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naotokui/ChainerPainter.ipynb

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Image Regression in Chainer
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ChainerPainter.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ChainerPainter - Image Regression in Chainer\n",
"\n",
"\n",
"\n",
"Inspired by the following brilliant works: \n",
"\n",
"[ConnetJS demo: Image \"Painting\"](http://cs.stanford.edu/people/karpathy/convnetjs/demo/image_regression.html) \n",
"by [@karpathy](http://twitter.com/karpathy) \n",
"\n",
"[Neural Network Generative Art in Javascript](http://blog.otoro.net/2015/06/19/neural-network-generative-art/) by [@hardmaru](http://twitter.com/hardmaru)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# chainer\n",
"import numpy as np\n",
"import chainer\n",
"from chainer import cuda\n",
"import chainer.functions as F\n",
"import chainer.links as L\n",
"from chainer import optimizers\n",
"from chainer import cuda, Function, gradient_check, Variable, optimizers, serializers, utils\n",
"from chainer import Link, Chain, ChainList\n",
"\n",
"# utilities\n",
"from cStringIO import StringIO\n",
"from IPython.display import clear_output, Image, display\n",
"from scipy.misc import imresize\n",
"import PIL.Image\n",
"import random as rnd\n",
"\n",
"def show_img_array(a, fmt='jpeg'):\n",
" a = np.uint8(np.clip(a, 0, 255))\n",
" f = StringIO()\n",
" PIL.Image.fromarray(a).save(f, fmt)\n",
" display(Image(data=f.getvalue())) \n",
"\n",
"def to_np(imgpath):\n",
" return np.float32(PIL.Image.open(imgpath))\n",
"\n",
"# using GPU or not\n",
"gpu_flag = 0\n",
"\n",
"if gpu_flag >= 0:\n",
" cuda.check_cuda_available()\n",
"xp = cuda.cupy if gpu_flag >= 0 else np\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1st Example with very simple network\n",
"\n",
"8-fully connected layers. Each layer has 20 neurons. ReLU activation. \n",
"\n",
"input layer: x-y coordinate (2 dimention) \n",
"output layer: RGB colro output (3 dimention) "
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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ZZIh8v6V22keHytpZRSwrHtbIUc8VvvpS4+6OPalKTZrCCSPGLzTprJlaNSOc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\n5r2cG/dPKxK94//Z\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 1st example\n",
"w = 224\n",
"img = imresize(to_np(\"dog.jpg\"), (w,w))\n",
"show_img_array(img)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def get_training_data(img):\n",
" # need to polish! i know this is not quite Python-ish... \n",
" indices = []\n",
" rgbs = []\n",
" w = img.shape[0]\n",
" for i in range(w):\n",
" for j in range(w):\n",
" _s = float(w)\n",
" x = (i - _s/2.0)/_s\n",
" y = (j - _s/2.0)/_s\n",
" rgb = img[i, j]\n",
" indices.append([x, y])\n",
" rgbs.append(rgb)\n",
" indices = xp.array(indices,dtype=np.float32)\n",
" rgb = xp.array(rgbs,dtype=np.float32)\n",
"\n",
" x_data = Variable(indices)\n",
" y_data = Variable(rgb/255.0 - 0.5)\n",
" return x_data, y_data\n",
"\n",
