From ef0e9201732b0ca28951d03ae9b54d96d69b8033 Mon Sep 17 00:00:00 2001
From: Fabian Pedregosa <fabian.pedregosa@inria.fr>
Date: Wed, 6 Jan 2010 08:57:13 +0000
Subject: [PATCH] Change examples and tests following the change of package
 name pyem->em

From: cdavid <cdavid@cb17146a-f446-4be1-a4f7-bd7c5bb65646>

git-svn-id: https://scikit-learn.svn.sourceforge.net/svnroot/scikit-learn/trunk@222 22fbfee3-77ab-4535-9bad-27d1bd3bc7d8
---
 scikits/learn/machine/em/Changelog            |   5 +
 scikits/learn/machine/em/README               |  11 +-
 scikits/learn/machine/em/doc/Makefile         |   4 +-
 scikits/learn/machine/em/doc/index.txt        | 150 +++++++++---------
 scikits/learn/machine/em/doc/tutorial.pdf     | Bin 391138 -> 390888 bytes
 .../machine/em/examples/basic_example1.py     |   2 +-
 .../machine/em/examples/basic_example2.py     |   2 +-
 .../machine/em/examples/basic_example3.py     |   2 +-
 .../em/examples/discriminant_analysis.py      |  10 +-
 .../machine/em/examples/pdfestimation.py      |  10 +-
 .../machine/em/examples/pdfestimation1d.py    |  12 +-
 .../learn/machine/em/examples/plotexamples.py |  14 +-
 .../em/examples/regularized_example.py        |   8 +-
 .../learn/machine/em/tests/test_densities.py  |  28 ++--
 .../learn/machine/em/tests/test_examples.py   |   4 +-
 .../learn/machine/em/tests/test_gauss_mix.py  |   6 +-
 scikits/learn/machine/em/tests/test_gmm_em.py |   4 +-
 scikits/learn/machine/pyem/__init__.py        |   4 +
 scikits/learn/machine/setup.py                |   2 +
 19 files changed, 143 insertions(+), 135 deletions(-)
 create mode 100644 scikits/learn/machine/pyem/__init__.py

diff --git a/scikits/learn/machine/em/Changelog b/scikits/learn/machine/em/Changelog
index ff829ddb6c..0f23280fab 100644
--- a/scikits/learn/machine/em/Changelog
+++ b/scikits/learn/machine/em/Changelog
@@ -1,3 +1,8 @@
+pyem (0.5.7dev) Sun, 22 Jul 2007 11:05:58 +0900
+
+	* pyem is now part of the scikits.learn package
+	* Renamed to em
+
 pyem (0.5.7dev) Mon, 28 May 2007 11:31:08 +0900
 
 	* Put doc into its own directory
diff --git a/scikits/learn/machine/em/README b/scikits/learn/machine/em/README
index 2ce145d920..06b6c8607c 100644
--- a/scikits/learn/machine/em/README
+++ b/scikits/learn/machine/em/README
@@ -1,13 +1,12 @@
-Last Change: Sat Jun 09 12:00 PM 2007 J
+Last Change: Sun Jul 22 12:00 PM 2007 J
 
-pyem is a python module build upon numpy and scipy
-(see http://www.scipy.org/) for learning mixtures models
-using Expectation Maximization. For now, only Gaussian
-Mixture Models are implemented. Included features:
+em is a python module build upon numpy and scipy (see http://www.scipy.org/)
+for learning mixtures models using Expectation Maximization. For now, only
+Gaussian Mixture Models are implemented. Included features:
     
  * computation of Gaussian pdf for multi-variate Gaussian
  random vectors (spherical, diagonal and full covariance matrices)
  * Sampling of Gaussian Mixtures Models
  * Confidence ellipsoides with probability at arbitrary level
  * Classic EM for Gaussian Mixture Models
- * K-mean based and random initialization for EM available
+ * Experimental regularized (MAP) EM 
diff --git a/scikits/learn/machine/em/doc/Makefile b/scikits/learn/machine/em/doc/Makefile
index e3527bcb89..00c460adc3 100644
--- a/scikits/learn/machine/em/doc/Makefile
+++ b/scikits/learn/machine/em/doc/Makefile
@@ -1,9 +1,9 @@
-# Last Change: Mon Jul 02 09:00 PM 2007 J
+# Last Change: Sun Jul 22 11:00 AM 2007 J
 
