bdtl-1.0.1/ 0000755 0000764 0000764 00000000000 12151020647 012236 5 ustar melamed melamed bdtl-1.0.1/flags.mk 0000644 0000764 0000764 00000002346 12122405072 013665 0 ustar melamed melamed
#--------------------------------------------------------------------------
# setting variables for compilation
#--------------------------------------------------------------------------
ifdef CONDOR_COMPILE
CONDOR_CMP = condor_compile
USECONDOR = -DUSE_CONDOR
else
CONDOR_CMP =
USECONDOR =
endif
ifdef 32BIT
ARCH_SIZE = 32
ARCH_LIB_SUFX =
else
ARCH_SIZE = 64
ARCH_LIB_SUFX = 64
endif
ARCH_FLAG = -m$(ARCH_SIZE)
ifdef DYNAMIC
STATIC_FLAG =
else
STATIC_FLAG = -static -Bstatic
endif
ifdef VALID
VALIDATION_FLAG = -DVALIDATION
else
VALIDATION_FLAG =
endif
ifdef USE_BOOST_MEM_POOL
MEM_POOL_FLAG = -DBOOST_MEM_POOL -DBOOST_NO_PROPER_STL_DEALLOCATE
else
MEM_POOL_FLAG =
endif
ifdef DBG
OPT_DEBUG_FLAG = -ggdb -O0 -fno-inline
SUFFIX=dbg
LIBSUFFIX = _dbg
endif
ifdef OPT
OPT_DEBUG_FLAG = -O3 -DNDEBUG
SUFFIX = opt
LIBSUFFIX =
else
OPT_DEBUG_FLAG = -O0 -ggdb -fno-inline
SUFFIX = dbg
LIBSUFFIX = _dbg
endif
ifdef OPTDBG
OPT_DEBUG_FLAG = -O3 -ggdb
SUFFIX = optdbg
LIBSUFFIX = _optdbg
endif
ifdef GOOG
GOOG_FLAG = -L/usr/local/lib -lprofiler -ltcmalloc
else
GOOG_FLAG =
endif
ifdef GPROF
USE_GPROF = -pg
SUFFIX := $(SUFFIX)_gprof
LIBSUFFIX := $(LIBSUFFIX)_gprof
else
USE_GRPOF =
endif
bdtl-1.0.1/shared.mk 0000644 0000764 0000764 00000000714 12151020420 014024 0 ustar melamed melamed ########################################################################################
#
# BDTL configuration variables that are unlikely to change,
# but are needed by multiple parts of the installation
#
########################################################################################
include $(BASE_DIR)/flags.mk
# determine the machine architecture
ARCH := $(shell uname -s)
BIN_BASE = $(BASE_DIR)/bin
BIN = $(BIN_BASE)/$(ARCH)/$(SUFFIX)
bdtl-1.0.1/WHAT.this.is 0000644 0000764 0000764 00000002617 12151020420 014277 0 ustar melamed melamed Boosted Decision Trees and Lists (BDTL)
The BDTL software package implements two main boosting algorithms with
many variations. The first one is Turian and Melamed's extension of
confidence-rated boosting (Schapire & Singer, 1999). See Joseph
Turian's thesis (NYU, 2007) for details. The second algorithm is
Galron and Melamed's extension of the first one, to boost decision
lists rather than decision trees. (Every decision tree ensemble is
equivalent to some decision list ensemble, and vice versa.)
Major features of the software include:
* Classification and regression
* tested on 3M+ examples with 1M+ features, but limited only by your
computer's RAM.
* Easily customizable loss functions and regularization methods.
Currently implemented ones are logistic and exponential loss for
classification, and squared loss for regression, each with L1 or L2
regularization.
* Selection of weak learners to directly optimize the regularized
training objective.
* One-shot training following an entire regularization path, which can
save a lot of time during hyperparameter optimization.
* Continuous checkpointing, so that if a long learning cycle crashes,
you can continue training where it left off.
* Warm-start training.
* Both binary and scalar feature types.
To get started, read the file README.1st in the top level directory.
Questions, suggestions, and offers of collaboration are most welcome.
bdtl-1.0.1/scripts/ 0000755 0000764 0000764 00000000000 12151020641 013717 5 ustar melamed melamed bdtl-1.0.1/scripts/sort_scoresets.pl 0000755 0000764 0000764 00000002612 12122405072 017344 0 ustar melamed melamed #!/usr/bin/perl
########################################################################
# Author: I. Dan Melamed
# Computes: sorts lines delimited by and
# Loads: nothing
# Streams: grammar, etc.
# N.B.: sort is numeric on first column and alphabetic on the rest
#######################################################################
$TRUE = 1;
$FALSE = 0;
# 2 statuses -- either within a scoreset or not
$inScoreSet = $FALSE;
while (<>) {
if ($inScoreSet) {
if (/^/) {
die "nested SCORESET?";
} elsif (/^<\/SCORESET>/) {
print "\n";
# sort the indexes from 0 to $#score first by the score and then by the rest
@indexes = sort
{$score[$a] <=> $score[$b] || $rest[$a] cmp $rest[$b]}
(0 .. $#score);
# dump them in order
foreach $ind (@indexes) {
print "$score[$ind]\t$rest[$ind]";
};
print " \n";
# clean up
$inScoreSet = $FALSE;
undef @score; undef @rest;
} else {
# store it
($score, $rest) = split(' ', $_, 2);
$score[$.] = $score;
$rest[$.] = $rest;
}
} else { # not in scoreset
if (/^<\/SCORESET>/) {
die "SCORESET ended before starting?";
} elsif (/^/) {
$inScoreSet = $TRUE;
$. = -1; # reset line counter
} else {
print;
}
}
}
if ($inScoreSet) {
die "scoreset not finished!";
};
bdtl-1.0.1/scripts/SVMLi2f.withDict.pl 0000755 0000764 0000764 00000001641 12122405072 017224 0 ustar melamed melamed #!/usr/bin/perl
########################################################################
# Author: I. Dan Melamed
# Computes: converts integer feature values to reals, for some feature types
# Loads: list of feature types to convert
# Streams: example set in SVMLight format
# N.B.: conversion is done merely by adding .0
#######################################################################
$TRUE = 1;
$FALSE = 0;
$INFINITY = 9999999999;
$TINY = 1 - $INFINITY / ($INFINITY + 1);
$| = 1;
#check for correct usage
if ($#ARGV < 0) {
print "usage: $0 []\n";
exit;
};
print STDERR "$0: Reading feature list... from $ARGV[0]";
open(F, $ARGV[0]) || die "\nCouldn't open $ARGV[0]: $!\n";
while () {
chomp;
push(@float, $_);
};
close(F);
shift;
print STDERR " done.\n";
while (<>) {
foreach $feat (@float) {
s/( $feat:\-?\d+)([^\.])/${1}.0$2/;
}
print;
}
bdtl-1.0.1/scripts/SVMLi2f.pl 0000755 0000764 0000764 00000002135 12122405072 015445 0 ustar melamed melamed #!/usr/bin/perl
########################################################################
# Author: I. Dan Melamed
# Purpose: convert integer feature values to floats, if that feature's
# value ever appears as a float, so that BDT::parameter
# doesn't get confused
# Streams: examples in SMLight format, twice
#######################################################################
#check for correct usage
if ($#ARGV < 0) {
print "usage: $0 ) {
chomp;
@tok = split;
$objective = shift @tok;
foreach $tok (@tok) {
($name, $val) = split(/:/, $tok);
if ($val =~ /\./) {
$float{$name} = $TRUE;
}
}
}
close F;
open(F, $inFile) || die "\nCouldn't open $inFile: $!\n";
while () {
chomp;
@tok = split;
$objective = shift @tok;
$out = $objective;
foreach $tok (@tok) {
($name, $val) = split(/:/, $tok);
if ($val !~ /\./ && exists $float{$name}) {
$val .= ".0";
}
$out .= " $name:$val";
}
print "$out\n";
}
close F;
bdtl-1.0.1/scripts/SVML2BDT.sh 0000755 0000764 0000764 00000000674 12122405072 015465 0 ustar melamed melamed #!/bin/tcsh
# Original Author: Dan Melamed
# Created on: June 4, 2010
# Purpose: convert examples in SVMLight format into a format more suitable for BDT
# N.B.: use the faster SVM2BDT.withDict.sh instead if you have a file of float feature types
if ($#argv < 1) then
echo "usage: $0 "
exit 0
endif
SVMLi2f.pl $1 > stage1.$$
SVMLInt2Bool.pl stage1.$$ \
| perl -pe 's/^\+1/1/; s/^\-1/0/;' # to stdout
rm *.$$
bdtl-1.0.1/scripts/prettyBDT.pl 0000755 0000764 0000764 00000004553 12122405072 016152 0 ustar melamed melamed #!/usr/bin/perl
########################################################################
# Author: I. Dan Melamed
# Computes: pretty-prints BDT tree sequences
# Loads: feature vocab
# Streams: tree sequence
#######################################################################
$TRUE = 1;
$FALSE = 0;
$INFINITY = 9999999999;
$TINY = 1 - $INFINITY / ($INFINITY + 1);
$| = 1;
#check for correct usage
if ($#ARGV < 0) {
print "usage: $0 [tree sequence file]\n";
exit;
};
print STDERR "$0: Reading feature vocab ...";
open(F, $ARGV[0]) || die "Couldn't open $ARGV[0]: $!\n";
$delim = ;
chomp($delim);
die "malformed vocab" if ($delim ne "");
my $ind = 1;
while () {
if (/VOCAB>/) {
last;
};
chomp;
$fv{$ind++} = $_;
};
close(F);
shift;
print STDERR " done.\n";
$tree = 0;
while (<>) {
if (! /\S/) {
print;
next;
};
if (/BeginTree/) {
undef %leaf, %pos, %neg, %feat, %sign, %thresh;
++$tree;
} elsif (/EndTree/) {
print "\n";
if (exists $leaf{0}) {
printTree(0, 0);
}
} elsif (/Node# (\d+) \S+ \[ \+ (\d+) , \- (\d+) \] \+child= (\d+) \-child= (\d+) splitOn \( (\d+) (.+) (.+) \) depth= (\d+)/) {
$nn = $1;
$leaf{$nn} = $FALSE;
$poseg{$nn} = $2;
$negeg{$nn} = $3;
$pos{$nn} = $4;
$neg{$nn} = $5;
$feat{$nn} = $6;
$sign{$nn} = $7;
$thresh{$nn} = $8;
$dep = $9;
} elsif (/Node# (\d+) confidence= ([\d\.\+\-e]+) \S+ \[ \+ (\d+) , \- (\d+) \] \+child= (\d+) \-child= (\d+) splitOn \( (\d+) (.+) (.+) \) depth= (\d+)/) {
$nn = $1;
$leaf{$nn} = $FALSE;
$conf{$nn} = $2;
$poseg{$nn} = $3;
$negeg{$nn} = $4;
$pos{$nn} = $5;
$neg{$nn} = $6;
$feat{$nn} = $7;
$sign{$nn} = $8;
$thresh{$nn} = $9;
$dep = $10;
} elsif (/Leaf# (\d+) confidence= ([\d\.\+\-e]+) \S+ \[ \+ (\d+) , \- (\d+) \] weightBiases \[.*\] depth= (\d+)/) {
$nn = $1;
$leaf{$nn} = $TRUE;
$conf{$nn} = $2;
$poseg{$nn} = $3;
$negeg{$nn} = $4;
$dep = $5;
} else {
die "malformed line: $_";
};
};
sub printTree {
my($nn, $depth) = @_;
print " " x $depth;
if ($leaf{$nn}) {
print "+ $poseg{$nn} / - $negeg{$nn} # $conf{$nn}\n";
} else {
print "+ $poseg{$nn} / - $negeg{$nn} # $fv{$feat{$nn}} $sign{$nn} $thresh{$nn} $conf{$nn}\n";
printTree($pos{$nn}, $depth +1);
printTree($neg{$nn}, $depth +1);
};
};
bdtl-1.0.1/scripts/literalizeRegexp.pl 0000755 0000764 0000764 00000000057 12122405072 017603 0 ustar melamed melamed #!/usr/bin/perl -p
s/(\W)/\\$1/g;
s/\\\n/\n/;
bdtl-1.0.1/scripts/SVMLInt2Bool.pl 0000755 0000764 0000764 00000002566 12122405072 016425 0 ustar melamed melamed #!/usr/bin/perl
########################################################################
# Author: I. Dan Melamed
# Purpose: convert integer feature values to bools, if that feature's
# value appears only as a 0 or 1, where a bool feature name
# either appears or not, but never has a colon or value
# Streams: examples in SMLight format, twice
# N.B.: the result is not strictly in SVMLight format
#######################################################################
#check for correct usage
if ($#ARGV < 0) {
print "usage: $0 ) {
chomp;
@tok = split;
$objective = shift @tok;
foreach $tok (@tok) {
($name, $val) = split(/:/, $tok);
if ($val ne "1" && $val ne "0") {
$nonbool{$name} = $TRUE;
delete $bool{$name};
} else {
if (! exists $nonbool{$name}) {
$bool{$name} = $TRUE;
}
}
}
}
close F;
open(F, $inFile) || die "\nCouldn't open $inFile: $!\n";
while () {
chomp;
@tok = split;
$objective = shift @tok;
$out = $objective;
foreach $tok (@tok) {
($name, $val) = split(/:/, $tok);
if (exists $bool{$name}) {
if ($val eq "1") {
$out .= " $name";
} else {
# skip it
}
} else {
$out .= " $name:$val";
}
}
print "$out\n";
}
close F;
bdtl-1.0.1/scripts/SVML2BDT.withDict.sh 0000755 0000764 0000764 00000001001 12122405072 017224 0 ustar melamed melamed #!/bin/tcsh
# Original Author: Dan Melamed
# Created on: Jan 6, 2011
# Purpose: convert examples in SVMLight format into a format more suitable for BDT
# use the slower SVML2BDT.sh instead if you have no float feature dictionary
if ($#argv < 2) then
echo "usage: $0 [float feat dict] "
exit 0
endif
set floatDict=$1
shift
set inFile=$1
shift
SVMLi2f.withDict.pl $floatDict $inFile > stage1.$$
SVMLInt2Bool.pl stage1.$$ \
| perl -pe 's/^\+1/1/; s/^\-1/0/;' # to stdout
rm *.$$
bdtl-1.0.1/Makefile 0000644 0000764 0000764 00000001532 12122405072 013674 0 ustar melamed melamed # top-level Makefile
# we do not want these to be done in parallel
.NOTPARALLEL:
SUBDIRS = src sandbox # doc/code
.PHONY: $(SUBDIRS)
# default rule
valid: $(SUBDIRS)
@echo OK
$(SUBDIRS):
$(MAKE) -rC $@
clean:
for dir in $(SUBDIRS); do \
$(MAKE) -rC $$dir clean || exit; \
done
spotless:
for dir in $(SUBDIRS); do \
$(MAKE) -rC $$dir spotless || exit; \
done
depend:
$(MAKE) -rC src depend
# use this target to run without validation
run:
for dir in $(SUBDIRS); do \
echo && echo "--> $$dir start at " `date`; \
$(MAKE) -rC $$dir run || exit; \
done
@ echo && echo "--> done at " `date`; \
check:
for dir in sandbox; do \
$(MAKE) -rC $$dir check || exit; \
done
expected:
for dir in sandbox; do \
$(MAKE) -rC $$dir expected || exit; \
done
pretend:
for dir in sandbox; do \
$(MAKE) -rC $$dir pretend || exit; \
done
bdtl-1.0.1/doc/ 0000755 0000764 0000764 00000000000 12151020641 012775 5 ustar melamed melamed bdtl-1.0.1/doc/background/ 0000755 0000764 0000764 00000000000 12151020641 015114 5 ustar melamed melamed bdtl-1.0.1/doc/background/math.tex 0000644 0000764 0000764 00000013426 12151020420 016570 0 ustar melamed melamed \documentclass{article}
\usepackage{fullpage}
%\usepackage{hltnaacl03}
\usepackage{latexsym,amsmath,array,natbib}
% \usepackage{psfig,here}
\usepackage{bibtex-cite-macros}
\usepackage{boxedminipage}
\usepackage{amsmath}
\usepackage{algorithmicx}
\newcommand{\ignore}[1]{}
\newcommand{\bi}{\begin{itemize}}
\newcommand{\ei}{\end{itemize}}
\newcommand{\be}{\begin{enumerate}}
\newcommand{\ee}{\end{enumerate}}
\hyphenation{Figure Table Equation}
\hyphenation{Section Chapter}
\widowpenalty = 10000
\clubpenalty = 10000
\title{Mathematical Background for the {\tt BDTL} software package}
\author{
I. Dan Melamed
\\ AT\&T Shannon Laboratory
\\ Florham Park, NJ, U.S.A., 07932
\\ {\tt \{lastname\}@research.att.com}
}
\date{}
\begin{document}
\maketitle
\begin{abstract}
Sample abstract.
\end{abstract}
\section{Introduction}
Let the atomic feature set be represented by $A$.
Let the training set be represented by $I = \{(y_i, X_i)\}$, where
$y_i$ are the labels and $X_i$ are the feature value vectors $(x_{i,1},
x_{i,2}, \ldots, x_{i,|A|})$ . Each feature $x_{i,f}$ can be Boolean
(0/1) or scalar (integer or real).
Every node in a decision tree contains a Boolean atomic feature test
$f$. If $f$ involves a Boolean atomic feature $a$, then it will be of
the form $a = true$. If it involves a scalar atomic feature, then it
will be of the form $a \diamond c$ for some constant $c$ and relation
$\diamond$. The possible relations in that case are $<, >, \leq,$ and
$\geq$. Let $F$ be the set of possible atomic feature tests.
The path from the root to a non-leaf node in a decision tree
represents a Boolean conjunction of atomic feature tests, which we
call a compound feature test. Elsewhere in the literature, such
Boolean expressions are called decision lists. We denote them by $q$
and their 0/1 value on a particular example $i$ is $q(i)$. Since the
path from the root to a node in a tree is unique, every non-leaf
decision tree node has a unique compound feature test associated with
it, in addition to a unique atomic feature test. However, since
conjunctions are commutative, a given compound feature test can have
its elements in any order, so multiple nodes can be associated with a
given compound feature test.
Let $Q$ be the set of possible compound feature tests. If all
the atomic features in $A$ are Boolean, then $|Q| = 3^{|A|}$ because
each atomic feature test can be positive, negative, or absent in a
compound feature test. However, when we allow atomic features to be
scalar, the number of possible compound feature tests becomes much
larger, because every scalar feature value can be compared to many
possible values of $c$.
Let the model be represented by $\Theta = (\theta_1, \theta_2, \ldots,
\theta_{|Q|})$ . There is one parameter for every possible compound
feature test, though usually most of their values will be zero.
Let the hypothesis function be represented by
\begin{equation}
h(i) = \Theta \cdot Q(i) = \sum_{k = 1}^{|Q|} \theta_k q_k(i)
\end{equation}
We grow decision trees by splitting their leaves to minimize risk over
some training set, following \cite{TurianThesis}. For each leaf node
$n$, we choose a new feature test $\hat{f}$ to maximize a gain
function $G$ over the examples $I$ in $n$. Let $q$ be the compound
feature test associated with the parent node of $n$. Then
\begin{equation}
\hat{f} = {\arg \max}_{f \in F} [ G(I ; q \wedge f) + G(I ; q \wedge \neg f) ]
\end{equation}
where $\wedge$ is conjunction and $\neg$ is negation. $G(I ; p)$
involves the gradient of the loss function over $I$ with respect to
the model parameter $\theta_p$.
\ignore{
For now we assume a loss function that treats each example
independently:
\begin{equation}
L(I) = \sum_{i \in I} l(i)
\end{equation}
}
\section{Regression}
We use the squared loss
\begin{equation}
L(I) = \sum_{i \in I} l(i) = \sum_{i \in I} \frac{1}{2} (y_i - h(i))^2
\end{equation}
Let $\mu(i) = y_i - h(i)$ so that $l(i) = \frac{1}{2} \mu(i)^2$ . To
find the gradient, we have:
\begin{eqnarray}
\frac{\partial L(I)}{\partial \theta_k} & = & \sum_{i \in I} \frac{\partial l(i)}{\partial \theta_k} \\
& = & \sum_{i \in I} \frac{\partial l(i)}{\partial \mu(i)} \cdot \frac{\partial \mu(i)}{\partial \theta_k} \\
& = & \sum_{i \in I} \mu(i) \cdot -q_k(i) \\
& = & \sum_{i \in I} (h(i) - y_i) q_k(i) \\
\label{eqn:feas} & = & \sum_{i \in I : q_k(i) = 1} h(i) - y_i \\
& = & \left(\sum_{i \in I : q_k(i) = 1, h(i) \geq y_i} h(i) - y_i \right)
- \left(\sum_{i \in I : q_k(i) = 1, h(i) < y_i} y_i - h(i) \right)
\end{eqnarray}
Equation~\ref{eqn:feas} works because $q$ can be only 0 or 1, and it is what
makes this optimization feasible.
\ignore{
\subsection{Training algorithm}
\begin{Listing}[thb]
\caption{Training algorithm.}
\label{alg:training}
\begin{algorithmic}[1]
\Procedure{Find best split point on scalar feature}{f}
\State find $G_\Theta(f)$
\label{alg:training:conf-update-begin}
\State choose \alpha_f to minimize \objective
\label{alg:training:objective-minimization}
\State add \alpha_f to $h(i)$ for all i in this leaf \label{alg:training:confidence-update}
\EndFor
\label{alg:training:conf-update-end}
\EndFor
\EndProcedure
\end{algorithmic}
\end{Listing}
}
\ignore{
\begin{figure}
\centerline{
% (a)
%\raisebox{.2in}{\psfig{figure=parsematrix.eps,width=1.9in}}
\hfill
(b)
%\psfig{figure=venn.eps,width=1.1in}
}
\caption{Generalizations of ordinary parsing.
% $D = $ dimensionality of grammar; $I =$ dimensionality of input.
% (a) Classification with respect to dimensionality; (b) Venn diagram.
\label{venn}
\label{parsematrix}}
\end{figure}
\section{Conclusion}
}
\section*{Acknowledgments}
Thanks to Pannaga Shivaswamy for helpful discussions.
%%%%%%%%%%%%%%%%%% BIBLIOGRAPHY
\bibliographystyle{bibtex-cite-macros}
%\bibliography{mt}
\end{document}
bdtl-1.0.1/doc/background/bibtex-cite-macros.sty 0000644 0000764 0000764 00000022666 12122405072 021355 0 ustar melamed melamed % File acl04.sty
% January 07, 2004
% Contact: rambow@cs.columbia.edu
% This is the LaTeX style file for ACL 2004. It is identical to the
% style files for ACL 2003, ACL 2002, ACL 2001, ACL 2000, EACL 95 and EACL
% 99.
%
% -- Roberto Zamparelli, March 26, 2001
% -- Dekang Lin, October 1, 2001
% This is the LaTeX style file for ACL 2000. It is nearly identical to the
% style files for EACL 95 and EACL 99. Minor changes include editing the
% instructions to reflect use of \documentclass rather than \documentstyle
% and removing the white space before the title on the first page
% -- John Chen, June 29, 2000
% To convert from submissions prepared using the style file aclsub.sty
% prepared for the ACL 2000 conference, proceed as follows:
% 1) Remove submission-specific information: \whichsession, \id,
% \wordcount, \otherconferences, \area, \keywords
% 2) \summary should be removed. The summary material should come
% after \maketitle and should be in the ``abstract'' environment
% 3) Check all citations. This style should handle citations correctly
% and also allows multiple citations separated by semicolons.
% 4) Check figures and examples. Because the final format is double-
% column, some adjustments may have to be made to fit text in the column
% or to choose full-width (\figure*} figures.
% 5) Change the style reference from aclsub to acl2000, and be sure
% this style file is in your TeX search path
% This is the LaTeX style file for EACL-95. It is identical to the
% style file for ANLP '94 except that the margins are adjusted for A4
% paper. -- abney 13 Dec 94
% The ANLP '94 style file is a slightly modified
% version of the style used for AAAI and IJCAI, using some changes
% prepared by Fernando Pereira and others and some minor changes
% by Paul Jacobs.
% Papers prepared using the aclsub.sty file and acl.bst bibtex style
% should be easily converted to final format using this style.
% (1) Submission information (\wordcount, \subject, and \makeidpage)
% should be removed.
% (2) \summary should be removed. The summary material should come
% after \maketitle and should be in the ``abstract'' environment
% (between \begin{abstract} and \end{abstract}).
% (3) Check all citations. This style should handle citations correctly
% and also allows multiple citations separated by semicolons.
% (4) Check figures and examples. Because the final format is double-
% column, some adjustments may have to be made to fit text in the column
% or to choose full-width (\figure*} figures.
% Place this in a file called aclap.sty in the TeX search path.
% (Placing it in the same directory as the paper should also work.)
% Prepared by Peter F. Patel-Schneider, liberally using the ideas of
% other style hackers, including Barbara Beeton.
% This style is NOT guaranteed to work. It is provided in the hope
% that it will make the preparation of papers easier.
%
% There are undoubtably bugs in this style. If you make bug fixes,
% improvements, etc. please let me know. My e-mail address is:
% pfps@research.att.com
% Papers are to be prepared using the ``acl'' bibliography style,
% as follows:
% \documentclass[11pt]{article}
% \usepackage{acl2000}
% \title{Title}
% \author{Author 1 \and Author 2 \\ Address line \\ Address line \And
% Author 3 \\ Address line \\ Address line}
% \begin{document}
% ...
% \bibliography{bibliography-file}
% \bibliographystyle{acl}
% \end{document}
% Author information can be set in various styles:
% For several authors from the same institution:
% \author{Author 1 \and ... \and Author n \\
% Address line \\ ... \\ Address line}
% if the names do not fit well on one line use
% Author 1 \\ {\bf Author 2} \\ ... \\ {\bf Author n} \\
% For authors from different institutions:
% \author{Author 1 \\ Address line \\ ... \\ Address line
% \And ... \And
% Author n \\ Address line \\ ... \\ Address line}
% To start a seperate ``row'' of authors use \AND, as in
% \author{Author 1 \\ Address line \\ ... \\ Address line
% \AND
% Author 2 \\ Address line \\ ... \\ Address line \And
% Author 3 \\ Address line \\ ... \\ Address line}
% If the title and author information does not fit in the area allocated,
% place \setlength\titlebox{} right after
% \usepackage{acl2000}
% where can be something larger than 2.25in
% \typeout{Conference Style for ACL 2000 -- released June 20, 2000}
\typeout{Conference Style for ACL 2002 -- released April 8, 2002}
% NOTE: Some laser printers have a serious problem printing TeX output.
% These printing devices, commonly known as ``write-white'' laser
% printers, tend to make characters too light. To get around this
% problem, a darker set of fonts must be created for these devices.
%
% % Physical page layout - slightly modified from IJCAI by pj
% \setlength\topmargin{0.0in} \setlength\oddsidemargin{-0.0in}
% \setlength\textheight{9.0in} \setlength\textwidth{6.5in}
% \setlength\columnsep{0.2in}
% \newlength\titlebox
% \setlength\titlebox{2.25in}
% \setlength\headheight{0pt} \setlength\headsep{0pt}
% %\setlength\footheight{0pt}
% \setlength\footskip{0pt}
% \thispagestyle{empty} \pagestyle{empty}
% \flushbottom \twocolumn \sloppy
% %% A4 version of page layout
% \setlength\topmargin{-0.45cm} % changed by Rz -1.4
% \setlength\oddsidemargin{.8mm} % was -0cm, changed by Rz
% \setlength\textheight{23.5cm}
% \setlength\textwidth{15.8cm}
% \setlength\columnsep{0.6cm}
% \newlength\titlebox
% \setlength\titlebox{2.00in}
% \setlength\headheight{5pt}
% \setlength\headsep{0pt}
% %\setlength\footheight{0pt}
% \setlength\footskip{0pt}
% \thispagestyle{empty}
% \pagestyle{empty}
% most of cite format is from aclsub.sty by SMS
% don't box citations, separate with ; and a space
% also, make the penalty between citations negative: a good place to break
% changed comma back to semicolon pj 2/1/90
% \def\@citex[#1]#2{\if@filesw\immediate\write\@auxout{\string\citation{#2}}\fi
% \def\@citea{}\@cite{\@for\@citeb:=#2\do
% {\@citea\def\@citea{;\penalty\@citeseppen\ }\@ifundefined
% {b@\@citeb}{{\bf ?}\@warning
% {Citation `\@citeb' on page \thepage \space undefined}}%
% {\csname b@\@citeb\endcsname}}}{#1}}
% don't box citations, separate with ; and a space
% Replaced for multiple citations (pj)
% don't box citations and also add space, semicolon between multiple citations
\def\@citex[#1]#2{\if@filesw\immediate\write\@auxout{\string\citation{#2}}\fi
\def\@citea{}\@cite{\@for\@citeb:=#2\do
{\@citea\def\@citea{; }\@ifundefined
{b@\@citeb}{{\bf ?}\@warning
{Citation `\@citeb' on page \thepage \space undefined}}%
{\csname b@\@citeb\endcsname}}}{#1}}
% Allow short (name-less) citations, when used in
% conjunction with a bibliography style that creates labels like
% \citename{, }
%
\let\@internalcite\cite
\def\cite{\def\citename##1{##1, }\@internalcite}
\def\shortcite{\def\citename##1{}\@internalcite}
\def\newcite{\leavevmode\def\citename##1{{##1} (}\@internalciteb}
% Macros for \newcite, which leaves name in running text, and is
% otherwise like \shortcite.
\def\@citexb[#1]#2{\if@filesw\immediate\write\@auxout{\string\citation{#2}}\fi
\def\@citea{}\@newcite{\@for\@citeb:=#2\do
{\@citea\def\@citea{;\penalty\@m\ }\@ifundefined
{b@\@citeb}{{\bf ?}\@warning
{Citation `\@citeb' on page \thepage \space undefined}}%
\hbox{\csname b@\@citeb\endcsname}}}{#1}}
\def\@internalciteb{\@ifnextchar [{\@tempswatrue\@citexb}{\@tempswafalse\@citexb[]}}
\def\@newcite#1#2{{#1\if@tempswa, #2\fi)}}
\def\@biblabel#1{\def\citename##1{##1}[#1]\hfill}
%%% More changes made by SMS (originals in latex.tex)
% Use parentheses instead of square brackets in the text.
\def\@cite#1#2{({#1\if@tempswa , #2\fi})}
% Don't put a label in the bibliography at all. Just use the unlabeled format
% instead.
\def\thebibliography#1{\vskip\parskip%
\vskip\baselineskip%
\def\baselinestretch{1}%
\ifx\@currsize\normalsize\@normalsize\else\@currsize\fi%
\vskip-\parskip%
\vskip-\baselineskip%
\section*{References\@mkboth
{References}{References}}\list
{}{\setlength{\labelwidth}{0pt}\setlength{\leftmargin}{\parindent}
\setlength{\itemindent}{-\parindent}}
\def\newblock{\hskip .11em plus .33em minus -.07em}
\sloppy\clubpenalty4000\widowpenalty4000
\sfcode`\.=1000\relax}
\let\endthebibliography=\endlist
% Allow for a bibliography of sources of attested examples
\def\thesourcebibliography#1{\vskip\parskip%
\vskip\baselineskip%
\def\baselinestretch{1}%
\ifx\@currsize\normalsize\@normalsize\else\@currsize\fi%
\vskip-\parskip%
\vskip-\baselineskip%
\section*{Sources of Attested Examples\@mkboth
{Sources of Attested Examples}{Sources of Attested Examples}}\list
{}{\setlength{\labelwidth}{0pt}\setlength{\leftmargin}{\parindent}
\setlength{\itemindent}{-\parindent}}
\def\newblock{\hskip .11em plus .33em minus -.07em}
\sloppy\clubpenalty4000\widowpenalty4000
\sfcode`\.=1000\relax}
\let\endthesourcebibliography=\endlist
\def\@lbibitem[#1]#2{\item[]\if@filesw
{ \def\protect##1{\string ##1\space}\immediate
\write\@auxout{\string\bibcite{#2}{#1}}\fi\ignorespaces}}
\def\@bibitem#1{\item\if@filesw \immediate\write\@auxout
{\string\bibcite{#1}{\the\c@enumi}}\fi\ignorespaces}
bdtl-1.0.1/doc/background/Makefile 0000644 0000764 0000764 00000004670 12122405072 016566 0 ustar melamed melamed # $Id: Makefile,v 1.1 2004/09/14 00:30:12 melamed Exp $
# Usage: "make help" or simply "make"
##################################################################
SHELL = /bin/bash
## Disable the standard LaTeX rule.
%.dvi: %.tex
#%.pdf: %.ps
%.pdf: %.tex
SUFF = *.bak *.out *.toc *.log *.aux *.idx *.ind *.ilg \
*.lot *.loc *.lof *.bbl *.blg *.tar *.gz
SUFF1 := $(patsubst *.%,\%.%,$(SUFF))
FIGS := $(patsubst %.fig,%.eps,$(wildcard *.fig))
DIAS := $(patsubst %.dia,%.eps,$(wildcard *.dia))
HTMLDIR = .html
# these targets will not be treated as files.
.PHONY: help clean
# The "make" program will not automatically delete intermediate files with
# the following suffixes.
.PRECIOUS: $(SUFF1) %.eps %.dvi %.ps %.pdf
.IGNORE: %.bbl
## programs
LATEX = latex
BIBTEX = -bibtex --min-crossrefs=100
LATEX2HTML = latex2html
PS2PDF = ps2pdf
PDFLATEX = pdflatex
PDF2PS = pdf2ps
EPS2PDF = epstopdf
FIG2DEV = fig2dev
DVI2PS = dvips
## TARGETS
help:
@echo "LaTeX Makefile v2.0"
@echo "----------------------"
@echo "Targets:"
@echo " help (or nothing) Show this message"
@echo " Make the .dvi file"
@echo " .dvi Make the .dvi file"
@echo " .ps Make the .ps file"
@echo " .pdf Make the .pdf file"
@echo " .html Make the html files in the .html directory"
@echo " .tar Tar the directory"
@echo " .tar.gz Tar and gzip the directory"
@echo " clean Remove all generated files"
@echo
%.tar:
@echo "Generating $@..."
@tar cvf - . > $@
@echo "done"
%.gz: %
@gzip < $< > $@
clean:
@echo "cleaning files..."
rm -rf $(SUFF) $(FIGS) $(DIAS) *.ps *.pdf *.dvi
@if [ -d $(HTMLDIR) ]; then rm -rf $(HTMLDIR); fi
@echo "done."
%.bbl: %.tex $(FIGS) $(DIAS)
echo the figures are $(FIGS) $(DIAS)
$(LATEX) $<
$(BIBTEX) -min-crossrefs=100 $*
%.dvi: %.tex *.tex %.bbl $(FIGS) $(DIAS)
$(LATEX) $<
$(LATEX) $<
%.ps: %.dvi
$(DVI2PS) $< -o $@
#%.ps: %.pdf
# $(PDF2PS) $< $@
%.eps: %.fig
@echo "Generating $@..."
@$(FIG2DEV) -L eps -p portrait $< > $@
%.eps: %.dia
echo "Generating $@..."
dia -e $@ $<
#%.pdf: %.eps
# $(EPS2PDF) $< > $@
#%.pdf: %.ps
# $(PS2PDF) $< $@
%.pdf: %.tex
$(PDFLATEX) $<
%.html: %.dvi
@echo -n "Creating the html files..."