"x_data, y_data = get_training_data(img)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/jpeg": 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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# training\n",
"model = chainer.Chain(l1=L.Linear(2, 20, wscale=2), \n",
" l2=L.Linear(20, 20, wscale=1),\n",
" l3=L.Linear(20, 20, wscale=2),\n",
" l4=L.Linear(20, 20, wscale=1),\n",
" l5=L.Linear(20, 20, wscale=2),\n",
" l6=L.Linear(20, 20, wscale=1),\n",
" l7=L.Linear(20, 20, wscale=1),\n",
" l8=L.Linear(20, 20, wscale=1), \n",
" l13=L.Linear(20, 3, wscale=2)) \n",
"\n",
"if gpu_flag >= 0:\n",
" cuda.get_device(gpu_flag).use()\n",
" model.to_gpu()\n",
" \n",
"def forward(model, x, t):\n",
" h = F.relu(model.l1(x))\n",
" h = F.relu(model.l2(h))\n",
" h = F.relu(model.l3(h))\n",
" h = F.relu(model.l4(h))\n",
" h = F.relu(model.l5(h))\n",
" h = F.relu(model.l6(h))\n",
" h = F.relu(model.l7(h))\n",
" h = F.relu(model.l8(h))\n",
" h = model.l13(h)\n",
" return F.mean_squared_error(h, t), h\n",
"\n",
"optimizer = optimizers.SGD(lr=0.01)\n",
"optimizer.setup(model)\n",
"\n",
"for i in range(1000000):\n",
" optimizer.zero_grads()\n",
" loss, h = forward(model, x_data, y_data)\n",
" loss.backward()\n",
" optimizer.update() \n",
" \n",
" if i % 30 == 0:\n",
" img2 = cuda.to_cpu(h.data)\n",
" img2 = img2.reshape((w,w,3))\n",
" show_img_array((img2 + 0.5)* 255.)\n",
" clear_output(wait=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"serializers.save_hdf5('painter.model', model)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"### now things get more interesting \n",
"Let's see what happens if you drop some of hidden layers randomly when you feed x-y coordinate data"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/jpeg": 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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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lVanEPtTvLqblWGotWI1p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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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UeXUyinha5OYJIhRasxrTQnNTxrUSkYSRPElWkGDioolqyg+auSbI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VWpVW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\nGbGmkpxptMyY00lKaSqM2JSUtJTIYUmaKKCQoopDQI//2Q==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scale input xy coordinate so that you get bigger \n",
"def get_scaled_indices(img, scale):\n",
" indices = []\n",
" w = img.shape[0]\n",
" s = int(w * scale)\n",
" for i in range(s):\n",
" for j in range(s):\n",
" _s = float(s)\n",
" x = (i - _s/2.0)/_s\n",
" y = (j - _s/2.0)/_s\n",
" indices.append([x, y])\n",
" indices = xp.array(indices,dtype=np.float32)\n",
" x_data = Variable(indices)\n",
"\n",
" return x_data, s\n",
"x_data_scaled, s = get_scaled_indices(img, 4.0)\n",
"\n",
"def activate(h, f, droprate):\n",
" r = rnd.random()\n",
" return F.relu(f(h)) if r > droprate else h\n",
"\n",
"def forward3(x, i):\n",
" h = F.relu(model.l1(x))\n",
" droprate = 0\n",
" if (i!=0): h = activate(h, model.l2, droprate) # again this is very quick hack. not Pythonish\n",
