diff --git a/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb b/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb
index 46de9054008c49af6f9a5006c93bc9b542185577..d600b33f4d220608c7ac4ab7349ebfb625b24a9c 100644
--- a/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb
+++ b/notebooks/Block_6/Jupyter Notebook Block 6 - RNN and Image Captioning.ipynb
@@ -2216,14 +2216,14 @@
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "2.7.0\n"
+ "2.8.0\n"
]
}
],
@@ -2312,9 +2312,8162 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Model: \"model_2\"\n",
+ "_________________________________________________________________\n",
+ " Layer (type) Output Shape Param # \n",
+ "=================================================================\n",
+ " input_3 (InputLayer) [(None, 224, 224, 3)] 0 \n",
+ " \n",
+ " block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n",
+ " \n",
+ " block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n",
+ " \n",
+ " block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n",
+ " \n",
+ " block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n",
+ " \n",
+ " block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n",
+ " \n",
+ " block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n",
+ " \n",
+ " block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n",
+ " \n",
+ " block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n",
+ " \n",
+ " block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n",
+ " \n",
+ " block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n",
+ " \n",
+ " block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n",
+ " \n",
+ " block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n",
+ " \n",
+ " block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n",
+ " \n",
+ " block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n",
+ " \n",
+ " block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n",
+ " \n",
+ " block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n",
+ " \n",
+ " block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n",
+ " \n",
+ " block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n",
+ " \n",
+ " flatten (Flatten) (None, 25088) 0 \n",
+ " \n",
+ " fc1 (Dense) (None, 4096) 102764544 \n",
+ " \n",
+ " fc2 (Dense) (None, 4096) 16781312 \n",
+ " \n",
+ "=================================================================\n",
+ "Total params: 134,260,544\n",
+ "Trainable params: 134,260,544\n",
+ "Non-trainable params: 0\n",
+ "_________________________________________________________________\n",
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+ ">3272002857_ace031f564.jpg\n",
+ ">2764732789_1392e962d0.jpg\n",
+ "Extracted Features: 8091\n"
+ ]
+ }
+ ],
"source": [
"from os import listdir\n",
"from pickle import dump\n",
@@ -2325,11 +10478,12 @@
"from tensorflow.keras.models import Model\n",
" \n",
"# extract features from each photo in the directory\n",
+ "\n",
+ "# extract features from each photo in the directory\n",
"def extract_features(directory):\n",
" # load the model\n",
" model = VGG16()\n",
" # re-structure the model\n",
- " model.layers.pop()\n",
" model = Model(inputs=model.inputs, outputs=model.layers[-2].output)\n",
" # summarize\n",
" print(model.summary())\n",
@@ -2353,7 +10507,7 @@
" features[image_id] = feature\n",
" #print('>%s' % name)\n",
" return features\n",
- " \n",
+ "\n",
"# extract features from all images\n",
"directory = 'Flicker8k_Dataset/'\n",
"features = extract_features(directory)\n",
@@ -2384,21 +10538,9 @@
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": 28,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1000268201_693b08cb0e.jpg#0\tA child in a pink dress is climbing up a set of stairs in an entry way .\n",
- "1000268201_693b08cb0e.jpg#1\tA girl going into a wooden building .\n",
- "1000268201_693b08cb0e.jpg#2\tA little girl climbing into a wooden playhouse .\n",
- "1000268201_693b08cb0e.jpg#3\tA little girl climbing the stairs to her playhouse .\n",
- "1000268201_693b08cb0e.jpg#4\tA little girl in a pink dress going into a wooden cabin .\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# load doc into memory\n",
"def load_doc(filename):\n",
@@ -2409,11 +10551,10 @@
" # close the file\n",
" file.close()\n",
" return text\n",
- "\n",
- "filename = './Flickr8k.token.txt'\n",