@if [ ! -d "$(HTMLDIR)" ]; then mkdir $(HTMLDIR); fi
@$(LATEX2HTML) -dir $(HTMLDIR) $* >& /dev/null;
@echo "done"
%: %.dvi
bdtl-1.0.1/doc/background/bibtex-cite-macros.bst 0000644 0000764 0000764 00000056103 12122405072 021317 0 ustar melamed melamed % BibTeX `acl' style file for BibTeX version 0.99c, LaTeX version 2.09
% This version was made by modifying `aaai-named' format based on the master
% file by Oren Patashnik (PATASHNIK@SCORE.STANFORD.EDU)
% Copyright (C) 1985, all rights reserved.
% Modifications Copyright 1988, Peter F. Patel-Schneider
% Further modifictions by Stuart Shieber, 1991, and Fernando Pereira, 1992.
% Copying of this file is authorized only if either
% (1) you make absolutely no changes to your copy, including name, or
% (2) if you do make changes, you name it something other than
% btxbst.doc, plain.bst, unsrt.bst, alpha.bst, and abbrv.bst.
% This restriction helps ensure that all standard styles are identical.
% There are undoubtably bugs in this style. If you make bug fixes,
% improvements, etc. please let me know. My e-mail address is:
% pfps@spar.slb.com
% Citation format: [author-last-name, year]
% [author-last-name and author-last-name, year]
% [author-last-name {\em et al.}, year]
%
% Reference list ordering: alphabetical by author or whatever passes
% for author in the absence of one.
%
% This BibTeX style has support for short (year only) citations. This
% is done by having the citations actually look like
% \citename{name-info, }year
% The LaTeX style has to have the following
% \let\@internalcite\cite
% \def\cite{\def\citename##1{##1}\@internalcite}
% \def\shortcite{\def\citename##1{}\@internalcite}
% \def\@biblabel#1{\def\citename##1{##1}[#1]\hfill}
% which makes \shortcite the macro for short citations.
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Changes made by SMS for thesis style
% no emphasis on "et al."
% "Ph.D." includes periods (not "PhD")
% moved year to immediately after author's name
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
ENTRY
{ address
author
booktitle
chapter
edition
editor
howpublished
institution
journal
key
month
note
number
organization
pages
publisher
school
series
title
type
volume
year
}
{}
{ label extra.label sort.label }
INTEGERS { output.state before.all mid.sentence after.sentence after.block }
FUNCTION {init.state.consts}
{ #0 'before.all :=
#1 'mid.sentence :=
#2 'after.sentence :=
#3 'after.block :=
}
STRINGS { s t }
FUNCTION {output.nonnull}
{ 's :=
output.state mid.sentence =
{ ", " * write$ }
{ output.state after.block =
{ add.period$ write$
newline$
"\newblock " write$
}
{ output.state before.all =
'write$
{ add.period$ " " * write$ }
if$
}
if$
mid.sentence 'output.state :=
}
if$
s
}
FUNCTION {output}
{ duplicate$ empty$
'pop$
'output.nonnull
if$
}
FUNCTION {output.check}
{ 't :=
duplicate$ empty$
{ pop$ "empty " t * " in " * cite$ * warning$ }
'output.nonnull
if$
}
FUNCTION {output.bibitem}
{ newline$
"\bibitem[" write$
label write$
"]{" write$
cite$ write$
"}" write$
newline$
""
before.all 'output.state :=
}
FUNCTION {fin.entry}
{ add.period$
write$
newline$
}
FUNCTION {new.block}
{ output.state before.all =
'skip$
{ after.block 'output.state := }
if$
}
FUNCTION {new.sentence}
{ output.state after.block =
'skip$
{ output.state before.all =
'skip$
{ after.sentence 'output.state := }
if$
}
if$
}
FUNCTION {not}
{ { #0 }
{ #1 }
if$
}
FUNCTION {and}
{ 'skip$
{ pop$ #0 }
if$
}
FUNCTION {or}
{ { pop$ #1 }
'skip$
if$
}
FUNCTION {new.block.checka}
{ empty$
'skip$
'new.block
if$
}
FUNCTION {new.block.checkb}
{ empty$
swap$ empty$
and
'skip$
'new.block
if$
}
FUNCTION {new.sentence.checka}
{ empty$
'skip$
'new.sentence
if$
}
FUNCTION {new.sentence.checkb}
{ empty$
swap$ empty$
and
'skip$
'new.sentence
if$
}
FUNCTION {field.or.null}
{ duplicate$ empty$
{ pop$ "" }
'skip$
if$
}
FUNCTION {emphasize}
{ duplicate$ empty$
{ pop$ "" }
{ "{\em " swap$ * "}" * }
if$
}
INTEGERS { nameptr namesleft numnames }
FUNCTION {format.names}
{ 's :=
#1 'nameptr :=
s num.names$ 'numnames :=
numnames 'namesleft :=
{ namesleft #0 > }
{ s nameptr "{ff~}{vv~}{ll}{, jj}" format.name$ 't :=
nameptr #1 >
{ namesleft #1 >
{ ", " * t * }
{ numnames #2 >
{ "," * }
'skip$
if$
t "others" =
{ " et~al." * }
{ " and " * t * }
if$
}
if$
}
't
if$
nameptr #1 + 'nameptr :=
namesleft #1 - 'namesleft :=
}
while$
}
FUNCTION {format.authors}
{ author empty$
{ "" }
{ author format.names }
if$
}
FUNCTION {format.editors}
{ editor empty$
{ "" }
{ editor format.names
editor num.names$ #1 >
{ ", editors" * }
{ ", editor" * }
if$
}
if$
}
FUNCTION {format.title}
{ title empty$
{ "" }
{ title "t" change.case$ }
if$
}
FUNCTION {n.dashify}
{ 't :=
""
{ t empty$ not }
{ t #1 #1 substring$ "-" =
{ t #1 #2 substring$ "--" = not
{ "--" *
t #2 global.max$ substring$ 't :=
}
{ { t #1 #1 substring$ "-" = }
{ "-" *
t #2 global.max$ substring$ 't :=
}
while$
}
if$
}
{ t #1 #1 substring$ *
t #2 global.max$ substring$ 't :=
}
if$
}
while$
}
FUNCTION {format.date}
{ year empty$
{ month empty$
{ "" }
{ "there's a month but no year in " cite$ * warning$
month
}
if$
}
{ month empty$
{ "" }
{ month }
if$
}
if$
}
FUNCTION {format.btitle}
{ title emphasize
}
FUNCTION {tie.or.space.connect}
{ duplicate$ text.length$ #3 <
{ "~" }
{ " " }
if$
swap$ * *
}
FUNCTION {either.or.check}
{ empty$
'pop$
{ "can't use both " swap$ * " fields in " * cite$ * warning$ }
if$
}
FUNCTION {format.bvolume}
{ volume empty$
{ "" }
{ "volume" volume tie.or.space.connect
series empty$
'skip$
{ " of " * series emphasize * }
if$
"volume and number" number either.or.check
}
if$
}
FUNCTION {format.number.series}
{ volume empty$
{ number empty$
{ series field.or.null }
{ output.state mid.sentence =
{ "number" }
{ "Number" }
if$
number tie.or.space.connect
series empty$
{ "there's a number but no series in " cite$ * warning$ }
{ " in " * series * }
if$
}
if$
}
{ "" }
if$
}
FUNCTION {format.edition}
{ edition empty$
{ "" }
{ output.state mid.sentence =
{ edition "l" change.case$ " edition" * }
{ edition "t" change.case$ " edition" * }
if$
}
if$
}
INTEGERS { multiresult }
FUNCTION {multi.page.check}
{ 't :=
#0 'multiresult :=
{ multiresult not
t empty$ not
and
}
{ t #1 #1 substring$
duplicate$ "-" =
swap$ duplicate$ "," =
swap$ "+" =
or or
{ #1 'multiresult := }
{ t #2 global.max$ substring$ 't := }
if$
}
while$
multiresult
}
FUNCTION {format.pages}
{ pages empty$
{ "" }
{ pages multi.page.check
{ "pages" pages n.dashify tie.or.space.connect }
{ "page" pages tie.or.space.connect }
if$
}
if$
}
FUNCTION {format.year.label}
{ year extra.label *
}
FUNCTION {format.vol.num.pages}
{ volume field.or.null
number empty$
'skip$
{ "(" number * ")" * *
volume empty$
{ "there's a number but no volume in " cite$ * warning$ }
'skip$
if$
}
if$
pages empty$
'skip$
{ duplicate$ empty$
{ pop$ format.pages }
{ ":" * pages n.dashify * }
if$
}
if$
}
FUNCTION {format.chapter.pages}
{ chapter empty$
'format.pages
{ type empty$
{ "chapter" }
{ type "l" change.case$ }
if$
chapter tie.or.space.connect
pages empty$
'skip$
{ ", " * format.pages * }
if$
}
if$
}
FUNCTION {format.in.ed.booktitle}
{ booktitle empty$
{ "" }
{ editor empty$
{ "In " booktitle emphasize * }
{ "In " format.editors * ", " * booktitle emphasize * }
if$
}
if$
}
FUNCTION {empty.misc.check}
{ author empty$ title empty$ howpublished empty$
month empty$ year empty$ note empty$
and and and and and
key empty$ not and
{ "all relevant fields are empty in " cite$ * warning$ }
'skip$
if$
}
FUNCTION {format.thesis.type}
{ type empty$
'skip$
{ pop$
type "t" change.case$
}
if$
}
FUNCTION {format.tr.number}
{ type empty$
{ "Technical Report" }
'type
if$
number empty$
{ "t" change.case$ }
{ number tie.or.space.connect }
if$
}
FUNCTION {format.article.crossref}
{ key empty$
{ journal empty$
{ "need key or journal for " cite$ * " to crossref " * crossref *
warning$
""
}
{ "In {\em " journal * "\/}" * }
if$
}
{ "In " key * }
if$
" \cite{" * crossref * "}" *
}
FUNCTION {format.crossref.editor}
{ editor #1 "{vv~}{ll}" format.name$
editor num.names$ duplicate$
#2 >
{ pop$ " et~al." * }
{ #2 <
'skip$
{ editor #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
{ " et~al." * }
{ " and " * editor #2 "{vv~}{ll}" format.name$ * }
if$
}
if$
}
if$
}
FUNCTION {format.book.crossref}
{ volume empty$
{ "empty volume in " cite$ * "'s crossref of " * crossref * warning$
"In "
}
{ "Volume" volume tie.or.space.connect
" of " *
}
if$
editor empty$
editor field.or.null author field.or.null =
or
{ key empty$
{ series empty$
{ "need editor, key, or series for " cite$ * " to crossref " *
crossref * warning$
"" *
}
{ "{\em " * series * "\/}" * }
if$
}
{ key * }
if$
}
{ format.crossref.editor * }
if$
" \cite{" * crossref * "}" *
}
FUNCTION {format.incoll.inproc.crossref}
{ editor empty$
editor field.or.null author field.or.null =
or
{ key empty$
{ booktitle empty$
{ "need editor, key, or booktitle for " cite$ * " to crossref " *
crossref * warning$
""
}
{ "In {\em " booktitle * "\/}" * }
if$
}
{ "In " key * }
if$
}
{ "In " format.crossref.editor * }
if$
" \cite{" * crossref * "}" *
}
FUNCTION {article}
{ output.bibitem
format.authors "author" output.check
new.block
format.year.label "year" output.check
new.block
format.title "title" output.check
new.block
crossref missing$
{ journal emphasize "journal" output.check
format.vol.num.pages output
format.date output
}
{ format.article.crossref output.nonnull
format.pages output
}
if$
new.block
note output
fin.entry
}
FUNCTION {book}
{ output.bibitem
author empty$
{ format.editors "author and editor" output.check }
{ format.authors output.nonnull
crossref missing$
{ "author and editor" editor either.or.check }
'skip$
if$
}
if$
new.block
format.year.label "year" output.check
new.block
format.btitle "title" output.check
crossref missing$
{ format.bvolume output
new.block
format.number.series output
new.sentence
publisher "publisher" output.check
address output
}
{ new.block
format.book.crossref output.nonnull
}
if$
format.edition output
format.date output
new.block
note output
fin.entry
}
FUNCTION {booklet}
{ output.bibitem
format.authors output
new.block
format.year.label "year" output.check
new.block
format.title "title" output.check
howpublished address new.block.checkb
howpublished output
address output
format.date output
new.block
note output
fin.entry
}
FUNCTION {inbook}
{ output.bibitem
author empty$
{ format.editors "author and editor" output.check }
{ format.authors output.nonnull
crossref missing$
{ "author and editor" editor either.or.check }
'skip$
if$
}
if$
format.year.label "year" output.check
new.block
new.block
format.btitle "title" output.check
crossref missing$
{ format.bvolume output
format.chapter.pages "chapter and pages" output.check
new.block
format.number.series output
new.sentence
publisher "publisher" output.check
address output
}
{ format.chapter.pages "chapter and pages" output.check
new.block
format.book.crossref output.nonnull
}
if$
format.edition output
format.date output
new.block
note output
fin.entry
}
FUNCTION {incollection}
{ output.bibitem
format.authors "author" output.check
new.block
format.year.label "year" output.check
new.block
format.title "title" output.check
new.block
crossref missing$
{ format.in.ed.booktitle "booktitle" output.check
format.bvolume output
format.number.series output
format.chapter.pages output
new.sentence
publisher "publisher" output.check
address output
format.edition output
format.date output
}
{ format.incoll.inproc.crossref output.nonnull
format.chapter.pages output
}
if$
new.block
note output
fin.entry
}
FUNCTION {inproceedings}
{ output.bibitem
format.authors "author" output.check
new.block
format.year.label "year" output.check
new.block
format.title "title" output.check
new.block
crossref missing$
{ format.in.ed.booktitle "booktitle" output.check
format.bvolume output
format.number.series output
format.pages output
address empty$
{ organization publisher new.sentence.checkb
organization output
publisher output
format.date output
}
{ address output.nonnull
format.date output
new.sentence
organization output
publisher output
}
if$
}
{ format.incoll.inproc.crossref output.nonnull
format.pages output
}
if$
new.block
note output
fin.entry
}
FUNCTION {conference} { inproceedings }
FUNCTION {manual}
{ output.bibitem
author empty$
{ organization empty$
'skip$
{ organization output.nonnull
address output
}
if$
}
{ format.authors output.nonnull }
if$
format.year.label "year" output.check
new.block
new.block
format.btitle "title" output.check
author empty$
{ organization empty$
{ address new.block.checka
address output
}
'skip$
if$
}
{ organization address new.block.checkb
organization output
address output
}
if$
format.edition output
format.date output
new.block
note output
fin.entry
}
FUNCTION {mastersthesis}
{ output.bibitem
format.authors "author" output.check
new.block
format.year.label "year" output.check
new.block
format.title "title" output.check
new.block
"Master's thesis" format.thesis.type output.nonnull
school "school" output.check
address output
format.date output
new.block
note output
fin.entry
}
FUNCTION {misc}
{ output.bibitem
format.authors output
new.block
format.year.label output
new.block
title howpublished new.block.checkb
format.title output
howpublished new.block.checka
howpublished output
format.date output
new.block
note output
fin.entry
empty.misc.check
}
FUNCTION {phdthesis}
{ output.bibitem
format.authors "author" output.check
new.block
format.year.label "year" output.check
new.block
format.btitle "title" output.check
new.block
"{Ph.D.} thesis" format.thesis.type output.nonnull
school "school" output.check
address output
format.date output
new.block
note output
fin.entry
}
FUNCTION {proceedings}
{ output.bibitem
editor empty$
{ organization output }
{ format.editors output.nonnull }
if$
new.block
format.year.label "year" output.check
new.block
format.btitle "title" output.check
format.bvolume output
format.number.series output
address empty$
{ editor empty$
{ publisher new.sentence.checka }
{ organization publisher new.sentence.checkb
organization output
}
if$
publisher output
format.date output
}
{ address output.nonnull
format.date output
new.sentence
editor empty$
'skip$
{ organization output }
if$
publisher output
}
if$
new.block
note output
fin.entry
}
FUNCTION {techreport}
{ output.bibitem
format.authors "author" output.check
new.block
format.year.label "year" output.check
new.block
format.title "title" output.check
new.block
format.tr.number output.nonnull
institution "institution" output.check
address output
format.date output
new.block
note output
fin.entry
}
FUNCTION {unpublished}
{ output.bibitem
format.authors "author" output.check
new.block
format.year.label "year" output.check
new.block
format.title "title" output.check
new.block
note "note" output.check
format.date output
fin.entry
}
FUNCTION {default.type} { misc }
MACRO {jan} {"January"}
MACRO {feb} {"February"}
MACRO {mar} {"March"}
MACRO {apr} {"April"}
MACRO {may} {"May"}
MACRO {jun} {"June"}
MACRO {jul} {"July"}
MACRO {aug} {"August"}
MACRO {sep} {"September"}
MACRO {oct} {"October"}
MACRO {nov} {"November"}
MACRO {dec} {"December"}
MACRO {acmcs} {"ACM Computing Surveys"}
MACRO {acta} {"Acta Informatica"}
MACRO {cacm} {"Communications of the ACM"}
MACRO {ibmjrd} {"IBM Journal of Research and Development"}
MACRO {ibmsj} {"IBM Systems Journal"}
MACRO {ieeese} {"IEEE Transactions on Software Engineering"}
MACRO {ieeetc} {"IEEE Transactions on Computers"}
MACRO {ieeetcad}
{"IEEE Transactions on Computer-Aided Design of Integrated Circuits"}
MACRO {ipl} {"Information Processing Letters"}
MACRO {jacm} {"Journal of the ACM"}
MACRO {jcss} {"Journal of Computer and System Sciences"}
MACRO {scp} {"Science of Computer Programming"}
MACRO {sicomp} {"SIAM Journal on Computing"}
MACRO {tocs} {"ACM Transactions on Computer Systems"}
MACRO {tods} {"ACM Transactions on Database Systems"}
MACRO {tog} {"ACM Transactions on Graphics"}
MACRO {toms} {"ACM Transactions on Mathematical Software"}
MACRO {toois} {"ACM Transactions on Office Information Systems"}
MACRO {toplas} {"ACM Transactions on Programming Languages and Systems"}
MACRO {tcs} {"Theoretical Computer Science"}
READ
FUNCTION {sortify}
{ purify$
"l" change.case$
}
INTEGERS { len }
FUNCTION {chop.word}
{ 's :=
'len :=
s #1 len substring$ =
{ s len #1 + global.max$ substring$ }
's
if$
}
INTEGERS { et.al.char.used }
FUNCTION {initialize.et.al.char.used}
{ #0 'et.al.char.used :=
}
EXECUTE {initialize.et.al.char.used}
FUNCTION {format.lab.names}
{ 's :=
s num.names$ 'numnames :=
numnames #1 =
{ s #1 "{vv }{ll}" format.name$ }
{ numnames #2 =
{ s #1 "{vv }{ll }and " format.name$ s #2 "{vv }{ll}" format.name$ *
}
{ s #1 "{vv }{ll }\bgroup et al.\egroup " format.name$ }
if$
}
if$
}
FUNCTION {author.key.label}
{ author empty$
{ key empty$
{ cite$ #1 #3 substring$ }
{ key #3 text.prefix$ }
if$
}
{ author format.lab.names }
if$
}
FUNCTION {author.editor.key.label}
{ author empty$
{ editor empty$
{ key empty$
{ cite$ #1 #3 substring$ }
{ key #3 text.prefix$ }
if$
}
{ editor format.lab.names }
if$
}
{ author format.lab.names }
if$
}
FUNCTION {author.key.organization.label}
{ author empty$
{ key empty$
{ organization empty$
{ cite$ #1 #3 substring$ }
{ "The " #4 organization chop.word #3 text.prefix$ }
if$
}
{ key #3 text.prefix$ }
if$
}
{ author format.lab.names }
if$
}
FUNCTION {editor.key.organization.label}
{ editor empty$
{ key empty$
{ organization empty$
{ cite$ #1 #3 substring$ }
{ "The " #4 organization chop.word #3 text.prefix$ }
if$
}
{ key #3 text.prefix$ }
if$
}
{ editor format.lab.names }
if$
}
FUNCTION {calc.label}
{ type$ "book" =
type$ "inbook" =
or
'author.editor.key.label
{ type$ "proceedings" =
'editor.key.organization.label
{ type$ "manual" =
'author.key.organization.label
'author.key.label
if$
}
if$
}
if$
duplicate$
"\protect\citename{" swap$ * "}" *
year field.or.null purify$ *
'label :=
year field.or.null purify$ *
sortify 'sort.label :=
}
FUNCTION {sort.format.names}
{ 's :=
#1 'nameptr :=
""
s num.names$ 'numnames :=
numnames 'namesleft :=
{ namesleft #0 > }
{ nameptr #1 >
{ " " * }
'skip$
if$
s nameptr "{vv{ } }{ll{ }}{ ff{ }}{ jj{ }}" format.name$ 't :=
nameptr numnames = t "others" = and
{ "et al" * }
{ t sortify * }
if$
nameptr #1 + 'nameptr :=
namesleft #1 - 'namesleft :=
}
while$
}
FUNCTION {sort.format.title}
{ 't :=
"A " #2
"An " #3
"The " #4 t chop.word
chop.word
chop.word
sortify
#1 global.max$ substring$
}
FUNCTION {author.sort}
{ author empty$
{ key empty$
{ "to sort, need author or key in " cite$ * warning$
""
}
{ key sortify }
if$
}
{ author sort.format.names }
if$
}
FUNCTION {author.editor.sort}
{ author empty$
{ editor empty$
{ key empty$
{ "to sort, need author, editor, or key in " cite$ * warning$
""
}
{ key sortify }
if$
}
{ editor sort.format.names }
if$
}
{ author sort.format.names }
if$
}
FUNCTION {author.organization.sort}
{ author empty$
{ organization empty$
{ key empty$
{ "to sort, need author, organization, or key in " cite$ * warning$
""
}
{ key sortify }
if$
}
{ "The " #4 organization chop.word sortify }
if$
}
{ author sort.format.names }
if$
}
FUNCTION {editor.organization.sort}
{ editor empty$
{ organization empty$
{ key empty$
{ "to sort, need editor, organization, or key in " cite$ * warning$
""
}
{ key sortify }
if$
}
{ "The " #4 organization chop.word sortify }
if$
}
{ editor sort.format.names }
if$
}
FUNCTION {presort}
{ calc.label
sort.label
" "
*
type$ "book" =
type$ "inbook" =
or
'author.editor.sort
{ type$ "proceedings" =
'editor.organization.sort
{ type$ "manual" =
'author.organization.sort
'author.sort
if$
}
if$
}
if$
*
" "
*
year field.or.null sortify
*
" "
*
title field.or.null
sort.format.title
*
#1 entry.max$ substring$
'sort.key$ :=
}
ITERATE {presort}
SORT
STRINGS { longest.label last.sort.label next.extra }
INTEGERS { longest.label.width last.extra.num }
FUNCTION {initialize.longest.label}
{ "" 'longest.label :=
#0 int.to.chr$ 'last.sort.label :=
"" 'next.extra :=
#0 'longest.label.width :=
#0 'last.extra.num :=
}
FUNCTION {forward.pass}
{ last.sort.label sort.label =
{ last.extra.num #1 + 'last.extra.num :=
last.extra.num int.to.chr$ 'extra.label :=
}
{ "a" chr.to.int$ 'last.extra.num :=
"" 'extra.label :=
sort.label 'last.sort.label :=
}
if$
}
FUNCTION {reverse.pass}
{ next.extra "b" =
{ "a" 'extra.label := }
'skip$
if$
label extra.label * 'label :=
label width$ longest.label.width >
{ label 'longest.label :=
label width$ 'longest.label.width :=
}
'skip$
if$
extra.label 'next.extra :=
}
EXECUTE {initialize.longest.label}
ITERATE {forward.pass}
REVERSE {reverse.pass}
FUNCTION {begin.bib}
{ et.al.char.used
{ "\newcommand{\etalchar}[1]{$^{#1}$}" write$ newline$ }
'skip$
if$
preamble$ empty$
'skip$
{ preamble$ write$ newline$ }
if$
"\begin{thebibliography}{" "}" * write$ newline$
}
EXECUTE {begin.bib}
EXECUTE {init.state.consts}
ITERATE {call.type$}
FUNCTION {end.bib}
{ newline$
"\end{thebibliography}" write$ newline$
}
EXECUTE {end.bib}
bdtl-1.0.1/doc/background/algorithmicx.sty 0000644 0000764 0000764 00000064176 12122405072 020370 0 ustar melamed melamed % ALGORITHMIC STYLE -- Released 27 APR 2005
% for LaTeX version 2e
%
% Copyright Szasz Janos
% E-mail szaszjanos@users.sourceforge.net
%
%
% *** INITIALISING ***
%
%
\NeedsTeXFormat{LaTeX2e}
\ProvidesPackage{algorithmicx}[2005/04/27 v1.2 Algorithmicx]
\RequirePackage{ifthen}
\typeout{Document Style algorithmicx 1.2 - a greatly improved `algorithmic' style}
%
\newcounter{ALG@line}
\newcounter{ALG@rem}
\newcounter{ALG@nested}
\newlength{\ALG@tlm}
\newlength{\ALG@thistlm}
\newcounter{ALG@Lnr}% the number of defined languages
\setcounter{ALG@Lnr}{0}
\newcounter{ALG@blocknr}% the number of defined blocks
\setcounter{ALG@blocknr}{0}
\newcounter{ALG@storecount}% number of stored but not restored algorithmic environments
\setcounter{ALG@storecount}{0}
\newcounter{ALG@tmpcounter}% only to decrement things
\newlength\ALG@tmplength%
%\def\algorithmicnoindent{-\ALG@tlm}
% \def\algbackskipbegin{\hskip\ALG@ctlm}
%\def\algbackskip{\hskip-\ALG@thistlm}
%\def\algbackskipend{\hskip-\ALG@tlm}
\def\ALG@defaultindent{\algorithmicindent}
%
% conditional states
%
\def\ALG@newcondstate#1%
{%
\expandafter\edef\csname ALG@x@#1\endcsname%
{\expandafter\noexpand\csname @@ALG@x@#1\endcsname}%
}%
\ALG@newcondstate{notext}%
\ALG@newcondstate{default}%
%
%
% *** ALGORITHMIC ***
%
%
\newcommand\ALG@beginblock[1]% #1 - indentation
{%
\ALG@thistlm\ALG@tlm%
\addtolength\ALG@tlm{#1}%
\addtocounter{ALG@nested}{1}%
\setlength\ALG@tmplength{#1}%
\expandafter\edef\csname ALG@ind@\theALG@nested\endcsname{\the\ALG@tmplength}%
}%
\newcommand\ALG@endblock%
{%
\addtolength\ALG@tlm{-\csname ALG@ind@\theALG@nested\endcsname}%
\addtocounter{ALG@nested}{-1}%
\ALG@thistlm\ALG@tlm%
}%
%
% algorithmic environment
%
\def\ALG@step%
{%
\addtocounter{ALG@line}{1}%
\addtocounter{ALG@rem}{1}%
\ifthenelse{\equal{\arabic{ALG@rem}}{\ALG@numberfreq}}%
{\setcounter{ALG@rem}{0}\alglinenumber{\arabic{ALG@line}}}%
{}%
}%
\newenvironment{algorithmic}[1][0]%
{%
\edef\ALG@numberfreq{#1}%
\def\@currentlabel{\theALG@line}%
%
\setcounter{ALG@line}{0}%
\setcounter{ALG@rem}{0}%
%
\let\\\algbreak%
%
\expandafter\edef\csname ALG@currentblock@\theALG@nested\endcsname{0}%
\expandafter\let\csname ALG@currentlifetime@\theALG@nested\endcsname\relax%
%
\begin{list}%
{\ALG@step}%
{%
\rightmargin\z@%
\itemsep\z@ \itemindent\z@ \listparindent2em%
\partopsep\z@ \parskip\z@ \parsep\z@%
\labelsep 0.5em \topsep 0.2em%\skip 1.2em
\ifthenelse{\equal{#1}{0}}%
{\labelwidth 0.5em}%
{\labelwidth 1.2em}%
\leftmargin\labelwidth \addtolength{\leftmargin}{\labelsep}% Ok. the perfect leftmargin :-))
\ALG@tlm\z@%
}%
\setcounter{ALG@nested}{0}%
\ALG@beginalgorithmic%
}%
{% end{algorithmic}
% check if all blocks are closed
\ALG@closeloops%
\expandafter\ifnum\csname ALG@currentblock@\theALG@nested\endcsname=0\relax%
\else%
\PackageError{algorithmicx}{Some blocks are not closed!!!}{}%
\fi%
\ALG@endalgorithmic%
\end{list}%
}%
%
%
% *** Functional core ***
%
%
\def\ALG@makeentity#1% execute the entity (#1)
{%
\def\ALG@thisentity{#1}%
\expandafter\ifx\csname ALG@b@\ALG@L @#1@0\endcsname\relax%
\let\ALG@makenobeginrepeat\ALG@makenobegin\ALG@makenobeginrepeat% this entitie ends or continues blocks
\else%
\let\ALG@makebeginrepeat\ALG@makebegin\ALG@makebeginrepeat% this entitie can open blocks
\fi%
\ALG@entitiecommand%
}%
%
\def\ALG@makebegin% executes an entitie that can open blocks
{%
\expandafter\let\expandafter\ALG@thislifetime\csname ALG@currentlifetime@\theALG@nested\endcsname%
\ifx\ALG@thislifetime\relax%
\let\ALG@makebeginrepeat\ALG@doentity% in infinite block I can open my block
\else%
\ifnum\ALG@thislifetime>0\relax%
\ifnum\ALG@thislifetime>65534\else%
\setcounter{ALG@tmpcounter}{\ALG@thislifetime}% the block has 'space' for another included block
\addtocounter{ALG@tmpcounter}{-1}%
\expandafter\edef\csname ALG@currentlifetime@\theALG@nested\endcsname{\arabic{ALG@tmpcounter}}%
\fi%
\let\ALG@makebeginrepeat\ALG@doentity%
\else% the block needs to be closed
\expandafter\ifx\csname ALG@b@\ALG@L @\ALG@thisentity @\csname ALG@currentblock@\theALG@nested\endcsname\endcsname\relax%
\ALG@closebyforce% I can not close this block, continue after it is closed by force
% \ALG@makebegin%
\else%
% the block would be closed automatically, but this entitie can close it, so let's do it with the entity
\let\ALG@makebeginrepeat\ALG@doentity%
\fi%
\fi%
\fi%
\ALG@makebeginrepeat%
}%
%
\def\ALG@makenobegin% executes an entitie that can not open blocks
{%
\expandafter\ifx\csname ALG@currentlifetime@\theALG@nested\endcsname\relax%
\let\ALG@makenobeginrepeat\ALG@doentity% an infinite block must be broken
\else%
\expandafter\ifx\csname ALG@b@\ALG@L @\ALG@thisentity @\csname ALG@currentblock@\theALG@nested\endcsname\endcsname\relax%
\ALG@closebyforce% the block must be ended by force,
\else%
\let\ALG@makenobeginrepeat\ALG@doentity% I can continue / end this block, let's do it
\fi%
\fi%
\ALG@makenobeginrepeat%
}%
%
\def\ALG@dobegin%
{%
\ALG@beginblock{\csname ALG@i@\ALG@L @\ALG@thisentity @\ALG@thisblock\endcsname}%
\expandafter\edef\csname ALG@currentblock@\theALG@nested\endcsname{\csname ALG@b@\ALG@L @\ALG@thisentity @\ALG@thisblock\endcsname}%
\expandafter\ifx\csname ALG@c@\ALG@L @\ALG@thisentity @\ALG@thisblock\endcsname\relax%
\expandafter\let\csname ALG@currentlifetime@\theALG@nested\endcsname\relax%
\else%
\expandafter\edef\csname ALG@currentlifetime@\theALG@nested\endcsname{\csname ALG@c@\ALG@L @\ALG@thisentity @\ALG@thisblock\endcsname}%
\fi%
}%
%
\def\ALG@doend%
{%
\ALG@endblock%
}%
%
\def\ALG@doentity% the number of the closed block, the entitie
{%
\edef\ALG@thisblock{\csname ALG@currentblock@\theALG@nested\endcsname}%
\expandafter\ifx\csname ALG@b@\ALG@L @\ALG@thisentity @\ALG@thisblock\endcsname\relax%
\def\ALG@thisblock{0}%
\fi%
\ALG@getentitytext%
\ifnum\ALG@thisblock=0\else\ALG@doend\fi%
\ifx\ALG@text\ALG@x@notext%
\item[]\nointerlineskip%\vskip-\prevdepth\nointerlineskip% bug: if there are no text and no lines, then this is wrong
\else%
\item%
\fi%
\noindent\hskip\ALG@tlm%
\expandafter\ifnum0=\csname ALG@b@\ALG@L @\ALG@thisentity @\ALG@thisblock\endcsname\else%
\ALG@dobegin%
\fi%
\def\ALG@entitiecommand{\ALG@displayentity}%
}%
%
\def\ALG@getentitytext%
{%
\expandafter\let\expandafter\ALG@text\csname ALG@t@\ALG@L @\ALG@thisentity @\ALG@thisblock\endcsname%
\ifx\ALG@text\ALG@x@default%
% block specific - default
\expandafter\let\expandafter\ALG@text\csname ALG@t@\ALG@L @\ALG@thisentity\endcsname%
\ifx\ALG@text\ALG@x@default%
% block specific - default, language specific - default
\def\ALG@text{\ALG@deftext{\ALG@thisentity}}%
\fi%
\fi%
}%
%
\def\ALG@deftext{\csname ALG@deftext@\ALG@L\endcsname}%
%
\def\ALG@displayentity%
{%
\ifx\ALG@text\ALG@x@notext%
\let\ALG@text\relax%
\fi
\ALG@text%
}%
%
\def\ALG@closebyforce%
{%
\ALG@endblock%
}%
%
\def\ALG@closeloops% closes all finite blocks
{%
\expandafter\ifx\csname ALG@currentlifetime@\theALG@nested\endcsname\relax%
\else% only if it is finite
\ALG@closebyforce% the block must be ended by force,
\ALG@closeloops% the command still runs
\fi%
}%
%
%
% *** Low level block/entitie defining commands ***
%
%
\def\ALG@bl@{0}% the BIG block
\let\ALG@bl@@\ALG@bl@% the BIG block
%
% Create a block
%
\def\ALG@createblock#1% create the block #1, if it does not exists
{%
\@ifundefined{ALG@bl@\ALG@Ld @#1}% needs to be created?
{%
\addtocounter{ALG@blocknr}{1}% increment the block counter
\expandafter\edef\csname ALG@bl@\ALG@Ld @#1\endcsname{\arabic{ALG@blocknr}}% set the block number
}%
{}%
}%
%
% Get the block number
%
\def\ALG@getblocknumber#1{\csname ALG@bl@\ALG@Ld @#1\endcsname}%
%
% Create an entitie
%
\def\ALG@createentitie#1% create the entitie #1, if it does not exists
{%
\expandafter\ALG@edefcmd\csname #1\endcsname{\noexpand\ALG@makeentity{#1}}%
\@ifundefined{ALG@t@\ALG@Ld @#1}% the entity text is defined in this language?
{%
\expandafter\let\csname ALG@t@\ALG@Ld @#1\endcsname\ALG@x@default%
}%
{}%
}%
%
\def\ALG@createtext#1#2% #1 = closed block; #2 = entitie; creates \ALG@t@#2@#1
{%
\expandafter\let\csname ALG@t@\ALG@Ld @#2@#1\endcsname\ALG@x@default%
}%
%
% End and Continue block
%
\def\ALG@endandcontinueblock#1#2#3#4#5% #1 = new block; #2 = old block; #3 = entitie; #4 = credits; #5 = indent
{%
\ifthenelse{\equal{#3}{}}{}% execute only if the entity is not empty
{%
\ALG@createentitie{#3}% create the entitie
\ALG@createblock{#2}% create the old block, if needed
\ifthenelse{\equal{#1}{}}% whe need to open a new block?
