scientific_comp_projects/CODE/[python]machine_learning/data_augmentation/code_basic_tutorial.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "8fef7b93",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-19 16:35:48.384306: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/ThirdParty-7/platforms/linux64Gcc/gperftools-svn/lib:/opt/paraviewopenfoam56/lib/paraview-5.6:/opt/openfoam7/platforms/linux64GccDPInt32Opt/lib/openmpi-system:/opt/ThirdParty-7/platforms/linux64GccDPInt32/lib/openmpi-system:/usr/lib/x86_64-linux-gnu/openmpi/lib:/home/coyote/OpenFOAM/coyote-7/platforms/linux64GccDPInt32Opt/lib:/opt/site/7/platforms/linux64GccDPInt32Opt/lib:/opt/openfoam7/platforms/linux64GccDPInt32Opt/lib:/opt/ThirdParty-7/platforms/linux64GccDPInt32/lib:/opt/openfoam7/platforms/linux64GccDPInt32Opt/lib/dummy\n",
"2021-07-19 16:35:48.384368: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import cv2\n",
"import os\n",
"import PIL\n",
"import tensorflow as tf\n",
"\n",
"from tensorflow import keras\n",
"from tensorflow.keras import layers\n",
"from tensorflow.keras.models import Sequential"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "675193e8",
"metadata": {},
"outputs": [],
"source": [
"dataset_url = \"https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz\"\n",
"data_dir = tf.keras.utils.get_file('flower_photos', origin=dataset_url, cache_dir='.', untar=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ba9aa097",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'./datasets/flower_photos'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_dir"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3f092066",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('datasets/flower_photos')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pathlib\n",
"data_dir = pathlib.Path(data_dir)\n",
"data_dir"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "ba3239c1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3670"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image_count = len(list(data_dir.glob('*/*.jpg')))\n",
"image_count"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "54036740",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=320x240 at 0x7FF27053F220>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"roses = list(data_dir.glob('roses/*.jpg'))\n",
"PIL.Image.open(str(roses[0]))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "468ada91",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=500x333 at 0x7FF1D3CF5D00>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tulips = list(data_dir.glob('tulips/*.jpg'))\n",
"PIL.Image.open(str(tulips[0]))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0c39cdd9",
"metadata": {},
"outputs": [],
"source": [
" flower_image_dict = {\n",
" 'tulips': list(data_dir.glob('tulips/*.jpg')),\n",
" 'roses': list(data_dir.glob('roses/*.jpg')),\n",
" 'daisy': list(data_dir.glob('daisy/*.jpg')),\n",
" 'dandelion': list(data_dir.glob('dandelion/*.jpg')),\n",
" 'sunflowers': list(data_dir.glob('sunflowers/*.jpg')),\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "9e69d9a3",
"metadata": {},
"outputs": [],
"source": [
"flowers_labels_dict = {\n",
" 'tulips': 0,\n",
" 'roses': 1,\n",
" 'daisy':2,\n",
" 'dandelion':3,\n",
" 'sunflowers':4,\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "ecd91b85",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(240, 320, 3)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = cv2.imread(str(flower_image_dict['roses'][0]))\n",
"img.shape"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "84c9c1f0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 100, 3)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cv2.resize(img,(100,100)).shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "ddb7d1d9",
"metadata": {},
"outputs": [],
"source": [
"x, y = [], []\n",
"for flower_name, images in flower_image_dict.items():\n",
" for image in images:\n",
" img = cv2.imread(str(image))\n",
" resized_img = cv2.resize(img,(100,100))\n",
" x.append(resized_img)\n",
" y.append(flowers_labels_dict[flower_name])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "bc1b6449",
"metadata": {},
"outputs": [],
"source": [
"x = np.array(x)\n",
"y = np.array(y)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "538c80ac",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"x_train, x_test, y_train, y_test = train_test_split(x,y,random_state=0)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9136198d",
"metadata": {},
"outputs": [],
"source": [
"x_train_scaled = x_train /255\n",
"x_test_scaled = x_test /255"
]
},
{
"cell_type": "markdown",
"id": "782d63ff",
"metadata": {},
"source": [
"num_classes=5\n",
"model = Sequential([\n",
" layers.Conv2D(16, 3, padding='same', activation='relu'),\n",
" layers.MaxPool2D(),\n",
" layers.Conv2D(32, 3, padding='same', activation='relu'),\n",
" layers.MaxPool2D(),\n",
" layers.Conv2D(64, 3, padding='same', activation='relu'),\n",
" layers.MaxPool2D(),\n",
" layers.Flatten(),\n",
" layers.Dense(128, activation='relu'),\n",
" layers.Dense(num_classes)\n",
"])\n",
"\n",
"model.compile(optimizer='adam',\n",
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
" metrics=['accuracy'])\n",
"model.fit(x_train_scaled, y_train, epochs=30)"
]
},
{
"cell_type": "markdown",
"id": "ec3f43dc",
"metadata": {},
"source": [
"model.evaluate(x_test_scaled, y_test)"
]
},
{
"cell_type": "markdown",
"id": "646e094e",
"metadata": {},
"source": [
"# Data augmentation."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "811ad5a0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7ff1d3de6580>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.axis('off')\n",
"plt.imshow(x[0])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "e22c5789",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-19 16:42:23.956445: W tensorflow/core/framework/cpu_allocator_impl.cc:80] Allocation of 330240000 exceeds 10% of free system memory.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n"
]
},
{
"ename": "NotImplementedError",