 # This makefile is used to build the pdf from the rest file and inlined code
 # from python examples
 
-py2tex	= PYTHONPATH=/home/david/local/lib/python2.4/site-packages pygmentize -l python -f tex
+py2tex	= pygmentize -l python -f tex
 rst2tex	= PYTHONPATH=/home/david/local/lib/python2.4/site-packages rst2newlatex.py \
 		  --stylesheet-path base.tex --user-stylesheet user.tex 
 
diff --git a/scikits/learn/machine/em/doc/index.txt b/scikits/learn/machine/em/doc/index.txt
index 96724dc342..2db4cdcdb5 100644
--- a/scikits/learn/machine/em/doc/index.txt
+++ b/scikits/learn/machine/em/doc/index.txt
@@ -1,11 +1,11 @@
 ..
     restindex
-        page-title: Pyem
-        crumb: Pyem
-        link-title: Pyem
+        page-title: Em
+        crumb: Em
+        link-title: Em
         encoding: utf-8
         output-encoding: None 
-        tags: python,pyem,Expectation Maximization,EM,online EM,recursive EM
+        tags: python,em,Expectation Maximization,EM,online EM,recursive EM
         file: basic_example1.py
         file: basic_example2.py
         file: basic_example3.py
@@ -13,15 +13,15 @@
         file: Bic_example.png
     /restindex
 
-.. Last Change: Mon Jul 02 09:00 PM 2007 J
+.. Last Change: Sun Jul 22 11:00 AM 2007 J
 
 ===================================================
- PyEM, a python package for Gaussian mixture models
+ em, a python package for Gaussian mixture models
 ===================================================
 
 .. contents:: Tables of contents
 
-PyEM is a package which enables to create Gaussian Mixture Models
+EM is a package which enables to create Gaussian Mixture Models
 (diagonal and full covariance matrices supported), to sample them, 
 and to estimate them from data using Expectation Maximization algorithm.
 It can also draw confidence ellipsoides for multivariate models, and 
@@ -29,7 +29,7 @@ compute the Bayesian Information Criterion to assess the number of
 clusters in the data. In a near future, I hope to add so-called 
 online EM (ie recursive EM) and variational Bayes implementation.
 
-PyEM is implemented in python, and uses the excellent numpy and scipy
+EM is implemented in python, and uses the excellent numpy and scipy
 packages. Numpy is a python packages which gives python a fast 
 multi-dimensional array capabilities (ala matlab and the likes); scipy
 leverages numpy to build common scientific features for signal processing,
@@ -40,63 +40,65 @@ Installation
 ============
 
 .. _scipy: http://www.scipy.org
+.. _scikits: https://projects.scipy.org/scipy/scikits/
 
-Pyem depends on several packages to work:
+The toolbox depends on several packages to work:
 
  - numpy
- - matplotlib (if you wish to use the plotting facilities of pyem)
+ - scipy
+ - setuptools
+ - matplotlib (if you wish to use the plotting facilities: this is not mandatory)
 
 Those packages are likely to be already installed in a typical numpy/scipy environment.
 
-Since september 2006, pyem is included in the sandbox of `scipy`_.  The sandbox
-contains packages which are pending for approval in main scipy; that means it
-is not installed by default, and that you need to install scipy from sources.
-For the most up-to-date version of pyem, you need to download scipy from
-subversion, which contains the development branch of scipy.
+Since July 2007, the toolbox is included in the learn scikits (`scikits`_).
+There is no official release yet, but you can get the package through svn with
+the following command:
 
-To install pyem, you just need to edit (or create if it does not exist)
-the file Lib/sandbox/enabled_packages.txt in scipy sources, and
-add one line with the name of the package (eg pyem).
-After, you just need to install scipy normally as explained 
-`here <http://www.scipy.org/Installing_SciPy>`_.
+svn co http://svn.scipy.org/svn/scikits/trunk scikits.dev
 