{\expandafter\edef\csname ALG@b@\ALG@Ld @#3@\ALG@getblocknumber{#2}\endcsname{0}}% no, just close the old one
{% yes,
\ALG@createblock{#1}% create the block
\expandafter\edef\csname ALG@b@\ALG@Ld @#3@\ALG@getblocknumber{#2}\endcsname{\ALG@getblocknumber{#1}}% ending the old block opens a new one
\ifthenelse{\equal{#4}{}}% infinite or finite credits?
{\expandafter\let\csname ALG@c@\ALG@Ld @#3@\ALG@getblocknumber{#2}\endcsname\relax}% infinite credits
{\expandafter\edef\csname ALG@c@\ALG@Ld @#3@\ALG@getblocknumber{#2}\endcsname{#4}}% finite credits
\ifthenelse{\equal{#5}{}}% default or specified indentation
{\expandafter\let\csname ALG@i@\ALG@Ld @#3@\ALG@getblocknumber{#2}\endcsname\ALG@defaultindent}% default indentation
{\expandafter\edef\csname ALG@i@\ALG@Ld @#3@\ALG@getblocknumber{#2}\endcsname{#5}}% indentation is specified
}%
\ALG@createtext{\ALG@getblocknumber{#2}}{#3}%
}%
}%
%
% macros used in declarations
%
\def\ALG@p@endtext@E{\algrenewtext{\ALG@v@end}}%
\def\ALG@p@endtext@xE{\algrenewtext[\ALG@v@newblock]{\ALG@v@end}}%
\def\ALG@p@endtext@nE{\algnotext{\ALG@v@end}}%
\def\ALG@p@endtext@xnE{\algnotext[\ALG@v@newblock]{\ALG@v@end}}%
\def\ALG@p@endtext@{}%
% starttext defines are more compex -- care must be taken for the optional parameters
\def\ALG@p@starttext@S{\ALG@p@s@process{\algrenewtext}}%
\def\ALG@p@starttext@C{\ALG@p@s@process{\algrenewtext}}%
\def\ALG@p@starttext@xC{\ALG@p@s@process{\algrenewtext[\ALG@v@oldblock]}}%
\def\ALG@p@s@process#1%
{%
\ifthenelse{\equal{\ALG@v@start}{}}%
{\ALG@p@endtext}%
{\@ifnextchar{[}{\ALG@p@s@getparamcount{#1}}{\ALG@p@s@simple{#1}}}%
}%
\def\ALG@p@s@getparamcount#1[#2]%
{%
\@ifnextchar{[}{\ALG@p@s@getdefparam{#1}{#2}}{\ALG@p@s@param{#1}{#2}}%
}%
\def\ALG@p@s@getdefparam#1#2[#3]%
{%
\ALG@p@s@defparam{#1}{#2}{#3}%
}%
\def\ALG@p@s@simple#1#2{#1{\ALG@v@start}{#2}\ALG@p@endtext}%
\def\ALG@p@s@param#1#2#3{#1{\ALG@v@start}[#2]{#3}\ALG@p@endtext}%
\def\ALG@p@s@defparam#1#2#3#4{#1{\ALG@v@start}[#2][#3]{#4}\ALG@p@endtext}%
% the rest of the crew
\def\ALG@p@starttext@nS{\algnotext{\ALG@v@start}\ALG@p@endtext}%
\def\ALG@p@starttext@nC{\algnotext{\ALG@v@start}\ALG@p@endtext}%
\def\ALG@p@starttext@xnC{\algnotext[\ALG@v@oldblock]{\ALG@v@start}\ALG@p@endtext}%
\def\ALG@p@starttext@{\ALG@p@endtext}%
\def\ALG@p@indent@def#1{\def\ALG@v@indent{#1}\ALG@p@setup}%
\def\ALG@p@indent@{\def\ALG@v@indent{}\ALG@p@setup}%
\def\ALG@p@credits@def#1{\def\ALG@v@credits{#1}\ALG@p@indent}%
\def\ALG@p@credits@{\ALG@p@indent}%
\def\ALG@p@end@def#1{\def\ALG@v@end{#1}\ALG@p@credits}%
\def\ALG@p@end@{\def\ALG@v@end{}\ALG@p@credits}%
\def\ALG@p@start@def#1{\def\ALG@v@start{#1}\ALG@p@end}%
\def\ALG@p@start@{\def\ALG@v@start{}\ALG@p@end}%
\def\ALG@p@oldblock@def#1{\def\ALG@v@oldblock{#1}\ALG@p@start}%
\def\ALG@p@oldblock@{\def\ALG@v@oldblock{}\ALG@p@start}%
\newcommand\ALG@p@newblock[1][]{\def\ALG@v@newblock{#1}\ALG@p@oldblock}%
\def\ALG@p@setup%
{%
\ifthenelse{\equal{\ALG@v@newblock}{}}%
{%
\ifthenelse{\equal{\ALG@v@start}{}}%
{%
\PackageError{algorithmicx}{Block or starting entitie must be specified!!!}{}%
}%
{%
\let\ALG@v@newblock\ALG@v@start%
}%
}%
{%
}%
\ALG@endandcontinueblock%
{\ALG@v@newblock}{\ALG@v@oldblock}{\ALG@v@start}%
{\ALG@v@credits}{\ALG@v@indent}%
\ALG@endandcontinueblock%
{}{\ALG@v@newblock}{\ALG@v@end}%
{}{}%
\ALG@p@starttext%
}%
%
% param handling
%
\newcommand\ALG@p@def[2][def]%
{%
\expandafter\let\csname ALG@p@#2\expandafter\endcsname\csname ALG@p@#2@#1\endcsname%
}%
\def\ALG@p@undef{\ALG@p@def[]}%
%
\def\ALG@p@ons{\ALG@p@def{start}}%
\def\ALG@p@onS{\ALG@p@def{start}\ALG@p@def[S]{starttext}}%
\def\ALG@p@onc{\ALG@p@def{oldblock}\ALG@p@def{start}}%
\def\ALG@p@onC{\ALG@p@def{oldblock}\ALG@p@def{start}\ALG@p@def[C]{starttext}}%
\def\ALG@p@one{\ALG@p@def{end}}%
\def\ALG@p@onE{\ALG@p@def{end}\ALG@p@def[E]{endtext}}%
\def\ALG@p@onxC{\ALG@p@def{oldblock}\ALG@p@def{start}\ALG@p@def[xC]{starttext}}%
\def\ALG@p@onxE{\ALG@p@def{end}\ALG@p@def[xE]{endtext}}%
\def\ALG@p@onnS{\ALG@p@def{start}\ALG@p@def[nS]{starttext}}%
\def\ALG@p@onnC{\ALG@p@def{oldblock}\ALG@p@def{start}\ALG@p@def[nC]{starttext}}%
\def\ALG@p@onnE{\ALG@p@def{end}\ALG@p@def[nE]{endtext}}%
\def\ALG@p@onxnC{\ALG@p@def{oldblock}\ALG@p@def{start}\ALG@p@def[xnC]{starttext}}%
\def\ALG@p@onxnE{\ALG@p@def{end}\ALG@p@def[xnE]{endtext}}%
\def\ALG@p@onb{\def\ALG@v@credits{}}%
\def\ALG@p@onl{\def\ALG@v@credits{1}}%
\def\ALG@p@onL{\ALG@p@def{credits}}%
\def\ALG@p@oni{\ALG@p@def{indent}}%
%
\def\ALG@p@main#1%
{%
\@ifundefined{ALG@ps@\ALG@p@state @#1}%
{%
\csname ALG@ps@\ALG@p@state @other\endcsname{#1}%
}%
{%
\csname ALG@ps@\ALG@p@state @#1\endcsname%
}%
\ALG@p@rec%
}%
% STATE : <>
\expandafter\def\csname ALG@ps@@]\endcsname{\let\ALG@p@rec\relax}%
\def\ALG@ps@@s{\ALG@p@ons}%
\def\ALG@ps@@S{\ALG@p@onS}%
\def\ALG@ps@@c{\ALG@p@onc}%
\def\ALG@ps@@C{\ALG@p@onC}%
\def\ALG@ps@@e{\ALG@p@one}%
\def\ALG@ps@@E{\ALG@p@onE}%
\def\ALG@ps@@N{\typeout{algdef: 'N' obsoloted, use 'nE'.}\ALG@p@onnE}%
\def\ALG@ps@@b{\ALG@p@onb}%
\def\ALG@ps@@l{\ALG@p@onl}%
\def\ALG@ps@@L{\ALG@p@onL}%
\def\ALG@ps@@i{\ALG@p@oni}%
\def\ALG@ps@@x{\def\ALG@p@state{x}}%
\def\ALG@ps@@n{\def\ALG@p@state{n}}%
\def\ALG@ps@@other#1{\typeout{algdef: Ignoring unknown token #1}}%
% STATE : x
\def\ALG@ps@x@C{\def\ALG@p@state{}\ALG@p@onxC}%
\def\ALG@ps@x@E{\def\ALG@p@state{}\ALG@p@onxE}%
\def\ALG@ps@x@N{\def\ALG@p@state{}\typeout{algdef: 'xN' obsoloted, use 'xnE'.}\ALG@p@onxnE}%
\def\ALG@ps@x@n{\def\ALG@p@state{xn}}%
\def\ALG@ps@x@other#1%
{%
\typeout{algdef: Ignoring 'x' before '#1'.}%
\def\ALG@p@state{}%
\def\ALG@p@rec{\let\ALG@p@rec\ALG@p@main\ALG@p@rec#1}%
}%
% STATE : n
\def\ALG@ps@n@S{\def\ALG@p@state{}\ALG@p@onnS}%
\def\ALG@ps@n@C{\def\ALG@p@state{}\ALG@p@onnC}%
\def\ALG@ps@n@E{\def\ALG@p@state{}\ALG@p@onnE}%
\def\ALG@ps@n@x{\def\ALG@p@state{nx}}%
\def\ALG@ps@n@other#1%
{%
\typeout{algdef: Ignoring 'n' before '#1'.}%
\def\ALG@p@state{}%
\def\ALG@p@rec{\let\ALG@p@rec\ALG@p@main\ALG@p@rec#1}%
}%
% STATE : xn
\def\ALG@ps@xn@C{\def\ALG@p@state{}\ALG@p@onxnC}%
\def\ALG@ps@xn@E{\def\ALG@p@state{}\ALG@p@onxnE}%
\def\ALG@ps@xn@x{\typeout{algdef: Ignoring 'x' after 'xn'.}}%
\def\ALG@ps@xn@n{\typeout{algdef: Ignoring 'n' after 'xn'.}}%
\def\ALG@ps@xn@other#1%
{%
\typeout{algdef: Ignoring 'xn' before '#1'.}%
\def\ALG@p@state{}%
\def\ALG@p@rec{\let\ALG@p@rec\ALG@p@main\ALG@p@rec#1}%
}%
% STATE : nx
\def\ALG@ps@nx@C{\def\ALG@p@state{}\ALG@p@onxnC}%
\def\ALG@ps@nx@E{\def\ALG@p@state{}\ALG@p@onxnE}%
\def\ALG@ps@nx@x{\typeout{algdef: Ignoring 'x' after 'nx'.}}%
\def\ALG@ps@nx@n{\typeout{algdef: Ignoring 'n' after 'nx'.}}%
\def\ALG@ps@nx@other#1%
{%
\typeout{algdef: Ignoring 'nx' before '#1'.}%
\def\ALG@p@state{}%
\def\ALG@p@rec{\let\ALG@p@rec\ALG@p@main\ALG@p@rec#1}%
}%
%
%
% *** User level block/entitie commands ***
%
%
%
% algdef{switches}... -- the king of all definitions in the algorithmicx package
%
\newcommand\algdef[1]%
{%
\ALG@p@undef{oldblock}%
\ALG@p@undef{start}%
\ALG@p@undef{end}%
\def\ALG@v@credits{}%
\ALG@p@undef{credits}%
\ALG@p@undef{indent}%
\ALG@p@undef{starttext}%
\ALG@p@undef{endtext}%
\def\ALG@p@state{}%
\let\ALG@p@rec\ALG@p@main%
\ALG@p@rec#1]%
\ALG@p@newblock%
}%
%
% a lot of other macros are provided for convenience
%
\def\algblock{\algdef{se}}%
\def\algcblock{\algdef{ce}}%
\def\algloop{\algdef{sl}}%
\def\algcloop{\algdef{cl}}%
\def\algsetblock{\algdef{seLi}}%
\def\algsetcblock{\algdef{ceLi}}%
\def\algblockx{\algdef{SxE}}%
\def\algblockdefx{\algdef{SE}}%
\def\algcblockx{\algdef{CxE}}%
\def\algcblockdefx{\algdef{CE}}%
\def\algsetblockx{\algdef{SxELi}}%
\def\algsetblockdefx{\algdef{SELi}}%
\def\algsetcblockx{\algdef{CxELi}}%
\def\algsetcblockdefx{\algdef{CELi}}%
\def\algloopdefx{\algdef{Sl}}%
\def\algcloopx{\algdef{xCl}}%
\def\algcloopdefx{\algdef{Cl}}%
% algloopx is not correct, use algloopdefx
%
% Text output commands
%
\newcommand\algrenewtext[2][]% [block]{entity}
{%
\ifthenelse{\equal{#2}{}}{}%
{%
\ifthenelse{\equal{#1}{}}%
{%
\expandafter\let\csname ALG@t@\ALG@Ld @#2\endcsname\relax%
\expandafter\newcommand\csname ALG@t@\ALG@Ld @#2\endcsname%
}%
{%
\expandafter\let\csname ALG@t@\ALG@Ld @#2@\ALG@getblocknumber{#1}\endcsname\relax%
\expandafter\newcommand\csname ALG@t@\ALG@Ld @#2@\ALG@getblocknumber{#1}\endcsname%
}%
}%
}%
%
\def\ALG@letentitytext#1#2% [block]{entity}
{%
\ifthenelse{\equal{#2}{}}{}%
{%
\ifthenelse{\equal{#1}{}}%
{%
\expandafter\let\csname ALG@t@\ALG@Ld @#2\endcsname%
}%
{%
\expandafter\let\csname ALG@t@\ALG@Ld @#2@\ALG@getblocknumber{#1}\endcsname%
}%
}%
}%
%
\newcommand\algnotext[2][]% [block]{entity}
{%
\ALG@letentitytext{#1}{#2}\ALG@x@notext%
}%
%
\newcommand\algdefaulttext[2][]% [block]{entity}
{%
\ALG@letentitytext{#1}{#2}\ALG@x@default%
}%
%
\def\ALG@notext*{\algnotext}%
\def\algtext{\@ifnextchar{*}{\ALG@notext}{\algrenewtext}}%
%
%
% *** LANGUAGE SWITCHING ***
%
%
%
\newcommand\algnewlanguage[1]%
{%
\@ifundefined{ALG@L@#1}% needs to be created?
{}%
{%
\PackageError{algorithmicx}{Language '#1' already defined!}{}%
}%
\addtocounter{ALG@Lnr}{1}% increment the language counter
\expandafter\edef\csname ALG@L@#1\endcsname{\arabic{ALG@Lnr}}% set the language number
\edef\ALG@Ld{\csname ALG@L@#1\endcsname}%
\expandafter\let\csname ALG@bl@\ALG@Ld @\endcsname\ALG@bl@% the BIG block
\expandafter\let\csname ALG@bl@\ALG@Ld @@\endcsname\ALG@bl@% the BIG block
\algdef{SL}[STATE]{State}{0}{}%
\expandafter\def\csname ALG@deftext@\ALG@Ld\endcsname{\textbf}%
\algnewcommand\algorithmiccomment[1]{\hfill\(\triangleright\) ##1}%
\algnewcommand\algorithmicindent{1.5em}%
\algnewcommand\alglinenumber[1]{\footnotesize ##1:}%
\algnewcommand\ALG@beginalgorithmic\relax% for user overrides
\algnewcommand\ALG@endalgorithmic\relax% for user overrides
}%
%
\newcommand\algsetlanguage[1]%
{%
\@ifundefined{ALG@L@#1}% needs to be created?
{%
\PackageError{algorithmicx}{Language '#1' is not yet defined!}{}%
}{}%
\edef\ALG@L{\csname ALG@L@#1\endcsname}%
}%
%
\newcommand\algdeflanguage[1]%
{%
\@ifundefined{ALG@L@#1}% needs to be created?
{%
\PackageError{algorithmicx}{Language '#1' is not yet defined!}{}%
}{}%
\edef\ALG@Ld{\csname ALG@L@#1\endcsname}%
}%
%
\newcommand\alglanguage[1]%
{%
\algdeflanguage{#1}%
\algsetlanguage{#1}%
}%
%
%
% *** Defining language dependent stuff ***
%
%
\def\ALG@eatoneparam#1{}%
\def\ALG@defbasecmd#1#2%
{%
\edef\ALG@tmp{\expandafter\ALG@eatoneparam\string #2}%
\@ifundefined\ALG@tmp{\edef #2{\noexpand\csname ALG@cmd@\noexpand\ALG@L @\ALG@tmp\endcsname}}{}%
\expandafter#1\csname ALG@cmd@\ALG@Ld @\ALG@tmp\endcsname%
}%
\newcommand\algnewcommand{\ALG@defbasecmd\newcommand}%
\newcommand\algrenewcommand{\ALG@defbasecmd\renewcommand}%
\def\ALG@letcmd{\ALG@defbasecmd\let}%
\def\ALG@defcmd{\ALG@defbasecmd\def}%
\def\ALG@edefcmd{\ALG@defbasecmd\edef}%
%
%
% *** OTHERS ***
%
%
\def\BState{\State \algbackskip}%
\def\Statex{\item[]}% an empty line
\newcommand\algrenewcomment{\algrenewcommand\algorithmiccomment}%
\def\Comment{\algorithmiccomment}%
\def\algref#1#2{\ref{#1}.\ref{#2}}%
\algnewlanguage{default}%
\algsetlanguage{default}%
%
%
% *** Line breaks ***
%
%
\newcommand\algbreak% for multiline parameters !!! needs fix
{%
\item%
% \hskip\ALG@parindent%!!! not yet implemented
% \hskip-\algorithmicindent%
}%
%
\def\ALG@noputindents%
{%
\hskip\ALG@tlm%
}%
%
%
% *** algorithm store / restore ***
%
%
% store
%
\ALG@newcondstate{mustrestore}%
\def\algstore%
{%
\renewcommand\ALG@beginblock%
{%
\PackageError{algorithmicx}{The environment must be closed after store!}{}%
}%
\@ifstar{\ALG@starstore}{\ALG@nostarstore}%
}%
\def\ALG@nostarstore#1% save all infos into #1 and terminate the algorithmic block
{%
\addtocounter{ALG@storecount}{1}%
\expandafter\global\expandafter\let\csname ALG@save@mustrestore@#1\endcsname\ALG@x@mustrestore%
\ALG@starstore{#1}%
}%
\def\ALG@starstore#1%
{%
\@ifundefined{ALG@save@line@#1}{}%
{\PackageError{algorithmicx}{This save name '#1' is already used!}{}}%
\def\ALG@savename{#1}%
\expandafter\xdef\csname ALG@save@totalnr@\ALG@savename\endcsname{\theALG@nested}%
\expandafter\xdef\csname ALG@save@line@\ALG@savename\endcsname{\theALG@line}%
\expandafter\xdef\csname ALG@save@numberfreq@\ALG@savename\endcsname{\ALG@numberfreq}%
\expandafter\xdef\csname ALG@save@rem@\ALG@savename\endcsname{\theALG@rem}%
\let\ALG@storerepeat\ALG@store%
\ALG@storerepeat%
}%
\def\ALG@store% simply terminate all open blocks
{%
\ifnum\theALG@nested=0\let\ALG@storerepeat\relax%
\else%
\expandafter\xdef\csname ALG@save@currentblock@\ALG@savename @\theALG@nested\endcsname%
{\csname ALG@currentblock@\theALG@nested\endcsname}%
\expandafter\ifx\csname ALG@currentlifetime@\theALG@nested\endcsname\relax%
\else%
\expandafter\xdef\csname ALG@save@currentlifetime@\ALG@savename @\theALG@nested\endcsname%
{\csname ALG@currentlifetime@\theALG@nested\endcsname}%
\fi%
\expandafter\xdef\csname ALG@save@ind@\ALG@savename @\theALG@nested\endcsname%
{\csname ALG@ind@\theALG@nested\endcsname}%
\ALG@closebyforce%
\fi%
\ALG@storerepeat%
}%
%
% restore
%
\def\algrestore%
{%
\@ifstar{\ALG@starrestore}{\ALG@nostarrestore}%
}%
\def\ALG@starrestore%
{%
\let\ALG@restorerem\relax%
\let\ALG@restorereprem\relax%
\ALG@restoremain%
}%
\def\ALG@nostarrestore%
{%
\let\ALG@restorerem\ALG@restoreremovesave%
\let\ALG@restorereprem\ALG@restorerepremovesave%
\ALG@restoremain%
}%
\def\ALG@restoreremovesave%
{%
\expandafter\global\expandafter\let\csname ALG@save@totalnr@\ALG@savename\endcsname\relax%
\expandafter\global\expandafter\let\csname ALG@save@line@\ALG@savename\endcsname\relax%
\expandafter\global\expandafter\let\csname ALG@save@rem@\ALG@savename\endcsname\relax%
\expandafter\global\expandafter\let\csname ALG@save@totalnr@\ALG@savename\endcsname\relax%
\expandafter\global\expandafter\let\csname ALG@save@numberfreq@\ALG@savename\endcsname\relax%
}%
\def\ALG@restorerepremovesave%
{%
\expandafter\global\expandafter\let\csname ALG@save@currentblock@\ALG@savename @\theALG@tmpcounter\endcsname\relax%
\expandafter\global\expandafter\let\csname ALG@save@currentlifetime@\ALG@savename @\theALG@tmpcounter\endcsname\relax%
\expandafter\global\expandafter\let\csname ALG@save@currentlifetime@\ALG@savename @\theALG@tmpcounter\endcsname\relax%
\expandafter\global\expandafter\let\csname ALG@save@ind@\ALG@savename @\theALG@tmpcounter\endcsname\relax%
}%
\def\ALG@restoremain#1% restore all infos from #1 in an open algorithmic block
{%
\ifnum\theALG@line=0%
\else\PackageError{algorithmicx}{Restore might be used only at the beginning of the environment!}{}%
\fi%
\def\ALG@savename{#1}%
\expandafter\ifx\csname ALG@save@totalnr@\ALG@savename\endcsname\relax%
\PackageError{algorithmicx}{Save '\ALG@savename'\space not defined!!!}{}%
\fi%
\@ifundefined{ALG@save@mustrestore@\ALG@savename}{}%
{%
\addtocounter{ALG@storecount}{-1}%
\expandafter\global\expandafter\let\csname ALG@save@mustrestore@\ALG@savename\endcsname\relax%
}%
\setcounter{ALG@line}{\csname ALG@save@line@\ALG@savename\endcsname}%
\edef\ALG@numberfreq{\csname ALG@save@numberfreq@\ALG@savename\endcsname}%
\setcounter{ALG@rem}{\csname ALG@save@rem@\ALG@savename\endcsname}%
\setcounter{ALG@tmpcounter}{\csname ALG@save@totalnr@\ALG@savename\endcsname}%
\setcounter{ALG@nested}{0}%
\ALG@restorerem%
\let\ALG@restorerepeat\ALG@restore%
\ALG@restorerepeat%
}%
\def\ALG@restore%
{%
\ifnum\theALG@tmpcounter>0%
\expandafter\edef\csname ALG@currentblock@\theALG@tmpcounter\endcsname%
{\csname ALG@save@currentblock@\ALG@savename @\theALG@tmpcounter\endcsname}%
\expandafter\ifx\csname ALG@save@currentlifetime@\ALG@savename @\theALG@tmpcounter\endcsname\relax%
\expandafter\let\csname ALG@currentlifetime@\theALG@tmpcounter\endcsname\relax%
\else%
\expandafter\edef\csname ALG@currentlifetime@\theALG@tmpcounter\endcsname%
{\csname ALG@save@currentlifetime@\ALG@savename @\theALG@tmpcounter\endcsname}%
\fi%
%
\ALG@beginblock{\csname ALG@save@ind@\ALG@savename @\theALG@tmpcounter\endcsname}%
\ALG@restorereprem%
\addtocounter{ALG@tmpcounter}{-1}%
\else\let\ALG@restorerepeat\relax%
\fi%
\ALG@restorerepeat%
}%
\AtEndDocument%
{%
\ifnum\theALG@storecount>0\relax%
\PackageError{algorithmicx}{Some stored algorithms are not restored!}{}%
\fi%
}%
bdtl-1.0.1/doc/HOWTO.build 0000777 0000764 0000764 00000000000 12151020641 017636 2../src/HOWTO.build ustar melamed melamed bdtl-1.0.1/doc/HOWTO.use 0000777 0000764 0000764 00000000000 12151020641 017132 2usage/HOWTO.use ustar melamed melamed bdtl-1.0.1/doc/usage/ 0000755 0000764 0000764 00000000000 12151020641 014101 5 ustar melamed melamed bdtl-1.0.1/doc/usage/HOWTO.use 0000644 0000764 0000764 00000034700 12151020420 015516 0 ustar melamed melamed How to Use the Boosted Decision Trees (BDTL) Software (after it's built)
BDTL currently provides 3 binary executables and several utility
scripts. The binary executables are trainOne, testOne, and
compileEnsemble. trainOne and testOne do training and testing.
compileEnsemble is a utility for converting BDTL's models into a more
compact format. trainOne and testOne can work with models in either
format. The default output format of trainOne is less compact to
facilitate continuous checkpointing. The utility scripts include a
pretty-printer for BDTL's model format and scripts for converting
examples from SVMLight format to BDTL's more informative and more
compact format.
BDTL comes with a "sandbox", which serves multiple purposes. One of its
purposes is to show typical usage to new users. Users who want a
quick start can proceed as follows:
1. Set the environment variable BDTL_BASE to the top directory of your
installation. OTHERWISE NOTHING WILL WORK!
2. Follow the instructions in src/HOWTO.build to build the
executables.
3. Change to the sandbox/ directory and type `make`.
The sub-Makefiles in the sandbox can serve as templates that users
can modify for various purposes. For other uses of the sandbox, refer
to sandbox/HOWTO.play .
BDTL has more configuration parameters than most people expect in this
kind of software. However, users can ignore them, and just use the
defaults in the configuration files provided in the sandbox. More
info about the configuration parameters is provided below, for those
who want more control.
BDTL reads examples one per line, in the format
...
For classification, must be either 0 or 1. For regression, it
can be any number. Each feature is either boolean or scalar. Boolean
features that are true are specified merely by their integerized name.
Boolean features that are false are specified by their absence.
Scalar features have the format :. Thus, a
classification example with 8 scalar features and a bunch of Boolean
ones might look like this:
1 1:-122.010000 2:37.360000 3:16.000000 4:1105.000000 5:354.000000 6:499.000000 7:324.000000 8:4.206100 10 25 48 233
To use BDTL for training, it is important to understand the following:
* By default, BDTL performs regularized training over an entire
regularization path. This means that it outputs many models per
run, not just one. Each model represents the result of optimization
at a different regularization level. Due to the particular learning
algorithms used by BDTL, this procedure is no less efficient than
just learning one model at the weakest regularization level. This
design is highly advantageous in terms of training time, because the
optimization of the regularization coefficient can be done after
training is finished, by merely testing the models at different
regularization levels, instead of retraining at each regularization
level. Users can configure the software to train in any range of
regularization coefficients. Thus, they can force the software to
output just one model by making the maximum of the range equal to
the minimum.
* Software for optimizing the regularization hyperparameter(s) is
currently NOT included. Users can optimize it by iterating over the
testOne executable (as explained above, traineOne shouldn't be
necessary), or just picking a value that they like, or using the
default in the sandbox (0.01).
To use BDTL for prediction, note that each BDTL model is stored in multiple
files in the same directory. Thus, testOne configuration files, such
as sandbox/calHous/test/test.config, need to point to a directory,
(using the parameter "hypothesisDirectory") rather than a single
"model file".
The full set of configuration parameters is described below in 4
sections:
1. the subset of parameters that users are most likely to want to change
2. parameters relevant to both training and prediction
3. parameters relevant to training only
4. parameters relevant to prediction only
As a "time-to-market solution", they are presented mostly as they
appear in the code :) N.B.: Most parameter names start with a capital
letter in the code, but that letter should be lowercased in config
files. Some of the parameter names have short versions, but I haven't
had time to document them yet. See src/bdt/parameter.cpp if you want
to know now.
Parameters that non-developer users are most likely to want to change
---------------------------------------------------------------------
For both training and testing
-----------------------------
// name of configuration file, if using one
string parameter::parametersFile = "";
// Directory containing the training hypotheses (the model)
string parameter::HypothesisDirectory = ".";
// Type of label in each training example. Should be "boolean" for
// classification and "scalar" for regression.
string parameter::LabelType = "boolean";
For training only
-----------------
// maximum training time (in seconds), after loading
// any pre-existing ensembles; 0 means no maximum
double parameter::MaxTimePerKey = 0.0;
// If the training process might be stopped (intentionally or not)
// before convergence, then setting this flag will resume training
// from where it stopped. However, this flag should not be set
// during validation testing, because it prevents removal of old runs
// before a new test.
bool parameter::ResumeTraining = true;
// Loss function. Currently valid options are "logistic" and
// "exponential" for classification, and "squared" for regression.
string parameter::LossFn = "logistic";
// Regularization type. Currently valid options are "L1"
// and "L2".
string parameter::RegnFn = "L1"; // used to read param
// Initial (maximum) regularization coefficient
double parameter::InitialGlobalRegnFactor = 4.0;
// Minimum regularization coefficient
double parameter::MinGlobalRegnFactor = 1e-8;
// maximum number of training iterations
unsigned parameter::MaxIterations = 999999;
// Maximum depth of any decision tree node
unsigned parameter::MaxDepth = 10000;
// Minimum number of examples per node
unsigned short parameter::MinExPerNode = 2;
// Should we downsample the example set during feature selection
// (decision-tree building, but not weighting)?
// The sampling method is based upon "Sampling to estimate arbitrary
// subset sums" (Duffield et al.).
bool parameter::SubsamplingUsed = false;
// Sampling rate to use when downsampling examples for feature
// selection. The resulting number of examples can be limited by the
// parameter::MaxSubsampleSize.
double parameter::SubsamplingRate = 1.0;
// Maximum example size to use when downsampling examples for feature selection.
// For classification, at most half this value will be positive
// examples, and at most half will be negative.
unsigned parameter::MaxSubsampleSize = 100000;
// Learning rate. Every gradient step size is multiplied by this fraction.
double parameter::LearningRate = 0.1;
// Should tie-breaking be randomized, or deterministic? The former
// is usually more accurate, but the latter is useful for validation testing.
bool parameter::RandomizedTieBreaking = true;
Other parameters relevant to both training and prediction
---------------------------------------------------------
// Global debug level. The choices are roughly as foolows:
// WARNING_DBG_LEVEL = 1;
// TREE_DBG_LEVEL = 3;
// NODE_DBG_LEVEL = 5;
// EX_DBG_LEVEL = 7;
// FEAT_DBG_LEVEL = 9;
// PEDANTIC_DBG_LEVEL = 11;
unsigned parameter::debugLevel = 1;
// Should debug output be buffered?
bool parameter::BufferDebug = true;
// Diagnostics that can change with each run, such as time and CPU
// usage, which can get in the way of diffs against expected outputs
// in the sandbox.
bool parameter::DumpVolatileDiagnostics = true;
// Either "cerr" or "file"
string parameter::LogLocation = "cerr";
// default name of examples file
string parameter::ExampleFileName = "";
// Should ensembles be automatically compiled into a "compiledEnsemble" file at the end of training?
// And should they be read in from such files, instead of the tree and lastReg sequences?
bool parameter::UseCompiledIO = false;
// default names of model files
string parameter::TreeSeqFileName = "treeSequence";
string parameter::LastRegSeqFileName = "lastRegSequence";
string parameter::DoneTrainingFileName = "doneTraining";
string parameter::CompiledEnsembleName = "compiledEnsemble";
// (optional) vocabulary file used to decode the BDTL vocabulary
string parameter::ExternalFeatVocabFileName = "";
// Constant epsilon, used for determine negligible differences
// For multiplicative differences, values must be a factor of
// 1+sanityCheckEpsilon from each other.
// \note must be >= 0.0
double parameter::SanityCheckEpsilon = 1e-8;
Other parameters used for training only
---------------------------------------
// If true, then examples will be sorted on each feature before tree
// building starts. If false, then tree building will happen
// without sorting the examples. In this case, decision points on
// scalar features will be chosen based on a sample of "heavy"
// examples. The size of the heavy sample is indicated by the
// HeavyExampleSampleSize parameter.
bool parameter::PreSortedFeatures = true;
// Random seed
unsigned parameter::Seed = 13;
// default precision of floating point outputs
unsigned short parameter::OutputFloatPrecision = min(14, std::numeric_limits::digits10);
// Should we randomly shuffle examples in Reader?
// \todo Make sure that shuffling is deterministic!
bool parameter::ShuffleExamplesInReader = true;
// If adding the Tree to the Ensemble does not reduce penalized training
// set loss by at least this much, then don't add the tree to the ensemble,
// but just decay the regularization coefficient.
double parameter::MinimumReductionInPenalizedTrainLossPerTree = 0.0;
//double parameter::MinimumReductionInPenalizedTrainLossPerTree = 0;
// If adding the children of the split to the Ensemble does not reduce
// penalized training set loss by at least this much, then don't make
// the split
// double parameter::MinimumReductionInPenalizedTrainLossPerSplit = 1e-3;
double parameter::MinimumReductionInPenalizedTrainLossPerSplit = 1e-2;
// Allow a node to be split only if the sum of the gains of the
// children is at least minGainFactor * the gain of the node.
double parameter::MinGainFactorForSplit = 1.01;
//double parameter::MinGainFactorForSplit = 1.00;
// The split with the highest potential gain might turn out to have
// insufficient actual gain. In that case, it might be worthwhile
// to try some other splits at the same node before deciding that
// the node can't be split.
unsigned parameter::MaxAttemptsPerNode = 1;
// When computing the gain (gradient of the objective),
// use the unpenalized version?
bool parameter::UseUnpenalizedGain = false;
// Initial regularization coefficient
// intuition: we start by accepting any split that gets at least this many more examples right
double parameter::InitialGlobalRegnFactor = 4.0;
// When we reduce the regularization level, we reduce it to the
// maximum useful threshold, downweighted by globalRegnFactorOverscale
double parameter::GlobalRegnFactorOverscale = 0.5;
//double parameter::GlobalRegnFactorOverscale = 0.9;
//double parameter::GlobalRegnFactorOverscale = 1;
// complexity penalty is computed as X / (min(frq1, frq2) ^ Y),
// where frq1 and frq2 are the example counts of the new child
// nodes, and all variables are >= 0.
double parameter::ComplexityCoeff = 5.0; // X
double parameter::ComplexityExponent = 2.0; // Y
// Find the best leaf confidence, within this epsilon
double parameter::ConfidenceEpsilon = 1e-6;
//double parameter::ConfidenceEpsilon = 0.0001;
// Treat each state as having weight 1, and give half this weight
// to the positive examples therein and half this weight to the negative
// examples therein.
// If false, all examples are equally weighted.
bool parameter::ShareExampleWeightPerState = false;
//bool parameter::ShareExampleWeightPerState = true;
/// number of heaviest examples used to find decision points for scalar feature tests
unsigned parameter::HeavyExampleSampleSize = 10;
/// Use the method for normalizing the L1 regularization term from Dudik, Phillips & Schapire (COLT'04).
