diff --git a/README.md b/README.md index d4581b4..5f7056c 100644 --- a/README.md +++ b/README.md @@ -14,7 +14,8 @@ Most codes are for python3, most notebooks works on CIFAR10 * wgan2-lasagne-anime: WGAN on anime face images, lasagne ### InfoGAN -* mnist-infogan-paper-uniform: InfoGAN Lasagne on MNIST dataset +* mnist-infogan: InfoGAN Lasagne on MNIST dataset +* mnist-infogan-paper-uniform: InfoGAN Lasagne on MNIST dataset (fllowing the paper implementation) ### DCGAN dcgan-lasagne: DCGAN in Lasagne diff --git a/mnist-infogan.ipynb b/mnist-infogan.ipynb new file mode 100644 index 0000000..1b68cc0 --- /dev/null +++ b/mnist-infogan.ipynb @@ -0,0 +1,6294 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from io import BytesIO\n", + "from PIL import Image as PIL_Image\n", + "import numpy as np\n", + "from IPython.display import display, Image\n", + "\n", + "def display_img_array(ima, **kwargs):\n", + " if ima.dtype == np.float32 or ima.dtype == np.float64:\n", + " ima = (np.clip(ima, 0., 1.)*255).astype(np.uint8)\n", + " im = PIL_Image.fromarray(ima)\n", + " bio = BytesIO()\n", + " im.save(bio, format='png')\n", + " display(Image(bio.getvalue(), format='png', **kwargs))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\n", + "import urllib\n", + "from urllib.request import urlretrieve\n", + "dataset = 'mnist.pkl.gz'\n", + "def reporthook(a,b,c):\n", + " print(\"\\rdownloading: %5.1f%%\"%(a*b*100.0/c), end=\"\")\n", + " \n", + "if not os.path.isfile(dataset):\n", + " origin = \"https://github.com/mnielsen/neural-networks-and-deep-learning/raw/master/data/mnist.pkl.gz\"\n", + " print('Downloading data from %s' % origin)\n", + " urlretrieve(origin, dataset, reporthook=reporthook)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import gzip\n", + "import pickle\n", + "with gzip.open(dataset, 'rb') as f:\n", + " train_set, valid_set, test_set = pickle.load(f, encoding='latin1')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train_set (50000, 784) (50000,)\n", + "test_set (10000, 784) (10000,)\n" + ] + } + ], + "source": [ + "print(\"train_set\", train_set[0].shape, train_set[1].shape)\n", + "print(\"test_set\", test_set[0].shape, test_set[1].shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "IMG_C, IMG_W, IMG_H=1,28,28" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA/klEQVR4nGNgGMyASVBQsLZ9neTS\nf9/qGBgYGFhgErJsVjYCwQwMDAxPJgV+vniQgYGBgREqZ7CXH8r6l/SV4dn7W8gmCt768+fPnz9H\nt377gMU+/9lZf/6c4WLQmonNNbwMM/9EojkQzvrM8JEhhZEBF+Da+8cVpySD0ocH87Nxyga8//On\nTAKXrM7OP3+mSuGS5Y/5/WcXbot//PlhD2WyoMrohpiyMFw7hE2T2uQnf/78+bkVi5R44Z0/f/78\nOeGLKSXmeOXPnz9/jgZgBpLgqlt//vz5c8ifA0PKbPXDP3/+/PncwoUqzsLAwMAQGMjAcH3z356P\n2FxJfQAAviJdDaGyfC4AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 100 + } + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 800 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "def show(x):\n", + " x = x.reshape(-1, IMG_C, IMG_H, IMG_W)\n", + " w = min(x.shape[0]*100, 800)\n", + " x = x.swapaxes(0, 1).swapaxes(1,2)\n", + " if IMG_C == 1:\n", + " img = x.reshape(IMG_H, -1)\n", + " else:\n", + " x = x.reshape(IMG_C, IMG_H, -1)\n", + " img = np.swapaxes(x, 0, 1)\n", + " img = np.swapaxes(img, 1, 2)\n", + " display_img_array(img, width=w) \n", + "for i in range(3):\n", + " show(train_set[0][i])\n", + "show(train_set[0][:10])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import sys\n", + "sys.setrecursionlimit(10000)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using gpu device 0: GeForce GTX 1080 (CNMeM is disabled, cuDNN 5105)\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import theano\n", + "import theano.tensor as T\n", + "import lasagne\n", + "from lasagne.layers import DenseLayer, DropoutLayer, ReshapeLayer, InputLayer, FlattenLayer, Upscale2DLayer, LocalResponseNormalization2DLayer\n", + "floatX = theano.config.floatX" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from lasagne.layers.dnn import MaxPool3DDNNLayer, Conv3DDNNLayer, MaxPool2DDNNLayer, Conv2DDNNLayer" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from lasagne.layers import batch_norm, ElemwiseSumLayer, NonlinearityLayer, GlobalPoolLayer, ConcatLayer\n", + "from lasagne.nonlinearities import rectify\n", + "from lasagne.layers import get_output" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from lasagne.objectives import categorical_crossentropy, binary_crossentropy, categorical_accuracy, binary_accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "input_Y = T.matrix() # discrete latent variable (1 10-category)\n", + "input_C = T.matrix() # continuous latent variable (3 gaussian)\n", + "input_Z = T.matrix() # noise (NU gaussian)\n", + "input_X = T.matrix() # image\n", + "target_var = T.matrix() # discriminator target\n", + "\n", + "def conv(*args, **kargs):\n", + " return batch_norm(Conv2DDNNLayer(*args, pad='same', nonlinearity=rectify, W=lasagne.init.HeNormal(), **kargs))\n", + "\n", + "_ = InputLayer(shape=(None, IMG_C*IMG_H*IMG_W), input_var=input_X)\n", + "_ = ReshapeLayer(_, ([0], IMG_C, IMG_H, IMG_W))\n", + "_ = batch_norm(Conv2DDNNLayer(_, 64, 3, pad='same'))\n", + "_ = batch_norm(Conv2DDNNLayer(_, 64, 3, pad='same'))\n", + "_ = MaxPool2DDNNLayer(_, 2)\n", + "_ = batch_norm(Conv2DDNNLayer(_, 128, 3, pad='same'))\n", + "_ = MaxPool2DDNNLayer(_, 2)\n", + "_ = batch_norm(Conv2DDNNLayer(_, 256, 3, pad='same'))\n", + "_ = batch_norm(Conv2DDNNLayer(_, 64, 3, pad='same'))\n", + "_ = FlattenLayer(_)\n", + "_ = DenseLayer(_, num_units=1000, nonlinearity=lasagne.nonlinearities.rectify)\n", + "l_discriminator = DenseLayer(_, num_units=1, nonlinearity=lasagne.nonlinearities.sigmoid)\n", + "l_Q_Y = DenseLayer(_, num_units=10, nonlinearity=lasagne.nonlinearities.softmax)\n", + "l_Q_C = DenseLayer(_, num_units=4, nonlinearity=lasagne.nonlinearities.linear)\n", + "\n", + "\n", + "NU = 32 # dim of noise\n", + "input_var2 = T.matrix()\n", + "_Y = InputLayer(shape=(None, 10), input_var=input_Y)\n", + "#_C = InputLayer(shape=(None, 3), input_var=input_C)\n", + "_Z = InputLayer(shape=(None, NU), input_var=input_Z)\n", + "_ = ConcatLayer((_Y, _Z))\n", + "_ = batch_norm(DenseLayer(_, num_units=1000, nonlinearity=lasagne.nonlinearities.rectify))\n", + "_ = batch_norm(DenseLayer(_, num_units=64*(IMG_H//4)*(IMG_W//4), nonlinearity=lasagne.nonlinearities.rectify))\n", + "_ = ReshapeLayer(_, ([0], 64, IMG_H//4, IMG_W//4))\n", + "_ = batch_norm(Conv2DDNNLayer(_, 128, 3, pad='same'))\n", + "_ = Upscale2DLayer(_, 2)\n", + "_ = batch_norm(Conv2DDNNLayer(_, 128, 3, pad='same'))\n", + "_ = Upscale2DLayer(_, 2)\n", + "_ = batch_norm(Conv2DDNNLayer(_, 128, 3, pad='same'))\n", + "_ = batch_norm(Conv2DDNNLayer(_, 128, 3, pad='same'))\n", + "_ = batch_norm(Conv2DDNNLayer(_, IMG_C, 3, pad='same', nonlinearity=lasagne.nonlinearities.rectify))\n", + "l_generator = FlattenLayer(_)\n", + "\n", + "def clip(x):\n", + " return T.clip(x, 1e-7, 1-1e-7)\n", + "\n", + "output_generator_deterministic = get_output(l_generator, deterministic=True)\n", + "# \n", + "output_discriminator = get_output(l_discriminator) #, batch_norm_use_averages=True)\n", + "output_Q_Y = get_output(l_Q_Y)\n", + "\n", + "output_generator = get_output(l_generator)\n", + "output_generator_discriminator = get_output(l_discriminator, inputs=output_generator, deterministic=True)\n", + "output_generator_Q_Y = get_output(l_Q_Y, inputs=output_generator, deterministic=True)\n", + "\n", + "loss_discriminator0 = loss_discriminator = binary_crossentropy(clip(output_discriminator), target_var).mean()\n", + "loss_generator0 = loss_generator = binary_crossentropy(clip(output_generator_discriminator), T.ones_like(output_generator_discriminator)).mean()\n", + "loss_generator_Q_Y = categorical_crossentropy(clip(output_generator_Q_Y), input_Y).mean()\n", + "loss_discriminator_Q_Y = loss_generator_Q_Y\n", + "\n", + "loss_discriminator += 0.01 *loss_discriminator_Q_Y\n", + "loss_generator += loss_generator_Q_Y\n", + "\n", + "\n", + "accuracy_discriminator = binary_accuracy(output_discriminator, target_var).mean()\n", + "accuracy_generator = binary_accuracy(output_generator_discriminator, \n", + " T.zeros_like(output_generator_discriminator)).mean()\n", + "accuracy_generator_Q_Y = categorical_accuracy(output_generator_Q_Y, input_Y).mean()\n", + "\n", + "params_discriminator = lasagne.layers.get_all_params([l_discriminator, l_Q_Y], trainable=True) \n", + "params_generator = lasagne.layers.get_all_params(l_generator, trainable=True) \n", + "\n", + "updates_generator = lasagne.updates.adam(loss_generator, \n", + " params_generator, \n", + " learning_rate=4e-4, beta1=0.5)\n", + "updates_discriminator = lasagne.updates.adam(loss_discriminator, \n", + " params_discriminator, \n", + " learning_rate=2e-4, beta1=0.5)\n", + "\n", + "train_generator_fn = theano.function([input_Y, input_Z], \n", + " (loss_generator0, loss_generator_Q_Y, \n", + " accuracy_generator, accuracy_generator_Q_Y), \n", + " updates=updates_generator)\n", + "train_discriminator_fn = theano.function([input_X, input_Y, input_Z, target_var], \n", + " (loss_discriminator0, loss_generator_Q_Y, \n", + " accuracy_discriminator, accuracy_generator_Q_Y), \n", + " updates=updates_discriminator)\n", + "\n", + "generator_fn = theano.function([input_Y, input_Z], output_generator_deterministic)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "logf = open('mnist-infogan.log', 'w')\n", + "import sys\n", + "def printx(*args, **kwargs):\n", + " print(*args, **kwargs) \n", + " print(*args, file=logf, **kwargs)\n", + " logf.flush()\n", + " sys.stdout.flush()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import sys\n", + "from random import randint\n", + "X=train_set[0] #[train_set[1]==5]\n", + "Y=train_set[1].astype('int32')\n", + "X_test = test_set[0]\n", + "Y_test = test_set[1].astype('int32')\n", + "last_imgs = None\n", + "j = 0\n", + "batch_size=256" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def sample_X(batch_size=batch_size):\n", + " idx = np.random.randint(0, X.shape[0], size=batch_size)\n", + " return X[idx]\n", + "\n", + "def sample_Y(batch_size=batch_size):\n", + " input_Y = np.zeros((batch_size, 10), dtype='float32')\n", + " random_y=np.random.randint(0, 10, size=batch_size)\n", + " input_Y[np.arange(batch_size), random_y] = 1\n", + " return input_Y\n", + "\n", + "def sample_Z(batch_size=batch_size):\n", + " return (np.random.normal(size=(batch_size, NU))).astype('float32')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "j= 0\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 800 + } + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "d_err 0.7823935747146606 0.53125\n", + "q_err 0.0015711404848843813 1.0\n", + "g_err 3.596282482147217 1.0\n", + "q_err 0.03232293948531151 0.9921875\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;31m#print(\"generator phase\")\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m__\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mg_err\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mq_err2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mg_acc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mq_acc2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_generator_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msample_Y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msample_Z\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mj\u001b[0m\u001b[0;34m%\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mprintx\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"j=\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/theano/compile/function_module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 871\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 872\u001b[0m \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 