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@yikongge
Created August 4, 2020 07:33
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import tensorflow as tf\n",
"import numpy as np\n",
"from tensorflow.keras import datasets, layers, models\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#GPU\n",
"import tensorflow as tf\n",
"gpus= tf.config.list_physical_devices('GPU')\n",
"tf.config.experimental.set_memory_growth(gpus[0], True) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## load data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"(train_images, train_labels), (test_images, test_labels) = datasets.mnist.load_data()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import scipy.io as sio\n",
"\n",
"input_size = 784\n",
"hidden_size = 32\n",
"output_size = 784\n",
"\n",
"def load_data():\n",
" \n",
" #emnist = spio.loadmat('emnist-balanced.mat')\n",
" emnist = sio.loadmat('./emnist-letters.mat')\n",
" \n",
" # load training dataset \n",
" x_train = emnist[\"dataset\"][0][0][0][0][0][0]\n",
"\n",
" # load training labels\n",
" y_train = emnist[\"dataset\"][0][0][0][0][0][1]\n",
"\n",
" # load test dataset\n",
" x_test = emnist[\"dataset\"][0][0][1][0][0][0]\n",
"\n",
" # load test labels\n",
" y_test = emnist[\"dataset\"][0][0][1][0][0][1]\n",
"\n",
" return (x_train, y_train), (x_test, y_test)\n",
"(x_train, y_train), (x_test, y_test) = load_data()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: DeprecationWarning: elementwise comparison failed; this will raise an error in the future.\n",
" \"\"\"\n"
]
}
],
"source": [
"xx_train=[[]]\n",
"yy_train=[[]]\n",
"for i in range(len(y_train)):\n",
" if y_train[i][0]<7:\n",
" if xx_train==[[]]:\n",
" xx_train=x_train[i].reshape(28,-1).T.reshape(1,28,28)\n",
" yy_train=(y_train[i]+9).reshape(1,1)\n",
" continue\n",
" xx_train=np.concatenate([xx_train,x_train[i].reshape(28,-1).T.reshape(1,28,28)])\n",
" yy_train=np.concatenate([yy_train,(y_train[i]+9).reshape(1,1)])\n",
"train_images=np.concatenate([xx_train,train_images])\n",
"train_labels=np.concatenate([yy_train,train_labels.reshape(-1,1)])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: DeprecationWarning: elementwise comparison failed; this will raise an error in the future.\n",
" \n"
]
}
],
"source": [
"xx_test=[[]]\n",
"yy_test=[[]]\n",
"for i in range(len(y_test)):\n",
" if y_test[i][0]<7:\n",
" \n",
" if xx_test==[[]]:\n",
" xx_test=x_test[i].reshape(28,-1).T.reshape(1,28,28)\n",
" yy_test=(y_test[i]+9).reshape(1,1)\n",
" continue\n",
" xx_test=np.concatenate([xx_test,x_test[i].reshape(28,-1).T.reshape(1,28,28)])\n",
" yy_test=np.concatenate([yy_test,(y_test[i]+9).reshape(1,1)])\n",
"test_images=np.concatenate([xx_test,test_images])\n",
"test_labels=np.concatenate([yy_test,test_labels.reshape(-1,1)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Random"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"shuffle_ix=np.random.permutation(np.arange(len(train_labels)))\n",
"train_images=train_images[shuffle_ix]\n",
"train_labels=train_labels[shuffle_ix]\n",
"shuffle_ix=np.random.permutation(np.arange(len(test_labels)))\n",
"test_images=test_images[shuffle_ix]\n",
"test_labels=test_labels[shuffle_ix]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## build model"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"model = models.Sequential()\n",
"model.add(layers.Conv2D(32, (3, 3), activation='relu', input_shape=[28,28,1]))\n",
"model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n",
"model.add(layers.MaxPooling2D((2, 2)))\n",
"model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n",
"model.add(layers.Flatten())\n",
"model.add(layers.Dense(64, activation='relu'))\n",
"model.add(layers.Dense(16))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d (Conv2D) (None, 26, 26, 32) 320 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 24, 24, 64) 18496 \n",
"_________________________________________________________________\n",
"max_pooling2d (MaxPooling2D) (None, 12, 12, 64) 0 \n",
"_________________________________________________________________\n",
"conv2d_2 (Conv2D) (None, 10, 10, 64) 36928 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 6400) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 64) 409664 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 16) 1040 \n",
"=================================================================\n",
"Total params: 466,448\n",
"Trainable params: 466,448\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## train"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"train_images = train_images.astype('float32') / 255.\n",
"test_images = test_images.astype('float32') / 255.\n",
"train_images = train_images.reshape(train_images.shape[0], 28, 28, 1, order=\"A\")\n",
"test_images = test_images.reshape(test_images.shape[0], 28, 28, 1, order=\"A\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/20\n",
"2775/2775 [==============================] - 21s 7ms/step - loss: 0.1536 - accuracy: 0.9548 - val_loss: 0.0687 - val_accuracy: 0.9787\n",
"Epoch 2/20\n",
"2775/2775 [==============================] - 21s 7ms/step - loss: 0.0514 - accuracy: 0.9843 - val_loss: 0.0611 - val_accuracy: 0.9818\n",
"Epoch 3/20\n",
"2775/2775 [==============================] - 21s 7ms/step - loss: 0.0339 - accuracy: 0.9894 - val_loss: 0.0494 - val_accuracy: 0.9861\n",
"Epoch 4/20\n",
"2775/2775 [==============================] - 21s 7ms/step - loss: 0.0230 - accuracy: 0.9927 - val_loss: 0.0483 - val_accuracy: 0.9866\n",
"Epoch 5/20\n",
"2775/2775 [==============================] - 21s 7ms/step - loss: 0.0173 - accuracy: 0.9944 - val_loss: 0.0558 - val_accuracy: 0.9866\n",
"Epoch 6/20\n",
"2775/2775 [==============================] - 21s 7ms/step - loss: 0.0138 - accuracy: 0.9956 - val_loss: 0.0569 - val_accuracy: 0.9870\n",
"Epoch 7/20\n",
"2775/2775 [==============================] - 21s 7ms/step - loss: 0.0124 - accuracy: 0.9960 - val_loss: 0.0566 - val_accuracy: 0.9857\n",
"Epoch 8/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0099 - accuracy: 0.9967 - val_loss: 0.0777 - val_accuracy: 0.9832\n",
"Epoch 9/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0087 - accuracy: 0.9971 - val_loss: 0.0604 - val_accuracy: 0.9876\n",
"Epoch 10/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0076 - accuracy: 0.9976 - val_loss: 0.0658 - val_accuracy: 0.9866\n",
"Epoch 11/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0083 - accuracy: 0.9974 - val_loss: 0.0706 - val_accuracy: 0.9869\n",
"Epoch 12/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0065 - accuracy: 0.9978 - val_loss: 0.0698 - val_accuracy: 0.9878\n",
"Epoch 13/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0064 - accuracy: 0.9980 - val_loss: 0.0816 - val_accuracy: 0.9866\n",
"Epoch 14/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0059 - accuracy: 0.9981 - val_loss: 0.0850 - val_accuracy: 0.9871\n",
"Epoch 15/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0063 - accuracy: 0.9981 - val_loss: 0.0840 - val_accuracy: 0.9877\n",
"Epoch 16/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0059 - accuracy: 0.9983 - val_loss: 0.1087 - val_accuracy: 0.9862\n",
"Epoch 17/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0054 - accuracy: 0.9984 - val_loss: 0.0954 - val_accuracy: 0.9864\n",
"Epoch 18/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0059 - accuracy: 0.9982 - val_loss: 0.0901 - val_accuracy: 0.9876\n",
"Epoch 19/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0044 - accuracy: 0.9988 - val_loss: 0.1036 - val_accuracy: 0.9853\n",
"Epoch 20/20\n",
"2775/2775 [==============================] - 21s 8ms/step - loss: 0.0056 - accuracy: 0.9985 - val_loss: 0.1001 - val_accuracy: 0.9870\n"
]
}
],
"source": [
"model.compile(optimizer='adam',\n",
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
" metrics=['accuracy'])\n",
"history = model.fit(train_images, train_labels, epochs=20, \n",