/// \beta = beta0 * stddev(featureValue) / sqrt(numberOfExamples)
/// where beta0 is the tied parameter optimized by cross-validation (e.g.)
/// and stddev(featureValue) / sqrt(numberOfExamples) is the quantity returned by this method.
/// Patrick Haffner (p.c., 2007) additionally recommended to lower-bound this quantity by
/// beta0 / numberOfExamples ([sic] *NOT* sqrt(numberOfExamples))
bool parameter::UseDPSNormalizer = false;
// Assume that the Ensemble(s) is dense, and try to optimize
// confidence computation for this case
bool parameter::UseDenseEnsembleOptimizationsDuringConfidenceComputation = false;
// Galron's optimization of confidence computation
bool parameter::UseOptimizedConfidenceComputation = true;
// Should we trace the paths taken by an example down a tree,
// in computing its confidence?
// \note Toggled internally.
bool parameter::TraceConfidencePaths = false;
// should we not split a node if the gain made by the split
// is less than the gain made by creating a new tree?
bool parameter::SplitNodeIfGreaterGainThanNewTreeRootSplit = false;
// Should we apply the regularization penalty to the root of each
// tree? Tibshirani et al. recommend not, but that might not be
// optimal when combining classifiers.
bool parameter::PenalizeRoots = false;
// When adding a tree to the Ensemble, should we add only the CFTs
// represented by the leaves, or by all the nodes in the tree? The
// latter choice is equivalent to boosting decision lists instead of
// decision trees.
bool parameter::AddInternalNodesToEnsemble = true;
// Format of examples in example files. Current choices are
// "SVMLight" and "GenPar".
string parameter::ef_str = "GenPar";
// map of features to feature families, one feature per line
string parameter::FeatureFamilyFileName = "";
// map of feature families/regularizer multipliers to sample statistics
string parameter::FeatureFamilyStatsFileName = "";
// name of file to which to dump feature values
string parameter::FeatureFamilyValueOutputFileName = "";
bdtl-1.0.1/doc/HOWTO.play 0000777 0000764 0000764 00000000000 12151020641 020221 2../sandbox/HOWTO.play ustar melamed melamed bdtl-1.0.1/doc/README.1st 0000777 0000764 0000764 00000000000 12151020641 016161 2../README.1st ustar melamed melamed bdtl-1.0.1/doc/README 0000644 0000764 0000764 00000000142 12122405072 013655 0 ustar melamed melamed usage documentation about how to use this software
code documentation of the code, for developers
bdtl-1.0.1/doc/code/ 0000755 0000764 0000764 00000000000 12151020641 013707 5 ustar melamed melamed bdtl-1.0.1/doc/code/Makefile 0000644 0000764 0000764 00000000233 12143624343 015357 0 ustar melamed melamed
# CURDIR is a make built-in variable
currDir = $(CURDIR)
all: Doxyfile
cd $(BDT_BASE) ;\
doxygen $(currDir)/Doxyfile
clean:
rm -Rf html/ latex/ xml/
bdtl-1.0.1/doc/code/Doxyfile 0000644 0000764 0000764 00000234231 12143624343 015434 0 ustar melamed melamed # Doxyfile 1.8.3.1
# This file describes the settings to be used by the documentation system
# doxygen (www.doxygen.org) for a project.
#
# All text after a hash (#) is considered a comment and will be ignored.
# The format is:
# TAG = value [value, ...]
# For lists items can also be appended using:
# TAG += value [value, ...]
# Values that contain spaces should be placed between quotes (" ").
#---------------------------------------------------------------------------
# Project related configuration options
#---------------------------------------------------------------------------
# This tag specifies the encoding used for all characters in the config file
# that follow. The default is UTF-8 which is also the encoding used for all
# text before the first occurrence of this tag. Doxygen uses libiconv (or the
# iconv built into libc) for the transcoding. See
# http://www.gnu.org/software/libiconv for the list of possible encodings.
DOXYFILE_ENCODING = UTF-8
# The PROJECT_NAME tag is a single word (or sequence of words) that should
# identify the project. Note that if you do not use Doxywizard you need
# to put quotes around the project name if it contains spaces.
PROJECT_NAME = BDT
# The PROJECT_NUMBER tag can be used to enter a project or revision number.
# This could be handy for archiving the generated documentation or
# if some version control system is used.
PROJECT_NUMBER = VERSION
# Using the PROJECT_BRIEF tag one can provide an optional one line description
# for a project that appears at the top of each page and should give viewer
# a quick idea about the purpose of the project. Keep the description short.
PROJECT_BRIEF =
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# Doxygen will copy the logo to the output directory.
PROJECT_LOGO =
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# If a relative path is entered, it will be relative to the location
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OUTPUT_DIRECTORY = doc/code
# If the CREATE_SUBDIRS tag is set to YES, then doxygen will create
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# Enabling this option can be useful when feeding doxygen a huge amount of
# source files, where putting all generated files in the same directory would
# otherwise cause performance problems for the file system.
CREATE_SUBDIRS = NO
# The OUTPUT_LANGUAGE tag is used to specify the language in which all
# documentation generated by doxygen is written. Doxygen will use this
# information to generate all constant output in the proper language.
# The default language is English, other supported languages are:
# Afrikaans, Arabic, Brazilian, Catalan, Chinese, Chinese-Traditional,
# Croatian, Czech, Danish, Dutch, Esperanto, Farsi, Finnish, French, German,
# Greek, Hungarian, Italian, Japanese, Japanese-en (Japanese with English
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# If the FULL_PATH_NAMES tag is set to YES then the STRIP_FROM_PATH tag
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# If left blank the directory from which doxygen is run is used as the
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STRIP_FROM_PATH =
# The STRIP_FROM_INC_PATH tag can be used to strip a user-defined part of
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# If left blank only the name of the header file containing the class
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STRIP_FROM_INC_PATH =
# If the SHORT_NAMES tag is set to YES, doxygen will generate much shorter
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JAVADOC_AUTOBRIEF = YES
# If the QT_AUTOBRIEF tag is set to YES then Doxygen will
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# If the INHERIT_DOCS tag is set to YES (the default) then an undocumented
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# pages) or section (for LaTeX and RTF).
INLINE_SIMPLE_STRUCTS = NO
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TYPEDEF_HIDES_STRUCT = NO
# The SYMBOL_CACHE_SIZE determines the size of the internal cache use to
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#---------------------------------------------------------------------------
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# methods, which are defined in the implementation section but not in
# the interface are included in the documentation.
# If set to NO (the default) only methods in the interface are included.
EXTRACT_LOCAL_METHODS = NO
# If this flag is set to YES, the members of anonymous namespaces will be
# extracted and appear in the documentation as a namespace called
# 'anonymous_namespace{file}', where file will be replaced with the base
# name of the file that contains the anonymous namespace. By default
# anonymous namespaces are hidden.
EXTRACT_ANON_NSPACES = NO
# If the HIDE_UNDOC_MEMBERS tag is set to YES, Doxygen will hide all
# undocumented members of documented classes, files or namespaces.
# If set to NO (the default) these members will be included in the
# various overviews, but no documentation section is generated.
# This option has no effect if EXTRACT_ALL is enabled.
HIDE_UNDOC_MEMBERS = NO
# If the HIDE_UNDOC_CLASSES tag is set to YES, Doxygen will hide all
# undocumented classes that are normally visible in the class hierarchy.
# If set to NO (the default) these classes will be included in the various
# overviews. This option has no effect if EXTRACT_ALL is enabled.
HIDE_UNDOC_CLASSES = NO
# If the HIDE_FRIEND_COMPOUNDS tag is set to YES, Doxygen will hide all
# friend (class|struct|union) declarations.
# If set to NO (the default) these declarations will be included in the
# documentation.
HIDE_FRIEND_COMPOUNDS = NO
# If the HIDE_IN_BODY_DOCS tag is set to YES, Doxygen will hide any
# documentation blocks found inside the body of a function.
# If set to NO (the default) these blocks will be appended to the
# function's detailed documentation block.
HIDE_IN_BODY_DOCS = NO
# The INTERNAL_DOCS tag determines if documentation
# that is typed after a \internal command is included. If the tag is set
# to NO (the default) then the documentation will be excluded.
# Set it to YES to include the internal documentation.
INTERNAL_DOCS = YES
# If the CASE_SENSE_NAMES tag is set to NO then Doxygen will only generate
# file names in lower-case letters. If set to YES upper-case letters are also
# allowed. This is useful if you have classes or files whose names only differ
# in case and if your file system supports case sensitive file names. Windows
# and Mac users are advised to set this option to NO.
CASE_SENSE_NAMES = YES
# If the HIDE_SCOPE_NAMES tag is set to NO (the default) then Doxygen
# will show members with their full class and namespace scopes in the
# documentation. If set to YES the scope will be hidden.
HIDE_SCOPE_NAMES = NO
# If the SHOW_INCLUDE_FILES tag is set to YES (the default) then Doxygen
# will put a list of the files that are included by a file in the documentation
# of that file.
SHOW_INCLUDE_FILES = YES
# If the FORCE_LOCAL_INCLUDES tag is set to YES then Doxygen
# will list include files with double quotes in the documentation
# rather than with sharp brackets.
FORCE_LOCAL_INCLUDES = NO
# If the INLINE_INFO tag is set to YES (the default) then a tag [inline]
# is inserted in the documentation for inline members.
INLINE_INFO = YES
# If the SORT_MEMBER_DOCS tag is set to YES (the default) then doxygen
# will sort the (detailed) documentation of file and class members
# alphabetically by member name. If set to NO the members will appear in
# declaration order.
SORT_MEMBER_DOCS = NO
# If the SORT_BRIEF_DOCS tag is set to YES then doxygen will sort the
# brief documentation of file, namespace and class members alphabetically
# by member name. If set to NO (the default) the members will appear in
# declaration order.
SORT_BRIEF_DOCS = NO
# If the SORT_MEMBERS_CTORS_1ST tag is set to YES then doxygen
# will sort the (brief and detailed) documentation of class members so that
# constructors and destructors are listed first. If set to NO (the default)
# the constructors will appear in the respective orders defined by
# SORT_MEMBER_DOCS and SORT_BRIEF_DOCS.
# This tag will be ignored for brief docs if SORT_BRIEF_DOCS is set to NO
# and ignored for detailed docs if SORT_MEMBER_DOCS is set to NO.
SORT_MEMBERS_CTORS_1ST = NO
# If the SORT_GROUP_NAMES tag is set to YES then doxygen will sort the
# hierarchy of group names into alphabetical order. If set to NO (the default)
# the group names will appear in their defined order.
SORT_GROUP_NAMES = NO
# If the SORT_BY_SCOPE_NAME tag is set to YES, the class list will be
# sorted by fully-qualified names, including namespaces. If set to
# NO (the default), the class list will be sorted only by class name,
# not including the namespace part.
# Note: This option is not very useful if HIDE_SCOPE_NAMES is set to YES.
# Note: This option applies only to the class list, not to the
# alphabetical list.
SORT_BY_SCOPE_NAME = NO
# If the STRICT_PROTO_MATCHING option is enabled and doxygen fails to
# do proper type resolution of all parameters of a function it will reject a
# match between the prototype and the implementation of a member function even
# if there is only one candidate or it is obvious which candidate to choose
# by doing a simple string match. By disabling STRICT_PROTO_MATCHING doxygen
# will still accept a match between prototype and implementation in such cases.
STRICT_PROTO_MATCHING = NO
# The GENERATE_TODOLIST tag can be used to enable (YES) or
# disable (NO) the todo list. This list is created by putting \todo
# commands in the documentation.
GENERATE_TODOLIST = YES
# The GENERATE_TESTLIST tag can be used to enable (YES) or
# disable (NO) the test list. This list is created by putting \test
# commands in the documentation.
GENERATE_TESTLIST = YES
# The GENERATE_BUGLIST tag can be used to enable (YES) or
# disable (NO) the bug list. This list is created by putting \bug
# commands in the documentation.
GENERATE_BUGLIST = YES
# The GENERATE_DEPRECATEDLIST tag can be used to enable (YES) or
# disable (NO) the deprecated list. This list is created by putting
# \deprecated commands in the documentation.
GENERATE_DEPRECATEDLIST= YES
# The ENABLED_SECTIONS tag can be used to enable conditional
# documentation sections, marked by \if section-label ... \endif
# and \cond section-label ... \endcond blocks.
ENABLED_SECTIONS = DEV
# The MAX_INITIALIZER_LINES tag determines the maximum number of lines
# the initial value of a variable or macro consists of for it to appear in
# the documentation. If the initializer consists of more lines than specified
# here it will be hidden. Use a value of 0 to hide initializers completely.
# The appearance of the initializer of individual variables and macros in the
# documentation can be controlled using \showinitializer or \hideinitializer
# command in the documentation regardless of this setting.
MAX_INITIALIZER_LINES = 30
# Set the SHOW_USED_FILES tag to NO to disable the list of files generated
# at the bottom of the documentation of classes and structs. If set to YES the
# list will mention the files that were used to generate the documentation.
SHOW_USED_FILES = YES
# Set the SHOW_FILES tag to NO to disable the generation of the Files page.
# This will remove the Files entry from the Quick Index and from the
# Folder Tree View (if specified). The default is YES.
SHOW_FILES = YES
# Set the SHOW_NAMESPACES tag to NO to disable the generation of the
# Namespaces page.
# This will remove the Namespaces entry from the Quick Index
# and from the Folder Tree View (if specified). The default is YES.
SHOW_NAMESPACES = YES
# The FILE_VERSION_FILTER tag can be used to specify a program or script that
# doxygen should invoke to get the current version for each file (typically from
# the version control system). Doxygen will invoke the program by executing (via
# popen()) the command , where is the value of
# the FILE_VERSION_FILTER tag, and is the name of an input file
# provided by doxygen. Whatever the program writes to standard output
# is used as the file version. See the manual for examples.
FILE_VERSION_FILTER =
# The LAYOUT_FILE tag can be used to specify a layout file which will be parsed
# by doxygen. The layout file controls the global structure of the generated
# output files in an output format independent way. To create the layout file
# that represents doxygen's defaults, run doxygen with the -l option.
# You can optionally specify a file name after the option, if omitted
# DoxygenLayout.xml will be used as the name of the layout file.
LAYOUT_FILE =
# The CITE_BIB_FILES tag can be used to specify one or more bib files
# containing the references data. This must be a list of .bib files. The
# .bib extension is automatically appended if omitted. Using this command
# requires the bibtex tool to be installed. See also
# http://en.wikipedia.org/wiki/BibTeX for more info. For LaTeX the style
# of the bibliography can be controlled using LATEX_BIB_STYLE. To use this
# feature you need bibtex and perl available in the search path. Do not use
# file names with spaces, bibtex cannot handle them.
CITE_BIB_FILES =
#---------------------------------------------------------------------------
# configuration options related to warning and progress messages
#---------------------------------------------------------------------------
# The QUIET tag can be used to turn on/off the messages that are generated
# by doxygen. Possible values are YES and NO. If left blank NO is used.
QUIET = NO
# The WARNINGS tag can be used to turn on/off the warning messages that are
# generated by doxygen. Possible values are YES and NO. If left blank
# NO is used.
WARNINGS = YES
# If WARN_IF_UNDOCUMENTED is set to YES, then doxygen will generate warnings
# for undocumented members. If EXTRACT_ALL is set to YES then this flag will
# automatically be disabled.
WARN_IF_UNDOCUMENTED = YES
# If WARN_IF_DOC_ERROR is set to YES, doxygen will generate warnings for
# potential errors in the documentation, such as not documenting some
# parameters in a documented function, or documenting parameters that
# don't exist or using markup commands wrongly.
WARN_IF_DOC_ERROR = YES
# The WARN_NO_PARAMDOC option can be enabled to get warnings for
# functions that are documented, but have no documentation for their parameters
# or return value. If set to NO (the default) doxygen will only warn about
# wrong or incomplete parameter documentation, but not about the absence of
# documentation.
WARN_NO_PARAMDOC = NO
# The WARN_FORMAT tag determines the format of the warning messages that
# doxygen can produce. The string should contain the $file, $line, and $text
# tags, which will be replaced by the file and line number from which the
# warning originated and the warning text. Optionally the format may contain
# $version, which will be replaced by the version of the file (if it could
# be obtained via FILE_VERSION_FILTER)
WARN_FORMAT = "$file:$line: $text"
# The WARN_LOGFILE tag can be used to specify a file to which warning
# and error messages should be written. If left blank the output is written
# to stderr.
WARN_LOGFILE =
#---------------------------------------------------------------------------
# configuration options related to the input files
#---------------------------------------------------------------------------
# The INPUT tag can be used to specify the files and/or directories that contain
# documented source files. You may enter file names like "myfile.cpp" or
# directories like "/usr/src/myproject". Separate the files or directories
# with spaces.
INPUT = src/bdt \
src/util/containers \
src/util/misc
# This tag can be used to specify the character encoding of the source files
# that doxygen parses. Internally doxygen uses the UTF-8 encoding, which is
# also the default input encoding. Doxygen uses libiconv (or the iconv built
# into libc) for the transcoding. See http://www.gnu.org/software/libiconv for
# the list of possible encodings.
INPUT_ENCODING = UTF-8
# If the value of the INPUT tag contains directories, you can use the
# FILE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp
# and *.h) to filter out the source-files in the directories. If left
# blank the following patterns are tested:
# *.c *.cc *.cxx *.cpp *.c++ *.d *.java *.ii *.ixx *.ipp *.i++ *.inl *.h *.hh
# *.hxx *.hpp *.h++ *.idl *.odl *.cs *.php *.php3 *.inc *.m *.mm *.dox *.py
# *.f90 *.f *.for *.vhd *.vhdl
FILE_PATTERNS =
# The RECURSIVE tag can be used to turn specify whether or not subdirectories
# should be searched for input files as well. Possible values are YES and NO.
# If left blank NO is used.
RECURSIVE = NO
# The EXCLUDE tag can be used to specify files and/or directories that should be
# excluded from the INPUT source files. This way you can easily exclude a
# subdirectory from a directory tree whose root is specified with the INPUT tag.
# Note that relative paths are relative to the directory from which doxygen is
# run.
EXCLUDE =
# The EXCLUDE_SYMLINKS tag can be used to select whether or not files or
# directories that are symbolic links (a Unix file system feature) are excluded
# from the input.
EXCLUDE_SYMLINKS = NO
# If the value of the INPUT tag contains directories, you can use the
# EXCLUDE_PATTERNS tag to specify one or more wildcard patterns to exclude
# certain files from those directories. Note that the wildcards are matched
# against the file with absolute path, so to exclude all test directories
# for example use the pattern */test/*
EXCLUDE_PATTERNS =
# The EXCLUDE_SYMBOLS tag can be used to specify one or more symbol names
# (namespaces, classes, functions, etc.) that should be excluded from the
# output. The symbol name can be a fully qualified name, a word, or if the
# wildcard * is used, a substring. Examples: ANamespace, AClass,
# AClass::ANamespace, ANamespace::*Test
EXCLUDE_SYMBOLS =
# The EXAMPLE_PATH tag can be used to specify one or more files or
# directories that contain example code fragments that are included (see
# the \include command).
EXAMPLE_PATH =
# If the value of the EXAMPLE_PATH tag contains directories, you can use the
# EXAMPLE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp
# and *.h) to filter out the source-files in the directories. If left
# blank all files are included.
EXAMPLE_PATTERNS =
# If the EXAMPLE_RECURSIVE tag is set to YES then subdirectories will be
# searched for input files to be used with the \include or \dontinclude
# commands irrespective of the value of the RECURSIVE tag.
# Possible values are YES and NO. If left blank NO is used.
EXAMPLE_RECURSIVE = NO
# The IMAGE_PATH tag can be used to specify one or more files or
# directories that contain image that are included in the documentation (see
# the \image command).
IMAGE_PATH =
# The INPUT_FILTER tag can be used to specify a program that doxygen should
# invoke to filter for each input file. Doxygen will invoke the filter program
# by executing (via popen()) the command , where
# is the value of the INPUT_FILTER tag, and is the name of an
# input file. Doxygen will then use the output that the filter program writes
# to standard output.
# If FILTER_PATTERNS is specified, this tag will be
# ignored.
INPUT_FILTER =
# The FILTER_PATTERNS tag can be used to specify filters on a per file pattern
# basis.
# Doxygen will compare the file name with each pattern and apply the
# filter if there is a match.
# The filters are a list of the form:
# pattern=filter (like *.cpp=my_cpp_filter). See INPUT_FILTER for further
# info on how filters are used. If FILTER_PATTERNS is empty or if
# non of the patterns match the file name, INPUT_FILTER is applied.
FILTER_PATTERNS =
# If the FILTER_SOURCE_FILES tag is set to YES, the input filter (if set using
# INPUT_FILTER) will be used to filter the input files when producing source
# files to browse (i.e. when SOURCE_BROWSER is set to YES).
FILTER_SOURCE_FILES = NO
# The FILTER_SOURCE_PATTERNS tag can be used to specify source filters per file
# pattern. A pattern will override the setting for FILTER_PATTERN (if any)
# and it is also possible to disable source filtering for a specific pattern
# using *.ext= (so without naming a filter). This option only has effect when
# FILTER_SOURCE_FILES is enabled.
FILTER_SOURCE_PATTERNS =
# If the USE_MD_FILE_AS_MAINPAGE tag refers to the name of a markdown file that
# is part of the input, its contents will be placed on the main page (index.html).
# This can be useful if you have a project on for instance GitHub and want reuse
# the introduction page also for the doxygen output.
USE_MDFILE_AS_MAINPAGE =
#---------------------------------------------------------------------------
# configuration options related to source browsing
#---------------------------------------------------------------------------
# If the SOURCE_BROWSER tag is set to YES then a list of source files will
# be generated. Documented entities will be cross-referenced with these sources.
# Note: To get rid of all source code in the generated output, make sure also
# VERBATIM_HEADERS is set to NO.
SOURCE_BROWSER = YES
# Setting the INLINE_SOURCES tag to YES will include the body
# of functions and classes directly in the documentation.
INLINE_SOURCES = YES
# Setting the STRIP_CODE_COMMENTS tag to YES (the default) will instruct
# doxygen to hide any special comment blocks from generated source code
# fragments. Normal C, C++ and Fortran comments will always remain visible.
STRIP_CODE_COMMENTS = NO
# If the REFERENCED_BY_RELATION tag is set to YES
# then for each documented function all documented
# functions referencing it will be listed.
REFERENCED_BY_RELATION = YES
# If the REFERENCES_RELATION tag is set to YES
# then for each documented function all documented entities
# called/used by that function will be listed.
REFERENCES_RELATION = YES
# If the REFERENCES_LINK_SOURCE tag is set to YES (the default)
# and SOURCE_BROWSER tag is set to YES, then the hyperlinks from
# functions in REFERENCES_RELATION and REFERENCED_BY_RELATION lists will
# link to the source code.
# Otherwise they will link to the documentation.
REFERENCES_LINK_SOURCE = YES
# If the USE_HTAGS tag is set to YES then the references to source code
# will point to the HTML generated by the htags(1) tool instead of doxygen
# built-in source browser. The htags tool is part of GNU's global source
# tagging system (see http://www.gnu.org/software/global/global.html). You
# will need version 4.8.6 or higher.
USE_HTAGS = NO
# If the VERBATIM_HEADERS tag is set to YES (the default) then Doxygen
# will generate a verbatim copy of the header file for each class for
# which an include is specified. Set to NO to disable this.
VERBATIM_HEADERS = YES
#---------------------------------------------------------------------------
# configuration options related to the alphabetical class index
#---------------------------------------------------------------------------
# If the ALPHABETICAL_INDEX tag is set to YES, an alphabetical index
# of all compounds will be generated. Enable this if the project
# contains a lot of classes, structs, unions or interfaces.
ALPHABETICAL_INDEX = NO
# If the alphabetical index is enabled (see ALPHABETICAL_INDEX) then
# the COLS_IN_ALPHA_INDEX tag can be used to specify the number of columns
# in which this list will be split (can be a number in the range [1..20])
COLS_IN_ALPHA_INDEX = 5
# In case all classes in a project start with a common prefix, all
# classes will be put under the same header in the alphabetical index.
# The IGNORE_PREFIX tag can be used to specify one or more prefixes that
# should be ignored while generating the index headers.
IGNORE_PREFIX =
#---------------------------------------------------------------------------
# configuration options related to the HTML output
#---------------------------------------------------------------------------
# If the GENERATE_HTML tag is set to YES (the default) Doxygen will
# generate HTML output.
GENERATE_HTML = YES
# The HTML_OUTPUT tag is used to specify where the HTML docs will be put.
# If a relative path is entered the value of OUTPUT_DIRECTORY will be
# put in front of it. If left blank `html' will be used as the default path.
HTML_OUTPUT = html
# The HTML_FILE_EXTENSION tag can be used to specify the file extension for
# each generated HTML page (for example: .htm,.php,.asp). If it is left blank
# doxygen will generate files with .html extension.
HTML_FILE_EXTENSION = .html
# The HTML_HEADER tag can be used to specify a personal HTML header for
# each generated HTML page. If it is left blank doxygen will generate a
# standard header. Note that when using a custom header you are responsible
# for the proper inclusion of any scripts and style sheets that doxygen
# needs, which is dependent on the configuration options used.
# It is advised to generate a default header using "doxygen -w html
# header.html footer.html stylesheet.css YourConfigFile" and then modify
# that header. Note that the header is subject to change so you typically
# have to redo this when upgrading to a newer version of doxygen or when
# changing the value of configuration settings such as GENERATE_TREEVIEW!
HTML_HEADER =
# The HTML_FOOTER tag can be used to specify a personal HTML footer for
# each generated HTML page. If it is left blank doxygen will generate a
# standard footer.
HTML_FOOTER =
# The HTML_STYLESHEET tag can be used to specify a user-defined cascading
# style sheet that is used by each HTML page. It can be used to
# fine-tune the look of the HTML output. If left blank doxygen will
# generate a default style sheet. Note that it is recommended to use
# HTML_EXTRA_STYLESHEET instead of this one, as it is more robust and this
# tag will in the future become obsolete.
HTML_STYLESHEET =
# The HTML_EXTRA_STYLESHEET tag can be used to specify an additional
# user-defined cascading style sheet that is included after the standard
# style sheets created by doxygen. Using this option one can overrule
# certain style aspects. This is preferred over using HTML_STYLESHEET
# since it does not replace the standard style sheet and is therefor more
# robust against future updates. Doxygen will copy the style sheet file to
# the output directory.
HTML_EXTRA_STYLESHEET =
# The HTML_EXTRA_FILES tag can be used to specify one or more extra images or
# other source files which should be copied to the HTML output directory. Note
# that these files will be copied to the base HTML output directory. Use the
# $relpath$ marker in the HTML_HEADER and/or HTML_FOOTER files to load these
# files. In the HTML_STYLESHEET file, use the file name only. Also note that
# the files will be copied as-is; there are no commands or markers available.
HTML_EXTRA_FILES =
# The HTML_COLORSTYLE_HUE tag controls the color of the HTML output.
# Doxygen will adjust the colors in the style sheet and background images
# according to this color. Hue is specified as an angle on a colorwheel,
# see http://en.wikipedia.org/wiki/Hue for more information.
# For instance the value 0 represents red, 60 is yellow, 120 is green,
# 180 is cyan, 240 is blue, 300 purple, and 360 is red again.
# The allowed range is 0 to 359.
HTML_COLORSTYLE_HUE = 220
# The HTML_COLORSTYLE_SAT tag controls the purity (or saturation) of
# the colors in the HTML output. For a value of 0 the output will use
# grayscales only. A value of 255 will produce the most vivid colors.
HTML_COLORSTYLE_SAT = 100
# The HTML_COLORSTYLE_GAMMA tag controls the gamma correction applied to
# the luminance component of the colors in the HTML output. Values below
# 100 gradually make the output lighter, whereas values above 100 make
# the output darker. The value divided by 100 is the actual gamma applied,
# so 80 represents a gamma of 0.8, The value 220 represents a gamma of 2.2,
# and 100 does not change the gamma.
HTML_COLORSTYLE_GAMMA = 80
# If the HTML_TIMESTAMP tag is set to YES then the footer of each generated HTML
# page will contain the date and time when the page was generated. Setting
# this to NO can help when comparing the output of multiple runs.
HTML_TIMESTAMP = NO
# If the HTML_DYNAMIC_SECTIONS tag is set to YES then the generated HTML
# documentation will contain sections that can be hidden and shown after the
# page has loaded.
HTML_DYNAMIC_SECTIONS = NO
# With HTML_INDEX_NUM_ENTRIES one can control the preferred number of
# entries shown in the various tree structured indices initially; the user
# can expand and collapse entries dynamically later on. Doxygen will expand
# the tree to such a level that at most the specified number of entries are
# visible (unless a fully collapsed tree already exceeds this amount).
# So setting the number of entries 1 will produce a full collapsed tree by
# default. 0 is a special value representing an infinite number of entries
# and will result in a full expanded tree by default.
HTML_INDEX_NUM_ENTRIES = 100
# If the GENERATE_DOCSET tag is set to YES, additional index files
# will be generated that can be used as input for Apple's Xcode 3
# integrated development environment, introduced with OSX 10.5 (Leopard).
# To create a documentation set, doxygen will generate a Makefile in the
# HTML output directory. Running make will produce the docset in that
# directory and running "make install" will install the docset in
# ~/Library/Developer/Shared/Documentation/DocSets so that Xcode will find
# it at startup.
# See http://developer.apple.com/tools/creatingdocsetswithdoxygen.html
# for more information.
GENERATE_DOCSET = NO
# When GENERATE_DOCSET tag is set to YES, this tag determines the name of the
# feed. A documentation feed provides an umbrella under which multiple
# documentation sets from a single provider (such as a company or product suite)
# can be grouped.
DOCSET_FEEDNAME = "Doxygen generated docs"