-You can (and should) also test pyem installation using the following:
+Of course, you can also use a graphical tool such as TortoiseSVN on windows if
+you do not feel confortable with the command line. Then, you can install it
+with the following command in the scikits.dev directory:
+
+python setup.py install
+
+You can (and should) also test em installation using the following:
 
 .. raw:: html
 
     {+mycoloring}
 
-    from scipy.sandbox import pyem
-    pyem.test()
+    from scikits.learn.machine import em
+    em.test()
     {-mycoloring}
 
 basic usage
 ============
 
-Once you are inside a python interpreter, you can import pyem
-using the follwing command:
+Once you are inside a python interpreter, you can import the package using the
+follwing command:
 
 .. raw:: html
 
     {+mycoloring}
-
-    from scipy.sandbox import pyem
+    from scikits.learn.machine import em
     {-mycoloring}
 
 
 Creating, sampling and plotting a mixture
 -----------------------------------------
 
-Importing pyem gives access to 3 classes: GM (for Gausssian Mixture), GMM
-(Gaussian Mixture Model) and EM (for Expectation Maximization). The first
-class GM can be used to create an artificial Gaussian Model, samples it,
-or plot it. The following example show how to create 
-a 2 dimension Gaussian Model with 3 components, sample it and plot
-its confidence ellipsoids with matplotlib:
+Importing the package gives access to 3 classes: GM (for Gausssian Mixture),
+GMM (Gaussian Mixture Model) and EM (for Expectation Maximization). The first
+class GM can be used to create an artificial Gaussian Model, samples it, or
+plot it. The following example show how to create a 2 dimension Gaussian Model
+with 3 components, sample it and plot its confidence ellipsoids with
+matplotlib:
 
 .. raw:: html
 
-    {mycolorize;input/softwares/pyem/basic_example1.py}
+    {mycolorize;input/softwares/em/basic_example1.py}
 
 .. raw:: latex
 
@@ -120,14 +122,14 @@ Basic estimation of mixture parameters from data
 ------------------------------------------------
 
 If you want to learn a Gaussian mixture from data with EM, you need to use two
-classes from pyem: GMM and EM. You first create a GMM object from a GM
-instance; then you can give the GMM object as a parameter to the EM class to
-compute iterations of EM; once the EM has finished the computation, the GM
-instance of GMM contains the computed parameters.
+classes from em: GMM and EM. You first create a GMM object from a GM instance;
+then you can give the GMM object as a parameter to the EM class to compute
+iterations of EM; once the EM has finished the computation, the GM instance of
+GMM contains the computed parameters.
 
 .. raw:: html
 
-    {mycolorize;input/softwares/pyem/basic_example2.py}
+    {mycolorize;input/softwares/em/basic_example2.py}
 
 .. raw:: latex
 
@@ -146,18 +148,17 @@ Advanced topics
 Bayesian Information Criterion and automatic clustering
 -------------------------------------------------------
 
-The GMM class is also able to compute the bayesian information criterion
-(BIC), which can be used to assess the number of clusters into the data.
-It was first suggested by Schwarz (see bibliography), who gave a Bayesian
-argument for adopting the BIC. The BIC is derived from an approximation
-of the integrated likelihood of the model, based on regularity assumptions.
-The following code generates an artificial mixture of 4 clusters, runs
-EM with models of 1 to 6 clusters, and prints which number of clusters
-is the most likely from the BIC:
+The GMM class is also able to compute the bayesian information criterion (BIC),
+which can be used to assess the number of clusters into the data.  It was first
+suggested by Schwarz (see bibliography), who gave a Bayesian argument for
+adopting the BIC. The BIC is derived from an approximation of the integrated
+likelihood of the model, based on regularity assumptions.  The following code
+generates an artificial mixture of 4 clusters, runs EM with models of 1 to 6
+clusters, and prints which number of clusters is the most likely from the BIC:
 
 .. raw:: html
 
-    {mycolorize;input/softwares/pyem/basic_example3.py}
+    {mycolorize;input/softwares/em/basic_example3.py}
 
 .. raw:: latex
 
@@ -169,9 +170,9 @@ which plots this figure:
     :width: 500
     :height: 400
 
-The above example also shows that you can control the plotting
-parameters by using returned handles from plot methods. This can be
-useful for complex drawing.
+The above example also shows that you can control the plotting parameters by
+using returned handles from plot methods. This can be useful for complex
+drawing.
 