" if (i!=1): h = activate(h, model.l3, droprate)\n",
" if (i!=2): h = activate(h, model.l4, droprate)\n",
" if (i!=3): h = activate(h, model.l5, droprate)\n",
" if (i!=4): h = activate(h, model.l6, droprate)\n",
" if (i!=5): h = activate(h, model.l7, droprate)\n",
" if (i!=6): h = activate(h, model.l8, droprate)\n",
" h = model.l13(h)\n",
" return h\n",
"\n",
"for i in range(7):\n",
" h = forward3(x_data_scaled, i)\n",
" img2 = cuda.to_cpu(h.data)\n",
" img2 = img2.reshape((s,s,3))\n",
" show_img_array((img2 + 0.5)* 255.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2nd Example with relatively more complex network\n",
"\n",
"8-fully connected layers. Each layer has 40 neurons. ReLU activation. \n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/jpeg": 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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 2nd example\n",
"img = imresize(to_np(\"nao.jpg\"), (w,w)) # yeah, it's me! \n",
"show_img_array(img)\n",
"s = img.shape[0]\n",
"x_data, y_data = get_training_data(img)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/jpeg": 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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model2 = chainer.Chain(l1=L.Linear(2, 40, wscale=2), # just a little bit more complex model \n",
" l2=L.Linear(40, 40, wscale=1),\n",
" l3=L.Linear(40, 40, wscale=2),\n",
" l4=L.Linear(40, 40, wscale=1),\n",
" l5=L.Linear(40, 40, wscale=2),\n",
" l6=L.Linear(40, 40, wscale=1),\n",
" l7=L.Linear(40, 40, wscale=1),\n",
" l8=L.Linear(40, 40, wscale=1), \n",
" l13=L.Linear(40, 3, wscale=2)) \n",
"\n",
"if gpu_flag >= 0:\n",
" cuda.get_device(gpu_flag).use()\n",
" model2.to_gpu()\n",
" \n",
"optimizer2 = optimizers.SGD(lr=0.01)\n",
"optimizer2.setup(model2)\n",
"\n",
"def forward(model, x, t):\n",
" h = F.relu(model.l1(x))\n",
" h = F.relu(model.l2(h))\n",
" h = F.relu(model.l3(h))\n",
" h = F.relu(model.l4(h))\n",
" h = F.relu(model.l5(h))\n",
" h = F.relu(model.l6(h))\n",
" h = F.relu(model.l7(h))\n",
" h = F.relu(model.l8(h))\n",
" h = model.l13(h)\n",
" return F.mean_squared_error(h, t), h\n",
"\n",
"for i in range(1000000):\n",
" optimizer2.zero_grads()\n",
" loss, h = forward(model2, x_data, y_data)\n",
" loss.backward()\n",
" optimizer2.update() \n",
" \n",
" if i % 30 == 0:\n",
" img2 = cuda.to_cpu(h.data)\n",
" img2 = img2.reshape((s,s,3))\n",
" show_img_array((img2 + 0.5)* 255.)\n",
" clear_output(wait=True)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"serializers.save_hdf5('painter2.model', model2)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
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WS356VD5WDWrIntVZo+aZFiqEp6pUwiqVYqLlJEKx1Ksd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\ndV3jrRdKgaPNabkmc8dQtF7VpNFUbRUrCM1ovao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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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JaY71Xd6okV5aqSyUsklVJZKaENkeqkklLJLVOWWqAJJK\npyS0kstVmbJpkis+aZmkJppNILDi1NJpCaaTQOwE0maKbQAuacDUeaUGgCYGjNRg07NAgNIaXNIa\nYDc0ZoNJQAuaM0lJmmA7NMcUtFAFdxUDirTioHFUmBVYVEwqwy1EwqriICKYamIqNhTGMzilDkUh\nFMoAnElPEtVc0oakMuCWpFkqiGqRXoCxoLJUyy1nLJUyyUCaNNJferEc2O9ZSyVOkvvQS0bMc9WU\nmrGSWrCTEd6CWjYWWplkrJSf3qyk9IVjRWSpA9UFlBqVZKQWLwenh6pLJUqyUgsXFepBJ71TD08P\nSCxdWUjvUqzn1qiHp4egLGilx71Os4rKD+9PWQjvSCxrrMPWpVl96yFmI71MtwaQWNdZjUyz1kJc\ne9TpOKQWNZZ/ep0uPeshZh61MsvvRcmxsJce9Tpce9YqzGpln96LgbaXHvVlLj3rCSf3qdLj3ouB\nvJce9WEuPesJLj3qylx71VwOYLUwtTS1MLVgaji1MLU0mmk0AOJppNNLU0tQA4mmlqYWppamA4tT\nS1NLU0tTEOLUwmkJppNACk0hNNJpM0xjs0maSjNAx2aTNJRQMXNGaSlpjCiiigdgoopaB2DFLSgZ\npwWgoQLTwtOC1IqVNx2GhakVKeqVIFpXGMVKeFpwFOxU3GIFpwFAFOFK4xQKeKaKcKQhwFGKUUuK\nBDMUhpxpjGmIY1RtT2NRMaYEbGoHapHNV5HAqkIid6rSSUsstUpZaYhZZcVTlm96SWWqUsvvTQBL\nLVOSWiSSq7NmqJEZiaYaU00mgQZpCaQmkNAwJpuaDSGgAzQaKSmAUlLSUAKDTs1HS5oAkzRTAadm\ngBaSjNFMQlFFLQA2jNLTTQAhGRULrU9NZc0XAqMtQstW2WomWqTAqMtRkVaZKhZaq4FdhTCKnIqN\nhTEQmkp5FMxSuMUGng1HTgaBkwNSK1Qg08GkIsK9TK9VAaepNFxF9JKnWSs5XqZJKLiNFZKmWWs5\nZKlWSgRppP71YSespZKlWWgRrLNUqy+9Zay1Ms3vSA01lqVZKzVmqZZaQGgr1IHqgstSrLQBdD08\nPVNZKkD0gLYenB6qh6eHoAtiQ1Ks1Ug9OD0gNFZvep0n96yxJUiykUgsayz+9TLNWSs1TLLSFY1l\nm96lWb3rKWb3qVZqQrGuk9WY7j3rFWf3qdJ6LiKxNNJppamlqg0HFqYWppamFqYhxamlqaWppagB\nxamFqaWppNMBxNITTc0hNMBSaTNNzSE0DFJoptLTGLS0lFAxaWkooGLS0lFAxaKUClAoKExTguac\nFqRUpDsNValVKcq1IFpNlDQtSKtOVaeFqWx2EC04CnAU4CpuMaBS4pwFGKVwG4pcUuKKQAKeKQUt\nAhwozTc00mgBzGoyaQtTGfFUhCMahd6R5KrPJTQCySYqlNLSyyVTlkqiRkslUpZKfLJVGWSmIbLL\nVOR806R81AxzTENY5phpxphpiEJphNKaaaADNJRRQISkpaSmAlFFFAwpKKSmAlFLS4oAQU6jFFIB\naKKWmAUUUCgBcUhFOFGKBEZFJipCKaRQBEy1Ey1ZIzUbCi4yqy1Ey1ZZaiZapMCqy1Ewq0y1Ey07\ngViKYRU7LUZFAERFAp5FNxRcBwp4NRinii4iQGnioxTxQIkBp4NRA08UCJlepFkquDTgaBFtZKlW\nSqQapFegRfWSpVkqgslSrJQBfWWpllqgslSK9IDQWX3qZZazVepVkpDNNZKlWSsxZamWagZoiSni\nSqKy5qVZKQFwSU8SVTD08PQBcElPElUw9PD0gLqvUiyVRElSCSkBfWWplm96zhJTxJQFjTWWpllr\nLWX3qVZqRLRdLU0tTC1NLVIhxamlqaWphamA8tTCaaTSE0wHZpCabmmk0DHE0mabmkJpgOzRTaWg\nYtLTaWmMWlpKUUDClFJThSKCnAUgp4FAwAqRVoVamVaVy0hqrUirTlWpFWpbHYRVp6rTlWpAtS2M\naFpwFOApcVNxiAU4ClApcUrgJikxTsUlIBuKSnGkoAUUZpuaQtQIUmmM2KY8lQPLTAkeWoHkqJpK\nheSqQiR5KrSS0x5aqyS0wFlkqnLJRJLVWSTNMljJZKpu2alc5qFqYiFqjNTMKiancRETTCaeaYaB\nDTTTTjSUxCUlLSUwA0lLRigBtFOxRigBmKMU7FGKYDaXFLijFAwopcUuKBiUU7FGKAG0UuKMUBYU\nUtIKUUBYMUhFOpMUBYYRTGFSkU0igCuwqJlqyy1Ey0AV2WomWrLCoytO4FVlqJlq0y1Gy07hYrEU\n0ip2WmFaLgRYpRT9tIRQSKKeDUYp4piJBTgaYKUUEjxThTBTxQA4GnA0ylFAiUNTw9Qg04GgCwsl\nSrJVUGnBqQF5ZKkV6oq9Sq9AF1ZKkV6pK9Sq9Iq5dWSpVlqir1Ir0hmgstSiQGs5ZKlWSi4F8PTw\n9Ulk96kElAWLgenh6piSniSkFi4HqQSVTElPD0BYuCSpBJVMPTw9ILGwWppamlqaTSMhxNNzTc0h\nNMBxNNzSZpM0xjs03NGaTNMBc0U3NLmgY4UtMzS5oGOpaZmloGOpRTacKRQ6lFIBTwKCkhQKlVaR\nVqZFqWykhVWpVWhVqZVqWy7CKtSBacq08CpbGIFpcUuKXFSAmKcBQBTsUhiYopcUUhCGmmlNMJoG\nBNNJpC1RNJQIezgVC8tRPJUDyUxEjy1A8lRs9QtJTEPaSoXkqN5KgeSqEOeSqsklJJJVZ3piB5Kr\ns2aVmqOgQGmGnGmmi4EbVC9TMahancTIjTTTzTSKYhhpKfikxTEMxRin4oxTAZijFOxRimA3FGKX\nFFACYpMU7FGKBjcUYp+KMUDGYp2KXFGKBiYoxTsUuKB2GYpMU/FJigLDcUooxS0BYKKWigLDaSnG\nkxQFhjDNRstT4pjLQFisy1GRVhlqNlphYrstRstWStRkUDsVitMK1ZK0wrRcViuVpNtTlaaVp3Ja\nINuKUU8ikxRcmwCnCminCgVhwpwpopwoEOFOpopwoEKKWiloEKDTgabS4oEPBpwNRinA0ATBqkV6\ngBpwNAywr1Kr1VBp4akMtq9SB6ph6kD0ii4r1IJKpq9SBqQy2JKeHqoGp4akMtiSpFkqmHp4ei4F\n5ZKkWSqIepFkouB0RNITSE00tVHOOzSZpm6kLUDHk03dTC1N3UwJC1JupmaM0DH5pc0wU4UDHClz\nTRS0FDhS0gpwFIYoFPAoAp4FIpIUCpFWhVqZFpNlpCotTKtCrUyrUNlpAi1Mq0iipAKlsYAUuKXF\nLipGJSgUYp2KVwExS0YopAJSE0E4qF5KAHM1RNJUbyVA8lAiR5KgeSo2kqF5KYhzyVCz0xnqF5KY\nh7SVA8lMeSq7yUxEjyVXeWmPJUDPVCHM9Qs1Iz0zOTQIKKKKAENMJp5qM0DI2NRGpWFRkUyWMxRi\nn4pMUxDMUhFOIpMUxDcUmKfikxTAbijFPxSYpjG4oxTsUYoAZilxTsUuKB2GYpcU/FGKBjMUuKdi\nlxQNDMUbafijFBVhmKTFPxRigLEZFJinkUmKAsJiilxRigLDTSEU7FJigLCUEUtFAWImWomWrJFR\nkUDsVytMK1YK1Gy0wsQEVGRU5FMIoHYhIppFSEUmKLktEJFNIqYimkUEtEOKUU4ikxTuS0KKcKaK\ncKCWhwpwpopwoJsOFLSCnCgBRSikpRRcVhaXFApaBWAU4GkxS4oAcDTwajFOBoAkFODVGDTgaQ7k\noapA9QCnA0h3LIenhqqhqeHpFFoNTg1Vg9SB6QywGp4eq4anBqQzqS1JupmaTNanMP3U0tTS1NzQ\nMfmkzTc0ooGOFOFMFOFAxwpwpopwpFCinAUgFPFA7CgU8CmipFFIpIUCpUWkVamValstCqtTotNV\namUVLZSHKKlUU1RUgqWyhwFPFNFOFSMWlxSCnAVNwAClopCcUDFJqNnxTXkxVd5KQD3kqu8lMeSo\nHegQ55KhZ6Yz1Cz0yR7PULPTGkqF5KYhzyVXeSmPJVd5KYrkjyVA8lMaSoWeqEOZ6jZqaWpOtAhc\n5pRQBS4oGFGKWigBppjVIaY1AELU3FPIpMUxMZikIp+KTFMQwim4qTFIRVCsMxRin4oxQAzFGKdi\njFMYzFGKkxRigBmKXFOxS4oGNxRin4oAoGNxRin4oxQUMxRipMUmKB2GYpMVJtoxQOxCRTcVMRTS\nKB2I8UU/FJigVhhFNqQim4oHYaaKUiigVhCKaRUlIRQOxCRUbCpytRsKAsQMtRkVOwqMrQOxCVpm\nKmK0wrQFiMimkVJikxQS0REU0ipSKaRTuS0R4opxFGKLktAKcKaKcKCbDhThTRThQS0OFOFNFOFB\nNhRThTRThQIUUtIKcKYBilopaBAKcKSlpAOBpwplOFADxS00U6kVcUGnBqZS0h3Jg9ODVAKcDSGd\nZupCabmkzWhiOzRmm5pRTGOFLTacKRQ4U4UgpwFA7CingUgpwpFJCiniminqKBjlFSqtNVamVals\npDkWplFNUVKoqWykOUVKopqinipbKHinimqKeBUjHCniminipGKKWm5xTGkxSAezgVA8tRyS+9Vp\nJaAuSvL71XeSo2kqFpKBXJHeoGemNJULPQK49nqFnpjyVA8lMQ95KrvJTHlqu8maoVxzyZqFnprP\nUZamSKzUwmgmkoAOtPApAKeKBhRilFLigBKQ06mmkMQ0w0802mAwrSYqTFGKYrEeKaRUpWk20wsR\nEUhFSFaQrTFYjxRin4pcUwI8UYqTFGKYDMUYp2KXFADMUuKfijFBQ3FLinYpcUDGYoxUmKMUDQzF\nJipMUYpFIjxSYqTFGKY7ERFNK1MRTSKB2IsUmKkxSYoFYjIphFTEUwigLEeKTFPIpMUBYSjFKKXF\nA7DCtRstTkVGwoHYgIqMrU5FMIoHYgK0wipyKYRQFiArTcVMRTCKBWI8UhFSEU3FBNiMim4qUimk\nUXJaI8Uop2KTFO5LQopwptKKCWh4pRTRThQQ0OFOFNFOFArDhSiminCgVhRTqQUtFxWFpaSnUCsF\nLQKUUALSiilpAApaKXFABS0lLSHc6fNGabmlFaEjhSikFOAoHYcBThSCnCkVYcBThSClFA7DhThS\nCnqKBiqKmVaaq1Mq1I0Kq1MopqipFFS2Uh6ipFFNUVIKlsocBTwKaKeKkdx4p4pgp2cUgHg0u6oi\n9MaTApBckeTFV5JajeWqzyUguPklqu0lMeSoWkoAkZ6hZ6jZ6iZ6BXJGkqF5KYz1A8lMQ95KrvJT\nXkqBnpiuKz1EzUjNUZNUTccWphNITSZoEOpRTRThQMeKcDTBS0FD80uaZmjNIB9NNGaKQxDRilpQ\nKYDcUuKdijFAxuKTFPxRimFiIikIqUimlapMViPFGKkxRimFiPFJipcUmKLhYjxS4p+KMUwsNxS4\np2KXFK47DMUoFPxS4oHYZijFPxRigoZikxT8UEUDI8UYp+KTFMYzFIRTyKaRQMZikxT8UYoAjIpp\nFS4ppFAWIStNIqYimFaAsR4p2KXFAoHYTFNYVJikIoGQFaYVqZhTCtA7ELCoyKsEUwrQOxAVphFT\nlaYRQKxCRTSKlIppFBNiPFNIqUimkUCsRkUmKkIppFBLQzFFOxRii5LQCnCm04UyGhwpwpopwoJa\nFpwpBSigVhwpRSClFBNhwpaQUooFYUU4UgpRQIUUopBThQAtLSUopALijFLilxQB0Ipwpop4rQSQ\n4CniminCkUkOFOFNFOFIY4U8CmgVIBQMUCpVFNUVKq0AOUVKopqipFFS2NDlFSKKaBUgFQy0OAqQ\nUwCnjikFx4pwOKj3UbqQXJd1NL1GWppekFx5eoXkprvVd3qQHPJVd5Ka71Xd6BjmeomemM9RM9Ar\nj2eomkqNnqJmpiuOaSoWekZ6hZqaE2KzVEzUjNUZaqJbFLU0tTSabnNMm47NKKaKcKQxwpwpopaB\njqXNNozQO47NLmkopDHUopopRSKHCnCminCgYtGKUUuKBiYoxTqMUwGYpMVJikxTQWGYpMVJijbT\nuFiPFJipdtJigLEeKXFPxRimAzFLinYpcUDG4oxTsUoFAxuKCKfikxQMZikxT8UYoGR4pCKkxTSK\nY0MIpCKeRTSKYxuKTFOxRikMZikIp+KQigLEZFNIqQimkUBYjIpuKkIppFACUlOxSGgYwimkVIRT\nCKCiMimlalIppFAyArTCKnK0wigLEJWmEVOVphWgViIimkVKRTSKCbERFIRUpFNIoFYjIpMU8ikx\nQS0NopaKCWhRSikpRQQ0OFOFNFOFBNhwpwpopwoJsKKUUgpwoFYUUopKWgmwopwptOFMVhwpRSCl\nFIBwpaQU4UAdAKeKaKcK0AcKcKaKeBQMUVIopFWpFWgLigVIopFFSqtIQqrUqimqKlUVLZSFUVIB\nSAU8CpKFFSCmjilzUhcdmjNMzRmgLj91Jupm6kLVIDi1Rs9MZ6id6QCvJ71XeSkd6ru9IYryVAz0\n1nqJmoC45nqNmpCajZqYrgzVEzUM1Qs1MlsVmqJmpGaomaqJbFZqjJpC1NzTFcXOaUUgpaAHCnCm\nilFAxwp1NFLSGLS00UtADhSim04UikOFLSClFIpDhThTRThQUhRThSUopFC0UUtMAoxRSmmMTFGK\nWigBuKMU7FGKYhmKMU/FGKAG4oxTsUYpjG4pcU7FGKBiYoxTsUEUDGYpMU/FIRTGMxTSKkIppoGh\nhFNNPNNIplDcUYpcUUAJikIp1JikMYRTSKkIppFAEZFNIqQimkUAR0hp5FIRQAymkU8im0DGmkxT\njSYoKGEUwipSKYRQMiIphFTEU0igViEimkVKRTSKAsRkU0ipSKaRQTYiIpCKkIpCKQrERFJipCKa\nRTJaG0ooxRQS0OBpwNMpRQQ0SCnCmCnCglocKcKaKcKCWhaWgUtBNgpRQKWgVhRThTacKCbDhThT\nRThQB0QpwpAKkArUkFFSKKFFSKtAABUgFAFSKKQAq1MopqipFFS2NDgKeBSCnZqShwp2aZmjNILj\n80ZpmaM0BcfupC1MzSZqQHE0xnprNULPUsY5nqB5Pekd6hZqQwd6gZqVmqFmoFcGaoy1IWphamK4\nM1RM1DNUTNTE2DNUTNQzVCzU0S2DNUZNBpDVEiUYpQKXFACYpwoxSgUDFpRQBS4pDAUtGKKBi0tN\npwpAKKeKaKcKRaHClFIKUUFIcKcKaKcKRSFpRSUtAxRS0lLTGFLSUUALQKKUUxhRRRQAuKMUoooG\nJilxS0UwExS4paWgYmKQinUhoGNpDTqQ0xjMU008000xoYaQ04ikNBSGUUuKXFAxuKKWigY3FIRT\n8UhFICMimkVIRTSKAIiKbipCKaRQAwimkVIRTSKAIzSYpxFJQUNpCKdSUDIyKaRUpFMIoCxGRTCK\nlIphFAWGYpCKfSYoFYjIppFSkU0igmxGRTSKlIppFArEeKbipCKQigloZS0YooJaHCnCmU4UEtDx\nThTBThQS0PBp4qMU8UEWHClpBThQKwUtFLQS0KKcKbSimTY6dVqRRQFqRVrUzACpAKFWpAtIAUVI\nooVakAxSbGCinikpakY7NLTaWkFxaXNJmkzSAXNJmkzSZpDFzTWbFIWxUTPUsAZ6hZqGaomakMGa\noWalZqhZqAuIzVEzUM1RFqBXFJqNmpGaomamJsVmqFmoZqjJpkNiMaaaU00mmIQ0YopcUDClAoxT\ngKAExS4pcUuKBiAU7FAFOxQMbijFOpKQCU4CgUooGhRThTRThSLQopwpop1IoUdKcKaKUUFDhS02\nnUxhS0lFADqKSloGLS02lpjFooooAcKKQUtAxaWkFLTAUUUUtBQlFLSUgEpDS0hpjG0lOpppjGkU\n00800imUhtJinYoxQUNxS4paMUhjcUmKdRQA3FNIp9NNICMimEVKRTCKBjMUwipMUhFAERFNIqQi\nmGgBlFOxSUFDcUhFPpCKBkRFNIqUimkUBYiIpMU8im4oFYbikp+KTFBNhhFNIqTFJigViIikIqQi\nmkUCsRkUmKkIppFAmhlLS4pKCGhwpwpgpwoJaHinioxTxQS0PFOFMFOFBNh4pRTRThQS0OpaQUtM\nlo68LUgWlC1IFrU5xAtPVaUCnCkAopabSikO46lpBS0gFFGaTNITSAUmkzTc0maQx2aQtimlsVGz\nVIxWaomakZqjJpBcVmqFmpWaoWakFwZqgZqV2qFmoFcGao2akLVGxpiuDNUZNKTTCaYhpNMNONNN\nMQhpKXFGKADFLilxS4oGJinAUYpQKQBilxS4pcUDEApaXFJigYlFLiikACloFKKCkFKKKWkUgFOp\nop1BQtLSUooGLSikoFMY6ikpaAClpKWgYtLTaM0xjqWm5paBjqWkFLQMBTqbTqYAKdTaWkULRRRQ\nMSkNOppoASmmnUhpjGmm040lMpDcUuKXFFBSG4op2KTFIYmKTFOxRQMYRSGnGkNAxhppFPNIaQER\nFIRTyKaaAIyKYRUhFNIoAjxSEU/FNIoGNopaSgoQimkU/FIRQBGRTCKlIppFAEdJinkUmKBWG4pC\nKdikxQTYZikIqQimkUCsRkUhFSEU0igLEZFJipCKaRQS0MpRSkUlMhocKeKjFOFBLRIKcKYKcKCb\nDxThTBTxSJaHCnCmCnCmS0d0BilpKWtjiuLS0lKKQC0tJS5pDFozSE03NIY7NJmmk0makB2aQmm5\nprNSGDNUZagmoyakAJqNmpWOKiZqQXEZqhZqVmqFmoFcR3qEnNKxppNMLjSaYTTiajJoEITTCaUm\nmmmAhpKWjFAhMUoFLilAoGGKXFFKBQMMUtGKXFAwApcUoFLigBKKWkpDExRS0UgClopaCkFLRS0i\n0JSikxS0xi0UlLQAtLSUUxjs0UlFAx1FJRQAtLmm0tMYtOpgpwoGOFLSCloKFpRSUtAxaWm0ooGL\nS0lLQMKQ0tJQA2ilpDTKQ00hp1IaBoTFFLiigpCUYpaKChuKDTqaaQxppDTsUmKBjDSGn4ppFADC\nKYRUhpppAMIphFSGmkUAREUlPIpuKBjMUlPIpuKBiUUtGKBjCKaRUhFNIoAjIptSEU0igLDcUmKd\nRQTYZikxT6MUCsRkUmKeRSYoAjIpCKkIppFArDCKbipCKQighojpwoxRTJaHCnCmCnCgloeKeKjF\nPFBLQ8U