+ " \n",
+ "filename = 'Flickr8k_text/Flickr8k.token.txt'\n",
"# load descriptions\n",
- "doc = load_doc(filename)\n",
- "print(doc[:410])"
+ "doc = load_doc(filename)"
]
},
{
@@ -2427,7 +10568,7 @@
},
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -2441,6 +10582,7 @@
],
"source": [
"# extract descriptions for images\n",
+ "\n",
"def load_descriptions(doc):\n",
" mapping = dict()\n",
" # process lines\n",
@@ -2486,7 +10628,7 @@
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -2536,7 +10678,7 @@
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
@@ -2573,7 +10715,7 @@
},
{
"cell_type": "code",
- "execution_count": 75,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -2654,7 +10796,7 @@
},
{
"cell_type": "code",
- "execution_count": 87,
+ "execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
@@ -2698,7 +10840,7 @@
},
{
"cell_type": "code",
- "execution_count": 88,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -2737,7 +10879,7 @@
},
{
"cell_type": "code",
- "execution_count": 89,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -2759,7 +10901,7 @@
},
{
"cell_type": "code",
- "execution_count": 98,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
@@ -2808,7 +10950,7 @@
},
{
"cell_type": "code",
- "execution_count": 92,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
@@ -2880,7 +11022,7 @@
},
{
"cell_type": "code",
- "execution_count": 93,
+ "execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
@@ -2918,7 +11060,7 @@
},
{
"cell_type": "code",
- "execution_count": 94,
+ "execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
@@ -2937,7 +11079,7 @@
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
@@ -2979,7 +11121,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
@@ -2989,7 +11131,7 @@
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
@@ -3062,21 +11204,22 @@
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# define the captioning model\n",
- "from keras.utils import to_categorical\n",
- "from keras.utils import plot_model\n",
- "from keras.models import Model\n",
- "from keras.layers import Input\n",
- "from keras.layers import Dense\n",
- "from keras.layers import LSTM\n",
- "from keras.layers import Embedding\n",
- "from keras.layers import Dropout\n",
+ "import keras\n",
+ "from tensorflow.keras.utils import to_categorical\n",
+ "from tensorflow.keras.utils import plot_model\n",
+ "from tensorflow.keras.models import Model\n",
+ "from tensorflow.keras.layers import Input\n",
+ "from tensorflow.keras.layers import Dense\n",
+ "from tensorflow.keras.layers import LSTM\n",
+ "from tensorflow.keras.layers import Embedding\n",
+ "from tensorflow.keras.layers import Dropout\n",
"from keras.layers.merge import add\n",
- "from keras.callbacks import ModelCheckpoint\n",
+ "from tensorflow.keras.callbacks import ModelCheckpoint\n",
"def define_model(vocab_size, max_length):\n",
" # feature extractor model\n",
" inputs1 = Input(shape=(4096,))\n",
@@ -3109,44 +11252,45 @@
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Model: \"functional_3\"\n",
+ "Model: \"model_3\"\n",
"__________________________________________________________________________________________________\n",
- "Layer (type) Output Shape Param # Connected to \n",
+ " Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
- "input_3 (InputLayer) [(None, 34)] 0 \n",
- "__________________________________________________________________________________________________\n",
- "input_2 (InputLayer) [(None, 4096)] 0 \n",
- "__________________________________________________________________________________________________\n",
- "embedding (Embedding) (None, 34, 256) 1940224 input_3[0][0] \n",
- "__________________________________________________________________________________________________\n",
- "dropout (Dropout) (None, 4096) 0 input_2[0][0] \n",
- "__________________________________________________________________________________________________\n",
- "dropout_1 (Dropout) (None, 34, 256) 0 embedding[0][0] \n",
- "__________________________________________________________________________________________________\n",
- "dense (Dense) (None, 256) 1048832 dropout[0][0] \n",
- "__________________________________________________________________________________________________\n",
- "lstm (LSTM) (None, 256) 525312 dropout_1[0][0] \n",
- "__________________________________________________________________________________________________\n",
- "add (Add) (None, 256) 0 dense[0][0] \n",
- " lstm[0][0] \n",
- "__________________________________________________________________________________________________\n",
- "dense_1 (Dense) (None, 256) 65792 add[0][0] \n",
- "__________________________________________________________________________________________________\n",
- "dense_2 (Dense) (None, 7579) 1947803 dense_1[0][0] \n",
+ " input_5 (InputLayer) [(None, 34)] 0 [] \n",
+ " \n",
+ " input_4 (InputLayer) [(None, 4096)] 0 [] \n",
+ " \n",
+ " embedding (Embedding) (None, 34, 256) 1940224 ['input_5[0][0]'] \n",
+ " \n",
+ " dropout (Dropout) (None, 4096) 0 ['input_4[0][0]'] \n",
+ " \n",
+ " dropout_1 (Dropout) (None, 34, 256) 0 ['embedding[0][0]'] \n",
+ " \n",
+ " dense (Dense) (None, 256) 1048832 ['dropout[0][0]'] \n",
+ " \n",
+ " lstm (LSTM) (None, 256) 525312 ['dropout_1[0][0]'] \n",
+ " \n",
+ " add (Add) (None, 256) 0 ['dense[0][0]', \n",
+ " 'lstm[0][0]'] \n",
+ " \n",
+ " dense_1 (Dense) (None, 256) 65792 ['add[0][0]'] \n",
+ " \n",
+ " dense_2 (Dense) (None, 7579) 1947803 ['dense_1[0][0]'] \n",
+ " \n",
"==================================================================================================\n",
"Total params: 5,527,963\n",
"Trainable params: 5,527,963\n",
"Non-trainable params: 0\n",
"__________________________________________________________________________________________________\n",
"None\n",
- "('Failed to import pydot. You must `pip install pydot` and install graphviz (https://graphviz.gitlab.io/download/), ', 'for `pydotprint` to work.')\n"
+ "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model/model_to_dot to work.\n"
]
}
],
@@ -3187,7 +11331,7 @@
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
@@ -3207,106 +11351,9 @@
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Epoch 1/20\n",
- "\n",
- "Epoch 00001: val_loss improved from inf to 4.06795, saving model to model-ep001-loss4.516-val_loss4.068.h5\n",
- "9576/9576 - 918s - loss: 4.5156 - val_loss: 4.0680\n",
- "Epoch 2/20\n",
- "\n",
- "Epoch 00002: val_loss improved from 4.06795 to 3.91073, saving model to model-ep002-loss3.851-val_loss3.911.h5\n",
- "9576/9576 - 912s - loss: 3.8505 - val_loss: 3.9107\n",
- "Epoch 3/20\n",
- "\n",
- "Epoch 00003: val_loss improved from 3.91073 to 3.87354, saving model to model-ep003-loss3.643-val_loss3.874.h5\n",
- "9576/9576 - 913s - loss: 3.6425 - val_loss: 3.8735\n",
- "Epoch 4/20\n",
- "\n",
- "Epoch 00004: val_loss did not improve from 3.87354\n",
- "9576/9576 - 918s - loss: 3.5364 - val_loss: 3.8739\n",
- "Epoch 5/20\n",
- "\n",
- "Epoch 00005: val_loss did not improve from 3.87354\n",
- "9576/9576 - 917s - loss: 3.4762 - val_loss: 3.9316\n",
- "Epoch 6/20\n",
- "\n",
- "Epoch 00006: val_loss did not improve from 3.87354\n",
- "9576/9576 - 919s - loss: 3.4382 - val_loss: 3.9394\n",
- "Epoch 7/20\n",
- "\n",
- "Epoch 00007: val_loss did not improve from 3.87354\n",
- "9576/9576 - 919s - loss: 3.4121 - val_loss: 3.9871\n",
- "Epoch 8/20\n",
- "\n",
- "Epoch 00008: val_loss did not improve from 3.87354\n",
- "9576/9576 - 920s - loss: 3.3940 - val_loss: 3.9694\n",
- "Epoch 9/20\n",
- "\n",
- "Epoch 00009: val_loss did not improve from 3.87354\n",
- "9576/9576 - 922s - loss: 3.3832 - val_loss: 4.0410\n",
- "Epoch 10/20\n",
- "\n",
- "Epoch 00010: val_loss did not improve from 3.87354\n",
- "9576/9576 - 948s - loss: 3.3772 - val_loss: 4.0002\n",
- "Epoch 11/20\n",
- "\n",
- "Epoch 00011: val_loss did not improve from 3.87354\n",
- "9576/9576 - 1061s - loss: 3.3732 - val_loss: 4.0305\n",
- "Epoch 12/20\n",
- "\n",
- "Epoch 00012: val_loss did not improve from 3.87354\n",
- "9576/9576 - 952s - loss: 3.3690 - val_loss: 4.0839\n",
- "Epoch 13/20\n",
- "\n",
- "Epoch 00013: val_loss did not improve from 3.87354\n",
- "9576/9576 - 982s - loss: 3.3685 - val_loss: 4.0725\n",
- "Epoch 14/20\n",
- "\n",
- "Epoch 00014: val_loss did not improve from 3.87354\n",
- "9576/9576 - 957s - loss: 3.3699 - val_loss: 4.0941\n",
- "Epoch 15/20\n",
- "\n",
- "Epoch 00015: val_loss did not improve from 3.87354\n",
- "9576/9576 - 960s - loss: 3.3666 - val_loss: 4.1236\n",
- "Epoch 16/20\n",
- "\n",
- "Epoch 00016: val_loss did not improve from 3.87354\n",
- "9576/9576 - 994s - loss: 3.3629 - val_loss: 4.1124\n",
- "Epoch 17/20\n",
- "\n",
- "Epoch 00017: val_loss did not improve from 3.87354\n",
- "9576/9576 - 988s - loss: 3.3607 - val_loss: 4.1472\n",
- "Epoch 18/20\n",
- "\n",
- "Epoch 00018: val_loss did not improve from 3.87354\n",
- "9576/9576 - 955s - loss: 3.3627 - val_loss: 4.1314\n",
- "Epoch 19/20\n",
- "\n",
- "Epoch 00019: val_loss did not improve from 3.87354\n",
- "9576/9576 - 979s - loss: 3.3627 - val_loss: 4.1662\n",
- "Epoch 20/20\n",
- "\n",
- "Epoch 00020: val_loss did not improve from 3.87354\n",
- "9576/9576 - 962s - loss: 3.3629 - val_loss: 4.1717\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "<tensorflow.python.keras.callbacks.History at 0x18b80c198>"
- ]
- },
- "execution_count": 71,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# fit model\n",
"model.fit([X1train, X2train], ytrain, epochs=20, verbose=2, callbacks=[checkpoint], validation_data=([X1test, X2test], ytest))"
@@ -3380,7 +11427,7 @@
},
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
@@ -3429,7 +11476,7 @@
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
@@ -3474,9 +11521,42 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 48,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Description Length: 34\n",
+ "Dataset: 1000\n",
+ "Descriptions: test=1000\n",
+ "Photos: test=1000\n"
+ ]
+ },
+ {
+ "ename": "KeyboardInterrupt",
+ "evalue": "",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
+ "Input \u001b[0;32mIn [48]\u001b[0m, in \u001b[0;36m<cell line: 166>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 164\u001b[0m model \u001b[38;5;241m=\u001b[39m load_model(filename)\n\u001b[1;32m 165\u001b[0m \u001b[38;5;66;03m# evaluate model\u001b[39;00m\n\u001b[0;32m--> 166\u001b[0m \u001b[43mevaluate_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_descriptions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_features\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtokenizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_length\u001b[49m\u001b[43m)\u001b[49m\n",
+ "Input \u001b[0;32mIn [48]\u001b[0m, in \u001b[0;36mevaluate_model\u001b[0;34m(model, descriptions, photos, tokenizer, max_length)\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[38;5;66;03m# step over the whole set\u001b[39;00m\n\u001b[1;32m 118\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m key, desc_list \u001b[38;5;129;01min\u001b[39;00m descriptions\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m 119\u001b[0m \u001b[38;5;66;03m# generate description\u001b[39;00m\n\u001b[0;32m--> 120\u001b[0m yhat \u001b[38;5;241m=\u001b[39m \u001b[43mgenerate_desc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtokenizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mphotos\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_length\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;66;03m# store actual and predicted\u001b[39;00m\n\u001b[1;32m 122\u001b[0m references \u001b[38;5;241m=\u001b[39m [d\u001b[38;5;241m.\u001b[39msplit() \u001b[38;5;28;01mfor\u001b[39;00m d \u001b[38;5;129;01min\u001b[39;00m desc_list]\n",
+ "Input \u001b[0;32mIn [48]\u001b[0m, in \u001b[0;36mgenerate_desc\u001b[0;34m(model, tokenizer, photo, max_length)\u001b[0m\n\u001b[1;32m 97\u001b[0m sequence \u001b[38;5;241m=\u001b[39m pad_sequences([sequence], maxlen\u001b[38;5;241m=\u001b[39mmax_length)\n\u001b[1;32m 98\u001b[0m \u001b[38;5;66;03m# predict next word\u001b[39;00m\n\u001b[0;32m---> 99\u001b[0m yhat \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mphoto\u001b[49m\u001b[43m,\u001b[49m\u001b[43msequence\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 100\u001b[0m \u001b[38;5;66;03m# convert probability to integer\u001b[39;00m\n\u001b[1;32m 101\u001b[0m yhat \u001b[38;5;241m=\u001b[39m argmax(yhat)\n",
