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@yerkbn
Last active April 15, 2019 19:37
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#pip install opencv-python\n",
"import cv2\n",
"import numpy as np\n",
"import os \n",
"from random import shuffle\n",
"from tqdm import tqdm\n",
"\n",
"TRAIN_DIR = '/home/yerkebulan/app/dev/projects/classification_research/dogs-vs-cats/train'\n",
"TEST_DIR = '/home/yerkebulan/app/dev/projects/classification_research/dogs-vs-cats/test1'\n",
"IMG_SIZE = 50\n",
"LR = 1e-3\n",
"EPOCHE = 10\n",
"\n",
"MODEL_NAME = 'dog_vs_cat-{}-{}.model'.format(LR, '8conv-10epoche')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# [catness, dogness]\n",
"def label_image(img):\n",
" label = img.split('.')[-3]\n",
" if label == 'cat':\n",
" return [1,0]\n",
" else:\n",
" return [0,1]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def create_train_data():\n",
" train_data = []\n",
" for img in tqdm(os.listdir(TRAIN_DIR)):\n",
" label = label_image(img)\n",
" path = os.path.join(TRAIN_DIR, img)\n",
" img = cv2.resize(cv2.imread(path, cv2.IMREAD_GRAYSCALE), (IMG_SIZE, IMG_SIZE))\n",
" train_data.append([np.array(img), np.array(label)])\n",
" shuffle(train_data)\n",
" np.save('train_data.npy', train_data)\n",
" return train_data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 0%| | 0/25000 [00:00<?, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'str'>\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"for img in tqdm(os.listdir(TRAIN_DIR)):\n",
" print(type(img))\n",
" break;"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def create_test_data():\n",
" test_data = []\n",
" for img in tqdm(os.listdir(TEST_DIR)):\n",
" path = os.path.join(TEST_DIR, img)\n",
" img_id = img.split('.')[0]\n",
" img = cv2.resize(cv2.imread(path, cv2.IMREAD_GRAYSCALE), (IMG_SIZE, IMG_SIZE))\n",
" test_data.append([np.array(img), img_id])\n",
" np.save('test_data.npy', test_data)\n",
" return test_data\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# train_data = create_train_data()\n",
"# if you already run this function\n",
"train_data = np.load('train_data.npy')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /home/yerkebulan/.local/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Colocations handled automatically by placer.\n",
"WARNING:tensorflow:From /home/yerkebulan/.local/lib/python3.6/site-packages/tflearn/initializations.py:119: UniformUnitScaling.__init__ (from tensorflow.python.ops.init_ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use tf.initializers.variance_scaling instead with distribution=uniform to get equivalent behavior.\n",
"WARNING:tensorflow:From /home/yerkebulan/.local/lib/python3.6/site-packages/tflearn/layers/core.py:239: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
"WARNING:tensorflow:From /home/yerkebulan/.local/lib/python3.6/site-packages/tflearn/objectives.py:66: calling reduce_sum_v1 (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"keep_dims is deprecated, use keepdims instead\n",
"WARNING:tensorflow:From /home/yerkebulan/.local/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use tf.cast instead.\n"
]
}
],
"source": [
"import tflearn\n",
"from tflearn.layers.conv import conv_2d, max_pool_2d\n",
"from tflearn.layers.core import input_data, dropout, fully_connected\n",
"from tflearn.layers.estimator import regression\n",
"\n",
"\n",
"convnet = input_data(shape=[None, IMG_SIZE, IMG_SIZE, 1], name='input')\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 32, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 64, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 32, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 64, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 32, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 64, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 32, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"#layer\n",