4UwGnCgmx3VKKSlrc80cKWm0uaQx1Jmmk0maQx2aTNNzSVIDs0maSkJpDuBamE0E0wmpA\nCaYxoJqNmpDEZqhZqVjUbUhXGMajY05jUTGgBpNMJpxNMJpgNJphpxNMJoEIaSjrS4pgJilxRilA\noGGKXFGKXFIAApcUoFLQMTFLilxS4oGFFLRQA3FFOxSUgEopaSgYUtFLSLQYpcUUtBaEopaMUwEp\naSimA6ikpaAFopKWgYUtJRTGFLSUtAxacKaKdQMUU6minUFCilpBS0DDvS0UUDFooooAWkpaSgYl\nBoooKQlIaU0GmUhMUUUCgpBRS0UikNpMU/FIaQxtNNOpDQMaaaaeaaaAGGmmnmmmgBhppFPNIaQE\nRFNNSEU0imMYRSYp1JikMbikp1GKYxuKQinUUDIyKaRUhFNIpCsRkUYpxFJQFhuKMU6kxTJsNxSE\nU/FGKBWI8UmKkIppFIBmKaRUmKQigViMikIp+KQighoZ0pRS4pMYpktDhTxUYp4oJaHinCmCnCgl\no7ylpBRmug8kdSE03NJmkMdmkzSUmakLi5ooozSACcUwmlJphNSMQmmk0E0w0hiMajanGmNUgMao\nmNPY1ExoAYxqImnsaiJoAQmoyacTTDTEITTaWlxQAgFLS0UDExSgUYpcUDDFLilApcUAJilxS4pQ\nKQwApcUoFGKBiUUuKKAEpKWkNIBKKWigpBS0AUtIpBS0UuKCxMUlLRTASkpaKYgFApBS0xi0UUUD\nClpKWgYUUlLQMcKcKaKUUxjhThTRSigocKcKaKdQMKWiigYUUUUDFpDS0hoAKSlooKQhpKU0lBSE\noFFFBQtAoFAoKQtIadSYpFDKSnkU2kMaRTSKeaaaAGEU008imkUAMNNNPIpCKAGEUwipCKaRSGR0\nlOIpMUxiUlOpKQxtJinUmKBiYpCKfikIoAjIphFSkU0igLDMUUtGKBWG4paWjFMVhpFJin4pMUEk\neKTFSEU0ikAwikxT8UmKBNEZFJipMU3FMhoZThRiiglocKcKYKcKBNHe5pM0maTNdJ4lxc0UlAqQ\nuLS4pBS0hhTSaUmmE1ICE0w806jFSyhmKaaeajY1NxjWNRMacxqJjSGNY1Cxp7GoXNAhrGoyaVjT\nDTFcQmmmloApiAClpQKKBiUYpaUCkMTFLilxS4oGAFLigCnYoATFKBS4pQKBiYpaWkpDEpMU6koA\nSkp1JQMSilopDQCiilFBaCloooKCkpaKYCUlKaKYhKKKKYwpaSigYtFIKWgYUopM0CgY4U4U0U6g\nY4UopBSimUOFOFNFOoKFooooGFFFFIA7UvaiigYlFFFAwpDS0lMpCGkpTSUFIUUoptKKRaFpaSlo\nKQhptPNNNIY00008000gGGkNONNNADTTTTzTTQAw0008000AMIpKcaTFAxtJTqSkMSkp1JQMTFJS\n0UDGkU0ipKaRQBGRSU8ikxQFhtGKXFFArCUYpaKZNhuKQipMU0igViMikxUmKQikBGRSYqQim4oE\n0MIpuKkxSYpktDKUUuKSgmx3WaWkpa6T58KWilqRhSE0E0lSxiGkxTsUYqWykhuKQ048UxjU3KSG\nMaiY09jUTGkMYxqJjT2NRMaBEbmoWNPY1ExpiGk000ppAKBABSgUuKUCgBMUU7FJigoTFOAoApcU\nAGKXFKBS4pDEApaXFKBQMTFLilxS4oAbiinYpKBiUlLSUgEopaSgYUUUuKCkIBSiilFIpBRRiimM\nKSlopgJRRRTASkpaSgYUUd6KY0FLSUUDClFJSigY4U6minUFDhSikFKKBjhTqQUtBQtFFLQMSiii\ngYtFFBoAKDRRQMSkpxptBSEpDS0lBaAUoptKKCkOFLSClpFIWkIpaKRQwimkU8000ANIpppxpDSA\nYaaaeaaaAGGmkU8000ANNNNONNNAxKSlxRQAlJTqSkMbRTqSgoSkIp1GKBkZFNIqUimkUBYjxS4p\ncUYoFYbRinUYoFYSjFLRTJsMIpMVJikxQBHikIqQimkUhWGYpuKkxSEUCaI8UmKfikxTJaP/2Q==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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i7H6HzFneKQyVW300vTsK5ZMlML1XLmml6LDuTl6YWqEs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\nFpRSUCkWhwpRTRThSLQopwpgpwpM0iOFOFNFOFSzVBiilopFiUUtJQI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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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5FIRSDlGYptPxSEUgsMxSYp5FJilYVhhFMIqUimkUrDSIzSU4imkU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\nB6cHqWjFxJhS1EGp26s2ibEgqQGoA1SBqmxDRMD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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scale input xy coordinate so that you get bigger \n",
"def get_scaled_indices(img, scale):\n",
" indices = []\n",
" w = img.shape[0]\n",
" s = int(w * scale)\n",
" for i in range(s):\n",
" for j in range(s):\n",
" _s = float(s)\n",
" x = (i - _s/2.0)/_s\n",
" y = (j - _s/2.0)/_s\n",
" indices.append([x, y])\n",
