a b/testcancer-code.ipynb
1
{
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 "cells": [
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  {
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   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
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   "outputs": [
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    {
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     "name": "stderr",
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     "output_type": "stream",
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     "text": [
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      "Using TensorFlow backend.\n"
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     ]
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    }
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   ],
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   "source": [
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    "from keras.models import load_model\n",
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    "from keras.preprocessing import image\n",
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    "import numpy as np\n",
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    "import cv2\n",
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    "import matplotlib.pyplot as plt"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
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   "outputs": [
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    {
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     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "WARNING:tensorflow:From /home/diwas/.conda/envs/tf/lib/python3.7/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",
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      "Instructions for updating:\n",
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      "Colocations handled automatically by placer.\n",
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      "WARNING:tensorflow:From /home/diwas/.conda/envs/tf/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
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      "Instructions for updating:\n",
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      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
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      "WARNING:tensorflow:From /home/diwas/.conda/envs/tf/lib/python3.7/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",
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      "Instructions for updating:\n",
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      "Use tf.cast instead.\n"
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     ]
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    }
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   ],
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   "source": [
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    "model = load_model('weights.hdf5')\n",
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    "model.compile(loss='binary_crossentropy',\n",
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    "              optimizer='rmsprop',\n",
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    "              metrics=['accuracy'])"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
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   "outputs": [
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    {
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     "name": "stdout",
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     "output_type": "stream",
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     "text": [
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      "cancer\n"
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     ]
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    },
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    {
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     "data": {
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\n",
67
      "text/plain": [
68
       "<Figure size 432x288 with 1 Axes>"
69
      ]
70
     },
71
     "metadata": {
72
      "needs_background": "light"
73
     },
74
     "output_type": "display_data"
75
    }
76
   ],
77
   "source": [
78
    "img = image.load_img('cancer/val/Cancer/_2_4392.jpeg', target_size=(150, 150))\n",
79
    "imgplot = plt.imshow(img)\n",
80
    "x = image.img_to_array(img)\n",
81
    "x = np.expand_dims(x, axis=0)\n",
82
    "images = np.vstack([x])\n",
83
    "classes = model.predict_classes(images, batch_size=10)\n",
84
    "if classes == [1]:\n",
85
    "   print(\"cancer\")\n",
86
    "else:\n",
87
    "   print(\"Normal\")\n"
88
   ]
89
  },
90
  {
91
   "cell_type": "code",
92
   "execution_count": null,
93
   "metadata": {},
94
   "outputs": [],
95
   "source": []
96
  },
97
  {
98
   "cell_type": "code",
99
   "execution_count": null,
100
   "metadata": {},
101
   "outputs": [],
102
   "source": []
103
  },
104
  {
105
   "cell_type": "code",
106
   "execution_count": null,
107
   "metadata": {},
108
   "outputs": [],
109
   "source": []
110
  },
111
  {
112
   "cell_type": "code",
113
   "execution_count": null,
114
   "metadata": {},
115
   "outputs": [],
116
   "source": []
117
  },
118
  {
119
   "cell_type": "code",
120
   "execution_count": null,
121
   "metadata": {},
122
   "outputs": [],
123
   "source": []
124
  },
125
  {
126
   "cell_type": "code",
127
   "execution_count": null,
128
   "metadata": {},
129
   "outputs": [],
130
   "source": []
131
  }
132
 ],
133
 "metadata": {
134
  "kernelspec": {
135
   "display_name": "Python 3",
136
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