"convnet = conv_2d(convnet, 64, 2, activation='relu')\n",
"convnet = max_pool_2d(convnet, 2)\n",
"\n",
"convnet = fully_connected(convnet, 1024, activation='relu')\n",
"convnet = dropout(convnet, 0.8)\n",
"\n",
"convnet = fully_connected(convnet, 2, activation='softmax')\n",
"convnet = regression(convnet, optimizer='adam', learning_rate=LR, loss='categorical_crossentropy', name='targets')\n",
"\n",
"model = tflearn.DNN(convnet, tensorboard_dir='log')\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(50, 50)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_data[0][0].shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"if os.path.exists('{}.meta'.format(MODEL_NAME)):\n",
" model.load(MODEL_NAME)\n",
" print('EXISTING MODEL LOADED!!!')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Processing"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"train = train_data[:-500]\n",
"test = train_data[-500:]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"X = np.array([i[0] for i in train]).reshape(-1, IMG_SIZE, IMG_SIZE, 1)\n",
"Y = [i[1] for i in train]\n",
"\n",
"test_x = np.array([i[0] for i in test]).reshape(-1, IMG_SIZE, IMG_SIZE, 1)\n",
"test_y = [i[1] for i in test]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training Step: 3829 | total loss: \u001b[1m\u001b[32m0.30286\u001b[0m\u001b[0m | time: 66.426s\n",
"| Adam | epoch: 010 | loss: 0.30286 - acc: 0.8592 -- iter: 24448/24500\n",
"Training Step: 3830 | total loss: \u001b[1m\u001b[32m0.31473\u001b[0m\u001b[0m | time: 67.584s\n",
"| Adam | epoch: 010 | loss: 0.31473 - acc: 0.8608 | val_loss: 0.45031 - val_acc: 0.8120 -- iter: 24500/24500\n",
"--\n"
]
}
],
"source": [
"model.fit(\n",
" {'input': X}, \n",
" {'targets': Y}, \n",
" n_epoch=EPOCHE, \n",
" validation_set=({'input': test_x}, {'targets': test_y}), \n",
" snapshot_step=500, show_metric=True, run_id=MODEL_NAME\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:/home/yerkebulan/app/dev/projects/classification_backend/classifications/classification_research/dog_vs_cat-0.001-8conv-10epoche.model is not in all_model_checkpoint_paths. Manually adding it.\n"
]
}
],
"source": [
"model.save(MODEL_NAME)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"#tensorboard --logdir=foo:/home/yerkebulan/app/dev/projects/classification_research/log"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Testing"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"# need to load_data\n",
"# test_data = create_test_data()\n",
"# if already created\n",
"test_data = np.load('test_data.npy')\n",
"\n",
"fig = plt.figure(figsize=(12, 12))\n",
"\n",
"for i, data in enumerate(test_data[80:100]):\n",
" # cat = [1,0]\n",
" # dog = [0,1]\n",
" img_id = data[1]\n",
" img_data = data[0]\n",
" \n",
" y = fig.add_subplot(4,5,i+1)\n",
" orig = img_data\n",
" data = img_data.reshape(IMG_SIZE, IMG_SIZE, 1)\n",
" \n",
" prediction = model.predict([data])[0]\n",
" \n",
" label = 'CAT'\n",
" if np.argmax(prediction) == 1:\n",
" label = 'DOG'\n",
" y.imshow(orig)\n",
" plt.title(label)\n",
" y.axes.get_xaxis().set_visible(False)\n",
" y.axes.get_yaxis().set_visible(False)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"with open('submission-file.csv', 'w') as f:\n",
" f.write('id,label\\n')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 12500/12500 [00:16<00:00, 774.82it/s]\n"
]
}
],
"source": [
"with open('submission-file.csv', 'a') as f:\n",
" for data in tqdm(test_data):\n",
" img_id = data[1]\n",
" img_data = data[0]\n",
"\n",
" orig = img_data\n",
" data = img_data.reshape(IMG_SIZE, IMG_SIZE, 1)\n",
"\n",
" prediction = model.predict([data])[0]\n",
" f.write('{},{}\\n'.format(img_id, prediction[1]))"
]
}
],
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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