 Examples 
 =========
@@ -201,8 +202,8 @@ Using EM for clustering
 
 TODO (this is fundamentally the same than pdf estimation, though)
 
-Using PyEM for supervised learning
-----------------------------------
+supervised learning (e.g discriminative analysis)
+-------------------------------------------------
 
 The following example shows how to do classification using discriminative
 analysis on the famous iris dataset. The idea is to model each class
@@ -227,28 +228,29 @@ are not linearly separable.
 Note on performances
 ====================
 
-Pyem is implemented in python (100% of the code has a python implementation),
-but thanks to the Moore Law, it is reasonably fast so that it can be used for
-other problems than toys problem. On my computer (linux on bi xeon 3.2 Ghz, 2Gb
-RAM), running 10 iterations of EM algorithm on 100 000 samples of dimension 15,
-for a diagonal model with 30 components, takes around 1 minute and 15 seconds:
-this makes the implementation usable for moderately complex problems such as
-speaker recognition using MFCC. If this is too slow, there is a C
-implementation for Gaussian densities which can be enabled by commenting out
-one line in pyem/gmm_em.py, which should gives a speed up of a factor 2 at
-least; this has not been tested much, though, so beware.
-
-Also, increasing the number of components and/or dimension is much more
-expensive than increasing the number of samples: a 5 dimension model of 100
-components will be much slower to estimate with 500 samples than a 5 dimension
-10 components with 5000 samples. This is because loops on dimension/components
-are in python, whereas loops on samples are in C (through numpy). I don't
+The package is implemented in python (100% of the code has a python
+implementation, so that it can be used for educational purpose too), but thanks
+to the Moore Law, it is reasonably fast so that it can be used for other
+problems than toys problem. On my computer (linux on bi xeon 3.2 Ghz, 2Gb RAM),
+running 10 iterations of EM algorithm on 100 000 samples of dimension 15, for a
+diagonal model with 30 components, takes around 1 minute and 15 seconds: this
+makes the implementation usable for moderately complex problems such as speaker
+recognition using MFCC. If this is too slow, there is a C implementation for
+Gaussian densities which can be enabled by commenting out one line in the file
+gmm_em.py, which should gives a speed up of a factor 2 at least; this has not
+been tested much, though, so beware.
+
+Also, increasing the number of components or dimension is much more expensive
+than increasing the number of samples: a 5 dimension model of 100 components
+will be much slower to estimate with 500 samples than a 5 dimension 10
+components with 5000 samples. This is because loops on dimension or components
+are in python, whereas loops on samples are in C (through numpy).  I don't
 think there is an easy fix to this problem. 
 
-Full covariances will be slow, because you cannot avoid nested loop
-in python this case without insane amount of memory. A C implementation
-may be implemented, but this is not my top priority; most of the time, you
-should avoid full covariance models anyway.
+Full covariances will be slow, because you cannot avoid nested loop in python
+this case without insane amount of memory. A C implementation may be
+implemented, but this is not my top priority; most of the time, you should
+avoid full covariance models if possible.
 
 TODO
 ====
@@ -266,7 +268,7 @@ to the toolbox:
 Other things which are doable but which I don't intend to implement are:
 
  - add other models (mixtures of multinomial: easy, simple HMM: easy, other ?)
- - add bayes prior using MCMC (hard, use PyMCMC for sampling ?)
+ - add bayes prior using MCMC (hard, use PyMC for sampling ?)
 
 Bibliography
 ============
diff --git a/scikits/learn/machine/em/doc/tutorial.pdf b/scikits/learn/machine/em/doc/tutorial.pdf
index 51f41247816ff0b53f77e5194cc6811890a79431..8fb02ec6867870ae77312a4367f1a55acb73f329 100644
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diff --git a/scikits/learn/machine/em/examples/basic_example1.py b/scikits/learn/machine/em/examples/basic_example1.py
index a47e0b9356..5f9a101e70 100644
--- a/scikits/learn/machine/em/examples/basic_example1.py
+++ b/scikits/learn/machine/em/examples/basic_example1.py
@@ -1,6 +1,6 @@
 import numpy as N
 import pylab as P
-from scipy.sandbox.pyem import GM
+from scikits.learn.machine.em import GM
 
 #------------------------------
 # Hyper parameters:
diff --git a/scikits/learn/machine/em/examples/basic_example2.py b/scikits/learn/machine/em/examples/basic_example2.py
index 6ff2fc6878..a42ee14eeb 100644
--- a/scikits/learn/machine/em/examples/basic_example2.py
+++ b/scikits/learn/machine/em/examples/basic_example2.py
@@ -1,6 +1,6 @@
 from numpy.random import seed
 
-from scipy.sandbox.pyem import GM, GMM, EM
+from scikits.learn.machine.em import GM, GMM, EM
 import copy
 
 # To reproduce results, fix the random seed
diff --git a/scikits/learn/machine/em/examples/basic_example3.py b/scikits/learn/machine/em/examples/basic_example3.py
index d680584dc8..fe767068ba 100644
--- a/scikits/learn/machine/em/examples/basic_example3.py
+++ b/scikits/learn/machine/em/examples/basic_example3.py
@@ -1,7 +1,7 @@
 import numpy as N
 from numpy.random import seed
 
-from scipy.sandbox.pyem import GM, GMM, EM
+from scikits.learn.machine.em import GM, GMM, EM
 import copy
 
 seed(2)
diff --git a/scikits/learn/machine/em/examples/discriminant_analysis.py b/scikits/learn/machine/em/examples/discriminant_analysis.py
index d2e53c236a..31ba5bbef8 100644
--- a/scikits/learn/machine/em/examples/discriminant_analysis.py
+++ b/scikits/learn/machine/em/examples/discriminant_analysis.py
@@ -1,5 +1,5 @@
 #! /usr/bin/env python
-# Last Change: Mon Jul 02 09:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 __doc__ = """Example of doing classification with mixture of Gaussian. Note
 that this is really a toy example: we do not use testing testset nor cross
@@ -13,7 +13,7 @@ import numpy as N
 import pylab as P
 import matplotlib as MPL
 
-from scipy.sandbox import pyem
+from scikits.learn.machine.em import EM, GMM, GM
 import utils
 
 data = utils.iris.load()
@@ -56,9 +56,9 @@ for i in range(3):
 # This function train a mixture model with k components
 def cluster(data, k, mode = 'full'):
     d = data.shape[1]
-    gm = pyem.GM(d, k, mode)
-    gmm = pyem.GMM(gm)
-    em = pyem.EM()
+    gm = GM(d, k, mode)
+    gmm = GMM(gm)
+    em = EM()
     em.train(data, gmm, maxiter = 20)
     return gm
 
diff --git a/scikits/learn/machine/em/examples/pdfestimation.py b/scikits/learn/machine/em/examples/pdfestimation.py
index 6777e1da4b..360f5fac84 100644
--- a/scikits/learn/machine/em/examples/pdfestimation.py
+++ b/scikits/learn/machine/em/examples/pdfestimation.py
@@ -1,11 +1,11 @@
 #! /usr/bin/env python
-# Last Change: Mon Jul 02 03:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 # Example of doing pdf estimation with EM algorithm. Requires matplotlib.
 import numpy as N
 import pylab as P
 