# When GENERATE_DOCSET tag is set to YES, this tag specifies a string that
# should uniquely identify the documentation set bundle. This should be a
# reverse domain-name style string, e.g. com.mycompany.MyDocSet. Doxygen
# will append .docset to the name.
DOCSET_BUNDLE_ID = org.doxygen.Project
# When GENERATE_PUBLISHER_ID tag specifies a string that should uniquely
# identify the documentation publisher. This should be a reverse domain-name
# style string, e.g. com.mycompany.MyDocSet.documentation.
DOCSET_PUBLISHER_ID = org.doxygen.Publisher
# The GENERATE_PUBLISHER_NAME tag identifies the documentation publisher.
DOCSET_PUBLISHER_NAME = Publisher
# If the GENERATE_HTMLHELP tag is set to YES, additional index files
# will be generated that can be used as input for tools like the
# Microsoft HTML help workshop to generate a compiled HTML help file (.chm)
# of the generated HTML documentation.
GENERATE_HTMLHELP = NO
# If the GENERATE_HTMLHELP tag is set to YES, the CHM_FILE tag can
# be used to specify the file name of the resulting .chm file. You
# can add a path in front of the file if the result should not be
# written to the html output directory.
CHM_FILE =
# If the GENERATE_HTMLHELP tag is set to YES, the HHC_LOCATION tag can
# be used to specify the location (absolute path including file name) of
# the HTML help compiler (hhc.exe). If non-empty doxygen will try to run
# the HTML help compiler on the generated index.hhp.
HHC_LOCATION =
# If the GENERATE_HTMLHELP tag is set to YES, the GENERATE_CHI flag
# controls if a separate .chi index file is generated (YES) or that
# it should be included in the master .chm file (NO).
GENERATE_CHI = NO
# If the GENERATE_HTMLHELP tag is set to YES, the CHM_INDEX_ENCODING
# is used to encode HtmlHelp index (hhk), content (hhc) and project file
# content.
CHM_INDEX_ENCODING =
# If the GENERATE_HTMLHELP tag is set to YES, the BINARY_TOC flag
# controls whether a binary table of contents is generated (YES) or a
# normal table of contents (NO) in the .chm file.
BINARY_TOC = NO
# The TOC_EXPAND flag can be set to YES to add extra items for group members
# to the contents of the HTML help documentation and to the tree view.
TOC_EXPAND = NO
# If the GENERATE_QHP tag is set to YES and both QHP_NAMESPACE and
# QHP_VIRTUAL_FOLDER are set, an additional index file will be generated
# that can be used as input for Qt's qhelpgenerator to generate a
# Qt Compressed Help (.qch) of the generated HTML documentation.
GENERATE_QHP = NO
# If the QHG_LOCATION tag is specified, the QCH_FILE tag can
# be used to specify the file name of the resulting .qch file.
# The path specified is relative to the HTML output folder.
QCH_FILE =
# The QHP_NAMESPACE tag specifies the namespace to use when generating
# Qt Help Project output. For more information please see
# http://doc.trolltech.com/qthelpproject.html#namespace
QHP_NAMESPACE = org.doxygen.Project
# The QHP_VIRTUAL_FOLDER tag specifies the namespace to use when generating
# Qt Help Project output. For more information please see
# http://doc.trolltech.com/qthelpproject.html#virtual-folders
QHP_VIRTUAL_FOLDER = doc
# If QHP_CUST_FILTER_NAME is set, it specifies the name of a custom filter to
# add. For more information please see
# http://doc.trolltech.com/qthelpproject.html#custom-filters
QHP_CUST_FILTER_NAME =
# The QHP_CUST_FILT_ATTRS tag specifies the list of the attributes of the
# custom filter to add. For more information please see
#
# Qt Help Project / Custom Filters .
QHP_CUST_FILTER_ATTRS =
# The QHP_SECT_FILTER_ATTRS tag specifies the list of the attributes this
# project's
# filter section matches.
#
# Qt Help Project / Filter Attributes .
QHP_SECT_FILTER_ATTRS =
# If the GENERATE_QHP tag is set to YES, the QHG_LOCATION tag can
# be used to specify the location of Qt's qhelpgenerator.
# If non-empty doxygen will try to run qhelpgenerator on the generated
# .qhp file.
QHG_LOCATION =
# If the GENERATE_ECLIPSEHELP tag is set to YES, additional index files
# will be generated, which together with the HTML files, form an Eclipse help
# plugin. To install this plugin and make it available under the help contents
# menu in Eclipse, the contents of the directory containing the HTML and XML
# files needs to be copied into the plugins directory of eclipse. The name of
# the directory within the plugins directory should be the same as
# the ECLIPSE_DOC_ID value. After copying Eclipse needs to be restarted before
# the help appears.
GENERATE_ECLIPSEHELP = NO
# A unique identifier for the eclipse help plugin. When installing the plugin
# the directory name containing the HTML and XML files should also have
# this name.
ECLIPSE_DOC_ID = org.doxygen.Project
# The DISABLE_INDEX tag can be used to turn on/off the condensed index (tabs)
# at top of each HTML page. The value NO (the default) enables the index and
# the value YES disables it. Since the tabs have the same information as the
# navigation tree you can set this option to NO if you already set
# GENERATE_TREEVIEW to YES.
DISABLE_INDEX = NO
# The GENERATE_TREEVIEW tag is used to specify whether a tree-like index
# structure should be generated to display hierarchical information.
# If the tag value is set to YES, a side panel will be generated
# containing a tree-like index structure (just like the one that
# is generated for HTML Help). For this to work a browser that supports
# JavaScript, DHTML, CSS and frames is required (i.e. any modern browser).
# Windows users are probably better off using the HTML help feature.
# Since the tree basically has the same information as the tab index you
# could consider to set DISABLE_INDEX to NO when enabling this option.
GENERATE_TREEVIEW = NO
# The ENUM_VALUES_PER_LINE tag can be used to set the number of enum values
# (range [0,1..20]) that doxygen will group on one line in the generated HTML
# documentation. Note that a value of 0 will completely suppress the enum
# values from appearing in the overview section.
ENUM_VALUES_PER_LINE = 4
# If the treeview is enabled (see GENERATE_TREEVIEW) then this tag can be
# used to set the initial width (in pixels) of the frame in which the tree
# is shown.
TREEVIEW_WIDTH = 250
# When the EXT_LINKS_IN_WINDOW option is set to YES doxygen will open
# links to external symbols imported via tag files in a separate window.
EXT_LINKS_IN_WINDOW = NO
# Use this tag to change the font size of Latex formulas included
# as images in the HTML documentation. The default is 10. Note that
# when you change the font size after a successful doxygen run you need
# to manually remove any form_*.png images from the HTML output directory
# to force them to be regenerated.
FORMULA_FONTSIZE = 10
# Use the FORMULA_TRANPARENT tag to determine whether or not the images
# generated for formulas are transparent PNGs. Transparent PNGs are
# not supported properly for IE 6.0, but are supported on all modern browsers.
# Note that when changing this option you need to delete any form_*.png files
# in the HTML output before the changes have effect.
FORMULA_TRANSPARENT = YES
# Enable the USE_MATHJAX option to render LaTeX formulas using MathJax
# (see http://www.mathjax.org) which uses client side Javascript for the
# rendering instead of using prerendered bitmaps. Use this if you do not
# have LaTeX installed or if you want to formulas look prettier in the HTML
# output. When enabled you may also need to install MathJax separately and
# configure the path to it using the MATHJAX_RELPATH option.
USE_MATHJAX = NO
# When MathJax is enabled you can set the default output format to be used for
# thA MathJax output. Supported types are HTML-CSS, NativeMML (i.e. MathML) and
# SVG. The default value is HTML-CSS, which is slower, but has the best
# compatibility.
MATHJAX_FORMAT = HTML-CSS
# When MathJax is enabled you need to specify the location relative to the
# HTML output directory using the MATHJAX_RELPATH option. The destination
# directory should contain the MathJax.js script. For instance, if the mathjax
# directory is located at the same level as the HTML output directory, then
# MATHJAX_RELPATH should be ../mathjax. The default value points to
# the MathJax Content Delivery Network so you can quickly see the result without
# installing MathJax.
# However, it is strongly recommended to install a local
# copy of MathJax from http://www.mathjax.org before deployment.
MATHJAX_RELPATH = http://cdn.mathjax.org/mathjax/latest
# The MATHJAX_EXTENSIONS tag can be used to specify one or MathJax extension
# names that should be enabled during MathJax rendering.
MATHJAX_EXTENSIONS =
# When the SEARCHENGINE tag is enabled doxygen will generate a search box
# for the HTML output. The underlying search engine uses javascript
# and DHTML and should work on any modern browser. Note that when using
# HTML help (GENERATE_HTMLHELP), Qt help (GENERATE_QHP), or docsets
# (GENERATE_DOCSET) there is already a search function so this one should
# typically be disabled. For large projects the javascript based search engine
# can be slow, then enabling SERVER_BASED_SEARCH may provide a better solution.
SEARCHENGINE = YES
# When the SERVER_BASED_SEARCH tag is enabled the search engine will be
# implemented using a web server instead of a web client using Javascript.
# There are two flavours of web server based search depending on the
# EXTERNAL_SEARCH setting. When disabled, doxygen will generate a PHP script for
# searching and an index file used by the script. When EXTERNAL_SEARCH is
# enabled the indexing and searching needs to be provided by external tools.
# See the manual for details.
SERVER_BASED_SEARCH = NO
# When EXTERNAL_SEARCH is enabled doxygen will no longer generate the PHP
# script for searching. Instead the search results are written to an XML file
# which needs to be processed by an external indexer. Doxygen will invoke an
# external search engine pointed to by the SEARCHENGINE_URL option to obtain
# the search results. Doxygen ships with an example indexer (doxyindexer) and
# search engine (doxysearch.cgi) which are based on the open source search engine
# library Xapian. See the manual for configuration details.
EXTERNAL_SEARCH = NO
# The SEARCHENGINE_URL should point to a search engine hosted by a web server
# which will returned the search results when EXTERNAL_SEARCH is enabled.
# Doxygen ships with an example search engine (doxysearch) which is based on
# the open source search engine library Xapian. See the manual for configuration
# details.
SEARCHENGINE_URL =
# When SERVER_BASED_SEARCH and EXTERNAL_SEARCH are both enabled the unindexed
# search data is written to a file for indexing by an external tool. With the
# SEARCHDATA_FILE tag the name of this file can be specified.
SEARCHDATA_FILE = searchdata.xml
# When SERVER_BASED_SEARCH AND EXTERNAL_SEARCH are both enabled the
# EXTERNAL_SEARCH_ID tag can be used as an identifier for the project. This is
# useful in combination with EXTRA_SEARCH_MAPPINGS to search through multiple
# projects and redirect the results back to the right project.
EXTERNAL_SEARCH_ID =
# The EXTRA_SEARCH_MAPPINGS tag can be used to enable searching through doxygen
# projects other than the one defined by this configuration file, but that are
# all added to the same external search index. Each project needs to have a
# unique id set via EXTERNAL_SEARCH_ID. The search mapping then maps the id
# of to a relative location where the documentation can be found.
# The format is: EXTRA_SEARCH_MAPPINGS = id1=loc1 id2=loc2 ...
EXTRA_SEARCH_MAPPINGS =
#---------------------------------------------------------------------------
# configuration options related to the LaTeX output
#---------------------------------------------------------------------------
# If the GENERATE_LATEX tag is set to YES (the default) Doxygen will
# generate Latex output.
GENERATE_LATEX = YES
# The LATEX_OUTPUT tag is used to specify where the LaTeX docs will be put.
# If a relative path is entered the value of OUTPUT_DIRECTORY will be
# put in front of it. If left blank `latex' will be used as the default path.
LATEX_OUTPUT = latex
# The LATEX_CMD_NAME tag can be used to specify the LaTeX command name to be
# invoked. If left blank `latex' will be used as the default command name.
# Note that when enabling USE_PDFLATEX this option is only used for
# generating bitmaps for formulas in the HTML output, but not in the
# Makefile that is written to the output directory.
LATEX_CMD_NAME = latex
# The MAKEINDEX_CMD_NAME tag can be used to specify the command name to
# generate index for LaTeX. If left blank `makeindex' will be used as the
# default command name.
MAKEINDEX_CMD_NAME = makeindex
# If the COMPACT_LATEX tag is set to YES Doxygen generates more compact
# LaTeX documents. This may be useful for small projects and may help to
# save some trees in general.
COMPACT_LATEX = YES
# The PAPER_TYPE tag can be used to set the paper type that is used
# by the printer. Possible values are: a4, letter, legal and
# executive. If left blank a4wide will be used.
PAPER_TYPE = letter
# The EXTRA_PACKAGES tag can be to specify one or more names of LaTeX
# packages that should be included in the LaTeX output.
EXTRA_PACKAGES =
# The LATEX_HEADER tag can be used to specify a personal LaTeX header for
# the generated latex document. The header should contain everything until
# the first chapter. If it is left blank doxygen will generate a
# standard header. Notice: only use this tag if you know what you are doing!
LATEX_HEADER =
# The LATEX_FOOTER tag can be used to specify a personal LaTeX footer for
# the generated latex document. The footer should contain everything after
# the last chapter. If it is left blank doxygen will generate a
# standard footer. Notice: only use this tag if you know what you are doing!
LATEX_FOOTER =
# If the PDF_HYPERLINKS tag is set to YES, the LaTeX that is generated
# is prepared for conversion to pdf (using ps2pdf). The pdf file will
# contain links (just like the HTML output) instead of page references
# This makes the output suitable for online browsing using a pdf viewer.
PDF_HYPERLINKS = YES
# If the USE_PDFLATEX tag is set to YES, pdflatex will be used instead of
# plain latex in the generated Makefile. Set this option to YES to get a
# higher quality PDF documentation.
USE_PDFLATEX = YES
# If the LATEX_BATCHMODE tag is set to YES, doxygen will add the \\batchmode.
# command to the generated LaTeX files. This will instruct LaTeX to keep
# running if errors occur, instead of asking the user for help.
# This option is also used when generating formulas in HTML.
LATEX_BATCHMODE = NO
# If LATEX_HIDE_INDICES is set to YES then doxygen will not
# include the index chapters (such as File Index, Compound Index, etc.)
# in the output.
LATEX_HIDE_INDICES = NO
# If LATEX_SOURCE_CODE is set to YES then doxygen will include
# source code with syntax highlighting in the LaTeX output.
# Note that which sources are shown also depends on other settings
# such as SOURCE_BROWSER.
LATEX_SOURCE_CODE = NO
# The LATEX_BIB_STYLE tag can be used to specify the style to use for the
# bibliography, e.g. plainnat, or ieeetr. The default style is "plain". See
# http://en.wikipedia.org/wiki/BibTeX for more info.
LATEX_BIB_STYLE = plain
#---------------------------------------------------------------------------
# configuration options related to the RTF output
#---------------------------------------------------------------------------
# If the GENERATE_RTF tag is set to YES Doxygen will generate RTF output
# The RTF output is optimized for Word 97 and may not look very pretty with
# other RTF readers or editors.
GENERATE_RTF = NO
# The RTF_OUTPUT tag is used to specify where the RTF docs will be put.
# If a relative path is entered the value of OUTPUT_DIRECTORY will be
# put in front of it. If left blank `rtf' will be used as the default path.
RTF_OUTPUT = rtf
# If the COMPACT_RTF tag is set to YES Doxygen generates more compact
# RTF documents. This may be useful for small projects and may help to
# save some trees in general.
COMPACT_RTF = NO
# If the RTF_HYPERLINKS tag is set to YES, the RTF that is generated
# will contain hyperlink fields. The RTF file will
# contain links (just like the HTML output) instead of page references.
# This makes the output suitable for online browsing using WORD or other
# programs which support those fields.
# Note: wordpad (write) and others do not support links.
RTF_HYPERLINKS = NO
# Load style sheet definitions from file. Syntax is similar to doxygen's
# config file, i.e. a series of assignments. You only have to provide
# replacements, missing definitions are set to their default value.
RTF_STYLESHEET_FILE =
# Set optional variables used in the generation of an rtf document.
# Syntax is similar to doxygen's config file.
RTF_EXTENSIONS_FILE =
#---------------------------------------------------------------------------
# configuration options related to the man page output
#---------------------------------------------------------------------------
# If the GENERATE_MAN tag is set to YES (the default) Doxygen will
# generate man pages
GENERATE_MAN = NO
# The MAN_OUTPUT tag is used to specify where the man pages will be put.
# If a relative path is entered the value of OUTPUT_DIRECTORY will be
# put in front of it. If left blank `man' will be used as the default path.
MAN_OUTPUT = man
# The MAN_EXTENSION tag determines the extension that is added to
# the generated man pages (default is the subroutine's section .3)
MAN_EXTENSION = .3
# If the MAN_LINKS tag is set to YES and Doxygen generates man output,
# then it will generate one additional man file for each entity
# documented in the real man page(s). These additional files
# only source the real man page, but without them the man command
# would be unable to find the correct page. The default is NO.
MAN_LINKS = NO
#---------------------------------------------------------------------------
# configuration options related to the XML output
#---------------------------------------------------------------------------
# If the GENERATE_XML tag is set to YES Doxygen will
# generate an XML file that captures the structure of
# the code including all documentation.
GENERATE_XML = YES
# The XML_OUTPUT tag is used to specify where the XML pages will be put.
# If a relative path is entered the value of OUTPUT_DIRECTORY will be
# put in front of it. If left blank `xml' will be used as the default path.
XML_OUTPUT = xml
# The XML_SCHEMA tag can be used to specify an XML schema,
# which can be used by a validating XML parser to check the
# syntax of the XML files.
XML_SCHEMA =
# The XML_DTD tag can be used to specify an XML DTD,
# which can be used by a validating XML parser to check the
# syntax of the XML files.
XML_DTD =
# If the XML_PROGRAMLISTING tag is set to YES Doxygen will
# dump the program listings (including syntax highlighting
# and cross-referencing information) to the XML output. Note that
# enabling this will significantly increase the size of the XML output.
XML_PROGRAMLISTING = YES
#---------------------------------------------------------------------------
# configuration options for the AutoGen Definitions output
#---------------------------------------------------------------------------
# If the GENERATE_AUTOGEN_DEF tag is set to YES Doxygen will
# generate an AutoGen Definitions (see autogen.sf.net) file
# that captures the structure of the code including all
# documentation. Note that this feature is still experimental
# and incomplete at the moment.
GENERATE_AUTOGEN_DEF = NO
#---------------------------------------------------------------------------
# configuration options related to the Perl module output
#---------------------------------------------------------------------------
# If the GENERATE_PERLMOD tag is set to YES Doxygen will
# generate a Perl module file that captures the structure of
# the code including all documentation. Note that this
# feature is still experimental and incomplete at the
# moment.
GENERATE_PERLMOD = NO
# If the PERLMOD_LATEX tag is set to YES Doxygen will generate
# the necessary Makefile rules, Perl scripts and LaTeX code to be able
# to generate PDF and DVI output from the Perl module output.
PERLMOD_LATEX = NO
# If the PERLMOD_PRETTY tag is set to YES the Perl module output will be
# nicely formatted so it can be parsed by a human reader.
# This is useful
# if you want to understand what is going on.
# On the other hand, if this
# tag is set to NO the size of the Perl module output will be much smaller
# and Perl will parse it just the same.
PERLMOD_PRETTY = YES
# The names of the make variables in the generated doxyrules.make file
# are prefixed with the string contained in PERLMOD_MAKEVAR_PREFIX.
# This is useful so different doxyrules.make files included by the same
# Makefile don't overwrite each other's variables.
PERLMOD_MAKEVAR_PREFIX =
#---------------------------------------------------------------------------
# Configuration options related to the preprocessor
#---------------------------------------------------------------------------
# If the ENABLE_PREPROCESSING tag is set to YES (the default) Doxygen will
# evaluate all C-preprocessor directives found in the sources and include
# files.
ENABLE_PREPROCESSING = YES
# If the MACRO_EXPANSION tag is set to YES Doxygen will expand all macro
# names in the source code. If set to NO (the default) only conditional
# compilation will be performed. Macro expansion can be done in a controlled
# way by setting EXPAND_ONLY_PREDEF to YES.
MACRO_EXPANSION = NO
# If the EXPAND_ONLY_PREDEF and MACRO_EXPANSION tags are both set to YES
# then the macro expansion is limited to the macros specified with the
# PREDEFINED and EXPAND_AS_DEFINED tags.
EXPAND_ONLY_PREDEF = NO
# If the SEARCH_INCLUDES tag is set to YES (the default) the includes files
# pointed to by INCLUDE_PATH will be searched when a #include is found.
SEARCH_INCLUDES = YES
# The INCLUDE_PATH tag can be used to specify one or more directories that
# contain include files that are not input files but should be processed by
# the preprocessor.
INCLUDE_PATH =
# You can use the INCLUDE_FILE_PATTERNS tag to specify one or more wildcard
# patterns (like *.h and *.hpp) to filter out the header-files in the
# directories. If left blank, the patterns specified with FILE_PATTERNS will
# be used.
INCLUDE_FILE_PATTERNS =
# The PREDEFINED tag can be used to specify one or more macro names that
# are defined before the preprocessor is started (similar to the -D option of
# gcc). The argument of the tag is a list of macros of the form: name
# or name=definition (no spaces). If the definition and the = are
# omitted =1 is assumed. To prevent a macro definition from being
# undefined via #undef or recursively expanded use the := operator
# instead of the = operator.
PREDEFINED = DOXYGEN
# If the MACRO_EXPANSION and EXPAND_ONLY_PREDEF tags are set to YES then
# this tag can be used to specify a list of macro names that should be expanded.
# The macro definition that is found in the sources will be used.
# Use the PREDEFINED tag if you want to use a different macro definition that
# overrules the definition found in the source code.
EXPAND_AS_DEFINED =
# If the SKIP_FUNCTION_MACROS tag is set to YES (the default) then
# doxygen's preprocessor will remove all references to function-like macros
# that are alone on a line, have an all uppercase name, and do not end with a
# semicolon, because these will confuse the parser if not removed.
SKIP_FUNCTION_MACROS = YES
#---------------------------------------------------------------------------
# Configuration::additions related to external references
#---------------------------------------------------------------------------
# The TAGFILES option can be used to specify one or more tagfiles. For each
# tag file the location of the external documentation should be added. The
# format of a tag file without this location is as follows:
#
# TAGFILES = file1 file2 ...
# Adding location for the tag files is done as follows:
#
# TAGFILES = file1=loc1 "file2 = loc2" ...
# where "loc1" and "loc2" can be relative or absolute paths
# or URLs. Note that each tag file must have a unique name (where the name does
# NOT include the path). If a tag file is not located in the directory in which
# doxygen is run, you must also specify the path to the tagfile here.
TAGFILES =
# When a file name is specified after GENERATE_TAGFILE, doxygen will create
# a tag file that is based on the input files it reads.
GENERATE_TAGFILE = doc/code/bdt.tag
# If the ALLEXTERNALS tag is set to YES all external classes will be listed
# in the class index. If set to NO only the inherited external classes
# will be listed.
ALLEXTERNALS = NO
# If the EXTERNAL_GROUPS tag is set to YES all external groups will be listed
# in the modules index. If set to NO, only the current project's groups will
# be listed.
EXTERNAL_GROUPS = YES
# The PERL_PATH should be the absolute path and name of the perl script
# interpreter (i.e. the result of `which perl').
PERL_PATH = /bin/perl
#---------------------------------------------------------------------------
# Configuration options related to the dot tool
#---------------------------------------------------------------------------
# If the CLASS_DIAGRAMS tag is set to YES (the default) Doxygen will
# generate a inheritance diagram (in HTML, RTF and LaTeX) for classes with base
# or super classes. Setting the tag to NO turns the diagrams off. Note that
# this option also works with HAVE_DOT disabled, but it is recommended to
# install and use dot, since it yields more powerful graphs.
CLASS_DIAGRAMS = YES
# You can define message sequence charts within doxygen comments using the \msc
# command. Doxygen will then run the mscgen tool (see
# http://www.mcternan.me.uk/mscgen/) to produce the chart and insert it in the
# documentation. The MSCGEN_PATH tag allows you to specify the directory where
# the mscgen tool resides. If left empty the tool is assumed to be found in the
# default search path.
MSCGEN_PATH =
# If set to YES, the inheritance and collaboration graphs will hide
# inheritance and usage relations if the target is undocumented
# or is not a class.
HIDE_UNDOC_RELATIONS = YES
# If you set the HAVE_DOT tag to YES then doxygen will assume the dot tool is
# available from the path. This tool is part of Graphviz, a graph visualization
# toolkit from AT&T and Lucent Bell Labs. The other options in this section
# have no effect if this option is set to NO (the default)
HAVE_DOT = YES
# The DOT_NUM_THREADS specifies the number of dot invocations doxygen is
# allowed to run in parallel. When set to 0 (the default) doxygen will
# base this on the number of processors available in the system. You can set it
# explicitly to a value larger than 0 to get control over the balance
# between CPU load and processing speed.
DOT_NUM_THREADS = 0
# By default doxygen will use the Helvetica font for all dot files that
# doxygen generates. When you want a differently looking font you can specify
# the font name using DOT_FONTNAME. You need to make sure dot is able to find
# the font, which can be done by putting it in a standard location or by setting
# the DOTFONTPATH environment variable or by setting DOT_FONTPATH to the
# directory containing the font.
DOT_FONTNAME = Helvetica
# The DOT_FONTSIZE tag can be used to set the size of the font of dot graphs.
# The default size is 10pt.
DOT_FONTSIZE = 10
# By default doxygen will tell dot to use the Helvetica font.
# If you specify a different font using DOT_FONTNAME you can use DOT_FONTPATH to
# set the path where dot can find it.
DOT_FONTPATH =
# If the CLASS_GRAPH and HAVE_DOT tags are set to YES then doxygen
# will generate a graph for each documented class showing the direct and
# indirect inheritance relations. Setting this tag to YES will force the
# CLASS_DIAGRAMS tag to NO.
CLASS_GRAPH = YES
# If the COLLABORATION_GRAPH and HAVE_DOT tags are set to YES then doxygen
# will generate a graph for each documented class showing the direct and
# indirect implementation dependencies (inheritance, containment, and
# class references variables) of the class with other documented classes.
COLLABORATION_GRAPH = YES
# If the GROUP_GRAPHS and HAVE_DOT tags are set to YES then doxygen
# will generate a graph for groups, showing the direct groups dependencies
GROUP_GRAPHS = YES
# If the UML_LOOK tag is set to YES doxygen will generate inheritance and
# collaboration diagrams in a style similar to the OMG's Unified Modeling
# Language.
UML_LOOK = NO
# If the UML_LOOK tag is enabled, the fields and methods are shown inside
# the class node. If there are many fields or methods and many nodes the
# graph may become too big to be useful. The UML_LIMIT_NUM_FIELDS
# threshold limits the number of items for each type to make the size more
# managable. Set this to 0 for no limit. Note that the threshold may be
# exceeded by 50% before the limit is enforced.
UML_LIMIT_NUM_FIELDS = 10
# If set to YES, the inheritance and collaboration graphs will show the
# relations between templates and their instances.
TEMPLATE_RELATIONS = YES
# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDE_GRAPH, and HAVE_DOT
# tags are set to YES then doxygen will generate a graph for each documented
# file showing the direct and indirect include dependencies of the file with
# other documented files.
INCLUDE_GRAPH = YES
# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDED_BY_GRAPH, and
# HAVE_DOT tags are set to YES then doxygen will generate a graph for each
# documented header file showing the documented files that directly or
# indirectly include this file.
INCLUDED_BY_GRAPH = YES
# If the CALL_GRAPH and HAVE_DOT options are set to YES then
# doxygen will generate a call dependency graph for every global function
# or class method. Note that enabling this option will significantly increase
# the time of a run. So in most cases it will be better to enable call graphs
# for selected functions only using the \callgraph command.
CALL_GRAPH = YES
# If the CALLER_GRAPH and HAVE_DOT tags are set to YES then
# doxygen will generate a caller dependency graph for every global function
# or class method. Note that enabling this option will significantly increase
# the time of a run. So in most cases it will be better to enable caller
# graphs for selected functions only using the \callergraph command.
CALLER_GRAPH = YES
# If the GRAPHICAL_HIERARCHY and HAVE_DOT tags are set to YES then doxygen
# will generate a graphical hierarchy of all classes instead of a textual one.
GRAPHICAL_HIERARCHY = YES
# If the DIRECTORY_GRAPH and HAVE_DOT tags are set to YES
# then doxygen will show the dependencies a directory has on other directories
# in a graphical way. The dependency relations are determined by the #include
# relations between the files in the directories.
DIRECTORY_GRAPH = YES
# The DOT_IMAGE_FORMAT tag can be used to set the image format of the images
# generated by dot. Possible values are svg, png, jpg, or gif.
# If left blank png will be used. If you choose svg you need to set
# HTML_FILE_EXTENSION to xhtml in order to make the SVG files
# visible in IE 9+ (other browsers do not have this requirement).
DOT_IMAGE_FORMAT = png
# If DOT_IMAGE_FORMAT is set to svg, then this option can be set to YES to
# enable generation of interactive SVG images that allow zooming and panning.
# Note that this requires a modern browser other than Internet Explorer.
# Tested and working are Firefox, Chrome, Safari, and Opera. For IE 9+ you
# need to set HTML_FILE_EXTENSION to xhtml in order to make the SVG files
# visible. Older versions of IE do not have SVG support.
INTERACTIVE_SVG = NO
# The tag DOT_PATH can be used to specify the path where the dot tool can be
# found. If left blank, it is assumed the dot tool can be found in the path.
DOT_PATH = /bin
# The DOTFILE_DIRS tag can be used to specify one or more directories that
# contain dot files that are included in the documentation (see the
# \dotfile command).
DOTFILE_DIRS =
# The MSCFILE_DIRS tag can be used to specify one or more directories that
# contain msc files that are included in the documentation (see the
# \mscfile command).
MSCFILE_DIRS =
# The DOT_GRAPH_MAX_NODES tag can be used to set the maximum number of
# nodes that will be shown in the graph. If the number of nodes in a graph
# becomes larger than this value, doxygen will truncate the graph, which is
# visualized by representing a node as a red box. Note that doxygen if the
# number of direct children of the root node in a graph is already larger than
# DOT_GRAPH_MAX_NODES then the graph will not be shown at all. Also note
# that the size of a graph can be further restricted by MAX_DOT_GRAPH_DEPTH.
DOT_GRAPH_MAX_NODES = 50
# The MAX_DOT_GRAPH_DEPTH tag can be used to set the maximum depth of the
# graphs generated by dot. A depth value of 3 means that only nodes reachable
# from the root by following a path via at most 3 edges will be shown. Nodes
# that lay further from the root node will be omitted. Note that setting this
# option to 1 or 2 may greatly reduce the computation time needed for large
# code bases. Also note that the size of a graph can be further restricted by
# DOT_GRAPH_MAX_NODES. Using a depth of 0 means no depth restriction.
MAX_DOT_GRAPH_DEPTH = 0
# Set the DOT_TRANSPARENT tag to YES to generate images with a transparent
# background. This is disabled by default, because dot on Windows does not
# seem to support this out of the box. Warning: Depending on the platform used,
# enabling this option may lead to badly anti-aliased labels on the edges of
# a graph (i.e. they become hard to read).
DOT_TRANSPARENT = YES
# Set the DOT_MULTI_TARGETS tag to YES allow dot to generate multiple output
# files in one run (i.e. multiple -o and -T options on the command line). This
# makes dot run faster, but since only newer versions of dot (>1.8.10)
# support this, this feature is disabled by default.
DOT_MULTI_TARGETS = YES
# If the GENERATE_LEGEND tag is set to YES (the default) Doxygen will
# generate a legend page explaining the meaning of the various boxes and
# arrows in the dot generated graphs.
GENERATE_LEGEND = YES
# If the DOT_CLEANUP tag is set to YES (the default) Doxygen will
# remove the intermediate dot files that are used to generate
# the various graphs.
DOT_CLEANUP = YES
bdtl-1.0.1/README.1st 0000644 0000764 0000764 00000001107 12151020420 013610 0 ustar melamed melamed
For a high-level description of what this software does and its
features, read the file WHAT.this.is.
To build the binaries, see src/HOWTO.build .
Command-line usage instructions are in doc/HOTWO.use .
The two main APIs are illustrated in the very short and simple
src/bdtl/traineOne.cpp and src/bdtl/testOne.cpp.
Various uses of the sandbox are discussed in sandbox/HOWTO.play .
All the documentation is also linked from the doc/ directory .
Doxygen documentation of the code can be generated by
* setting BDTL_BASE to the installation base directory
* cd doc/code/
* make
bdtl-1.0.1/local.mk.EXAMPLE 0000644 0000764 0000764 00000002600 12151020420 014736 0 ustar melamed melamed ########################################################################################
#
# BDTL configuration variables that are likely to change between different installations
#
########################################################################################
# the base directory of the installation is assumed to be provided in the environment variable BDTL_BASE
# BASE := $(abspath $(dir $(word $(words $(MAKEFILE_LIST)),$(MAKEFILE_LIST))))
# correct for extra slashes at the end of pathnames
BASE_DIR := $(patsubst %/, %, $(BDTL_BASE))
include $(BASE_DIR)/shared.mk
# Set the following three variables to match your compiler settings.
CMP = /n/common.linux64/gcc-4.4.5
# CMP = /usr
#compiling
CC = $(CMP)/bin/g++
#linking
LCC = $(CMP)/bin/gcc
# EXECUTABLES
# ln version that quietly accepts the -f switch
LN = /bin/ln -sf
# for making static libraries (.a files)
AR = /usr/bin/ar
GDIFF = diff
XARGS = xargs
# where is doxygen?
DOXYGEN = $(shell which doxygen)
# LIBRARIES
# set the following to point to google code, if it does not live in $(CMP)/include
GOOG_INCLUDES = -I /n/alytics/pkg/include
# set the following to point to boost, if it does not live in $(CMP)/include or $(CMP)/lib
BOOST_PARENT = /n/alytics/pkg
# Installation of the boost libraries can result in library files with
# various endings on their name, such as -gcc. Choose the ending for
# your machine.
BLSX =
bdtl-1.0.1/sandbox/ 0000755 0000764 0000764 00000000000 12151020641 013666 5 ustar melamed melamed bdtl-1.0.1/sandbox/bostonHous/ 0000755 0000764 0000764 00000000000 12151020641 016031 5 ustar melamed melamed bdtl-1.0.1/sandbox/bostonHous/train/ 0000755 0000764 0000764 00000000000 12151020641 017146 5 ustar melamed melamed bdtl-1.0.1/sandbox/bostonHous/train/train.config 0000644 0000764 0000764 00000003642 12141757305 021474 0 ustar melamed melamed debugLevel = 1