873\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0moutput_subset\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 874\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput_subset\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moutput_subset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 875\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "for j in range(j, 100*100):\n", + " x = sample_X()\n", + " x_fake = generator_fn(sample_Y(), sample_Z())\n", + " is_real = np.random.randint(0,2,size=batch_size)\n", + " x_mixed = np.array([x[i] if is_real[i] else x_fake[i] for i in range(batch_size)], dtype='float32')\n", + " is_real = is_real.reshape((-1,1)).astype('float32')\n", + " d_err, q_err, d_acc, q_acc = train_discriminator_fn(x_mixed, sample_Y(), sample_Z(), is_real) \n", + " #print(\"generator phase\")\n", + " for __ in range(2):\n", + " g_err, q_err2, g_acc, q_acc2 = train_generator_fn(sample_Y(), sample_Z())\n", + " if j%100==0:\n", + " printx(\"j=\", j)\n", + " Y=np.zeros((100,10),dtype='float32')\n", + " Y[arange(100), arange(100)//10]=1\n", + " imgs = generator_fn(Y, sample_Z(100))\n", + " for i in range(0, 100, 20):\n", + " show(imgs[i:i+20])\n", + " printx(\"d_err\", d_err, d_acc)\n", + " printx(\"q_err\", q_err, q_acc)\n", + " printx(\"g_err\", g_err, g_acc)\n", + " printx(\"q_err\", q_err2, q_acc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 800 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "Y=np.zeros((100,10),dtype='float32')\n", + "Y[arange(100), arange(100)//10]=1\n", + "imgs = generator_fn(Y, sample_Z(100))\n", + "for i in range(0, 100, 10):\n", + " show(imgs[i:i+10])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#np.savez('cifar10_gan_classifier_generator.npz', lasagne.layers.get_all_param_values(l_generator))\n", + "#np.savez('cifar10_gan_classifier_discriminator.npz', lasagne.layers.get_all_param_values(l_discriminator))\n", + "#np.savez('cifar10_gan_classifier_classifier.npz', lasagne.layers.get_all_param_values(l_classifier))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "TypeError", + "evalue": "Missing required input: ", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mppf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.05\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mgenerator_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIMG_H\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIMG_W\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mswapaxes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mIMG_H\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mpic\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mpic\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcatenate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpic\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/theano/compile/function_module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 856\u001b[0m raise TypeError(\"Missing required input: %s\" %\n\u001b[1;32m 857\u001b[0m getattr(self.inv_finder[c], 'variable',\n\u001b[0;32m--> 858\u001b[0;31m self.inv_finder[c]))\n\u001b[0m\u001b[1;32m 859\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprovided\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 860\u001b[0m raise TypeError(\"Multiple values for input: %s\" %\n", + "\u001b[0;31mTypeError\u001b[0m: Missing required input: " + ] + } + ], + "source": [ + "import scipy.stats\n", + "ppf = scipy.stats.norm.ppf\n", + "pic=None\n", + "N = 16\n", + "for x in range(N):\n", + " row = None \n", + " z = np.asarray([ [ppf(0.05*(x+1)), ppf(0.05*(y+1))]+[0]*(NU-2) for y in range(N)] , dtype=theano.config.floatX)\n", + " row = generator_fn(z).reshape(-1, IMG_H, IMG_W)\n", + " row = row.swapaxes(0,1).reshape(IMG_H, -1)\n", + " pic = row if pic is None else np.concatenate((pic,row), axis=0)\n", + "display_img_array(pic)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + 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