-from scipy.sandbox import pyem
+from scikits.learn.machine.em import EM, GM, GMM
 import utils
 
 oldfaithful = utils.get_faithful()
@@ -23,9 +23,9 @@ dt = utils.scale(dt)
 # model and the BIC
 def cluster(data, k, mode = 'full'):
     d = data.shape[1]
-    gm = pyem.GM(d, k, mode)
-    gmm = pyem.GMM(gm)
-    em = pyem.EM()
+    gm = GM(d, k, mode)
+    gmm = GMM(gm)
+    em = EM()
     em.train(data, gmm, maxiter = 20)
     return gm, gmm.bic(data)
 
diff --git a/scikits/learn/machine/em/examples/pdfestimation1d.py b/scikits/learn/machine/em/examples/pdfestimation1d.py
index 8df440ee5d..1233882964 100644
--- a/scikits/learn/machine/em/examples/pdfestimation1d.py
+++ b/scikits/learn/machine/em/examples/pdfestimation1d.py
@@ -1,5 +1,5 @@
 #! /usr/bin/env python
-# Last Change: Sat Jul 21 03:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 __doc__ = """This example shows how to do pdfestimation for one dimensional
 data. It estimates a Gaussian mixture model for several number of components,
@@ -15,9 +15,7 @@ from numpy.testing import set_package_path, restore_path
 import pylab as P
 import matplotlib as MPL
 
-set_package_path()
-import pyem
-restore_path()
+from scikits.learn.machine.em import EM, GM, GMM
 import utils
 
 oldfaithful = utils.get_faithful()
@@ -33,9 +31,9 @@ dt = waiting / 60.
 # model and the BIC
 def cluster(data, k):
     d = data.shape[1]
-    gm = pyem.GM(d, k)
-    gmm = pyem.GMM(gm)
-    em = pyem.EM()
+    gm = GM(d, k)
+    gmm = GMM(gm)
+    em = EM()
     em.train(data, gmm, maxiter = 20)
     return gm, gmm.bic(data)
 
diff --git a/scikits/learn/machine/em/examples/plotexamples.py b/scikits/learn/machine/em/examples/plotexamples.py
index 351300e220..a93cc787a4 100644
--- a/scikits/learn/machine/em/examples/plotexamples.py
+++ b/scikits/learn/machine/em/examples/plotexamples.py
@@ -1,5 +1,5 @@
 #! /usr/bin/env python
-# Last Change: Mon Jun 11 03:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 # This is a simple test to check whether plotting ellipsoides of confidence and
 # isodensity contours match
@@ -8,9 +8,7 @@ from numpy.testing import set_package_path, restore_path
 
 import pylab as P
 
-set_package_path()
-import pyem
-restore_path()
+from scikits.learn.machine.em import EM, GM, GMM
 
 # Generate a simple mixture model, plot its confidence ellipses + isodensity
 # curves for both diagonal and full covariance matrices
@@ -18,11 +16,11 @@ d = 3
 k = 3
 dim = [0, 2]
 # diag model
-w, mu, va = pyem.GM.gen_param(d, k)
-dgm = pyem.GM.fromvalues(w, mu, va)
+w, mu, va = GM.gen_param(d, k)
+dgm = GM.fromvalues(w, mu, va)
 # full model
-w, mu, va = pyem.GM.gen_param(d, k, 'full', spread = 1)
-fgm = pyem.GM.fromvalues(w, mu, va)
+w, mu, va = GM.gen_param(d, k, 'full', spread = 1)
+fgm = GM.fromvalues(w, mu, va)
 
 def plot_model(gm, dim):
     X, Y, Z, V = gm.density_on_grid(dim = dim)
diff --git a/scikits/learn/machine/em/examples/regularized_example.py b/scikits/learn/machine/em/examples/regularized_example.py
index c4fc25af3f..053e1471f6 100644
--- a/scikits/learn/machine/em/examples/regularized_example.py
+++ b/scikits/learn/machine/em/examples/regularized_example.py
@@ -1,5 +1,5 @@
 #! /usr/bin/env python
-# Last Change: Mon Jul 02 04:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 __doc__ = """Example of using RegularizedEM with pendigits data.
 