" validation_data=(test_images, test_labels))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"463/463 - 1s - loss: 0.1001 - accuracy: 0.9870\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(history.history['accuracy'], label='accuracy')\n",
"plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n",
"plt.xlabel('Epoch')\n",
"plt.ylabel('Accuracy')\n",
"plt.ylim([0.5, 1])\n",
"plt.legend(loc='lower right')\n",
"\n",
"test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=2)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"model.save('model.h5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## load pic"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"model=models.load_model('model.h5')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"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": [
"pic=plt.imread('attachment.png')\n",
"#picc=plt.imread('name.png')\n",
"#picc=plt.imread('3.png')\n",
"plt.imshow(pic)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[5, 0, 4, 11, 0, 3, 0, 4, 1, 4, 0, 0, 0, 0, 0, 0, 0, 8, 0, 0, 13, 11, 9, 3, 12, 5, 5, 0, 8, 6, 10, 3, 9, 0, 0, 7, 13, 8, 0, 0, 0, 0, 0, 0, 13, 15, 0, 1, 0, 0, 0, 0, 0, 8, 0, 0, 0, 0, 0, 0, 6, 6, 6, 12, 6, 1, 6, 7, 2, 14, 7, 4, 7, 8, 7, 4, 7, 5, 5, 0, 4, 11, 0, 14, 8, 2, 3, 0, 1, 0, 13, 13, 9, 3, 7, 0, 8, 7, 7, 1, 13, 13, 12, 12, 11, 0, 2, 7, 0, 13, 5, 11, 11, 13, 0, 3, 7, 1, 8, 1, 5, 10, 9, 1, 4, 8, 10, 12, 6, 9, 5, 1, 12, 2, 14, 13, 9, 13, 2, 7, 1, 15, 8, 9, 12, 6, 2, 14, 2, 6, 9, 3, 13, 7, 15, 7, 6, 11, 11, 7, 13, 14, 9, 15, 12, 8, 0, 13, 2, 14, 6, 14, 6, 8, 14, 7, 8, 2, 10, 3, 2, 6, 13, 2, 14, 0, 1, 15, 8, 1, 12, 14, 6, 13, 5, 5, 14, 7, 6, 9, 7, 2, 14, 9, 11, 10, 7, 11, 12, 12, 11, 3, 10, 12, 14, 15, 7, 11, 8, 9, 15, 7, 11, 6, 14, 9, 0, 14, 10, 1, 6, 10, 6, 14, 14, 2, 4, 3, 9, 13, 4, 5, 1, 7, 9, 14, 12, 13, 13, 1, 12, 5, 12, 12, 15, 11, 6, 11, 9, 10, 10, 4, 8, 9, 12, 1, 2, 1, 8, 12, 9, 2, 11, 8, 9, 8, 7, 7, 9, 13, 7, 6, 5, 15, 12, 12, 11, 11, 5, 8, 12, 12, 9, 2, 0, 11, 6, 6, 6, 2, 12, 5, 15, 9, 1, 7, 4, 9, 9, 3, 1, 1, 3, 2, 2, 5, 8, 15, 3, 2, 11, 11, 10, 7, 12, 2, 8, 8, 12, 5, 10, 14, 1, 0, 3, 1, 3, 3, 1, 0, 6, 6, 0, 8, 4, 0, 9, 13, 10, 12, 4, 1, 9, 15, 7, 7, 2, 4, 1, 10, 3, 4, 1, 2, 9, 0, 7, 8, 1, 4, 10, 11, 7, 10, 9, 2, 2, 1, 0, 6, 11, 8, 13, 14, 13, 0, 13, 2, 5, 10, 14, 12, 8, 10, 6, 3, 4, 9, 2, 9, 0, 2, 5, 12, 4, 6, 10, 3, 3, 15, 14, 5, 10, 1, 13, 3, 1, 6, 7, 10, 1, 0, 0, 3, 2, 3, 11, 1, 10, 11, 14, 14, 4, 10, 7, 10, 0, 7, 0, 8, 4, 1, 3, 10, 1, 9, 14, 1, 7, 7, 1, 8, 1, 6, 5, 15, 5, 13, 3, 14, 7, 3, 13, 5, 7, 7, 7, 9, 8, 14, 3, 6, 13, 5, 1, 4, 4, 11, 6, 6, 3, 1, 5, 10, 10, 14, 3, 1, 5, 0, 7, 8, 15, 5, 14, 5, 1, 10, 2, 9, 2, 4, 6, 10, 15, 4, 0, 2, 5, 0, 4, 11, 0, 1, 0, 2, 1, 15, 0, 0, 1, 4, 0, 0, 0, 9, 0, 0, 0, 8, 0, 0, 13, 11, 9, 3, 12, 5, 5, 0, 8, 6, 10, 3, 9, 0, 0, 7, 13, 8, 0, 0, 0, 0, 0, 0, 13, 15, 0, 1, 0, 0, 0, 0, 0, 8, 0, 0, 2, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 6, 6, 6, 12, 6, 1, 6, 7, 2, 14, 7, 4, 7, 8, 7, 4, 0, 10, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 8, 0, 0, 4, 10, 0, 10, 9, 10, 6, 4, 2, 4, 3, 11, 13, 6, 0, 1, 15, 9, 13, 8, 10, 11, 3, 9, 2, 4, 3, 11, 13, 6, 0, 1, 2, 13, 0, 0, 12, 10, 1, 3, 2, 2, 3, 11, 13, 6, 0, 1, 5, 0, 4, 11, 0, 5, 0, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 5, 10, 0, 0, 0, 0, 0, 0, 15, 14, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n"
]
}
],
"source": [
"out_text=[]\n",
"for i in range(23):\n",
" for j in range(32):\n",
" picc=np.vsplit(np.hsplit(pic,32)[j],23)[i]\n",
" out_text.append(model.predict(picc.reshape(1,28,28,1, order=\"A\")).argmax())\n",
"print(out_text)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"overfile=open('out.zip','wb')\n",
"for i in range(0,len(out_text),2):\n",
" if out_text[i]>9:\n",
" out_text[i]=chr(out_text[i]+87)\n",
" if out_text[i+1]>9:\n",
" out_text[i+1]=chr(out_text[i+1]+87)\n",
" a=str(out_text[i])\n",
" b=str(out_text[i+1])\n",
" overfile.write(bytes.fromhex(a+b))\n",
"overfile.close()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
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}
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