{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/tomohiromimura/.pyenv/versions/3.6.4/envs/normal/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "Using TensorFlow backend.\n" ] } ], "source": [ "import sklearn.mixture\n", "import numpy as np\n", "import scipy as sp\n", "from keras import Input\n", "from keras.layers import Dense, Lambda, Layer, Activation\n", "from keras.models import Model\n", "from keras.layers.normalization import BatchNormalization\n", "import keras.backend as K\n", "import matplotlib.pyplot as plt\n", "import autograd.numpy.random as npr\n", "import pylab\n", "from keras import backend\n", "from sklearn.metrics import adjusted_rand_score\n", "%matplotlib inline\n", "from sklearn.metrics import accuracy_score\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def make_pinwheel_data(radial_std, tangential_std, num_classes, num_per_class, rate):\n", " rads = np.linspace(0, 2*np.pi, num_classes, endpoint=False)\n", "\n", " features = npr.randn(num_classes*num_per_class, 2) \\\n", " * np.array([radial_std, tangential_std])\n", " features[:,0] += 1.\n", " labels = np.repeat(np.arange(num_classes), num_per_class)\n", "\n", " angles = rads[labels] + rate * np.exp(features[:,0])\n", " rotations = np.stack([np.cos(angles), -np.sin(angles), np.sin(angles), np.cos(angles)])\n", " rotations = np.reshape(rotations.T, (-1, 2, 2))\n", "\n", " return 10*np.einsum('ti,tij->tj', features, rotations),labels" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_clusters = 5 # number of clusters in pinwheel data\n", "samples_per_cluster = 200 # number of samples per cluster in pinwheel\n", "K = 15 # number of components in mixture model\n", "N = 2 # number of latent dimensions\n", "P = 2 # number of observation dimensions\n", "batch_size = num_clusters * samples_per_cluster\n", "data, label = make_pinwheel_data(0.3, 0.05, num_clusters, samples_per_cluster, 0.25)\n", "\n", "plt.figure(figsize=(10,10))\n", "pylab.scatter(data[:,0],data[:,1],c=label)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def vae_loss(y_true, y_pred):\n", " # 入力と出力の交差エントロピー\n", " xent_loss = backend.sum((backend.square(y_true - y_mean))/(backend.exp(y_log_var)) + backend.log(np.pi * 2) + y_log_var, axis=-1) * 0.5\n", " # 事前分布と事後分布のKL情報量\n", " kl_loss = backend.sum((backend.square(z - z_mean))/(backend.exp(z_log_var)) + backend.log(np.pi * 2) + z_log_var, axis=-1) * 0.5\n", " return backend.mean(xent_loss - kl_loss - gmm_loss)\n", "\n", "\n", "def sampling(args):\n", " mean, log_var = args\n", " epsilon = backend.random_normal(shape=backend.shape(mean), mean=0.,stddev=1.)\n", " return mean + backend.exp(log_var / 2) * epsilon" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_1 (InputLayer) (None, 2) 0 \n", "__________________________________________________________________________________________________\n", "dense_1 (Dense) (None, 100) 300 input_1[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization_1 (BatchNor (None, 100) 400 dense_1[0][0] \n", "__________________________________________________________________________________________________\n", "activation_1 (Activation) (None, 100) 0 batch_normalization_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_2 (Dense) (None, 2) 202 activation_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_3 (Dense) (None, 2) 202 activation_1[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_1 (Lambda) (None, 2) 0 dense_2[0][0] \n", " dense_3[0][0] \n", "__________________________________________________________________________________________________\n", "dense_4 (Dense) (None, 100) 300 lambda_1[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization_2 (BatchNor (None, 100) 400 dense_4[0][0] \n", "__________________________________________________________________________________________________\n", "activation_2 (Activation) (None, 100) 0 batch_normalization_2[0][0] \n", "__________________________________________________________________________________________________\n", "dense_5 (Dense) (None, 2) 202 activation_2[0][0] \n", "__________________________________________________________________________________________________\n", "dense_6 (Dense) (None, 2) 202 activation_2[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_2 (Lambda) (None, 2) 0 dense_5[0][0] \n", " dense_6[0][0] \n", "==================================================================================================\n", "Total params: 2,208\n", "Trainable params: 1,808\n", "Non-trainable params: 400\n", "__________________________________________________________________________________________________\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/tomohiromimura/.pyenv/versions/3.6.4/envs/normal/lib/python3.6/site-packages/ipykernel_launcher.py:29: UserWarning: Update your `Model` call to the Keras 2 API: `Model(inputs=[" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib as mpl\n", "\n", "plt.figure(figsize=(10,10))\n", "ax = plt.axes()\n", "for n in set(gmm.predict(latent)):\n", " covariances = gmm.covariances_[n][:2, :2]\n", " v, w = np.linalg.eigh(covariances)\n", " u = w[0] / np.linalg.norm(w[0])\n", " angle = np.arctan2(u[1], u[0])\n", " angle = 180 * angle / np.pi # convert to degrees\n", " v = 2. * np.sqrt(2.) * np.sqrt(v)\n", " ell = mpl.patches.Ellipse(gmm.means_[n, :2], v[0], v[1],\n", " 180 + angle, color='k')\n", " ell.set_alpha(0.2)\n", " ax.add_patch(ell)\n", " \n", "pylab.scatter(latent[:,0],latent[:,1],c=gmm.predict(latent))\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "pylab.scatter(VAE_predict_mean.predict(data)[:,0],VAE_predict_mean.predict(data)[:,1],c=label)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 3, 3, 3, 3, 3, 4,\n", " 3, 3, 3, 3, 3, 3, 3, 3, 3, 4])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gmm.predict(latent)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.982\n" ] } ], "source": [ "import pandas as pd\n", "result = gmm.predict(latent)\n", "df = pd.DataFrame({ 'result' : gmm.predict(latent),'label' : label})\n", "iremono = np.zeros((5,5))\n", "for i in range(5):\n", " acc = df[df['label']==i]\n", " for j in range(5):\n", " iremono[i,j] = len(acc[acc['result']==j])\n", "acc = iremono.max(1).sum()/len(label)\n", "print(acc) " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }