[39m cancellation\u001b[38;5;241m.\u001b[39mcontext()\n\u001b[1;32m 1499\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cancellation_context \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1500\u001b[0m outputs \u001b[38;5;241m=\u001b[39m \u001b[43mexecute\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1501\u001b[0m \u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mutf-8\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1502\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_outputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1503\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtensor_inputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1504\u001b[0m \u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1505\u001b[0m \u001b[43m \u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1506\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1507\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1508\u001b[0m outputs \u001b[38;5;241m=\u001b[39m execute\u001b[38;5;241m.\u001b[39mexecute_with_cancellation(\n\u001b[1;32m 1509\u001b[0m name\u001b[38;5;241m.\u001b[39mdecode(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mutf-8\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[1;32m 1510\u001b[0m num_outputs\u001b[38;5;241m=\u001b[39mnum_outputs,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1514\u001b[0m cancellation_manager\u001b[38;5;241m=\u001b[39mcancellation_context,\n\u001b[1;32m 1515\u001b[0m )\n", + "File \u001b[0;32m~/.python/current/lib/python3.10/site-packages/tensorflow/python/eager/execute.py:53\u001b[0m, in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 52\u001b[0m ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[0;32m---> 53\u001b[0m tensors \u001b[38;5;241m=\u001b[39m \u001b[43mpywrap_tfe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTFE_Py_Execute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 54\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 55\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "# Memory cleanup before training\n", + "gc.collect()\n", + "tf.keras.backend.clear_session()\n", + "\n", + "initial_epochs = 4\n", + "print(\"Fitting the top layer of the model\")\n", + "history = model.fit(train_ds, epochs=initial_epochs, validation_data=validation_ds)\n", + "\n", + "# Memory cleanup after training\n", + "gc.collect()\n", + "tf.keras.backend.clear_session()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot training history" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "acc = history.history['accuracy']\n", + "val_acc = history.history['val_accuracy']\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(acc, label='Training Accuracy')\n", + "plt.plot(val_acc, label='Validation Accuracy')\n", + "plt.legend(loc='lower right')\n", + "plt.ylabel('Accuracy')\n", + "plt.ylim([min(plt.ylim()), 1])\n", + "plt.title('Training and Validation Accuracy')\n", + "\n", + "plt.subplot(2, 1, 2)\n", + "plt.plot(loss, label='Training Loss')\n", + "plt.plot(val_loss, label='Validation Loss')\n", + "plt.legend(loc='upper right')\n", + "plt.ylabel('Cross Entropy')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('epoch')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## unfreeze the base model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"functional_1\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"functional_1\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━┓\n",
+       "┃ Layer (type)                 Output Shape              Param #  Trai… ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━┩\n",
+       "│ input_layer_1 (InputLayer)  │ (None, 150, 150, 3)   │          0-   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ rescaling (Rescaling)       │ (None, 150, 150, 3)   │          0-   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ xception (Functional)       │ (None, 5, 5, 2048)    │ 20,861,480Y   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ global_average_pooling2d    │ (None, 2048)          │          0-   │\n",
+       "│ (GlobalAveragePooling2D)    │                       │            │       │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ dropout (Dropout)           │ (None, 2048)          │          0-   │\n",
+       "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n",
+       "│ dense (Dense)               │ (None, 3)             │      6,147Y   │\n",
+       "└─────────────────────────────┴───────────────────────┴────────────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mTrai…\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━┩\n", + "│ input_layer_1 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ \u001b[1m-\u001b[0m │\n", + "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n", + "│ rescaling (\u001b[38;5;33mRescaling\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ \u001b[1m-\u001b[0m │\n", + "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n", + "│ xception (\u001b[38;5;33mFunctional\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m2048\u001b[0m) │ \u001b[38;5;34m20,861,480\u001b[0m │ \u001b[1;38;5;34mY\u001b[0m │\n", + "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n", + "│ global_average_pooling2d │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ \u001b[1m-\u001b[0m │\n", + "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) │ │ │ │\n", + "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n", + "│ dropout (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ \u001b[1m-\u001b[0m │\n", + "├─────────────────────────────┼───────────────────────┼────────────┼───────┤\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m6,147\u001b[0m │ \u001b[1;38;5;34mY\u001b[0m │\n", + "└─────────────────────────────┴───────────────────────┴────────────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 20,879,923 (79.65 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m20,879,923\u001b[0m (79.65 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Trainable params: 20,813,099 (79.40 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m20,813,099\u001b[0m (79.40 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 54,528 (213.00 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m54,528\u001b[0m (213.00 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Optimizer params: 12,296 (48.04 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m12,296\u001b[0m (48.04 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Unfreeze the base model\n", + "base_model.trainable = True\n", + "\n", + "# Print the model summary to check the trainable layers\n", + "model.summary(show_trainable=True)\n", + "\n", + "# Re-compile the model with a lower learning rate\n", + "model.compile(optimizer=keras.optimizers.Adam(1e-5), loss=\"sparse_categorical_crossentropy\", metrics=['accuracy'])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compile model with lower learning rate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer=keras.optimizers.Adam(1e-5), loss=\"sparse_categorical_crossentropy\", metrics=['accuracy'])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## clear storage" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import gc\n", + "gc.collect()\n", + "tf.keras.backend.clear_session()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fine-tune the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting the end-to-end model\n", + "Epoch 1/4\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m 27/150\u001b[0m \u001b[32m━━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1:02\u001b[0m 512ms/step - accuracy: 0.4749 - loss: 1.1116" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 14:54:29.443140: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Fine-tune the model\n", + "fine_tune_epochs = 4\n", + "print(\"Fitting the end-to-end model\")\n", + "history_fine = model.fit(train_ds, epochs=fine_tune_epochs, validation_data=validation_ds)\n", + "\n", + "# Update training history\n", + "acc += history_fine.history['accuracy']\n", + "val_acc += history_fine.history['val_accuracy']\n", + "loss += history_fine.history['loss']\n", + "val_loss += history_fine.history['val_loss']\n", + "\n", + "# Plot fine-tuning history\n", + "plt.figure(figsize=(8, 8))\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(acc, label='Training Accuracy')\n", + "plt.plot(val_acc, label='Validation Accuracy')\n", + "plt.ylim([0.4, 1])\n", + "plt.plot([initial_epochs-1, initial_epochs-1], plt.ylim(), label='Start Fine Tuning')\n", + "plt.legend(loc='lower right')\n", + "plt.title('Training and Validation Accuracy')\n", + "\n", + "plt.subplot(2, 1, 2)\n", + "plt.plot(loss, label='Training Loss')\n", + "plt.plot(val_loss, label='Validation Loss')\n", + "plt.plot([initial_epochs-1, initial_epochs-1], plt.ylim(), label='Start Fine Tuning')\n", + "plt.legend(loc='upper right')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('epoch')\n", + "plt.show()\n", + "\n", + "# Memory cleanup after fine-tuning\n", + "gc.collect()\n", + "tf.keras.backend.clear_session()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evaluate on Test set" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test dataset evaluation\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 15:00:07.981576: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 15:00:08.082381: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 15:00:08.123081: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m 2/24\u001b[0m \u001b[32m━\u001b[0m\u001b[37m━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m2s\u001b[0m 121ms/step - accuracy: 1.0000 - loss: 0.1013 " + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 15:00:08.473328: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m24/24\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 128ms/step - accuracy: 0.9821 - loss: 0.1648\n" + ] + }, + { + "data": { + "text/plain": [ + "[0.26050329208374023, 0.9375]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Test dataset evaluation\")\n", + "model.evaluate(test_ds)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Predictions on test set" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-05-18 15:00:11.505794: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 15:00:11.668888: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n", + "2024-05-18 15:00:11.754362: W tensorflow/core/lib/png/png_io.cc:89] PNG warning: iCCP: known incorrect sRGB profile\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predictions:\n", + " [2 0]\n", + "Labels:\n", + " [2 0]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_batch, label_batch = test_ds.as_numpy_iterator().next()\n", + "predictions_in_percentage = model.predict_on_batch(image_batch)\n", + "predictions = np.argmax(predictions_in_percentage, axis=-1)\n", + "print('Predictions:\\n', predictions)\n", + "print('Labels:\\n', label_batch)\n", + "\n", + "# Display test results\n", + "plt.figure(figsize=(10, 10))\n", + "num_images_to_show = min(len(image_batch), 9) # Maximal 9 Bilder anzeigen\n", + "for i in range(num_images_to_show):\n", + " ax = plt.subplot(3, 3, i + 1)\n", + " plt.imshow(image_batch[i].astype(\"uint8\"))\n", + " plt.title('pred. ' + class_names[predictions[i]] + ' was ' + class_names[label_batch[i]] + ' ' + str(np.round(predictions_in_percentage[i], 2)), fontsize=8)\n", + " plt.axis(\"off\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.save('Pokemon_transferlearning.keras')\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}