@@ -16,9 +16,9 @@ you need to avoid singular covariance matrices."""
 import numpy as N
 import pylab as P
 
-#from scipy.sandbox import pyem
-from gauss_mix import GM
-from gmm_em import GMM, EM, RegularizedEM
+from scikits.learn.machine.em import EM, GM, GMM
+# Experimental RegularizedEM
+from scikits.learn.machine.em.gmm_em import RegularizedEM
 import utils
 
 x, y = utils.get_pendigits()
diff --git a/scikits/learn/machine/em/tests/test_densities.py b/scikits/learn/machine/em/tests/test_densities.py
index 40ced1d9cd..656ce10ff9 100644
--- a/scikits/learn/machine/em/tests/test_densities.py
+++ b/scikits/learn/machine/em/tests/test_densities.py
@@ -1,5 +1,5 @@
 #! /usr/bin/env python
-# Last Change: Thu Jul 12 05:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 # TODO:
 #   - having "fake tests" to check that all mode (scalar, diag and full) are
@@ -12,8 +12,8 @@ from numpy.testing import *
 import numpy as N
 
 set_package_path()
-from pyem.densities import gauss_den
-import pyem.densities
+from em.densities import gauss_den
+import em.densities
 restore_path()
 
 #Optional:
@@ -166,7 +166,7 @@ class test_py_logsumexp(TestDensities):
                                      "not be here")
             except FloatingPointError, e:
                 print "Catching underflow, as expected"
-            assert pyem.densities.logsumexp(a) == -1000.
+            assert em.densities.logsumexp(a) == -1000.
             try:
                 a = N.array([[-1000, -1000, -1000]])
                 self.naive_logsumexp(a)
@@ -174,7 +174,7 @@ class test_py_logsumexp(TestDensities):
                                      "not be here")
             except FloatingPointError, e:
                 print "Catching underflow, as expected"
-            assert_array_almost_equal(pyem.densities.logsumexp(a), 
+            assert_array_almost_equal(em.densities.logsumexp(a), 
                                       -998.90138771)
         finally:
             N.seterr(under=errst['under'])
@@ -186,8 +186,8 @@ class test_py_logsumexp(TestDensities):
         data = N.random.randn(1e1)[:, N.newaxis]
         mu = N.array([[-5], [-6]])
         va = N.array([[0.1], [0.1]])
-        y = pyem.densities.multiple_gauss_den(data, mu, va, log = True)
-        a1 = pyem.densities.logsumexp(y)
+        y = em.densities.multiple_gauss_den(data, mu, va, log = True)
+        a1 = em.densities.logsumexp(y)
         a2 = self.naive_logsumexp(y)
         assert_array_equal(a1, a2)
 
@@ -195,8 +195,8 @@ class test_py_logsumexp(TestDensities):
         data = N.random.randn(1e1, 2)
         mu = N.array([[-3, -1], [3, 3]])
         va = N.array([[1.1, 0.4], [0.6, 0.8], [0.4, 0.2], [0.3, 0.9]])
-        y = pyem.densities.multiple_gauss_den(data, mu, va, log = True)
-        a1 = pyem.densities.logsumexp(y)
+        y = em.densities.multiple_gauss_den(data, mu, va, log = True)
+        a1 = em.densities.logsumexp(y)
         a2 = self.naive_logsumexp(y)
         assert_array_almost_equal(a1, a2, DEF_DEC)
 
@@ -204,8 +204,8 @@ class test_py_logsumexp(TestDensities):
         data = N.random.randn(1e1, 2)
         mu = N.array([[-3, -1], [3, 3]])
         va = N.array([[1.1, 0.4], [0.6, 0.8]])
-        y = pyem.densities.multiple_gauss_den(data, mu, va, log = True)
-        a1 = pyem.densities.logsumexp(y)
+        y = em.densities.multiple_gauss_den(data, mu, va, log = True)
+        a1 = em.densities.logsumexp(y)
         a2 = self.naive_logsumexp(y)
         assert_array_almost_equal(a1, a2, DEF_DEC)
 