"evalue": "in user code:\n\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:855 train_function *\n return step_function(self, iterator)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:845 step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/distribute/distribute_lib.py:1285 run\n return self._extended.call_for_each_replica(fn, args=args, kwargs=kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/distribute/distribute_lib.py:2833 call_for_each_replica\n return self._call_for_each_replica(fn, args, kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/distribute/distribute_lib.py:3608 _call_for_each_replica\n return fn(*args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:838 run_step **\n outputs = model.train_step(data)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:795 train_step\n y_pred = self(x, training=True)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/base_layer.py:1030 __call__\n outputs = call_fn(inputs, *args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/sequential.py:394 call\n outputs = layer(inputs, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/base_layer.py:1030 __call__\n outputs = call_fn(inputs, *args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/layers/preprocessing/image_preprocessing.py:970 call\n output = control_flow_util.smart_cond(training, random_zoomed_inputs,\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/utils/control_flow_util.py:109 smart_cond\n return smart_module.smart_cond(\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/framework/smart_cond.py:54 smart_cond\n return true_fn()\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/layers/preprocessing/image_preprocessing.py:965 random_zoomed_inputs\n get_zoom_matrix(zooms, img_hd, img_wd),\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/layers/preprocessing/image_preprocessing.py:1022 get_zoom_matrix\n array_ops.zeros((num_zooms, 1), dtypes.float32),\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/util/dispatch.py:206 wrapper\n return target(*args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py:2911 wrapped\n tensor = fun(*args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py:2960 zeros\n output = _constant_if_small(zero, shape, dtype, name)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py:2896 _constant_if_small\n if np.prod(shape) < 1000:\n <__array_function__ internals>:5 prod\n \n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3051 prod\n return _wrapreduction(a, np.multiply, 'prod', axis, dtype, out,\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/numpy/core/fromnumeric.py:86 _wrapreduction\n return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/framework/ops.py:867 __array__\n raise NotImplementedError(\n\n NotImplementedError: Cannot convert a symbolic Tensor (sequential_4/random_zoom_3/zoom_matrix/strided_slice:0) to a numpy array. This error may indicate that you're trying to pass a Tensor to a NumPy call, which is not supported\n",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/tmp/ipykernel_45968/94093242.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeras\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlosses\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSparseCategoricalCrossentropy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfrom_logits\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m metrics=['accuracy'])\n\u001b[0;32m---> 19\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_train_scaled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\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, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1181\u001b[0m _r=1):\n\u001b[1;32m 1182\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_train_batch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1183\u001b[0;31m \u001b[0mtmp_logs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1184\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshould_sync\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1185\u001b[0m \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masync_wait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 887\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 888\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mOptionalXlaContext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jit_compile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 889\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 890\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 891\u001b[0m \u001b[0mnew_tracing_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexperimental_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 931\u001b[0m \u001b[0;31m# This is the first call of __call__, so we have to initialize.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 932\u001b[0m \u001b[0minitializers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 933\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_initialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madd_initializers_to\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minitializers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 934\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 935\u001b[0m \u001b[0;31m# At this point we know that the initialization is complete (or less\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_initialize\u001b[0;34m(self, args, kwds, add_initializers_to)\u001b[0m\n\u001b[1;32m 761\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_graph_deleter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFunctionDeleter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lifted_initializer_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 762\u001b[0m self._concrete_stateful_fn = (\n\u001b[0;32m--> 763\u001b[0;31m self._stateful_fn._get_concrete_function_internal_garbage_collected( # pylint: disable=protected-access\n\u001b[0m\u001b[1;32m 764\u001b[0m *args, **kwds))\n\u001b[1;32m 765\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_get_concrete_function_internal_garbage_collected\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 3048\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3049\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3050\u001b[0;31m \u001b[0mgraph_function\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_define_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3051\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3052\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_maybe_define_function\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m 3442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3443\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_function_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmissed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcall_context_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3444\u001b[0;31m \u001b[0mgraph_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_create_graph_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3445\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_function_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprimary\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcache_key\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgraph_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3446\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_create_graph_function\u001b[0;34m(self, args, kwargs, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 3277\u001b[0m \u001b[0marg_names\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbase_arg_names\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mmissing_arg_names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3278\u001b[0m graph_function = ConcreteFunction(\n\u001b[0;32m-> 3279\u001b[0;31m func_graph_module.func_graph_from_py_func(\n\u001b[0m\u001b[1;32m 3280\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_name\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3281\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_python_function\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mfunc_graph_from_py_func\u001b[0;34m(name, python_func, args, kwargs, signature, func_graph, autograph, autograph_options, add_control_dependencies, arg_names, op_return_value, collections, capture_by_value, override_flat_arg_shapes)\u001b[0m\n\u001b[1;32m 997\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_func\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_decorator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpython_func\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 998\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 999\u001b[0;31m \u001b[0mfunc_outputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpython_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mfunc_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1000\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1001\u001b[0m \u001b[0;31m# invariant: `func_outputs` contains only Tensors, CompositeTensors,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36mwrapped_fn\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 670\u001b[0m \u001b[0;31m# the function a weak reference to itself to avoid a reference cycle.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 671\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mOptionalXlaContext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcompile_with_xla\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 672\u001b[0;31m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mweak_wrapped_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__wrapped__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 673\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 674\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/framework/func_graph.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 984\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint:disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 985\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ag_error_metadata\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 986\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mag_error_metadata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_exception\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 987\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 988\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNotImplementedError\u001b[0m: in user code:\n\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:855 train_function *\n return step_function(self, iterator)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:845 step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/distribute/distribute_lib.py:1285 run\n return self._extended.call_for_each_replica(fn, args=args, kwargs=kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/distribute/distribute_lib.py:2833 call_for_each_replica\n return self._call_for_each_replica(fn, args, kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/distribute/distribute_lib.py:3608 _call_for_each_replica\n return fn(*args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:838 run_step **\n outputs = model.train_step(data)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:795 train_step\n y_pred = self(x, training=True)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/base_layer.py:1030 __call__\n outputs = call_fn(inputs, *args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/sequential.py:394 call\n outputs = layer(inputs, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/base_layer.py:1030 __call__\n outputs = call_fn(inputs, *args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/layers/preprocessing/image_preprocessing.py:970 call\n output = control_flow_util.smart_cond(training, random_zoomed_inputs,\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/utils/control_flow_util.py:109 smart_cond\n return smart_module.smart_cond(\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/framework/smart_cond.py:54 smart_cond\n return true_fn()\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/layers/preprocessing/image_preprocessing.py:965 random_zoomed_inputs\n get_zoom_matrix(zooms, img_hd, img_wd),\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/keras/layers/preprocessing/image_preprocessing.py:1022 get_zoom_matrix\n array_ops.zeros((num_zooms, 1), dtypes.float32),\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/util/dispatch.py:206 wrapper\n return target(*args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py:2911 wrapped\n tensor = fun(*args, **kwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py:2960 zeros\n output = _constant_if_small(zero, shape, dtype, name)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/ops/array_ops.py:2896 _constant_if_small\n if np.prod(shape) < 1000:\n <__array_function__ internals>:5 prod\n \n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/numpy/core/fromnumeric.py:3051 prod\n return _wrapreduction(a, np.multiply, 'prod', axis, dtype, out,\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/numpy/core/fromnumeric.py:86 _wrapreduction\n return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n /home/coyote/cod_proj/data_augmentation/venv/lib/python3.8/site-packages/tensorflow/python/framework/ops.py:867 __array__\n raise NotImplementedError(\n\n NotImplementedError: Cannot convert a symbolic Tensor (sequential_4/random_zoom_3/zoom_matrix/strided_slice:0) to a numpy array. This error may indicate that you're trying to pass a Tensor to a NumPy call, which is not supported\n"
]
}
],
"source": [
"num_classes=5\n",
"model = Sequential([\n",
" layers.experimental.preprocessing.RandomZoom(0.3),\n",
" layers.Conv2D(16, 3, padding='same', activation='relu'),\n",
" layers.MaxPooling2D(),\n",
" layers.Conv2D(32, 3, padding='same', activation='relu'),\n",
" layers.MaxPooling2D(),\n",
" layers.Conv2D(64, 3, padding='same', activation='relu'),\n",
" layers.MaxPooling2D(),\n",
" layers.Dropout(0.2),\n",
" layers.Flatten(),\n",
" layers.Dense(128, activation='relu'),\n",
" layers.Dense(num_classes)\n",
"])\n",
"\n",
"model.compile(optimizer='adam',\n",
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
" metrics=['accuracy'])\n",
"model.fit(x_train_scaled, y_train, epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c232d2de",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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",
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"nbformat_minor": 5
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