" indices = xp.array(indices,dtype=np.float32)\n",
" x_data = Variable(indices)\n",
"\n",
" return x_data, s\n",
"x_data_scaled, s = get_scaled_indices(img, 4.0)\n",
"\n",
"def activate(h, f, droprate):\n",
" r = rnd.random()\n",
" return F.relu(f(h)) if r > droprate else h\n",
"\n",
"def forward2(x, droprate = 0.10):\n",
" h = F.relu(model2.l1(x))\n",
" h = activate(h, model2.l2, droprate)\n",
" h = activate(h, model2.l3, droprate)\n",
" h = activate(h, model2.l4, droprate)\n",
" h = activate(h, model2.l5, droprate)\n",
" h = activate(h, model2.l6, droprate)\n",
" h = activate(h, model2.l7, droprate)\n",
" h = activate(h, model2.l8, droprate)\n",
" h = model2.l13(h)\n",
" return h\n",
"\n",
"\n",
"def forward3(x, i):\n",
" h = F.relu(model2.l1(x))\n",
" droprate = 0\n",
" if (i!=0): h = activate(h, model2.l2, droprate) # again this is very quick hack. not Pythonish\n",
" if (i!=1): h = activate(h, model2.l3, droprate)\n",
" if (i!=2): h = activate(h, model2.l4, droprate)\n",
" if (i!=3): h = activate(h, model2.l5, droprate)\n",
" if (i!=4): h = activate(h, model2.l6, droprate)\n",
" if (i!=5): h = activate(h, model2.l7, droprate)\n",
" if (i!=6): h = activate(h, model2.l8, droprate)\n",
" h = model2.l13(h)\n",
" return h\n",
"\n",
"\n",
"for i in range(7):\n",
" h = forward3(x_data_scaled, i)\n",
" img2 = cuda.to_cpu(h.data)\n",
" img2 = img2.reshape((s,s,3))\n",
" show_img_array((img2 + 0.5)* 255.)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/jpeg": 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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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WS356VD5WDWrIntVZo+aZFiqEp6pUwiqVYqLlJEKx1Ksd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\ndV3jrRdKgaPNabkmc8dQtF7VpNFUbRUrCM1ovao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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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tAFJS0hqGgENNNONNNKxLYhpppTTTRYzbAmmmlNNNKxDYGkJoNNJp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\nlyIglSBKkCU7bRczcyMLS7afijFBLkNxRinYoxQ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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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Sg04VGDTgadx2H0tNFKKaZSHUtIKWquUhaWkpadykKKWkoqkxjqKSlqrjClpKKYC0UUUh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\nlYLDMUYp+KTFFgsMxRin4oxSsFhmKMU/FJiiwrD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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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Sg0zNGaho1TJQacDUQNOBqGjVMkBpaaDS5qGWmFGaKSoZqmKDT1NM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\nNakWmZyJVqRajWpVpmMh4FPApq1IBSMmxRTxTQK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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"for i in range(7):\n",
" h = forward2(x_data_scaled, 0.4)\n",
" img2 = cuda.to_cpu(h.data)\n",
" img2 = img2.reshape((s,s,3))\n",
" show_img_array((img2 + 0.5)* 255.)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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