@@ -215,7 +215,7 @@ class test_py_logsumexp(TestDensities):
 class test_c_implementation(TestDensities):
     def _test(self, level, decimal = DEF_DEC):
         try:
-            from pyem._c_densities import gauss_den as c_gauss_den
+            from em._c_densities import gauss_den as c_gauss_den
             Y   = c_gauss_den(self.X, self.mu, self.va)
             assert_array_almost_equal(Y, self.Yt, decimal)
         except Exception, inst:
@@ -236,9 +236,9 @@ class test_c_implementation(TestDensities):
 
 class test_gauss_ell(NumpyTestCase):
     def test_dim(self):
-        pyem.densities.gauss_ell([0, 1], [1, 2.], [0, 1])
+        em.densities.gauss_ell([0, 1], [1, 2.], [0, 1])
         try:
-            pyem.densities.gauss_ell([0, 1], [1, 2.], [0, 2])
+            em.densities.gauss_ell([0, 1], [1, 2.], [0, 2])
             raise AssertionError("this call should not succeed, bogus dim.")
         except ValueError, e:
             print "Call with bogus dim did not succeed, OK"
diff --git a/scikits/learn/machine/em/tests/test_examples.py b/scikits/learn/machine/em/tests/test_examples.py
index 165b517c85..9194b1d8f6 100644
--- a/scikits/learn/machine/em/tests/test_examples.py
+++ b/scikits/learn/machine/em/tests/test_examples.py
@@ -1,10 +1,10 @@
 #! /usr/bin/env python
-# Last Change: Sat Jul 21 03:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 from numpy.testing import *
 
 set_package_path()
-from pyem.examples.examples import ex1, ex2, ex3, pdfestim, pdfestim1d
+from em.examples.examples import ex1, ex2, ex3, pdfestim, pdfestim1d
 restore_path()
 
 class test_examples(NumpyTestCase):
diff --git a/scikits/learn/machine/em/tests/test_gauss_mix.py b/scikits/learn/machine/em/tests/test_gauss_mix.py
index 4265269d86..6d31edf826 100644
--- a/scikits/learn/machine/em/tests/test_gauss_mix.py
+++ b/scikits/learn/machine/em/tests/test_gauss_mix.py
@@ -1,5 +1,5 @@
 #! /usr/bin/env python
-# Last Change: Mon Jul 02 05:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 # For now, just test that all mode/dim execute correctly
 
@@ -9,8 +9,8 @@ from numpy.testing import *
 import numpy as N
 
 set_package_path()
-from pyem import GM
-from pyem.densities import multiple_gauss_den
+from em import GM
+from em.densities import multiple_gauss_den
 restore_path()
 
 class test_BasicFunc(NumpyTestCase):
diff --git a/scikits/learn/machine/em/tests/test_gmm_em.py b/scikits/learn/machine/em/tests/test_gmm_em.py
index 69be98eacf..33aa9ca912 100644
--- a/scikits/learn/machine/em/tests/test_gmm_em.py
+++ b/scikits/learn/machine/em/tests/test_gmm_em.py
@@ -1,5 +1,5 @@
 #! /usr/bin/env python
-# Last Change: Sun Jul 01 06:00 PM 2007 J
+# Last Change: Sun Jul 22 12:00 PM 2007 J
 
 # For now, just test that all mode/dim execute correctly
 
@@ -10,7 +10,7 @@ from numpy.testing import *
 import numpy as N
 
 set_package_path()
-from pyem import GMM, GM, EM
+from em import GMM, GM, EM
 restore_path()
 
 set_local_path()
diff --git a/scikits/learn/machine/pyem/__init__.py b/scikits/learn/machine/pyem/__init__.py
new file mode 100644
index 0000000000..164f1182d9
--- /dev/null
+++ b/scikits/learn/machine/pyem/__init__.py
@@ -0,0 +1,4 @@
+#! /usr/bin/env python
+# Last Change: Sun Jul 22 10:00 AM 2007 J
+
+raise ImportError("pyem has been renamed to em")
diff --git a/scikits/learn/machine/setup.py b/scikits/learn/machine/setup.py
index ef43ddd27e..2ba6aadad4 100644
--- a/scikits/learn/machine/setup.py
+++ b/scikits/learn/machine/setup.py
@@ -5,7 +5,9 @@ def configuration(parent_package='',top_path=None):
     print "top path is %s" % top_path
     print "============================================="
     config = Configuration('machine',parent_package,top_path)
+    # pyem should be suppresed as some points
     config.add_subpackage('pyem')
+    config.add_subpackage('em')
     config.add_subpackage('svm')
     #config.make_svn_version_py()  # installs __svn_version__.py
     #config.make_config_py()
-- 
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