SqueezeNet.ipynb

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     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "from keras import backend as K\n",
    "from keras.layers import Input, Convolution2D, MaxPooling2D, Activation, concatenate, Dropout, warnings\n",
    "from keras.layers import GlobalAveragePooling2D, GlobalMaxPooling2D\n",
    "from keras.models import Model\n",
    "from keras.engine.topology import get_source_inputs\n",
    "from keras.utils import get_file\n",
    "from keras.utils import layer_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def squeezenet(input_shape,n_classes):\n",
    "    \n",
    "    #fire block\n",
    "    def fire(x,fs,fe):\n",
    "        \n",
    "        #squeeze\n",
    "        s=Convolution2D(fs,1,activation='relu')(x)\n",
    "        \n",
    "        #expand\n",
    "        e1=Convolution2D(fe,1,activation='relu')(s)\n",
    "        e2=Convolution2D(fe,3,padding='same',activation='relu')(s)\n",
    "        \n",
    "        output=concatenate([e1,e2])\n",
    "        \n",
    "        return output\n",
    "    \n",
    "    input=Input(input_shape)\n",
    "    x=Convolution2D(96,7,strides=2,padding='same',activation='relu')(input)\n",
    "    x=MaxPooling2D(3,strides=2,padding='same')(x)\n",
    "    \n",
    "    \n",
    "    x=fire(x,16,64)\n",
    "    x=fire(x,16,64)\n",
    "    x=fire(x,32,128)\n",
    "    \n",
    "    x=MaxPooling2D(3,strides=2,padding='same')(x)\n",
    "    \n",
    "    x=fire(x,32,128)\n",
    "    x=fire(x,48,192)\n",
    "    x=fire(x,48,192)\n",
    "    x=fire(x,64,256)\n",
    "    \n",
    "    x=MaxPooling2D(3,strides=2,padding='same')(x)\n",
    "    \n",
    "    x=fire(x,64,256)\n",
    "    x=Convolution2D(n_classes,1,activation='relu')(x)\n",
    "    \n",
    "    x=GlobalAveragePooling2D()(x)\n",
    "    \n",
    "    output=Activation('softmax')(x)\n",
    "    \n",
    "    model=Model(input,output)\n",
    "    \n",
    "    return model"
   ]
  },
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      "WARNING:tensorflow:From C:\\Users\\Deepansh\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:74: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Deepansh\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Deepansh\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Deepansh\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:3976: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n",
      "\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 224, 224, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)               (None, 112, 112, 96) 14208       input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2D)  (None, 56, 56, 96)   0           conv2d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)               (None, 56, 56, 16)   1552        max_pooling2d_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_3 (Conv2D)               (None, 56, 56, 64)   1088        conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_4 (Conv2D)               (None, 56, 56, 64)   9280        conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)     (None, 56, 56, 128)  0           conv2d_3[0][0]                   \n",
      "                                                                 conv2d_4[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_5 (Conv2D)               (None, 56, 56, 16)   2064        concatenate_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_6 (Conv2D)               (None, 56, 56, 64)   1088        conv2d_5[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_7 (Conv2D)               (None, 56, 56, 64)   9280        conv2d_5[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_2 (Concatenate)     (None, 56, 56, 128)  0           conv2d_6[0][0]                   \n",
      "                                                                 conv2d_7[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_8 (Conv2D)               (None, 56, 56, 32)   4128        concatenate_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_9 (Conv2D)               (None, 56, 56, 128)  4224        conv2d_8[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_10 (Conv2D)              (None, 56, 56, 128)  36992       conv2d_8[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_3 (Concatenate)     (None, 56, 56, 256)  0           conv2d_9[0][0]                   \n",
      "                                                                 conv2d_10[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2D)  (None, 28, 28, 256)  0           concatenate_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_11 (Conv2D)              (None, 28, 28, 32)   8224        max_pooling2d_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_12 (Conv2D)              (None, 28, 28, 128)  4224        conv2d_11[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_13 (Conv2D)              (None, 28, 28, 128)  36992       conv2d_11[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_4 (Concatenate)     (None, 28, 28, 256)  0           conv2d_12[0][0]                  \n",
      "                                                                 conv2d_13[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_14 (Conv2D)              (None, 28, 28, 48)   12336       concatenate_4[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_15 (Conv2D)              (None, 28, 28, 192)  9408        conv2d_14[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_16 (Conv2D)              (None, 28, 28, 192)  83136       conv2d_14[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_5 (Concatenate)     (None, 28, 28, 384)  0           conv2d_15[0][0]                  \n",
      "                                                                 conv2d_16[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_17 (Conv2D)              (None, 28, 28, 48)   18480       concatenate_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_18 (Conv2D)              (None, 28, 28, 192)  9408        conv2d_17[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_19 (Conv2D)              (None, 28, 28, 192)  83136       conv2d_17[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_6 (Concatenate)     (None, 28, 28, 384)  0           conv2d_18[0][0]                  \n",
      "                                                                 conv2d_19[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_20 (Conv2D)              (None, 28, 28, 64)   24640       concatenate_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_21 (Conv2D)              (None, 28, 28, 256)  16640       conv2d_20[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_22 (Conv2D)              (None, 28, 28, 256)  147712      conv2d_20[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_7 (Concatenate)     (None, 28, 28, 512)  0           conv2d_21[0][0]                  \n",
      "                                                                 conv2d_22[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2D)  (None, 14, 14, 512)  0           concatenate_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_23 (Conv2D)              (None, 14, 14, 64)   32832       max_pooling2d_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_24 (Conv2D)              (None, 14, 14, 256)  16640       conv2d_23[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_25 (Conv2D)              (None, 14, 14, 256)  147712      conv2d_23[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_8 (Concatenate)     (None, 14, 14, 512)  0           conv2d_24[0][0]                  \n",
      "                                                                 conv2d_25[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_26 (Conv2D)              (None, 14, 14, 1000) 513000      concatenate_8[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "global_average_pooling2d_1 (Glo (None, 1000)         0           conv2d_26[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_1 (Activation)       (None, 1000)         0           global_average_pooling2d_1[0][0] \n",
      "==================================================================================================\n",
      "Total params: 1,248,424\n",
      "Trainable params: 1,248,424\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
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   "source": [
    "INPUT_SHAPE=224,224,3\n",
    "N_CLASSES=1000\n",
    "model=squeezenet(INPUT_SHAPE,N_CLASSES)\n",
    "model.summary()"
   ]
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"425.5\" y=\"-31.3\">(None, 1000)</text>\n",
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       "<text font-family=\"Times New Roman,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"425.5\" y=\"-8.3\">(None, 1000)</text>\n",
       "</g>\n",
       "<!-- 2361274128584&#45;&gt;2361274170376 -->\n",
       "<g class=\"edge\" id=\"edge47\"><title>2361274128584-&gt;2361274170376</title>\n",
       "<path d=\"M323.5,-83.3664C323.5,-75.1516 323.5,-65.6579 323.5,-56.7252\" fill=\"none\" stroke=\"black\"/>\n",
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       "</g>\n",
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       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import SVG\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "SVG(model_to_dot(model, show_shapes=True).create(prog='dot', format='svg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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