# labelType = boolean
labelType = scalar
# lossFn = logistic
# lossFn = exponential
lossFn = squared
# regularizer type
regnFn = L2
# maxIterations = 1
# maxTimePerKey = 10
# initial regn penalty
initialGlobalRegnFactor = 64.0
# complexity penalty is computed as X / (min(frq1, frq2) ^ Y),
# where frq1 and frq2 are the example counts of the new child
# nodes. Defaults are X=5 and Y=2.
complexityCoeff = 0.0
# complexityExponent = 2.0
minExPerNode = 3
# maxAttemptsPerNode = 5
# Minimum l1 penalty scaling factor -- if it drops below this point, then stop training
minimumRegFactor = 1e-3
# minimumRegFactor = 8
# penalizeRoots = true
# If adding the Tree to the Ensemble does not reduce penalized training
# set loss by at least this much, then decay the l1 penalty.
# minimumReductionInPenalizedTrainLossPerTree = 1e-2
minimumReductionInPenalizedTrainLossPerTree = 0.0
# minimumReductionInPenalizedTrainLossPerSplit = 0.0
minimumReductionInPenalizedTrainLossPerSplit = 1e-2
maxSubsampleSize = 100000
subsamplingRate = 1.0
learningRate = 1.0
heavyExampleSampleSize = 20
# 3600 seconds = 1 hour
# MaxTimePerKey = 3600
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
# shuffling would probably give higher accuracy, but it makes
# debugging more difficult
shuffleExamplesInExBuilder = false
logLocation = file
# logLocation = both
# Should the filenames generated by a training run contain the classifier key?
# put_keys_in_filenames = true
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
# hypothesisDirectory = hypos
exampleFormat = SVMLight
# externalFeatVocabFileName = featVocab
splitNodeIfGreaterGainThanNewTreeRootSplit = false
# splitNodeIfGreaterGainThanNewTreeRootSplit = true
addInternalNodesToEnsemble = true
useCompiledIO = true
bdtl-1.0.1/sandbox/bostonHous/train/ToT.config 0000644 0000764 0000764 00000000663 12122405072 021053 0 ustar melamed melamed debugLevel = 1
labelType = scalar
logLocation = file
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
# hypothesisDirectory = hypos
exampleFormat = SVMLight
addInternalNodesToEnsemble = true
useCompiledIO = true
bdtl-1.0.1/sandbox/bostonHous/train/train.ex 0000644 0000764 0000764 00000126452 12122405072 020636 0 ustar melamed melamed 24.00 1:0.00632 2:18.0 3:2.31 4:0.538 5:6.575 6:65.2 7:4.09 8:1 9:296 10:15.3 11:396.9 12:4.98
21.60 1:0.02731 2:0.0 3:7.07 4:0.469 5:6.421 6:78.9 7:4.9671 8:2 9:242 10:17.8 11:396.9 12:9.14
34.70 1:0.02729 2:0.0 3:7.07 4:0.469 5:7.185 6:61.1 7:4.9671 8:2 9:242 10:17.8 11:392.83 12:4.03
33.40 1:0.03237 2:0.0 3:2.18 4:0.458 5:6.998 6:45.8 7:6.0622 8:3 9:222 10:18.7 11:394.63 12:2.94
36.20 1:0.06905 2:0.0 3:2.18 4:0.458 5:7.147 6:54.2 7:6.0622 8:3 9:222 10:18.7 11:396.9 12:5.33
28.70 1:0.02985 2:0.0 3:2.18 4:0.458 5:6.43 6:58.7 7:6.0622 8:3 9:222 10:18.7 11:394.12 12:5.21
22.90 1:0.08829 2:12.5 3:7.87 4:0.524 5:6.012 6:66.6 7:5.5605 8:5 9:311 10:15.2 11:395.6 12:12.43
27.10 1:0.14455 2:12.5 3:7.87 4:0.524 5:6.172 6:96.1 7:5.9505 8:5 9:311 10:15.2 11:396.9 12:19.15
16.50 1:0.21124 2:12.5 3:7.87 4:0.524 5:5.631 6:100.0 7:6.0821 8:5 9:311 10:15.2 11:386.63 12:29.93
18.90 1:0.17004 2:12.5 3:7.87 4:0.524 5:6.004 6:85.9 7:6.5921 8:5 9:311 10:15.2 11:386.71 12:17.1
15.00 1:0.22489 2:12.5 3:7.87 4:0.524 5:6.377 6:94.3 7:6.3467 8:5 9:311 10:15.2 11:392.52 12:20.45
18.90 1:0.11747 2:12.5 3:7.87 4:0.524 5:6.009 6:82.9 7:6.2267 8:5 9:311 10:15.2 11:396.9 12:13.27
21.70 1:0.09378 2:12.5 3:7.87 4:0.524 5:5.889 6:39.0 7:5.4509 8:5 9:311 10:15.2 11:390.5 12:15.71
20.40 1:0.62976 2:0.0 3:8.14 4:0.538 5:5.949 6:61.8 7:4.7075 8:4 9:307 10:21 11:396.9 12:8.26
18.20 1:0.63796 2:0.0 3:8.14 4:0.538 5:6.096 6:84.5 7:4.4619 8:4 9:307 10:21 11:380.02 12:10.26
19.90 1:0.62739 2:0.0 3:8.14 4:0.538 5:5.834 6:56.5 7:4.4986 8:4 9:307 10:21 11:395.62 12:8.47
23.10 1:1.05393 2:0.0 3:8.14 4:0.538 5:5.935 6:29.3 7:4.4986 8:4 9:307 10:21 11:386.85 12:6.58
18.20 1:0.7258 2:0.0 3:8.14 4:0.538 5:5.727 6:69.5 7:3.7965 8:4 9:307 10:21 11:390.95 12:11.28
13.60 1:1.25179 2:0.0 3:8.14 4:0.538 5:5.57 6:98.1 7:3.7979 8:4 9:307 10:21 11:376.57 12:21.02
19.60 1:0.85204 2:0.0 3:8.14 4:0.538 5:5.965 6:89.2 7:4.0123 8:4 9:307 10:21 11:392.53 12:13.83
15.20 1:1.23247 2:0.0 3:8.14 4:0.538 5:6.142 6:91.7 7:3.9769 8:4 9:307 10:21 11:396.9 12:18.72
14.50 1:0.98843 2:0.0 3:8.14 4:0.538 5:5.813 6:100.0 7:4.0952 8:4 9:307 10:21 11:394.54 12:19.88
13.90 1:0.84054 2:0.0 3:8.14 4:0.538 5:5.599 6:85.7 7:4.4546 8:4 9:307 10:21 11:303.42 12:16.51
16.60 1:0.67191 2:0.0 3:8.14 4:0.538 5:5.813 6:90.3 7:4.682 8:4 9:307 10:21 11:376.88 12:14.81
14.80 1:0.95577 2:0.0 3:8.14 4:0.538 5:6.047 6:88.8 7:4.4534 8:4 9:307 10:21 11:306.38 12:17.28
18.40 1:0.77299 2:0.0 3:8.14 4:0.538 5:6.495 6:94.4 7:4.4547 8:4 9:307 10:21 11:387.94 12:12.8
21.00 1:1.00245 2:0.0 3:8.14 4:0.538 5:6.674 6:87.3 7:4.239 8:4 9:307 10:21 11:380.23 12:11.98
12.70 1:1.13081 2:0.0 3:8.14 4:0.538 5:5.713 6:94.1 7:4.233 8:4 9:307 10:21 11:360.17 12:22.6
14.50 1:1.35472 2:0.0 3:8.14 4:0.538 5:6.072 6:100.0 7:4.175 8:4 9:307 10:21 11:376.73 12:13.04
13.20 1:1.38799 2:0.0 3:8.14 4:0.538 5:5.95 6:82.0 7:3.99 8:4 9:307 10:21 11:232.6 12:27.71
13.50 1:1.61282 2:0.0 3:8.14 4:0.538 5:6.096 6:96.9 7:3.7598 8:4 9:307 10:21 11:248.31 12:20.34
20.00 1:0.09744 2:0.0 3:5.96 4:0.499 5:5.841 6:61.4 7:3.3779 8:5 9:279 10:19.2 11:377.56 12:11.41
21.00 1:0.08014 2:0.0 3:5.96 4:0.499 5:5.85 6:41.5 7:3.9342 8:5 9:279 10:19.2 11:396.9 12:8.77
24.70 1:0.17505 2:0.0 3:5.96 4:0.499 5:5.966 6:30.2 7:3.8473 8:5 9:279 10:19.2 11:393.43 12:10.13
30.80 1:0.02763 2:75.0 3:2.95 4:0.428 5:6.595 6:21.8 7:5.4011 8:3 9:252 10:18.3 11:395.63 12:4.32
34.90 1:0.03359 2:75.0 3:2.95 4:0.428 5:7.024 6:15.8 7:5.4011 8:3 9:252 10:18.3 11:395.62 12:1.98
26.60 1:0.12744 2:0.0 3:6.91 4:0.448 5:6.77 6:2.9 7:5.7209 8:3 9:233 10:17.9 11:385.41 12:4.84
25.30 1:0.1415 2:0.0 3:6.91 4:0.448 5:6.169 6:6.6 7:5.7209 8:3 9:233 10:17.9 11:383.37 12:5.81
24.70 1:0.15936 2:0.0 3:6.91 4:0.448 5:6.211 6:6.5 7:5.7209 8:3 9:233 10:17.9 11:394.46 12:7.44
21.20 1:0.12269 2:0.0 3:6.91 4:0.448 5:6.069 6:40.0 7:5.7209 8:3 9:233 10:17.9 11:389.39 12:9.55
19.30 1:0.17142 2:0.0 3:6.91 4:0.448 5:5.682 6:33.8 7:5.1004 8:3 9:233 10:17.9 11:396.9 12:10.21
20.00 1:0.18836 2:0.0 3:6.91 4:0.448 5:5.786 6:33.3 7:5.1004 8:3 9:233 10:17.9 11:396.9 12:14.15
16.60 1:0.22927 2:0.0 3:6.91 4:0.448 5:6.03 6:85.5 7:5.6894 8:3 9:233 10:17.9 11:392.74 12:18.8
14.40 1:0.25387 2:0.0 3:6.91 4:0.448 5:5.399 6:95.3 7:5.87 8:3 9:233 10:17.9 11:396.9 12:30.81
19.40 1:0.21977 2:0.0 3:6.91 4:0.448 5:5.602 6:62.0 7:6.0877 8:3 9:233 10:17.9 11:396.9 12:16.2
19.70 1:0.08873 2:21.0 3:5.64 4:0.439 5:5.963 6:45.7 7:6.8147 8:4 9:243 10:16.8 11:395.56 12:13.45
20.50 1:0.04337 2:21.0 3:5.64 4:0.439 5:6.115 6:63.0 7:6.8147 8:4 9:243 10:16.8 11:393.97 12:9.43
25.00 1:0.0536 2:21.0 3:5.64 4:0.439 5:6.511 6:21.1 7:6.8147 8:4 9:243 10:16.8 11:396.9 12:5.28
18.90 1:0.0136 2:75.0 3:4 4:0.41 5:5.888 6:47.6 7:7.3197 8:3 9:469 10:21.1 11:396.9 12:14.8
35.40 1:0.01311 2:90.0 3:1.22 4:0.403 5:7.249 6:21.9 7:8.6966 8:5 9:226 10:17.9 11:395.93 12:4.81
31.60 1:0.01432 2:100.0 3:1.32 4:0.411 5:6.816 6:40.5 7:8.3248 8:5 9:256 10:15.1 11:392.9 12:3.95
23.30 1:0.15445 2:25.0 3:5.13 4:0.453 5:6.145 6:29.2 7:7.8148 8:8 9:284 10:19.7 11:390.68 12:6.86
19.60 1:0.10328 2:25.0 3:5.13 4:0.453 5:5.927 6:47.2 7:6.932 8:8 9:284 10:19.7 11:396.9 12:9.22
18.70 1:0.14932 2:25.0 3:5.13 4:0.453 5:5.741 6:66.2 7:7.2254 8:8 9:284 10:19.7 11:395.11 12:13.15
16.00 1:0.17171 2:25.0 3:5.13 4:0.453 5:5.966 6:93.4 7:6.8185 8:8 9:284 10:19.7 11:378.08 12:14.44
22.20 1:0.11027 2:25.0 3:5.13 4:0.453 5:6.456 6:67.8 7:7.2255 8:8 9:284 10:19.7 11:396.9 12:6.73
25.00 1:0.1265 2:25.0 3:5.13 4:0.453 5:6.762 6:43.4 7:7.9809 8:8 9:284 10:19.7 11:395.58 12:9.5
33.00 1:0.01951 2:17.5 3:1.38 4:0.4161 5:7.104 6:59.5 7:9.2229 8:3 9:216 10:18.6 11:393.24 12:8.05
23.50 1:0.03584 2:80.0 3:3.37 4:0.398 5:6.29 6:17.8 7:6.6115 8:4 9:337 10:16.1 11:396.9 12:4.67
19.40 1:0.04379 2:80.0 3:3.37 4:0.398 5:5.787 6:31.1 7:6.6115 8:4 9:337 10:16.1 11:396.9 12:10.24
22.00 1:0.05789 2:12.5 3:6.07 4:0.409 5:5.878 6:21.4 7:6.498 8:4 9:345 10:18.9 11:396.21 12:8.1
17.40 1:0.13554 2:12.5 3:6.07 4:0.409 5:5.594 6:36.8 7:6.498 8:4 9:345 10:18.9 11:396.9 12:13.09
20.90 1:0.12816 2:12.5 3:6.07 4:0.409 5:5.885 6:33.0 7:6.498 8:4 9:345 10:18.9 11:396.9 12:8.79
24.20 1:0.08826 2:0.0 3:10.81 4:0.413 5:6.417 6:6.6 7:5.2873 8:4 9:305 10:19.2 11:383.73 12:6.72
21.70 1:0.15876 2:0.0 3:10.81 4:0.413 5:5.961 6:17.5 7:5.2873 8:4 9:305 10:19.2 11:376.94 12:9.88
23.40 1:0.19539 2:0.0 3:10.81 4:0.413 5:6.245 6:6.2 7:5.2873 8:4 9:305 10:19.2 11:377.17 12:7.54
24.10 1:0.07896 2:0.0 3:12.83 4:0.437 5:6.273 6:6.0 7:4.2515 8:5 9:398 10:18.7 11:394.92 12:6.78
21.40 1:0.09512 2:0.0 3:12.83 4:0.437 5:6.286 6:45.0 7:4.5026 8:5 9:398 10:18.7 11:383.23 12:8.94
20.00 1:0.10153 2:0.0 3:12.83 4:0.437 5:6.279 6:74.5 7:4.0522 8:5 9:398 10:18.7 11:373.66 12:11.97
20.80 1:0.08707 2:0.0 3:12.83 4:0.437 5:6.14 6:45.8 7:4.0905 8:5 9:398 10:18.7 11:386.96 12:10.27
21.20 1:0.05646 2:0.0 3:12.83 4:0.437 5:6.232 6:53.7 7:5.0141 8:5 9:398 10:18.7 11:386.4 12:12.34
20.30 1:0.08387 2:0.0 3:12.83 4:0.437 5:5.874 6:36.6 7:4.5026 8:5 9:398 10:18.7 11:396.06 12:9.1
28.00 1:0.04113 2:25.0 3:4.86 4:0.426 5:6.727 6:33.5 7:5.4007 8:4 9:281 10:19 11:396.9 12:5.29
23.90 1:0.04462 2:25.0 3:4.86 4:0.426 5:6.619 6:70.4 7:5.4007 8:4 9:281 10:19 11:395.63 12:7.22
24.80 1:0.03659 2:25.0 3:4.86 4:0.426 5:6.302 6:32.2 7:5.4007 8:4 9:281 10:19 11:396.9 12:6.72
22.90 1:0.03551 2:25.0 3:4.86 4:0.426 5:6.167 6:46.7 7:5.4007 8:4 9:281 10:19 11:390.64 12:7.51
23.90 1:0.05059 2:0.0 3:4.49 4:0.449 5:6.389 6:48.0 7:4.7794 8:3 9:247 10:18.5 11:396.9 12:9.62
26.60 1:0.05735 2:0.0 3:4.49 4:0.449 5:6.63 6:56.1 7:4.4377 8:3 9:247 10:18.5 11:392.3 12:6.53
22.50 1:0.05188 2:0.0 3:4.49 4:0.449 5:6.015 6:45.1 7:4.4272 8:3 9:247 10:18.5 11:395.99 12:12.86
22.20 1:0.07151 2:0.0 3:4.49 4:0.449 5:6.121 6:56.8 7:3.7476 8:3 9:247 10:18.5 11:395.15 12:8.44
23.60 1:0.0566 2:0.0 3:3.41 4:0.489 5:7.007 6:86.3 7:3.4217 8:2 9:270 10:17.8 11:396.9 12:5.5
28.70 1:0.05302 2:0.0 3:3.41 4:0.489 5:7.079 6:63.1 7:3.4145 8:2 9:270 10:17.8 11:396.06 12:5.7
22.60 1:0.04684 2:0.0 3:3.41 4:0.489 5:6.417 6:66.1 7:3.0923 8:2 9:270 10:17.8 11:392.18 12:8.81
22.00 1:0.03932 2:0.0 3:3.41 4:0.489 5:6.405 6:73.9 7:3.0921 8:2 9:270 10:17.8 11:393.55 12:8.2
22.90 1:0.04203 2:28.0 3:15.04 4:0.464 5:6.442 6:53.6 7:3.6659 8:4 9:270 10:18.2 11:395.01 12:8.16
25.00 1:0.02875 2:28.0 3:15.04 4:0.464 5:6.211 6:28.9 7:3.6659 8:4 9:270 10:18.2 11:396.33 12:6.21
20.60 1:0.04294 2:28.0 3:15.04 4:0.464 5:6.249 6:77.3 7:3.615 8:4 9:270 10:18.2 11:396.9 12:10.59
28.40 1:0.12204 2:0.0 3:2.89 4:0.445 5:6.625 6:57.8 7:3.4952 8:2 9:276 10:18 11:357.98 12:6.65
21.40 1:0.11504 2:0.0 3:2.89 4:0.445 5:6.163 6:69.6 7:3.4952 8:2 9:276 10:18 11:391.83 12:11.34
38.70 1:0.12083 2:0.0 3:2.89 4:0.445 5:8.069 6:76.0 7:3.4952 8:2 9:276 10:18 11:396.9 12:4.21
43.80 1:0.08187 2:0.0 3:2.89 4:0.445 5:7.82 6:36.9 7:3.4952 8:2 9:276 10:18 11:393.53 12:3.57
33.20 1:0.0686 2:0.0 3:2.89 4:0.445 5:7.416 6:62.5 7:3.4952 8:2 9:276 10:18 11:396.9 12:6.19
27.50 1:0.14866 2:0.0 3:8.56 4:0.52 5:6.727 6:79.9 7:2.7778 8:5 9:384 10:20.9 11:394.76 12:9.42
26.50 1:0.11432 2:0.0 3:8.56 4:0.52 5:6.781 6:71.3 7:2.8561 8:5 9:384 10:20.9 11:395.58 12:7.67
18.60 1:0.22876 2:0.0 3:8.56 4:0.52 5:6.405 6:85.4 7:2.7147 8:5 9:384 10:20.9 11:70.8 12:10.63
19.30 1:0.21161 2:0.0 3:8.56 4:0.52 5:6.137 6:87.4 7:2.7147 8:5 9:384 10:20.9 11:394.47 12:13.44
20.10 1:0.1396 2:0.0 3:8.56 4:0.52 5:6.167 6:90.0 7:2.421 8:5 9:384 10:20.9 11:392.69 12:12.33
19.50 1:0.13262 2:0.0 3:8.56 4:0.52 5:5.851 6:96.7 7:2.1069 8:5 9:384 10:20.9 11:394.05 12:16.47
19.50 1:0.1712 2:0.0 3:8.56 4:0.52 5:5.836 6:91.9 7:2.211 8:5 9:384 10:20.9 11:395.67 12:18.66
20.40 1:0.13117 2:0.0 3:8.56 4:0.52 5:6.127 6:85.2 7:2.1224 8:5 9:384 10:20.9 11:387.69 12:14.09
19.80 1:0.12802 2:0.0 3:8.56 4:0.52 5:6.474 6:97.1 7:2.4329 8:5 9:384 10:20.9 11:395.24 12:12.27
19.40 1:0.26363 2:0.0 3:8.56 4:0.52 5:6.229 6:91.2 7:2.5451 8:5 9:384 10:20.9 11:391.23 12:15.55
21.70 1:0.10793 2:0.0 3:8.56 4:0.52 5:6.195 6:54.4 7:2.7778 8:5 9:384 10:20.9 11:393.49 12:13
22.80 1:0.10084 2:0.0 3:10.01 4:0.547 5:6.715 6:81.6 7:2.6775 8:6 9:432 10:17.8 11:395.59 12:10.16
18.80 1:0.12329 2:0.0 3:10.01 4:0.547 5:5.913 6:92.9 7:2.3534 8:6 9:432 10:17.8 11:394.95 12:16.21
18.70 1:0.22212 2:0.0 3:10.01 4:0.547 5:6.092 6:95.4 7:2.548 8:6 9:432 10:17.8 11:396.9 12:17.09
18.50 1:0.14231 2:0.0 3:10.01 4:0.547 5:6.254 6:84.2 7:2.2565 8:6 9:432 10:17.8 11:388.74 12:10.45
18.30 1:0.17134 2:0.0 3:10.01 4:0.547 5:5.928 6:88.2 7:2.4631 8:6 9:432 10:17.8 11:344.91 12:15.76
21.20 1:0.13158 2:0.0 3:10.01 4:0.547 5:6.176 6:72.5 7:2.7301 8:6 9:432 10:17.8 11:393.3 12:12.04
19.30 1:0.14476 2:0.0 3:10.01 4:0.547 5:5.731 6:65.2 7:2.7592 8:6 9:432 10:17.8 11:391.5 12:13.61
22.00 1:0.06899 2:0.0 3:25.65 4:0.581 5:5.87 6:69.7 7:2.2577 8:2 9:188 10:19.1 11:389.15 12:14.37
20.30 1:0.07165 2:0.0 3:25.65 4:0.581 5:6.004 6:84.1 7:2.1974 8:2 9:188 10:19.1 11:377.67 12:14.27
17.30 1:0.15038 2:0.0 3:25.65 4:0.581 5:5.856 6:97.0 7:1.9444 8:2 9:188 10:19.1 11:370.31 12:25.41
18.80 1:0.09849 2:0.0 3:25.65 4:0.581 5:5.879 6:95.8 7:2.0063 8:2 9:188 10:19.1 11:379.38 12:17.58
21.40 1:0.16902 2:0.0 3:25.65 4:0.581 5:5.986 6:88.4 7:1.9929 8:2 9:188 10:19.1 11:385.02 12:14.81
15.70 1:0.38735 2:0.0 3:25.65 4:0.581 5:5.613 6:95.6 7:1.7572 8:2 9:188 10:19.1 11:359.29 12:27.26
16.20 1:0.25915 2:0.0 3:21.89 4:0.624 5:5.693 6:96.0 7:1.7883 8:4 9:437 10:21.2 11:392.11 12:17.19
18.00 1:0.32543 2:0.0 3:21.89 4:0.624 5:6.431 6:98.8 7:1.8125 8:4 9:437 10:21.2 11:396.9 12:15.39
14.30 1:0.88125 2:0.0 3:21.89 4:0.624 5:5.637 6:94.7 7:1.9799 8:4 9:437 10:21.2 11:396.9 12:18.34
19.20 1:0.34006 2:0.0 3:21.89 4:0.624 5:6.458 6:98.9 7:2.1185 8:4 9:437 10:21.2 11:395.04 12:12.6
19.60 1:1.19294 2:0.0 3:21.89 4:0.624 5:6.326 6:97.7 7:2.271 8:4 9:437 10:21.2 11:396.9 12:12.26
23.00 1:0.59005 2:0.0 3:21.89 4:0.624 5:6.372 6:97.9 7:2.3274 8:4 9:437 10:21.2 11:385.76 12:11.12
18.40 1:0.32982 2:0.0 3:21.89 4:0.624 5:5.822 6:95.4 7:2.4699 8:4 9:437 10:21.2 11:388.69 12:15.03
15.60 1:0.97617 2:0.0 3:21.89 4:0.624 5:5.757 6:98.4 7:2.346 8:4 9:437 10:21.2 11:262.76 12:17.31
18.10 1:0.55778 2:0.0 3:21.89 4:0.624 5:6.335 6:98.2 7:2.1107 8:4 9:437 10:21.2 11:394.67 12:16.96
17.40 1:0.32264 2:0.0 3:21.89 4:0.624 5:5.942 6:93.5 7:1.9669 8:4 9:437 10:21.2 11:378.25 12:16.9
17.10 1:0.35233 2:0.0 3:21.89 4:0.624 5:6.454 6:98.4 7:1.8498 8:4 9:437 10:21.2 11:394.08 12:14.59
13.30 1:0.2498 2:0.0 3:21.89 4:0.624 5:5.857 6:98.2 7:1.6686 8:4 9:437 10:21.2 11:392.04 12:21.32
17.80 1:0.54452 2:0.0 3:21.89 4:0.624 5:6.151 6:97.9 7:1.6687 8:4 9:437 10:21.2 11:396.9 12:18.46
14.00 1:0.2909 2:0.0 3:21.89 4:0.624 5:6.174 6:93.6 7:1.6119 8:4 9:437 10:21.2 11:388.08 12:24.16
14.40 1:1.62864 2:0.0 3:21.89 4:0.624 5:5.019 6:100.0 7:1.4394 8:4 9:437 10:21.2 11:396.9 12:34.41
13.40 1:3.32105 2:0.0 3:19.58 4:0.871 5:5.403 6:100.0 7:1.3216 8:5 9:403 10:14.7 11:396.9 12:26.82 13
15.60 1:4.0974 2:0.0 3:19.58 4:0.871 5:5.468 6:100.0 7:1.4118 8:5 9:403 10:14.7 11:396.9 12:26.42
11.80 1:2.77974 2:0.0 3:19.58 4:0.871 5:4.903 6:97.8 7:1.3459 8:5 9:403 10:14.7 11:396.9 12:29.29
13.80 1:2.37934 2:0.0 3:19.58 4:0.871 5:6.13 6:100.0 7:1.4191 8:5 9:403 10:14.7 11:172.91 12:27.8
15.60 1:2.15505 2:0.0 3:19.58 4:0.871 5:5.628 6:100.0 7:1.5166 8:5 9:403 10:14.7 11:169.27 12:16.65
14.60 1:2.36862 2:0.0 3:19.58 4:0.871 5:4.926 6:95.7 7:1.4608 8:5 9:403 10:14.7 11:391.71 12:29.53
17.80 1:2.33099 2:0.0 3:19.58 4:0.871 5:5.186 6:93.8 7:1.5296 8:5 9:403 10:14.7 11:356.99 12:28.32
21.50 1:1.6566 2:0.0 3:19.58 4:0.871 5:6.122 6:97.3 7:1.618 8:5 9:403 10:14.7 11:372.8 12:14.1
19.60 1:1.49632 2:0.0 3:19.58 4:0.871 5:5.404 6:100.0 7:1.5916 8:5 9:403 10:14.7 11:341.6 12:13.28
15.30 1:1.12658 2:0.0 3:19.58 4:0.871 5:5.012 6:88.0 7:1.6102 8:5 9:403 10:14.7 11:343.28 12:12.12 13
19.40 1:2.14918 2:0.0 3:19.58 4:0.871 5:5.709 6:98.5 7:1.6232 8:5 9:403 10:14.7 11:261.95 12:15.79
15.60 1:3.53501 2:0.0 3:19.58 4:0.871 5:6.152 6:82.6 7:1.7455 8:5 9:403 10:14.7 11:88.01 12:15.02 13
13.10 1:2.44668 2:0.0 3:19.58 4:0.871 5:5.272 6:94.0 7:1.7364 8:5 9:403 10:14.7 11:88.63 12:16.14
41.30 1:1.22358 2:0.0 3:19.58 4:0.605 5:6.943 6:97.4 7:1.8773 8:5 9:403 10:14.7 11:363.43 12:4.59
24.30 1:1.34284 2:0.0 3:19.58 4:0.605 5:6.066 6:100.0 7:1.7573 8:5 9:403 10:14.7 11:353.89 12:6.43
27.00 1:1.27346 2:0.0 3:19.58 4:0.605 5:6.25 6:92.6 7:1.7984 8:5 9:403 10:14.7 11:338.92 12:5.5 13
50.00 1:1.46336 2:0.0 3:19.58 4:0.605 5:7.489 6:90.8 7:1.9709 8:5 9:403 10:14.7 11:374.43 12:1.73
50.00 1:1.83377 2:0.0 3:19.58 4:0.605 5:7.802 6:98.2 7:2.0407 8:5 9:403 10:14.7 11:389.61 12:1.92 13
50.00 1:1.51902 2:0.0 3:19.58 4:0.605 5:8.375 6:93.9 7:2.162 8:5 9:403 10:14.7 11:388.45 12:3.32 13
22.70 1:2.24236 2:0.0 3:19.58 4:0.605 5:5.854 6:91.8 7:2.422 8:5 9:403 10:14.7 11:395.11 12:11.64
25.00 1:2.924 2:0.0 3:19.58 4:0.605 5:6.101 6:93.0 7:2.2834 8:5 9:403 10:14.7 11:240.16 12:9.81
50.00 1:2.01019 2:0.0 3:19.58 4:0.605 5:7.929 6:96.2 7:2.0459 8:5 9:403 10:14.7 11:369.3 12:3.7
23.80 1:1.80028 2:0.0 3:19.58 4:0.605 5:5.877 6:79.2 7:2.4259 8:5 9:403 10:14.7 11:227.61 12:12.14
23.80 1:2.3004 2:0.0 3:19.58 4:0.605 5:6.319 6:96.1 7:2.1 8:5 9:403 10:14.7 11:297.09 12:11.1
22.30 1:2.44953 2:0.0 3:19.58 4:0.605 5:6.402 6:95.2 7:2.2625 8:5 9:403 10:14.7 11:330.04 12:11.32
17.40 1:1.20742 2:0.0 3:19.58 4:0.605 5:5.875 6:94.6 7:2.4259 8:5 9:403 10:14.7 11:292.29 12:14.43
19.10 1:2.3139 2:0.0 3:19.58 4:0.605 5:5.88 6:97.3 7:2.3887 8:5 9:403 10:14.7 11:348.13 12:12.03
23.10 1:0.13914 2:0.0 3:4.05 4:0.51 5:5.572 6:88.5 7:2.5961 8:5 9:296 10:16.6 11:396.9 12:14.69
23.60 1:0.09178 2:0.0 3:4.05 4:0.51 5:6.416 6:84.1 7:2.6463 8:5 9:296 10:16.6 11:395.5 12:9.04
22.60 1:0.08447 2:0.0 3:4.05 4:0.51 5:5.859 6:68.7 7:2.7019 8:5 9:296 10:16.6 11:393.23 12:9.64
29.40 1:0.06664 2:0.0 3:4.05 4:0.51 5:6.546 6:33.1 7:3.1323 8:5 9:296 10:16.6 11:390.96 12:5.33
23.20 1:0.07022 2:0.0 3:4.05 4:0.51 5:6.02 6:47.2 7:3.5549 8:5 9:296 10:16.6 11:393.23 12:10.11
24.60 1:0.05425 2:0.0 3:4.05 4:0.51 5:6.315 6:73.4 7:3.3175 8:5 9:296 10:16.6 11:395.6 12:6.29
29.90 1:0.06642 2:0.0 3:4.05 4:0.51 5:6.86 6:74.4 7:2.9153 8:5 9:296 10:16.6 11:391.27 12:6.92
37.20 1:0.0578 2:0.0 3:2.46 4:0.488 5:6.98 6:58.4 7:2.829 8:3 9:193 10:17.8 11:396.9 12:5.04
36.20 1:0.06888 2:0.0 3:2.46 4:0.488 5:6.144 6:62.2 7:2.5979 8:3 9:193 10:17.8 11:396.9 12:9.45
37.90 1:0.09103 2:0.0 3:2.46 4:0.488 5:7.155 6:92.2 7:2.7006 8:3 9:193 10:17.8 11:394.12 12:4.82
32.50 1:0.10008 2:0.0 3:2.46 4:0.488 5:6.563 6:95.6 7:2.847 8:3 9:193 10:17.8 11:396.9 12:5.68
26.40 1:0.08308 2:0.0 3:2.46 4:0.488 5:5.604 6:89.8 7:2.9879 8:3 9:193 10:17.8 11:391 12:13.98
29.60 1:0.06047 2:0.0 3:2.46 4:0.488 5:6.153 6:68.8 7:3.2797 8:3 9:193 10:17.8 11:387.11 12:13.15
50.00 1:0.05602 2:0.0 3:2.46 4:0.488 5:7.831 6:53.6 7:3.1992 8:3 9:193 10:17.8 11:392.63 12:4.45
32.00 1:0.07875 2:45.0 3:3.44 4:0.437 5:6.782 6:41.1 7:3.7886 8:5 9:398 10:15.2 11:393.87 12:6.68
29.80 1:0.12579 2:45.0 3:3.44 4:0.437 5:6.556 6:29.1 7:4.5667 8:5 9:398 10:15.2 11:382.84 12:4.56
34.90 1:0.0837 2:45.0 3:3.44 4:0.437 5:7.185 6:38.9 7:4.5667 8:5 9:398 10:15.2 11:396.9 12:5.39
37.00 1:0.09068 2:45.0 3:3.44 4:0.437 5:6.951 6:21.5 7:6.4798 8:5 9:398 10:15.2 11:377.68 12:5.1
30.50 1:0.06911 2:45.0 3:3.44 4:0.437 5:6.739 6:30.8 7:6.4798 8:5 9:398 10:15.2 11:389.71 12:4.69
36.40 1:0.08664 2:45.0 3:3.44 4:0.437 5:7.178 6:26.3 7:6.4798 8:5 9:398 10:15.2 11:390.49 12:2.87
31.10 1:0.02187 2:60.0 3:2.93 4:0.401 5:6.8 6:9.9 7:6.2196 8:1 9:265 10:15.6 11:393.37 12:5.03
29.10 1:0.01439 2:60.0 3:2.93 4:0.401 5:6.604 6:18.8 7:6.2196 8:1 9:265 10:15.6 11:376.7 12:4.38
50.00 1:0.01381 2:80.0 3:0.46 4:0.422 5:7.875 6:32.0 7:5.6484 8:4 9:255 10:14.4 11:394.23 12:2.97
33.30 1:0.04011 2:80.0 3:1.52 4:0.404 5:7.287 6:34.1 7:7.309 8:2 9:329 10:12.6 11:396.9 12:4.08
30.30 1:0.04666 2:80.0 3:1.52 4:0.404 5:7.107 6:36.6 7:7.309 8:2 9:329 10:12.6 11:354.31 12:8.61
34.60 1:0.03768 2:80.0 3:1.52 4:0.404 5:7.274 6:38.3 7:7.309 8:2 9:329 10:12.6 11:392.2 12:6.62
34.90 1:0.0315 2:95.0 3:1.47 4:0.403 5:6.975 6:15.3 7:7.6534 8:3 9:402 10:17 11:396.9 12:4.56
32.90 1:0.01778 2:95.0 3:1.47 4:0.403 5:7.135 6:13.9 7:7.6534 8:3 9:402 10:17 11:384.3 12:4.45
42.30 1:0.02177 2:82.5 3:2.03 4:0.415 5:7.61 6:15.7 7:6.27 8:2 9:348 10:14.7 11:395.38 12:3.11
48.50 1:0.0351 2:95.0 3:2.68 4:0.4161 5:7.853 6:33.2 7:5.118 8:4 9:224 10:14.7 11:392.78 12:3.81
50.00 1:0.02009 2:95.0 3:2.68 4:0.4161 5:8.034 6:31.9 7:5.118 8:4 9:224 10:14.7 11:390.55 12:2.88
22.60 1:0.13642 2:0.0 3:10.59 4:0.489 5:5.891 6:22.3 7:3.9454 8:4 9:277 10:18.6 11:396.9 12:10.87
24.40 1:0.22969 2:0.0 3:10.59 4:0.489 5:6.326 6:52.5 7:4.3549 8:4 9:277 10:18.6 11:394.87 12:10.97
22.50 1:0.25199 2:0.0 3:10.59 4:0.489 5:5.783 6:72.7 7:4.3549 8:4 9:277 10:18.6 11:389.43 12:18.06
24.40 1:0.13587 2:0.0 3:10.59 4:0.489 5:6.064 6:59.1 7:4.2392 8:4 9:277 10:18.6 11:381.32 12:14.66 13
20.00 1:0.43571 2:0.0 3:10.59 4:0.489 5:5.344 6:100.0 7:3.875 8:4 9:277 10:18.6 11:396.9 12:23.09 13
19.30 1:0.37578 2:0.0 3:10.59 4:0.489 5:5.404 6:88.6 7:3.665 8:4 9:277 10:18.6 11:395.24 12:23.98 13
22.40 1:0.21719 2:0.0 3:10.59 4:0.489 5:5.807 6:53.8 7:3.6526 8:4 9:277 10:18.6 11:390.94 12:16.03 13
28.10 1:0.14052 2:0.0 3:10.59 4:0.489 5:6.375 6:32.3 7:3.9454 8:4 9:277 10:18.6 11:385.81 12:9.38
23.70 1:0.28955 2:0.0 3:10.59 4:0.489 5:5.412 6:9.8 7:3.5875 8:4 9:277 10:18.6 11:348.93 12:29.55
25.00 1:0.19802 2:0.0 3:10.59 4:0.489 5:6.182 6:42.4 7:3.9454 8:4 9:277 10:18.6 11:393.63 12:9.47
23.30 1:0.0456 2:0.0 3:13.89 4:0.55 5:5.888 6:56.0 7:3.1121 8:5 9:276 10:16.4 11:392.8 12:13.51 13
28.70 1:0.07013 2:0.0 3:13.89 4:0.55 5:6.642 6:85.1 7:3.4211 8:5 9:276 10:16.4 11:392.78 12:9.69
21.50 1:0.11069 2:0.0 3:13.89 4:0.55 5:5.951 6:93.8 7:2.8893 8:5 9:276 10:16.4 11:396.9 12:17.92 13
27.50 1:0.62356 2:0.0 3:6.2 4:0.507 5:6.879 6:77.7 7:3.2721 8:8 9:307 10:17.4 11:390.39 12:9.93 13
30.10 1:0.6147 2:0.0 3:6.2 4:0.507 5:6.618 6:80.8 7:3.2721 8:8 9:307 10:17.4 11:396.9 12:7.6
44.80 1:0.31533 2:0.0 3:6.2 4:0.504 5:8.266 6:78.3 7:2.8944 8:8 9:307 10:17.4 11:385.05 12:4.14
50.00 1:0.52693 2:0.0 3:6.2 4:0.504 5:8.725 6:83.0 7:2.8944 8:8 9:307 10:17.4 11:382 12:4.63
37.60 1:0.38214 2:0.0 3:6.2 4:0.504 5:8.04 6:86.5 7:3.2157 8:8 9:307 10:17.4 11:387.38 12:3.13
46.70 1:0.29819 2:0.0 3:6.2 4:0.504 5:7.686 6:17.0 7:3.3751 8:8 9:307 10:17.4 11:377.51 12:3.92
31.50 1:0.44178 2:0.0 3:6.2 4:0.504 5:6.552 6:21.4 7:3.3751 8:8 9:307 10:17.4 11:380.34 12:3.76
24.30 1:0.537 2:0.0 3:6.2 4:0.504 5:5.981 6:68.1 7:3.6715 8:8 9:307 10:17.4 11:378.35 12:11.65
31.70 1:0.46296 2:0.0 3:6.2 4:0.504 5:7.412 6:76.9 7:3.6715 8:8 9:307 10:17.4 11:376.14 12:5.25
41.70 1:0.57529 2:0.0 3:6.2 4:0.507 5:8.337 6:73.3 7:3.8384 8:8 9:307 10:17.4 11:385.91 12:2.47
48.30 1:0.33147 2:0.0 3:6.2 4:0.507 5:8.247 6:70.4 7:3.6519 8:8 9:307 10:17.4 11:378.95 12:3.95
29.00 1:0.44791 2:0.0 3:6.2 4:0.507 5:6.726 6:66.5 7:3.6519 8:8 9:307 10:17.4 11:360.2 12:8.05 13
24.00 1:0.33045 2:0.0 3:6.2 4:0.507 5:6.086 6:61.5 7:3.6519 8:8 9:307 10:17.4 11:376.75 12:10.88
25.10 1:0.52058 2:0.0 3:6.2 4:0.507 5:6.631 6:76.5 7:4.148 8:8 9:307 10:17.4 11:388.45 12:9.54 13
31.50 1:0.51183 2:0.0 3:6.2 4:0.507 5:7.358 6:71.6 7:4.148 8:8 9:307 10:17.4 11:390.07 12:4.73
23.70 1:0.08244 2:30.0 3:4.93 4:0.428 5:6.481 6:18.5 7:6.1899 8:6 9:300 10:16.6 11:379.41 12:6.36
23.30 1:0.09252 2:30.0 3:4.93 4:0.428 5:6.606 6:42.2 7:6.1899 8:6 9:300 10:16.6 11:383.78 12:7.37
22.00 1:0.11329 2:30.0 3:4.93 4:0.428 5:6.897 6:54.3 7:6.3361 8:6 9:300 10:16.6 11:391.25 12:11.38
20.10 1:0.10612 2:30.0 3:4.93 4:0.428 5:6.095 6:65.1 7:6.3361 8:6 9:300 10:16.6 11:394.62 12:12.4