+ "File \u001b[0;32m~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/keras/utils/traceback_utils.py:64\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 62\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 63\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 64\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 65\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: \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[1;32m 66\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~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/keras/engine/training.py:1982\u001b[0m, in \u001b[0;36mModel.predict\u001b[0;34m(self, x, batch_size, verbose, steps, callbacks, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1980\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m step \u001b[38;5;129;01min\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39msteps():\n\u001b[1;32m 1981\u001b[0m callbacks\u001b[38;5;241m.\u001b[39mon_predict_batch_begin(step)\n\u001b[0;32m-> 1982\u001b[0m tmp_batch_outputs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1983\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39mshould_sync:\n\u001b[1;32m 1984\u001b[0m context\u001b[38;5;241m.\u001b[39masync_wait()\n",
+ "File \u001b[0;32m~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/tensorflow/python/util/traceback_utils.py:150\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.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~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:915\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 912\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 914\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--> 915\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 917\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 918\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~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/tensorflow/python/eager/def_function.py:954\u001b[0m, in \u001b[0;36mFunction._call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 951\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 952\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 953\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--> 954\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_stateful_fn\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 955\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_created_variables \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m ALLOW_DYNAMIC_VARIABLE_CREATION:\n\u001b[1;32m 956\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 957\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~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/tensorflow/python/eager/function.py:2956\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2953\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[1;32m 2954\u001b[0m (graph_function,\n\u001b[1;32m 2955\u001b[0m filtered_flat_args) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_define_function(args, kwargs)\n\u001b[0;32m-> 2956\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgraph_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_flat\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2957\u001b[0m \u001b[43m \u001b[49m\u001b[43mfiltered_flat_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcaptured_inputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgraph_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcaptured_inputs\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/tensorflow/python/eager/function.py:1853\u001b[0m, in \u001b[0;36mConcreteFunction._call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m 1849\u001b[0m possible_gradient_type \u001b[38;5;241m=\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPossibleTapeGradientTypes(args)\n\u001b[1;32m 1850\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 1851\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m executing_eagerly):\n\u001b[1;32m 1852\u001b[0m \u001b[38;5;66;03m# No tape is watching; skip to running the function.\u001b[39;00m\n\u001b[0;32m-> 1853\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_call_outputs(\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\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1854\u001b[0m \u001b[43m \u001b[49m\u001b[43mctx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcancellation_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcancellation_manager\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 1855\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 1856\u001b[0m args,\n\u001b[1;32m 1857\u001b[0m possible_gradient_type,\n\u001b[1;32m 1858\u001b[0m executing_eagerly)\n\u001b[1;32m 1859\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~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/tensorflow/python/eager/function.py:499\u001b[0m, in \u001b[0;36m_EagerDefinedFunction.call\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 497\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _InterpolateFunctionError(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cancellation_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 499\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 500\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msignature\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 501\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_outputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 502\u001b[0m \u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 503\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 504\u001b[0m \u001b[43m \u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mctx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 505\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 506\u001b[0m outputs \u001b[38;5;241m=\u001b[39m execute\u001b[38;5;241m.\u001b[39mexecute_with_cancellation(\n\u001b[1;32m 507\u001b[0m \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msignature\u001b[38;5;241m.\u001b[39mname),\n\u001b[1;32m 508\u001b[0m num_outputs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_outputs,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 511\u001b[0m ctx\u001b[38;5;241m=\u001b[39mctx,\n\u001b[1;32m 512\u001b[0m cancellation_manager\u001b[38;5;241m=\u001b[39mcancellation_manager)\n",
+ "File \u001b[0;32m~/Dropbox/Statistics/Deep_Learning_Master_HSLU/tensorflow/lib/python3.9/site-packages/tensorflow/python/eager/execute.py:54\u001b[0m, in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[0;32m---> 54\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 55\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 56\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 57\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": [
"from numpy import argmax\n",
"from pickle import load\n",
@@ -3628,7 +11708,7 @@
"# prepare test set\n",
"\n",
"# load test set\n",
- "filename = 'Flickr_8k.testImages.txt'\n",
+ "filename = './Flickr8k_text/Flickr_8k.testImages.txt'\n",
"test = load_set(filename)\n",
"print('Dataset: %d' % len(test))\n",
"# descriptions\n",
@@ -3684,18 +11764,9 @@
},
{
"cell_type": "code",
- "execution_count": 76,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Dataset: 6000\n",
- "Descriptions: train=6000\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"from tensorflow.keras.preprocessing.text import Tokenizer\n",
"from pickle import dump\n",
@@ -3798,7 +11869,7 @@
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -3817,7 +11888,7 @@
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -3836,14 +11907,13 @@
},
{
"cell_type": "code",
- "execution_count": 85,
+ "execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "WARNING:tensorflow:5 out of the last 13 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1976c9400> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
"(1, 4096)\n"
]
}
@@ -3879,7 +11949,7 @@
" return feature\n",
"\n",
"# load and prepare the photograph\n",
- "#photo = extract_features('./Bilder/example_10.jp2')\n",
+ "#photo = extract_features('./Bilder/example_1.jpg')\n",
"photo = extract_features('./Bilder/example_10.jpg')\n",
"print(photo.shape)"
]
@@ -3895,14 +11965,14 @@
},
{
"cell_type": "code",
- "execution_count": 92,
+ "execution_count": 63,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "startseq two young girls are playing in the water endseq\n"
+ "startseq man is rock climbing endseq\n"
]
}
],
@@ -3976,7 +12046,8 @@
"# load the model\n",
"model = load_model('model_19.h5')\n",
"# load and prepare the photograph\n",
- "photo = extract_features('./Bilder/example_10.jp2')\n",
+ "#photo = extract_features('./Bilder/example_1.jpg')\n",
+ "photo = extract_features('./Bilder/example_10.jpg')\n",
"# generate description\n",
"description = generate_desc(model, tokenizer, photo, max_length)\n",
"print(description)"
@@ -5001,9 +13072,9 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "tensorflow-venv",
"language": "python",
- "name": "python3"
+ "name": "tensorflow-venv"
},
"language_info": {
"codemirror_mode": {
@@ -5015,7 +13086,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.6"
+ "version": "3.9.12"
}
},
"nbformat": 4,