22.20 1:0.1029 2:30.0 3:4.93 4:0.428 5:6.358 6:52.9 7:7.0355 8:6 9:300 10:16.6 11:372.75 12:11.22
23.70 1:0.12757 2:30.0 3:4.93 4:0.428 5:6.393 6:7.8 7:7.0355 8:6 9:300 10:16.6 11:374.71 12:5.19
17.60 1:0.20608 2:22.0 3:5.86 4:0.431 5:5.593 6:76.5 7:7.9549 8:7 9:330 10:19.1 11:372.49 12:12.5
18.50 1:0.19133 2:22.0 3:5.86 4:0.431 5:5.605 6:70.2 7:7.9549 8:7 9:330 10:19.1 11:389.13 12:18.46
24.30 1:0.33983 2:22.0 3:5.86 4:0.431 5:6.108 6:34.9 7:8.0555 8:7 9:330 10:19.1 11:390.18 12:9.16
20.50 1:0.19657 2:22.0 3:5.86 4:0.431 5:6.226 6:79.2 7:8.0555 8:7 9:330 10:19.1 11:376.14 12:10.15
24.50 1:0.16439 2:22.0 3:5.86 4:0.431 5:6.433 6:49.1 7:7.8265 8:7 9:330 10:19.1 11:374.71 12:9.52
26.20 1:0.19073 2:22.0 3:5.86 4:0.431 5:6.718 6:17.5 7:7.8265 8:7 9:330 10:19.1 11:393.74 12:6.56
24.40 1:0.1403 2:22.0 3:5.86 4:0.431 5:6.487 6:13.0 7:7.3967 8:7 9:330 10:19.1 11:396.28 12:5.9
42.80 1:0.36894 2:22.0 3:5.86 4:0.431 5:8.259 6:8.4 7:8.9067 8:7 9:330 10:19.1 11:396.9 12:3.54
21.90 1:0.04819 2:80.0 3:3.64 4:0.392 5:6.108 6:32.0 7:9.2203 8:1 9:315 10:16.4 11:392.89 12:6.57
20.90 1:0.03548 2:80.0 3:3.64 4:0.392 5:5.876 6:19.1 7:9.2203 8:1 9:315 10:16.4 11:395.18 12:9.25
50.00 1:0.61154 2:20.0 3:3.97 4:0.647 5:8.704 6:86.9 7:1.801 8:5 9:264 10:13 11:389.7 12:5.12
36.00 1:0.66351 2:20.0 3:3.97 4:0.647 5:7.333 6:100.0 7:1.8946 8:5 9:264 10:13 11:383.29 12:7.79
30.10 1:0.65665 2:20.0 3:3.97 4:0.647 5:6.842 6:100.0 7:2.0107 8:5 9:264 10:13 11:391.93 12:6.9
33.80 1:0.54011 2:20.0 3:3.97 4:0.647 5:7.203 6:81.8 7:2.1121 8:5 9:264 10:13 11:392.8 12:9.59
43.10 1:0.53412 2:20.0 3:3.97 4:0.647 5:7.52 6:89.4 7:2.1398 8:5 9:264 10:13 11:388.37 12:7.26
48.80 1:0.52014 2:20.0 3:3.97 4:0.647 5:8.398 6:91.5 7:2.2885 8:5 9:264 10:13 11:386.86 12:5.91
31.00 1:0.82526 2:20.0 3:3.97 4:0.647 5:7.327 6:94.5 7:2.0788 8:5 9:264 10:13 11:393.42 12:11.25
36.50 1:0.55007 2:20.0 3:3.97 4:0.647 5:7.206 6:91.6 7:1.9301 8:5 9:264 10:13 11:387.89 12:8.1
22.80 1:0.76162 2:20.0 3:3.97 4:0.647 5:5.56 6:62.8 7:1.9865 8:5 9:264 10:13 11:392.4 12:10.45
30.70 1:0.7857 2:20.0 3:3.97 4:0.647 5:7.014 6:84.6 7:2.1329 8:5 9:264 10:13 11:384.07 12:14.79
50.00 1:0.57834 2:20.0 3:3.97 4:0.575 5:8.297 6:67.0 7:2.4216 8:5 9:264 10:13 11:384.54 12:7.44
43.50 1:0.5405 2:20.0 3:3.97 4:0.575 5:7.47 6:52.6 7:2.872 8:5 9:264 10:13 11:390.3 12:3.16
20.70 1:0.09065 2:20.0 3:6.96 4:0.464 5:5.92 6:61.5 7:3.9175 8:3 9:223 10:18.6 11:391.34 12:13.65 13
25.20 1:0.16211 2:20.0 3:6.96 4:0.464 5:6.24 6:16.3 7:4.429 8:3 9:223 10:18.6 11:396.9 12:6.59
24.40 1:0.1146 2:20.0 3:6.96 4:0.464 5:6.538 6:58.7 7:3.9175 8:3 9:223 10:18.6 11:394.96 12:7.73
35.20 1:0.22188 2:20.0 3:6.96 4:0.464 5:7.691 6:51.8 7:4.3665 8:3 9:223 10:18.6 11:390.77 12:6.58 13
32.40 1:0.05644 2:40.0 3:6.41 4:0.447 5:6.758 6:32.9 7:4.0776 8:4 9:254 10:17.6 11:396.9 12:3.53 13
32.00 1:0.09604 2:40.0 3:6.41 4:0.447 5:6.854 6:42.8 7:4.2673 8:4 9:254 10:17.6 11:396.9 12:2.98
33.20 1:0.10469 2:40.0 3:6.41 4:0.447 5:7.267 6:49.0 7:4.7872 8:4 9:254 10:17.6 11:389.25 12:6.05 13
33.10 1:0.06127 2:40.0 3:6.41 4:0.447 5:6.826 6:27.6 7:4.8628 8:4 9:254 10:17.6 11:393.45 12:4.16 13
29.10 1:0.07978 2:40.0 3:6.41 4:0.447 5:6.482 6:32.1 7:4.1403 8:4 9:254 10:17.6 11:396.9 12:7.19
35.10 1:0.21038 2:20.0 3:3.33 4:0.4429 5:6.812 6:32.2 7:4.1007 8:5 9:216 10:14.9 11:396.9 12:4.85
45.40 1:0.03578 2:20.0 3:3.33 4:0.4429 5:7.82 6:64.5 7:4.6947 8:5 9:216 10:14.9 11:387.31 12:3.76
35.40 1:0.03705 2:20.0 3:3.33 4:0.4429 5:6.968 6:37.2 7:5.2447 8:5 9:216 10:14.9 11:392.23 12:4.59
46.00 1:0.06129 2:20.0 3:3.33 4:0.4429 5:7.645 6:49.7 7:5.2119 8:5 9:216 10:14.9 11:377.07 12:3.01 13
32.20 1:0.00906 2:90.0 3:2.97 4:0.4 5:7.088 6:20.8 7:7.3073 8:1 9:285 10:15.3 11:394.72 12:7.85
22.00 1:0.01096 2:55.0 3:2.25 4:0.389 5:6.453 6:31.9 7:7.3073 8:1 9:300 10:15.3 11:394.72 12:8.23
20.10 1:0.01965 2:80.0 3:1.76 4:0.385 5:6.23 6:31.5 7:9.0892 8:1 9:241 10:18.2 11:341.6 12:12.93
23.20 1:0.03871 2:52.5 3:5.32 4:0.405 5:6.209 6:31.3 7:7.3172 8:6 9:293 10:16.6 11:396.9 12:7.14
22.30 1:0.0459 2:52.5 3:5.32 4:0.405 5:6.315 6:45.6 7:7.3172 8:6 9:293 10:16.6 11:396.9 12:7.6
24.80 1:0.04297 2:52.5 3:5.32 4:0.405 5:6.565 6:22.9 7:7.3172 8:6 9:293 10:16.6 11:371.72 12:9.51
28.50 1:0.03502 2:80.0 3:4.95 4:0.411 5:6.861 6:27.9 7:5.1167 8:4 9:245 10:19.2 11:396.9 12:3.33
27.90 1:0.03615 2:80.0 3:4.95 4:0.411 5:6.63 6:23.4 7:5.1167 8:4 9:245 10:19.2 11:396.9 12:4.7
23.90 1:0.08265 2:0.0 3:13.92 4:0.437 5:6.127 6:18.4 7:5.5027 8:4 9:289 10:16 11:396.9 12:8.58
21.70 1:0.08199 2:0.0 3:13.92 4:0.437 5:6.009 6:42.3 7:5.5027 8:4 9:289 10:16 11:396.9 12:10.4
27.10 1:0.05372 2:0.0 3:13.92 4:0.437 5:6.549 6:51.0 7:5.9604 8:4 9:289 10:16 11:392.85 12:7.39
22.50 1:0.06466 2:70.0 3:2.24 4:0.4 5:6.345 6:20.1 7:7.8278 8:5 9:358 10:14.8 11:368.24 12:4.97
29.00 1:0.05561 2:70.0 3:2.24 4:0.4 5:7.041 6:10.0 7:7.8278 8:5 9:358 10:14.8 11:371.58 12:4.74
24.80 1:0.04417 2:70.0 3:2.24 4:0.4 5:6.871 6:47.4 7:7.8278 8:5 9:358 10:14.8 11:390.86 12:6.07
22.00 1:0.03537 2:34.0 3:6.09 4:0.433 5:6.59 6:40.4 7:5.4917 8:7 9:329 10:16.1 11:395.75 12:9.5
26.40 1:0.09266 2:34.0 3:6.09 4:0.433 5:6.495 6:18.4 7:5.4917 8:7 9:329 10:16.1 11:383.61 12:8.67
33.10 1:0.1 2:34.0 3:6.09 4:0.433 5:6.982 6:17.7 7:5.4917 8:7 9:329 10:16.1 11:390.43 12:4.86
36.10 1:0.05515 2:33.0 3:2.18 4:0.472 5:7.236 6:41.1 7:4.022 8:7 9:222 10:18.4 11:393.68 12:6.93
28.40 1:0.05479 2:33.0 3:2.18 4:0.472 5:6.616 6:58.1 7:3.37 8:7 9:222 10:18.4 11:393.36 12:8.93
33.40 1:0.07503 2:33.0 3:2.18 4:0.472 5:7.42 6:71.9 7:3.0992 8:7 9:222 10:18.4 11:396.9 12:6.47
28.20 1:0.04932 2:33.0 3:2.18 4:0.472 5:6.849 6:70.3 7:3.1827 8:7 9:222 10:18.4 11:396.9 12:7.53
22.80 1:0.49298 2:0.0 3:9.9 4:0.544 5:6.635 6:82.5 7:3.3175 8:4 9:304 10:18.4 11:396.9 12:4.54
20.30 1:0.3494 2:0.0 3:9.9 4:0.544 5:5.972 6:76.7 7:3.1025 8:4 9:304 10:18.4 11:396.24 12:9.97
16.10 1:2.63548 2:0.0 3:9.9 4:0.544 5:4.973 6:37.8 7:2.5194 8:4 9:304 10:18.4 11:350.45 12:12.64
22.10 1:0.79041 2:0.0 3:9.9 4:0.544 5:6.122 6:52.8 7:2.6403 8:4 9:304 10:18.4 11:396.9 12:5.98
19.40 1:0.26169 2:0.0 3:9.9 4:0.544 5:6.023 6:90.4 7:2.834 8:4 9:304 10:18.4 11:396.3 12:11.72
21.60 1:0.26938 2:0.0 3:9.9 4:0.544 5:6.266 6:82.8 7:3.2628 8:4 9:304 10:18.4 11:393.39 12:7.9
23.80 1:0.3692 2:0.0 3:9.9 4:0.544 5:6.567 6:87.3 7:3.6023 8:4 9:304 10:18.4 11:395.69 12:9.28
16.20 1:0.25356 2:0.0 3:9.9 4:0.544 5:5.705 6:77.7 7:3.945 8:4 9:304 10:18.4 11:396.42 12:11.5
19.80 1:0.24522 2:0.0 3:9.9 4:0.544 5:5.782 6:71.7 7:4.0317 8:4 9:304 10:18.4 11:396.9 12:15.94
23.10 1:0.40202 2:0.0 3:9.9 4:0.544 5:6.382 6:67.2 7:3.5325 8:4 9:304 10:18.4 11:395.21 12:10.36
21.00 1:0.47547 2:0.0 3:9.9 4:0.544 5:6.113 6:58.8 7:4.0019 8:4 9:304 10:18.4 11:396.23 12:12.73
23.80 1:0.1676 2:0.0 3:7.38 4:0.493 5:6.426 6:52.3 7:4.5404 8:5 9:287 10:19.6 11:396.9 12:7.2
23.10 1:0.18159 2:0.0 3:7.38 4:0.493 5:6.376 6:54.3 7:4.5404 8:5 9:287 10:19.6 11:396.9 12:6.87
20.40 1:0.35114 2:0.0 3:7.38 4:0.493 5:6.041 6:49.9 7:4.7211 8:5 9:287 10:19.6 11:396.9 12:7.7
18.50 1:0.28392 2:0.0 3:7.38 4:0.493 5:5.708 6:74.3 7:4.7211 8:5 9:287 10:19.6 11:391.13 12:11.74
24.60 1:0.19186 2:0.0 3:7.38 4:0.493 5:6.431 6:14.7 7:5.4159 8:5 9:287 10:19.6 11:393.68 12:5.08
23.00 1:0.30347 2:0.0 3:7.38 4:0.493 5:6.312 6:28.9 7:5.4159 8:5 9:287 10:19.6 11:396.9 12:6.15
19.30 1:0.06617 2:0.0 3:3.24 4:0.46 5:5.868 6:25.8 7:5.2146 8:4 9:430 10:16.9 11:382.44 12:9.97
22.60 1:0.06724 2:0.0 3:3.24 4:0.46 5:6.333 6:17.2 7:5.2146 8:4 9:430 10:16.9 11:375.21 12:7.34
17.10 1:0.05023 2:35.0 3:6.06 4:0.4379 5:5.706 6:28.4 7:6.6407 8:1 9:304 10:16.9 11:394.02 12:12.43
22.20 1:0.05083 2:0.0 3:5.19 4:0.515 5:6.316 6:38.1 7:6.4584 8:5 9:224 10:20.2 11:389.71 12:5.68
20.70 1:0.03738 2:0.0 3:5.19 4:0.515 5:6.31 6:38.5 7:6.4584 8:5 9:224 10:20.2 11:389.4 12:6.75
21.10 1:0.03961 2:0.0 3:5.19 4:0.515 5:6.037 6:34.5 7:5.9853 8:5 9:224 10:20.2 11:396.9 12:8.01
19.50 1:0.03427 2:0.0 3:5.19 4:0.515 5:5.869 6:46.3 7:5.2311 8:5 9:224 10:20.2 11:396.9 12:9.8
18.50 1:0.03041 2:0.0 3:5.19 4:0.515 5:5.895 6:59.6 7:5.615 8:5 9:224 10:20.2 11:394.81 12:10.56
20.60 1:0.03306 2:0.0 3:5.19 4:0.515 5:6.059 6:37.3 7:4.8122 8:5 9:224 10:20.2 11:396.14 12:8.51
19.00 1:0.05497 2:0.0 3:5.19 4:0.515 5:5.985 6:45.4 7:4.8122 8:5 9:224 10:20.2 11:396.9 12:9.74
16.50 1:0.02498 2:0.0 3:1.89 4:0.518 5:6.54 6:59.7 7:6.2669 8:1 9:422 10:15.9 11:389.96 12:8.65
23.90 1:0.02543 2:55.0 3:3.78 4:0.484 5:6.696 6:56.4 7:5.7321 8:5 9:370 10:17.6 11:396.9 12:7.18
31.20 1:0.03049 2:55.0 3:3.78 4:0.484 5:6.874 6:28.1 7:6.4654 8:5 9:370 10:17.6 11:387.97 12:4.61
17.50 1:0.03113 2:0.0 3:4.39 4:0.442 5:6.014 6:48.5 7:8.0136 8:3 9:352 10:18.8 11:385.64 12:10.53
23.10 1:0.0187 2:85.0 3:4.15 4:0.429 5:6.516 6:27.7 7:8.5353 8:4 9:351 10:17.9 11:392.43 12:6.36
24.50 1:0.01501 2:80.0 3:2.01 4:0.435 5:6.635 6:29.7 7:8.344 8:4 9:280 10:17 11:390.94 12:5.99
26.60 1:0.02899 2:40.0 3:1.25 4:0.429 5:6.939 6:34.5 7:8.7921 8:1 9:335 10:19.7 11:389.85 12:5.89
22.90 1:0.06211 2:40.0 3:1.25 4:0.429 5:6.49 6:44.4 7:8.7921 8:1 9:335 10:19.7 11:396.9 12:5.98
24.10 1:0.0795 2:60.0 3:1.69 4:0.411 5:6.579 6:35.9 7:10.7103 8:4 9:411 10:18.3 11:370.78 12:5.49
18.60 1:0.07244 2:60.0 3:1.69 4:0.411 5:5.884 6:18.5 7:10.7103 8:4 9:411 10:18.3 11:392.33 12:7.79
30.10 1:0.01709 2:90.0 3:2.02 4:0.41 5:6.728 6:36.1 7:12.1265 8:5 9:187 10:17 11:384.46 12:4.5
18.20 1:0.04301 2:80.0 3:1.91 4:0.413 5:5.663 6:21.9 7:10.5857 8:4 9:334 10:22 11:382.8 12:8.05
20.60 1:0.10659 2:80.0 3:1.91 4:0.413 5:5.936 6:19.5 7:10.5857 8:4 9:334 10:22 11:376.04 12:5.57
17.80 1:8.98296 2:0.0 3:18.1 4:0.77 5:6.212 6:97.4 7:2.1222 8:24 9:666 10:20.2 11:377.73 12:17.6 13
21.70 1:3.8497 2:0.0 3:18.1 4:0.77 5:6.395 6:91.0 7:2.5052 8:24 9:666 10:20.2 11:391.34 12:13.27 13
22.70 1:5.20177 2:0.0 3:18.1 4:0.77 5:6.127 6:83.4 7:2.7227 8:24 9:666 10:20.2 11:395.43 12:11.48 13
22.60 1:4.26131 2:0.0 3:18.1 4:0.77 5:6.112 6:81.3 7:2.5091 8:24 9:666 10:20.2 11:390.74 12:12.67
25.00 1:4.54192 2:0.0 3:18.1 4:0.77 5:6.398 6:88.0 7:2.5182 8:24 9:666 10:20.2 11:374.56 12:7.79
19.90 1:3.83684 2:0.0 3:18.1 4:0.77 5:6.251 6:91.1 7:2.2955 8:24 9:666 10:20.2 11:350.65 12:14.19
20.80 1:3.67822 2:0.0 3:18.1 4:0.77 5:5.362 6:96.2 7:2.1036 8:24 9:666 10:20.2 11:380.79 12:10.19
16.80 1:4.22239 2:0.0 3:18.1 4:0.77 5:5.803 6:89.0 7:1.9047 8:24 9:666 10:20.2 11:353.04 12:14.64 13
21.90 1:3.47428 2:0.0 3:18.1 4:0.718 5:8.78 6:82.9 7:1.9047 8:24 9:666 10:20.2 11:354.55 12:5.29 13
27.50 1:4.55587 2:0.0 3:18.1 4:0.718 5:3.561 6:87.9 7:1.6132 8:24 9:666 10:20.2 11:354.7 12:7.12
21.90 1:3.69695 2:0.0 3:18.1 4:0.718 5:4.963 6:91.4 7:1.7523 8:24 9:666 10:20.2 11:316.03 12:14
23.10 1:13.5222 2:0.0 3:18.1 4:0.631 5:3.863 6:100.0 7:1.5106 8:24 9:666 10:20.2 11:131.42 12:13.33
50.00 1:4.89822 2:0.0 3:18.1 4:0.631 5:4.97 6:100.0 7:1.3325 8:24 9:666 10:20.2 11:375.52 12:3.26
50.00 1:5.66998 2:0.0 3:18.1 4:0.631 5:6.683 6:96.8 7:1.3567 8:24 9:666 10:20.2 11:375.33 12:3.73 13
50.00 1:6.53876 2:0.0 3:18.1 4:0.631 5:7.016 6:97.5 7:1.2024 8:24 9:666 10:20.2 11:392.05 12:2.96 13
50.00 1:9.2323 2:0.0 3:18.1 4:0.631 5:6.216 6:100.0 7:1.1691 8:24 9:666 10:20.2 11:366.15 12:9.53
50.00 1:8.26725 2:0.0 3:18.1 4:0.668 5:5.875 6:89.6 7:1.1296 8:24 9:666 10:20.2 11:347.88 12:8.88 13
13.80 1:11.1081 2:0.0 3:18.1 4:0.668 5:4.906 6:100.0 7:1.1742 8:24 9:666 10:20.2 11:396.9 12:34.77
13.80 1:18.4982 2:0.0 3:18.1 4:0.668 5:4.138 6:100.0 7:1.137 8:24 9:666 10:20.2 11:396.9 12:37.97
15.00 1:19.6091 2:0.0 3:18.1 4:0.671 5:7.313 6:97.9 7:1.3163 8:24 9:666 10:20.2 11:396.9 12:13.44
13.90 1:15.288 2:0.0 3:18.1 4:0.671 5:6.649 6:93.3 7:1.3449 8:24 9:666 10:20.2 11:363.02 12:23.24
13.30 1:9.82349 2:0.0 3:18.1 4:0.671 5:6.794 6:98.8 7:1.358 8:24 9:666 10:20.2 11:396.9 12:21.24
13.10 1:23.6482 2:0.0 3:18.1 4:0.671 5:6.38 6:96.2 7:1.3861 8:24 9:666 10:20.2 11:396.9 12:23.69
10.20 1:17.8667 2:0.0 3:18.1 4:0.671 5:6.223 6:100.0 7:1.3861 8:24 9:666 10:20.2 11:393.74 12:21.78
10.40 1:88.9762 2:0.0 3:18.1 4:0.671 5:6.968 6:91.9 7:1.4165 8:24 9:666 10:20.2 11:396.9 12:17.21
11.30 1:9.18702 2:0.0 3:18.1 4:0.7 5:5.536 6:100.0 7:1.5804 8:24 9:666 10:20.2 11:396.9 12:23.6
12.30 1:7.99248 2:0.0 3:18.1 4:0.7 5:5.52 6:100.0 7:1.5331 8:24 9:666 10:20.2 11:396.9 12:24.56
8.80 1:20.0849 2:0.0 3:18.1 4:0.7 5:4.368 6:91.2 7:1.4395 8:24 9:666 10:20.2 11:285.83 12:30.63
7.20 1:16.8118 2:0.0 3:18.1 4:0.7 5:5.277 6:98.1 7:1.4261 8:24 9:666 10:20.2 11:396.9 12:30.81
10.50 1:24.3938 2:0.0 3:18.1 4:0.7 5:4.652 6:100.0 7:1.4672 8:24 9:666 10:20.2 11:396.9 12:28.28
7.40 1:22.5971 2:0.0 3:18.1 4:0.7 5:5 6:89.5 7:1.5184 8:24 9:666 10:20.2 11:396.9 12:31.99
10.20 1:14.3337 2:0.0 3:18.1 4:0.7 5:4.88 6:100.0 7:1.5895 8:24 9:666 10:20.2 11:372.92 12:30.62
11.50 1:8.15174 2:0.0 3:18.1 4:0.7 5:5.39 6:98.9 7:1.7281 8:24 9:666 10:20.2 11:396.9 12:20.85
23.20 1:5.29305 2:0.0 3:18.1 4:0.7 5:6.051 6:82.5 7:2.1678 8:24 9:666 10:20.2 11:378.38 12:18.76
9.70 1:11.5779 2:0.0 3:18.1 4:0.7 5:5.036 6:97.0 7:1.77 8:24 9:666 10:20.2 11:396.9 12:25.68
13.80 1:8.64476 2:0.0 3:18.1 4:0.693 5:6.193 6:92.6 7:1.7912 8:24 9:666 10:20.2 11:396.9 12:15.17
12.70 1:13.3598 2:0.0 3:18.1 4:0.693 5:5.887 6:94.7 7:1.7821 8:24 9:666 10:20.2 11:396.9 12:16.35
13.10 1:8.71675 2:0.0 3:18.1 4:0.693 5:6.471 6:98.8 7:1.7257 8:24 9:666 10:20.2 11:391.98 12:17.12
8.50 1:7.67202 2:0.0 3:18.1 4:0.693 5:5.747 6:98.9 7:1.6334 8:24 9:666 10:20.2 11:393.1 12:19.92
5.00 1:38.3518 2:0.0 3:18.1 4:0.693 5:5.453 6:100.0 7:1.4896 8:24 9:666 10:20.2 11:396.9 12:30.59
6.30 1:9.91655 2:0.0 3:18.1 4:0.693 5:5.852 6:77.8 7:1.5004 8:24 9:666 10:20.2 11:338.16 12:29.97
5.60 1:25.0461 2:0.0 3:18.1 4:0.693 5:5.987 6:100.0 7:1.5888 8:24 9:666 10:20.2 11:396.9 12:26.77
7.20 1:14.2362 2:0.0 3:18.1 4:0.693 5:6.343 6:100.0 7:1.5741 8:24 9:666 10:20.2 11:396.9 12:20.32
12.10 1:9.59571 2:0.0 3:18.1 4:0.693 5:6.404 6:100.0 7:1.639 8:24 9:666 10:20.2 11:376.11 12:20.31
8.30 1:24.8017 2:0.0 3:18.1 4:0.693 5:5.349 6:96.0 7:1.7028 8:24 9:666 10:20.2 11:396.9 12:19.77
8.50 1:41.5292 2:0.0 3:18.1 4:0.693 5:5.531 6:85.4 7:1.6074 8:24 9:666 10:20.2 11:329.46 12:27.38
5.00 1:67.9208 2:0.0 3:18.1 4:0.693 5:5.683 6:100.0 7:1.4254 8:24 9:666 10:20.2 11:384.97 12:22.98
27.90 1:11.9511 2:0.0 3:18.1 4:0.659 5:5.608 6:100.0 7:1.2852 8:24 9:666 10:20.2 11:332.09 12:12.13
17.20 1:7.40389 2:0.0 3:18.1 4:0.597 5:5.617 6:97.9 7:1.4547 8:24 9:666 10:20.2 11:314.64 12:26.4
27.50 1:14.4383 2:0.0 3:18.1 4:0.597 5:6.852 6:100.0 7:1.4655 8:24 9:666 10:20.2 11:179.36 12:19.78
15.00 1:51.1358 2:0.0 3:18.1 4:0.597 5:5.757 6:100.0 7:1.413 8:24 9:666 10:20.2 11:2.6 12:10.11
17.20 1:14.0507 2:0.0 3:18.1 4:0.597 5:6.657 6:100.0 7:1.5275 8:24 9:666 10:20.2 11:35.05 12:21.22
17.90 1:18.811 2:0.0 3:18.1 4:0.597 5:4.628 6:100.0 7:1.5539 8:24 9:666 10:20.2 11:28.79 12:34.37
16.30 1:28.6558 2:0.0 3:18.1 4:0.597 5:5.155 6:100.0 7:1.5894 8:24 9:666 10:20.2 11:210.97 12:20.08
7.50 1:10.8342 2:0.0 3:18.1 4:0.679 5:6.782 6:90.8 7:1.8195 8:24 9:666 10:20.2 11:21.57 12:25.79
10.40 1:25.9406 2:0.0 3:18.1 4:0.679 5:5.304 6:89.1 7:1.6475 8:24 9:666 10:20.2 11:127.36 12:26.64
8.80 1:73.5341 2:0.0 3:18.1 4:0.679 5:5.957 6:100.0 7:1.8026 8:24 9:666 10:20.2 11:16.45 12:20.62
8.40 1:11.8123 2:0.0 3:18.1 4:0.718 5:6.824 6:76.5 7:1.794 8:24 9:666 10:20.2 11:48.45 12:22.74
16.70 1:11.0874 2:0.0 3:18.1 4:0.718 5:6.411 6:100.0 7:1.8589 8:24 9:666 10:20.2 11:318.75 12:15.02
14.20 1:7.02259 2:0.0 3:18.1 4:0.718 5:6.006 6:95.3 7:1.8746 8:24 9:666 10:20.2 11:319.98 12:15.7
20.80 1:12.0482 2:0.0 3:18.1 4:0.614 5:5.648 6:87.6 7:1.9512 8:24 9:666 10:20.2 11:291.55 12:14.1
13.40 1:7.05042 2:0.0 3:18.1 4:0.614 5:6.103 6:85.1 7:2.0218 8:24 9:666 10:20.2 11:2.52 12:23.29
11.70 1:8.79212 2:0.0 3:18.1 4:0.584 5:5.565 6:70.6 7:2.0635 8:24 9:666 10:20.2 11:3.65 12:17.16
10.20 1:12.2472 2:0.0 3:18.1 4:0.584 5:5.837 6:59.7 7:1.9976 8:24 9:666 10:20.2 11:24.65 12:15.69
10.90 1:37.6619 2:0.0 3:18.1 4:0.679 5:6.202 6:78.7 7:1.8629 8:24 9:666 10:20.2 11:18.82 12:14.52
11.00 1:7.36711 2:0.0 3:18.1 4:0.679 5:6.193 6:78.1 7:1.9356 8:24 9:666 10:20.2 11:96.73 12:21.52
9.50 1:9.33889 2:0.0 3:18.1 4:0.679 5:6.38 6:95.6 7:1.9682 8:24 9:666 10:20.2 11:60.72 12:24.08
14.50 1:8.49213 2:0.0 3:18.1 4:0.584 5:6.348 6:86.1 7:2.0527 8:24 9:666 10:20.2 11:83.45 12:17.64
14.10 1:10.0623 2:0.0 3:18.1 4:0.584 5:6.833 6:94.3 7:2.0882 8:24 9:666 10:20.2 11:81.33 12:19.69
16.10 1:6.44405 2:0.0 3:18.1 4:0.584 5:6.425 6:74.8 7:2.2004 8:24 9:666 10:20.2 11:97.95 12:12.03
14.30 1:5.58107 2:0.0 3:18.1 4:0.713 5:6.436 6:87.9 7:2.3158 8:24 9:666 10:20.2 11:100.19 12:16.22
11.70 1:13.9134 2:0.0 3:18.1 4:0.713 5:6.208 6:95.0 7:2.2222 8:24 9:666 10:20.2 11:100.63 12:15.17
13.40 1:11.1604 2:0.0 3:18.1 4:0.74 5:6.629 6:94.6 7:2.1247 8:24 9:666 10:20.2 11:109.85 12:23.27
9.60 1:14.4208 2:0.0 3:18.1 4:0.74 5:6.461 6:93.3 7:2.0026 8:24 9:666 10:20.2 11:27.49 12:18.05
8.70 1:15.1772 2:0.0 3:18.1 4:0.74 5:6.152 6:100.0 7:1.9142 8:24 9:666 10:20.2 11:9.32 12:26.45
8.40 1:13.6781 2:0.0 3:18.1 4:0.74 5:5.935 6:87.9 7:1.8206 8:24 9:666 10:20.2 11:68.95 12:34.02
12.80 1:9.39063 2:0.0 3:18.1 4:0.74 5:5.627 6:93.9 7:1.8172 8:24 9:666 10:20.2 11:396.9 12:22.88
10.50 1:22.0511 2:0.0 3:18.1 4:0.74 5:5.818 6:92.4 7:1.8662 8:24 9:666 10:20.2 11:391.45 12:22.11
17.10 1:9.72418 2:0.0 3:18.1 4:0.74 5:6.406 6:97.2 7:2.0651 8:24 9:666 10:20.2 11:385.96 12:19.52
18.40 1:5.66637 2:0.0 3:18.1 4:0.74 5:6.219 6:100.0 7:2.0048 8:24 9:666 10:20.2 11:395.69 12:16.59
15.40 1:9.96654 2:0.0 3:18.1 4:0.74 5:6.485 6:100.0 7:1.9784 8:24 9:666 10:20.2 11:386.73 12:18.85
10.80 1:12.8023 2:0.0 3:18.1 4:0.74 5:5.854 6:96.6 7:1.8956 8:24 9:666 10:20.2 11:240.52 12:23.79
14.90 1:6.28807 2:0.0 3:18.1 4:0.74 5:6.341 6:96.4 7:2.072 8:24 9:666 10:20.2 11:318.01 12:17.79
12.60 1:9.92485 2:0.0 3:18.1 4:0.74 5:6.251 6:96.6 7:2.198 8:24 9:666 10:20.2 11:388.52 12:16.44
14.10 1:9.32909 2:0.0 3:18.1 4:0.713 5:6.185 6:98.7 7:2.2616 8:24 9:666 10:20.2 11:396.9 12:18.13
13.00 1:7.52601 2:0.0 3:18.1 4:0.713 5:6.417 6:98.3 7:2.185 8:24 9:666 10:20.2 11:304.21 12:19.31
13.40 1:6.71772 2:0.0 3:18.1 4:0.713 5:6.749 6:92.6 7:2.3236 8:24 9:666 10:20.2 11:0.32 12:17.44
15.20 1:5.44114 2:0.0 3:18.1 4:0.713 5:6.655 6:98.2 7:2.3552 8:24 9:666 10:20.2 11:355.29 12:17.73
16.10 1:5.09017 2:0.0 3:18.1 4:0.713 5:6.297 6:91.8 7:2.3682 8:24 9:666 10:20.2 11:385.09 12:17.27
17.80 1:8.24809 2:0.0 3:18.1 4:0.713 5:7.393 6:99.3 7:2.4527 8:24 9:666 10:20.2 11:375.87 12:16.74
14.90 1:9.51363 2:0.0 3:18.1 4:0.713 5:6.728 6:94.1 7:2.4961 8:24 9:666 10:20.2 11:6.68 12:18.71
14.10 1:4.75237 2:0.0 3:18.1 4:0.713 5:6.525 6:86.5 7:2.4358 8:24 9:666 10:20.2 11:50.92 12:18.13
12.70 1:4.66883 2:0.0 3:18.1 4:0.713 5:5.976 6:87.9 7:2.5806 8:24 9:666 10:20.2 11:10.48 12:19.01
13.50 1:8.20058 2:0.0 3:18.1 4:0.713 5:5.936 6:80.3 7:2.7792 8:24 9:666 10:20.2 11:3.5 12:16.94
14.90 1:7.75223 2:0.0 3:18.1 4:0.713 5:6.301 6:83.7 7:2.7831 8:24 9:666 10:20.2 11:272.21 12:16.23
20.00 1:6.80117 2:0.0 3:18.1 4:0.713 5:6.081 6:84.4 7:2.7175 8:24 9:666 10:20.2 11:396.9 12:14.7
16.40 1:4.81213 2:0.0 3:18.1 4:0.713 5:6.701 6:90.0 7:2.5975 8:24 9:666 10:20.2 11:255.23 12:16.42
17.70 1:3.69311 2:0.0 3:18.1 4:0.713 5:6.376 6:88.4 7:2.5671 8:24 9:666 10:20.2 11:391.43 12:14.65
19.50 1:6.65492 2:0.0 3:18.1 4:0.713 5:6.317 6:83.0 7:2.7344 8:24 9:666 10:20.2 11:396.9 12:13.99
20.20 1:5.82115 2:0.0 3:18.1 4:0.713 5:6.513 6:89.9 7:2.8016 8:24 9:666 10:20.2 11:393.82 12:10.29
21.40 1:7.83932 2:0.0 3:18.1 4:0.655 5:6.209 6:65.4 7:2.9634 8:24 9:666 10:20.2 11:396.9 12:13.22
19.90 1:3.1636 2:0.0 3:18.1 4:0.655 5:5.759 6:48.2 7:3.0665 8:24 9:666 10:20.2 11:334.4 12:14.13
19.00 1:3.77498 2:0.0 3:18.1 4:0.655 5:5.952 6:84.7 7:2.8715 8:24 9:666 10:20.2 11:22.01 12:17.15
20.10 1:13.0751 2:0.0 3:18.1 4:0.58 5:5.713 6:56.7 7:2.8237 8:24 9:666 10:20.2 11:396.9 12:14.76
19.90 1:4.34879 2:0.0 3:18.1 4:0.58 5:6.167 6:84.0 7:3.0334 8:24 9:666 10:20.2 11:396.9 12:16.29
19.60 1:4.03841 2:0.0 3:18.1 4:0.532 5:6.229 6:90.7 7:3.0993 8:24 9:666 10:20.2 11:395.33 12:12.87
23.20 1:3.56868 2:0.0 3:18.1 4:0.58 5:6.437 6:75.0 7:2.8965 8:24 9:666 10:20.2 11:393.37 12:14.36
29.80 1:4.64689 2:0.0 3:18.1 4:0.614 5:6.98 6:67.6 7:2.5329 8:24 9:666 10:20.2 11:374.68 12:11.66
13.80 1:8.05579 2:0.0 3:18.1 4:0.584 5:5.427 6:95.4 7:2.4298 8:24 9:666 10:20.2 11:352.58 12:18.14
13.30 1:6.39312 2:0.0 3:18.1 4:0.584 5:6.162 6:97.4 7:2.206 8:24 9:666 10:20.2 11:302.76 12:24.1
16.70 1:4.87141 2:0.0 3:18.1 4:0.614 5:6.484 6:93.6 7:2.3053 8:24 9:666 10:20.2 11:396.21 12:18.68
14.60 1:10.233 2:0.0 3:18.1 4:0.614 5:6.185 6:96.7 7:2.1705 8:24 9:666 10:20.2 11:379.7 12:18.03
21.40 1:14.3337 2:0.0 3:18.1 4:0.614 5:6.229 6:88.0 7:1.9512 8:24 9:666 10:20.2 11:383.32 12:13.11
23.70 1:5.70818 2:0.0 3:18.1 4:0.532 5:6.75 6:74.9 7:3.3317 8:24 9:666 10:20.2 11:393.07 12:7.74
25.00 1:5.73116 2:0.0 3:18.1 4:0.532 5:7.061 6:77.0 7:3.4106 8:24 9:666 10:20.2 11:395.28 12:7.01
21.80 1:2.81838 2:0.0 3:18.1 4:0.532 5:5.762 6:40.3 7:4.0983 8:24 9:666 10:20.2 11:392.92 12:10.42
20.60 1:2.37857 2:0.0 3:18.1 4:0.583 5:5.871 6:41.9 7:3.724 8:24 9:666 10:20.2 11:370.73 12:13.34
21.20 1:3.67367 2:0.0 3:18.1 4:0.583 5:6.312 6:51.9 7:3.9917 8:24 9:666 10:20.2 11:388.62 12:10.58
19.10 1:5.69175 2:0.0 3:18.1 4:0.583 5:6.114 6:79.8 7:3.5459 8:24 9:666 10:20.2 11:392.68 12:14.98
20.60 1:4.83567 2:0.0 3:18.1 4:0.583 5:5.905 6:53.2 7:3.1523 8:24 9:666 10:20.2 11:388.22 12:11.45
15.20 1:0.15086 2:0.0 3:27.74 4:0.609 5:5.454 6:92.7 7:1.8209 8:4 9:711 10:20.1 11:395.09 12:18.06
7.00 1:0.18337 2:0.0 3:27.74 4:0.609 5:5.414 6:98.3 7:1.7554 8:4 9:711 10:20.1 11:344.05 12:23.97
8.10 1:0.20746 2:0.0 3:27.74 4:0.609 5:5.093 6:98.0 7:1.8226 8:4 9:711 10:20.1 11:318.43 12:29.68
13.60 1:0.10574 2:0.0 3:27.74 4:0.609 5:5.983 6:98.8 7:1.8681 8:4 9:711 10:20.1 11:390.11 12:18.07
20.10 1:0.11132 2:0.0 3:27.74 4:0.609 5:5.983 6:83.5 7:2.1099 8:4 9:711 10:20.1 11:396.9 12:13.35
21.80 1:0.17331 2:0.0 3:9.69 4:0.585 5:5.707 6:54.0 7:2.3817 8:6 9:391 10:19.2 11:396.9 12:12.01
23.10 1:0.17899 2:0.0 3:9.69 4:0.585 5:5.67 6:28.8 7:2.7986 8:6 9:391 10:19.2 11:393.29 12:17.6
19.70 1:0.2896 2:0.0 3:9.69 4:0.585 5:5.39 6:72.9 7:2.7986 8:6 9:391 10:19.2 11:396.9 12:21.14
18.30 1:0.26838 2:0.0 3:9.69 4:0.585 5:5.794 6:70.6 7:2.8927 8:6 9:391 10:19.2 11:396.9 12:14.1
21.20 1:0.23912 2:0.0 3:9.69 4:0.585 5:6.019 6:65.3 7:2.4091 8:6 9:391 10:19.2 11:396.9 12:12.92
17.50 1:0.17783 2:0.0 3:9.69 4:0.585 5:5.569 6:73.5 7:2.3999 8:6 9:391 10:19.2 11:395.77 12:15.1
16.80 1:0.22438 2:0.0 3:9.69 4:0.585 5:6.027 6:79.7 7:2.4982 8:6 9:391 10:19.2 11:396.9 12:14.33
22.40 1:0.06263 2:0.0 3:11.93 4:0.573 5:6.593 6:69.1 7:2.4786 8:1 9:273 10:21 11:391.99 12:9.67
20.60 1:0.04527 2:0.0 3:11.93 4:0.573 5:6.12 6:76.7 7:2.2875 8:1 9:273 10:21 11:396.9 12:9.08
23.90 1:0.06076 2:0.0 3:11.93 4:0.573 5:6.976 6:91.0 7:2.1675 8:1 9:273 10:21 11:396.9 12:5.64
22.00 1:0.10959 2:0.0 3:11.93 4:0.573 5:6.794 6:89.3 7:2.3889 8:1 9:273 10:21 11:393.45 12:6.48
11.90 1:0.04741 2:0.0 3:11.93 4:0.573 5:6.03 6:80.8 7:2.505 8:1 9:273 10:21 11:396.9 12:7.88
bdtl-1.0.1/sandbox/bostonHous/train/featVocab 0000644 0000764 0000764 00000000450 12122405072 020765 0 ustar melamed melamed
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bdtl-1.0.1/sandbox/bostonHous/train/CE.config 0000644 0000764 0000764 00000000427 12122405072 020632 0 ustar melamed melamed debugLevel = 1
labelType = scalar
bufferDebug = false
penaltySeqFileName = lastRegSequence
treeSeqFileName = treeSequence
externalFeatVocabFileName = featVocab
logLocation = file
# usually set on command line
# minGlobalRegnFactor = 0.0
addInternalNodesToEnsemble = true
bdtl-1.0.1/sandbox/bostonHous/train/Makefile 0000644 0000764 0000764 00000002354 12141757305 020627 0 ustar melamed melamed # training Makefile
targets = compiledEnsemble ToT.out
include generic.mk
execBase = $(BIN)/..
tr-exec = $(execBase)/dbg/trainOne
ce-exec = $(execBase)/dbg/compileEnsemble
te-exec = $(execBase)/dbg/testOne
# The regularization coefficient is set to zero so that perfect
# prediction can be achieved when testing on training data with simple
# datasets.
regnFactor = 0
# train
compiledEnsemble: $(tr-exec) train.ex train.config clean
($< -p train.config -e train.ex > $@) >& log.train
# currently unused target, for converting raw ensembles into compiled (compact) ones
log.ce: $(ce-exec) treeSequence lastRegSequence CE.config
( $< -r $(regnFactor) -p CE.config | sort -gr > compiledEnsemble ) >& $@
# test of training data, usually as a sanity check
ToT.out: $(te-exec) ToT.config train.ex treeSequence
$< -p ToT.config -e train.ex -t $(regnFactor) > train.pred.regn=$(regnFactor)
paste train.pred.regn=$(regnFactor) train.ex \
| perl -ane '$$diff = $$F[0] - $$F[1]; print "$$diff $$F[0] $$F[1]\n";' \
> train.errors.regn=$(regnFactor)
rms=`cat train.errors.regn=$(regnFactor) | rms.pl` ;\
echo "RMS error = $$rms at regn = $(regnFactor)" | tee $@
clean: cleantargets
-rm log key treeSequence lastRegSequence doneTraining *.regn* log.train
bdtl-1.0.1/sandbox/bostonHous/train/generic.mk 0000777 0000764 0000764 00000000000 12151020641 023270 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/bostonHous/train/compiledEnsemble.expected 0000644 0000764 0000764 00001052002 12130460600 024140 0 ustar melamed melamed
23.144075244665
-0.48843733966351 3 > 10.97 AND 5 > 6.4425 AND 6 > 77.5 AND 11 > 393.365
0.048335939645767 1 > 0.07937 AND 1 <= 3.69503 AND 5 <= 6.3435 AND 6 > 25.55 AND 6 <= 33.25 AND 7 <= 5.68465
0.30607253313065 4 <= 0.478 AND 5 > 7.1175 AND 6 <= 58.55 AND 11 > 393.365
0.50665774941444 1 <= 0.031935 AND 3 <= 4.025 AND 5 <= 6.808 AND 7 > 5.21325 AND 10 > 17.9
-0.14236348867416 1 <= 3.69503 AND 3 > 2.59 AND 4 <= 0.43745 AND 6 <= 73.1 AND 7 > 5.68465 AND 7 <= 6.20475 AND 11 <= 392.87
0.12480640411377 1 > 1.42552 AND 5 <= 6.079 AND 11 <= 389.945 AND 12 > 10.325 AND 12 <= 14.675
-0.50683785974979 1 <= 10.5917 AND 3 > 4.025 AND 4 <= 0.6145 AND 6 > 89.75 AND 12 <= 14.655
0.29399611055851 1 <= 3.69503 AND 5 <= 6.7605 AND 6 > 73.1 AND 12 <= 9.75
0.073755696415901 1 > 7.138005 AND 4 > 0.6965 AND 7 <= 2.16915 AND 11 > 354.625 AND 11 <= 387.345 AND 12 > 11.82
0.38317248225212 4 <= 0.528 AND 5 <= 6.6305 AND 6 > 41.9 AND 6 <= 51.1 AND 9 > 262 AND 11 > 395.53
0.054857179522514 1 <= 0.186725 AND 6 <= 56.45 AND 7 <= 6.1409 AND 8 > 4.5 AND 9 > 349.5 AND 11 > 386.13 AND 12 > 4.735 AND 12 <= 7.475
-0.02418577671051 1 <= 0.056975 AND 2 <= 42.75 AND 6 <= 61.25 AND 9 <= 302 AND 10 <= 19.4 AND 12 > 9.275
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-0.080141291022301 5 > 5.981 AND 5 <= 6.3455 AND 6 > 71.15 AND 6 <= 89.3 AND 11 > 385.865 AND 12 > 14.675 AND 12 <= 17.19
0.093992784619331 5 > 6.756 AND 11 <= 395.905 AND 12 > 5.66
0.027104333043098 1 <= 2.38029 AND 5 <= 6.081 AND 9 > 264.5 AND 11 <= 364.79 AND 12 <= 20.48
-0.25811515748501 3 > 16.24 AND 4 <= 0.6965 AND 5 <= 5.854 AND 8 <= 6.5 AND 11 > 294.295 AND 11 <= 394.295 AND 12 > 14.655
0.24779698252678 3 <= 8.05 AND 5 > 6.543 AND 5 <= 6.6385 AND 9 <= 548 AND 12 <= 9.715
-0.21980939805508 1 > 10.01442 AND 6 > 89.7 AND 7 <= 1.4525
0.44679945707321 6 <= 89.35 AND 10 <= 19.4 AND 12 > 5.23
-0.018769577145576 1 <= 6.340595 AND 6 <= 96.25 AND 7 > 1.9829 AND 7 <= 3.8749 AND 11 <= 343.665
0.048752829432487 2 <= 11 AND 5 <= 6.652 AND 6 > 22.15 AND 6 <= 58.45 AND 7 > 1.4775 AND 7 <= 7.82715 AND 11 > 343.665 AND 11 <= 385.055 AND 12 <= 10.595
-0.042446285486221 3 > 4.025 AND 3 <= 6.66 AND 6 > 19.45 AND 6 <= 72.45 AND 9 > 250.5 AND 10 > 17 AND 11 <= 396.265 AND 12 <= 7.525
-1.3984508514404 1 <= 3.504645 AND 7 <= 2.00235 AND 11 > 342.44 AND 11 <= 354.625
0.16459932923317 1 > 2.378955 AND 4 > 0.7155 AND 6 > 87.95 AND 6 <= 94.45 AND 7 > 1.4601
0.20694060623646 1 > 0.056975 AND 4 <= 0.48 AND 6 > 32.7 AND 6 <= 89.35 AND 7 > 6.263 AND 9 <= 302 AND 10 <= 19.4 AND 11 <= 394.79 AND 12 > 5.23
0.39650291204453 1 > 0.07937 AND 1 <= 3.69503 AND 6 <= 33.25 AND 7 <= 5.68465
0.021932870149612 3 > 4.025 AND 3 <= 6.66 AND 6 <= 19.45 AND 9 > 250.5 AND 10 > 17 AND 12 <= 7.525
0.12982127070427 3 > 4.025 AND 6 > 96.75 AND 7 <= 1.6063 AND 11 <= 294.295 AND 12 > 20.65
-0.040263742208481 1 > 0.06962 AND 5 > 6.104 AND 6 > 52.4 AND 6 <= 89.7 AND 8 <= 6.5 AND 9 > 237.5 AND 11 > 389.2
0.051486790180206 1 > 0.04358 AND 1 <= 0.11915 AND 3 > 2.94 AND 5 > 6.51 AND 7 <= 4.34725 AND 8 > 2.5 AND 9 <= 371.5 AND 10 <= 19.65 AND 11 > 385.25 AND 12 <= 20.935
0.17111454904079 1 > 2.378955 AND 1 <= 11.51765 AND 5 <= 6.296 AND 6 > 94.45 AND 7 > 1.6709 AND 7 <= 2.14635 AND 12 <= 24.33
-1.0866131186485 6 > 89.35 AND 12 > 19.83
0.37944748997688 1 <= 0.853255 AND 6 > 89.35 AND 12 > 9.96 AND 12 <= 19.83
-0.18577280640602 1 > 0.853255 AND 1 <= 8.15194 AND 6 > 89.35 AND 7 <= 1.74435 AND 11 <= 330.79 AND 12 > 9.96 AND 12 <= 19.83
0.044244796037674 2 > 37.5 AND 4 > 0.42 AND 5 <= 6.652 AND 7 > 5.97285 AND 8 <= 5.5 AND 11 > 385.055 AND 12 <= 8.01
-0.17588110268116 1 <= 0.52879 AND 3 > 4.025 AND 6 <= 89.75 AND 7 <= 3.60865 AND 10 <= 18.65 AND 12 > 10.26 AND 12 <= 12.415
0.079309493303299 5 <= 6.652 AND 7 <= 1.5536 AND 8 > 5.5 AND 11 > 385.055
-0.030641600489616 6 > 31.7 AND 7 > 4.7958 AND 8 <= 3.5 AND 9 <= 264.5 AND 11 > 389.55
0.033789709210396 1 > 0.04358 AND 1 <= 0.11915 AND 3 > 2.94 AND 7 <= 4.34725 AND 8 > 2.5 AND 9 <= 371.5 AND 10 <= 19.65 AND 11 > 385.25 AND 12 <= 20.935
0.049645110964775 4 > 0.432 AND 6 <= 69.95 AND 7 > 2.42395 AND 7 <= 4.08405 AND 10 > 16.7 AND 11 <= 393.51 AND 12 > 13.075
-0.053728967905045 1 <= 2.378955 AND 6 <= 56.45 AND 11 <= 386.13 AND 12 > 4.735 AND 12 <= 6.54
-0.021481037139893 4 <= 0.5765 AND 10 > 19.65 AND 11 > 385.25 AND 12 <= 17.04
-0.016983062028885 1 <= 0.051895 AND 5 <= 6.543 AND 7 > 3.92585 AND 9 <= 548 AND 10 > 16.25 AND 11 > 391.485 AND 12 > 7.475 AND 12 <= 9.12
0.1979942470789 1 > 2.378955 AND 1 <= 37.392 AND 6 > 99.4 AND 7 <= 1.4601 AND 11 <= 395.32
-0.13452151417732 5 <= 4.9725 AND 7 <= 1.504 AND 9 > 281.5 AND 11 > 386.135 AND 12 > 25.12
-0.047561153769493 1 > 0.11915 AND 6 <= 70.6 AND 7 <= 4.97815 AND 10 <= 19.65 AND 11 > 385.25 AND 12 > 4.845 AND 12 <= 7.05
0.0044260919094086 3 <= 11.26 AND 5 <= 5.8285 AND 6 <= 80.65 AND 9 <= 281.5 AND 11 > 386.135 AND 12 <= 15.09
-0.067818716168404 5 <= 5.9 AND 7 > 1.5536 AND 7 <= 1.7551 AND 8 > 5.5 AND 11 > 385.055 AND 12 <= 23.24
-0.05708421766758 4 <= 0.7155 AND 6 > 90.95 AND 7 > 1.6156 AND 7 <= 2.24235 AND 11 <= 376.125 AND 12 > 13.015 AND 12 <= 20.325
0.32968479394913 3 > 10.97 AND 5 > 6.159 AND 5 <= 6.4425 AND 6 > 77.5 AND 11 > 393.365
-0.012688159942627 1 <= 0.502405 AND 4 > 0.432 AND 6 > 69.95 AND 7 > 2.42395 AND 10 > 17
-0.084635525941849 1 > 0.11915 AND 10 <= 19.65 AND 11 > 385.25 AND 12 <= 4.845
-0.02043679356575 4 > 0.432 AND 6 <= 69.95 AND 7 > 2.42395 AND 7 <= 4.08405 AND 10 > 16.7 AND 11 <= 393.51 AND 12 <= 13.075
0.072698518633842 2 <= 12.5 AND 6 <= 68.45 AND 10 > 19.4 AND 12 > 8.03 AND 12 <= 9.705
-0.032809361815453 5 <= 6.652 AND 6 > 68.35 AND 7 > 3.3504 AND 7 <= 5.97285 AND 8 <= 5.5 AND 11 > 385.055 AND 12 > 8.675 AND 12 <= 10.935
0.42364591360092 1 <= 3.69503 AND 6 > 53.2 AND 6 <= 73.1 AND 7 <= 3.37395
-0.086399018764496 1 > 0.17069 AND 3 > 4.025 AND 5 > 5.854 AND 6 <= 97.1 AND 7 <= 2.33675 AND 11 > 379.04 AND 12 > 14.655 AND 12 <= 18.355
-0.27054227888584 3 > 4.025 AND 3 <= 11.95 AND 4 <= 0.6115 AND 6 <= 89.75 AND 7 <= 6.56935 AND 10 <= 18.45 AND 12 > 12.415 AND 12 <= 13.045
0.10726678371429 2 > 37.5 AND 5 <= 6.652 AND 7 > 5.97285 AND 8 <= 5.5 AND 11 > 385.055
-0.13717657327652 1 <= 3.504645 AND 6 > 80.5 AND 11 <= 393.365
0.18570333719254 1 > 0.056975 AND 4 > 0.48 AND 5 > 6.104 AND 5 <= 6.937 AND 6 <= 89.35 AND 9 <= 302 AND 10 <= 19.4 AND 12 > 5.23
-0.10830399394035 1 <= 2.378955 AND 5 > 5.8555 AND 6 > 83.8 AND 7 <= 2.14025 AND 9 > 347.5 AND 11 > 387.885 AND 11 <= 393.06
-0.030811920762062 1 <= 2.378955 AND 6 > 56.45 AND 6 <= 83.8 AND 12 > 4.735
0.05471807718277 1 <= 3.69503 AND 4 <= 0.4685 AND 5 <= 6.508 AND 6 > 33.25 AND 6 <= 43.7 AND 7 <= 5.68465 AND 10 > 16.05 AND 10 <= 19.4
-0.078163146972656 5 <= 6.652 AND 6 > 22.15 AND 6 <= 58.45 AND 7 > 1.4775 AND 7 <= 7.82715 AND 11 > 343.665 AND 11 <= 385.055 AND 12 <= 10.595
-0.081129670143127 4 <= 0.486 AND 5 > 6.0335 AND 6 <= 80.65 AND 7 <= 7.7406 AND 10 <= 17.85 AND 11 <= 396.14 AND 12 <= 5.66
-0.1613661646843 1 <= 0.13792 AND 5 <= 6.528 AND 6 > 28.05 AND 6 <= 89.35 AND 7 > 5.6463 AND 9 > 302 AND 10 <= 19.4 AND 12 > 5.23
-0.014051526784897 1 <= 10.01442 AND 4 <= 0.6275 AND 5 > 5.665 AND 5 <= 6.2395 AND 6 > 89.7 AND 12 <= 23.35
0.33693361282349 4 > 0.528 AND 11 > 387.345 AND 11 <= 396.36 AND 12 <= 14.87
0.044753298163414 3 > 4.025 AND 3 <= 16.24 AND 4 <= 0.6965 AND 5 > 5.6505 AND 5 <= 5.854 AND 8 <= 6.5 AND 11 > 390.185 AND 11 <= 394.295 AND 12 > 14.655
-0.14414873719215 1 <= 3.504645 AND 6 > 57.1 AND 6 <= 80.5 AND 9 > 291.5 AND 11 > 385.23 AND 11 <= 393.03
-0.06159545481205 1 <= 1.27513 AND 4 > 0.5485 AND 4 <= 0.6275 AND 5 > 5.665 AND 5 <= 6.2395 AND 6 > 89.7 AND 12 <= 23.35
-0.076498746871948 4 <= 0.486 AND 5 > 6.0335 AND 6 <= 35.2 AND 7 <= 7.7406 AND 10 <= 17.85 AND 11 <= 396.14 AND 12 <= 5.66
-0.12904715538025 1 <= 2.378955 AND 6 <= 56.45 AND 7 <= 6.1409 AND 8 > 4.5 AND 11 > 386.13 AND 12 > 4.735 AND 12 <= 7.475
-0.15403969585896 1 <= 2.378955 AND 6 <= 56.45 AND 7 > 6.1409 AND 11 > 386.13 AND 12 > 4.735 AND 12 <= 7.475
-0.13209185004234 1 <= 10.01442 AND 4 <= 0.6275 AND 5 > 6.529 AND 5 <= 6.996 AND 6 > 89.7
0.38773185014725 3 <= 9.795 AND 6 <= 89.35 AND 7 > 5.33275 AND 7 <= 5.6463 AND 9 > 302 AND 10 <= 19.4 AND 11 <= 395.675 AND 12 > 5.23
-0.19657814502716 1 > 0.17069 AND 3 > 4.025 AND 5 > 5.854 AND 6 <= 97.1 AND 11 > 379.04 AND 12 > 14.655
0.068773299455643 1 > 0.06962 AND 4 > 0.532 AND 5 > 6.104 AND 6 > 52.4 AND 6 <= 89.7 AND 8 <= 6.5 AND 9 > 237.5 AND 10 > 18.2 AND 11 > 389.2
-0.70254863798618 1 <= 0.056975 AND 6 > 61.25 AND 6 <= 89.35 AND 9 <= 302 AND 10 <= 19.4 AND 12 > 5.23
-0.37001307308674 1 <= 3.69503 AND 5 > 6.7605 AND 6 > 73.1 AND 7 > 3.05505 AND 10 > 16.05 AND 11 <= 390.485 AND 12 <= 9.75
0.066222324967384 5 > 6.652 AND 6 <= 98.05 AND 7 <= 2.4928 AND 11 > 343.665 AND 12 > 8.355
0.06157611310482 5 > 7.051 AND 6 > 82.95
0.094385579228401 4 <= 0.478 AND 5 > 6.3135 AND 5 <= 6.8575 AND 6 <= 32.55 AND 10 > 17.2 AND 11 > 393.365
-0.091309621930122 6 <= 31.7 AND 9 <= 264.5
0.049563050270081 1 <= 0.502405 AND 4 > 0.432 AND 6 > 69.95 AND 7 > 2.42395 AND 10 <= 17
0.37981754541397 1 <= 8.642125 AND 5 <= 6.3765 AND 6 <= 87.2 AND 7 <= 2.969 AND 10 > 19.4 AND 11 <= 361.885 AND 12 > 9.705
0.27427521348 5 > 7.445 AND 10 <= 18.3 AND 12 <= 3.24
0.63993357121944 6 <= 89.35 AND 10 > 19.4 AND 11 > 361.885 AND 12 > 9.705
-0.071072310209274 1 <= 0.157325 AND 2 <= 21.5 AND 4 <= 0.528 AND 5 <= 6.6305 AND 10 > 18.9 AND 11 > 387.345 AND 11 <= 395.53 AND 12 > 9.875 AND 12 <= 13.815
-0.18583689630032 1 <= 3.69503 AND 5 <= 6.0815 AND 6 > 53.2 AND 6 <= 73.1 AND 7 <= 3.37395 AND 12 > 13.56
-0.049748495221138 1 <= 7.611585 AND 3 > 14.455 AND 5 > 5.825 AND 5 <= 6.0335 AND 7 > 1.9996 AND 11 <= 386.135 AND 12 <= 19.815
0.17316794395447 5 <= 6.3455 AND 11 > 389.945 AND 11 <= 395.22 AND 12 > 10.325 AND 12 <= 14.675
0.07666090130806 4 > 0.663 AND 10 > 19.65 AND 11 > 385.25 AND 12 <= 14.62
0.027486830949783 5 <= 6.652 AND 11 > 343.665
0.21127374470234 1 <= 0.056975 AND 6 <= 61.25 AND 9 <= 302 AND 10 <= 19.4 AND 12 > 5.23
0.5372921526432 1 <= 2.30715 AND 3 > 9.955 AND 5 > 5.876 AND 7 > 2.00235 AND 11 <= 354.625
-0.20744241774082 5 > 6.756 AND 7 <= 3.13335 AND 10 > 18 AND 11 <= 395.905 AND 12 > 5.66 AND 12 <= 19.735
0.27140486240387 3 > 4.025 AND 6 > 72.45 AND 6 <= 89.75 AND 7 <= 3.0655 AND 12 <= 7.525
-0.16572128236294 1 <= 2.378955 AND 5 > 6.05 AND 6 <= 56.45 AND 10 > 18.65 AND 12 > 7.475
-0.039923936128616 5 <= 6.401 AND 7 <= 5.97285 AND 8 <= 5.5 AND 9 > 277 AND 11 > 385.055 AND 12 > 6.41 AND 12 <= 8.675
-0.4113901257515 1 > 0.33096 AND 5 <= 6.476 AND 7 > 3.98645 AND 11 > 354.625 AND 11 <= 387.345 AND 12 > 11.82
0.01704153418541 1 > 5.763165 AND 1 <= 9.57629 AND 5 > 6.0335 AND 11 > 395.905 AND 12 > 13.33
-0.064297407865524 1 <= 2.378955 AND 5 > 6.2845 AND 6 > 83.8 AND 9 > 347.5 AND 11 <= 387.885
-0.10186076164246 1 <= 19.44795 AND 3 <= 18.84 AND 4 > 0.6735 AND 6 > 89.35 AND 12 > 23.88
-0.23786389827728 1 <= 3.69503 AND 6 > 53.2 AND 6 <= 73.1 AND 7 > 3.37395 AND 7 <= 5.68465
-0.063500121235847 5 <= 6.543 AND 7 > 6.32415 AND 9 <= 548 AND 12 > 5.535 AND 12 <= 7.475
-0.041351646184921 1 <= 3.69503 AND 5 <= 6.6245 AND 6 > 73.1 AND 10 <= 18.1 AND 12 <= 7.015
0.96566089987755 1 <= 2.378955 AND 6 > 77.15 AND 6 <= 83.8 AND 12 <= 4.735
0.24216474592686 1 <= 2.378955 AND 5 <= 6.3565 AND 6 > 56.45 AND 6 <= 83.8 AND 7 <= 2.4918 AND 9 <= 285.5 AND 12 > 4.735
-0.33538576960564 5 > 6.0335 AND 10 > 17.85 AND 12 <= 5.66
-0.66627562046051 1 <= 0.056975 AND 6 <= 89.35 AND 9 <= 302 AND 10 <= 19.4 AND 12 > 5.23
-0.089144095778465 12 <= 10.325
0.17748905718327 5 > 5.6505 AND 7 <= 6.2172 AND 10 > 14.95 AND 10 <= 19.65 AND 12 > 15.85
-0.0087110996246338 1 <= 0.853255 AND 6 > 89.35 AND 10 <= 20.5 AND 12 > 14.92 AND 12 <= 19.83
-0.0076415687799454 11 > 376.125 AND 12 <= 20.935
-0.0094402134418488 11 > 385.25 AND 12 <= 20.935
-0.14194557070732 1 <= 0.138685 AND 6 <= 80.5 AND 9 <= 278 AND 11 <= 385.23 AND 12 > 5.155
-0.021581023931503 1 > 2.378955 AND 4 <= 0.686 AND 5 <= 6.1405 AND 6 <= 94.45 AND 7 > 2.04265 AND 11 <= 265.855
-0.18919569253922 1 > 0.03367 AND 7 > 3.20745 AND 9 > 270.5 AND 11 > 395.29 AND 12 > 3.99 AND 12 <= 5.23
0.81367236375809 1 <= 3.69503 AND 2 > 6.25 AND 4 <= 0.68 AND 6 > 73.1 AND 7 <= 6.0163 AND 8 > 4.5 AND 12 > 9.75
0.040306568145752 1 > 3.504645 AND 1 <= 10.501975 AND 4 > 0.6805 AND 4 <= 0.729 AND 11 > 155.39 AND 11 <= 310.12
-0.49657341837883 1 > 5.98991 AND 4 > 0.6055 AND 7 <= 2.0122 AND 10 > 19.65 AND 12 > 17.165 AND 12 <= 33.005
-0.21313628554344 5 > 6.3455 AND 5 <= 6.788 AND 6 <= 98.85 AND 7 <= 2.23145 AND 12 > 10.325
-0.2417555898428 3 <= 3.37 AND 4 <= 0.48 AND 5 <= 6.9145 AND 7 <= 5.21325
-0.075318977236748 3 > 4.025 AND 3 <= 5.77 AND 6 > 19.45 AND 6 <= 72.45 AND 9 > 250.5 AND 10 > 17 AND 11 > 396.265 AND 12 <= 7.525
-0.049873322248459 1 <= 2.378955 AND 4 > 0.44295 AND 6 <= 41.35 AND 7 <= 5.1575 AND 10 <= 18.65 AND 12 > 7.475
0.092493399977684 5 > 6.652 AND 7 > 2.4928 AND 10 <= 17.6 AND 11 > 343.665 AND 12 > 8.355
0.12757892906666 5 > 6.0335 AND 10 <= 17.85 AND 12 <= 5.66
0.030135974287987 5 > 6.0335
bdtl-1.0.1/sandbox/bostonHous/train/ToT.out.expected 0000644 0000764 0000764 00000000052 12130460600 022202 0 ustar melamed melamed RMS error = 0.078390255159634 at regn = 0
bdtl-1.0.1/sandbox/bostonHous/housing.dataDict 0000644 0000764 0000764 00000004040 12122405072 021145 0 ustar melamed melamed 1. Title: Boston Housing Data
2. Sources:
(a) Origin: This dataset was taken from the StatLib library which is
maintained at Carnegie Mellon University.
(b) Creator: Harrison, D. and Rubinfeld, D.L. 'Hedonic prices and the
demand for clean air', J. Environ. Economics & Management,
vol.5, 81-102, 1978.
(c) Date: July 7, 1993
3. Past Usage:
- Used in Belsley, Kuh & Welsch, 'Regression diagnostics ...', Wiley,
1980. N.B. Various transformations are used in the table on
pages 244-261.
- Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning.
In Proceedings on the Tenth International Conference of Machine
Learning, 236-243, University of Massachusetts, Amherst. Morgan
Kaufmann.
4. Relevant Information:
Concerns housing values in suburbs of Boston.
5. Number of Instances: 506
6. Number of Attributes: 13 continuous attributes (including "class"
attribute "MEDV"), 1 binary-valued attribute.
7. Attribute Information:
1. CRIM per capita crime rate by town
2. ZN proportion of residential land zoned for lots over
25,000 sq.ft.
3. INDUS proportion of non-retail business acres per town
4. CHAS Charles River dummy variable (= 1 if tract bounds
river; 0 otherwise)
5. NOX nitric oxides concentration (parts per 10 million)
6. RM average number of rooms per dwelling
7. AGE proportion of owner-occupied units built prior to 1940
8. DIS weighted distances to five Boston employment centres
9. RAD index of accessibility to radial highways
10. TAX full-value property-tax rate per $10,000
11. PTRATIO pupil-teacher ratio by town
12. B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks
by town
13. LSTAT % lower status of the population
14. MEDV Median value of owner-occupied homes in $1000's
8. Missing Attribute Values: None.
bdtl-1.0.1/sandbox/bostonHous/mungeData.sh 0000755 0000764 0000764 00000001151 12122405072 020276 0 ustar melamed melamed #!/bin/tcsh
# Original Author: Dan Melamed
# Created on: Jan 12, 2013
# Purpose: prepare this data set for BDT
cat housing.raw | shrinkspaces_inline 2 > housing.shrunk
cut -d" " -f 4 --complement housing.shrunk > allButBinaryFeature
cut -d" " -f 4 housing.shrunk > binaryFeature
UCI2SVML.pl allButBinaryFeature > allButBinaryFeature.svml
paste -d" " allButBinaryFeature.svml binaryFeature \
| perl -pe 's/\s+0$//; s/\s+1$/ 13/;' \
| perl -pe 's/( 2:\d+) /$1.0 /; s/( 6:\d+) /$1.0 /; ' \
> housing.ex
randomSplit 50 housing.test housing.train housing.ex
mv housing.test test/test.ex
mv housing.train train/train.ex
bdtl-1.0.1/sandbox/bostonHous/test/ 0000755 0000764 0000764 00000000000 12151020641 017010 5 ustar melamed melamed bdtl-1.0.1/sandbox/bostonHous/test/test.out.expected 0000644 0000764 0000764 00000000063 12122405072 022322 0 ustar melamed melamed RMS error = 24.12592054202284734035 at regn = 0.01
bdtl-1.0.1/sandbox/bostonHous/test/featVocab 0000777 0000764 0000764 00000000000 12151020641 023767 2../train/featVocab ustar melamed melamed bdtl-1.0.1/sandbox/bostonHous/test/Makefile 0000644 0000764 0000764 00000001401 12122405072 020447 0 ustar melamed melamed
diffTargets = test.out
targets = $(diffTargets)
include generic.mk
execBase = ../../../bin/$(ARCH)
te-exec = $(execBase)/dbg/testOne
regnFactor = 0.01
# first, output predictions as confidences
# second, convert the confidences to binary decisions +/-
# 3rd compare with test labels
test.out: $(te-exec) test.config test.ex ../train/treeSequence
$< -p test.config -e test.ex -t $(regnFactor) > test.pred.regn=$(regnFactor)
paste test.pred.regn=$(regnFactor) test.ex \
| awk '{print ($$1 - $$2) * ($$1 - $$2), $$1, $$2}' \
> test.errors.regn=$(regnFactor)
total=`cat test.errors.regn=$(regnFactor) | col1sum` ;\
correct=`echo " sqrt( $$total ) " | bc -l` ;\
echo "RMS error = $$correct at regn = $(regnFactor)" | tee $@
clean: cleantargets
-rm *.regn=* log
bdtl-1.0.1/sandbox/bostonHous/test/generic.mk 0000777 0000764 0000764 00000000000 12151020641 023132 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/bostonHous/test/test.config 0000644 0000764 0000764 00000000757 12122405072 021172 0 ustar melamed melamed debugLevel = 1
labelType = scalar
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
logLocation = file
# logLocation = both
hypothesisDirectory = ../train
exampleFormat = SVMLight
addInternalNodesToEnsemble = true
externalFeatVocabFileName = featVocab
useCompiledIO = true
bdtl-1.0.1/sandbox/bostonHous/test/test.ex 0000644 0000764 0000764 00000011405 12122405072 020331 0 ustar melamed melamed 50.00 1:0.01501 2:90.0 3:1.21 4:0.401 5:7.923 6:24.8 7:5.885 8:1 9:198 10:13.6 11:395.52 12:3.16 13
17.00 1:1.41385 2:0.0 3:19.58 4:0.871 5:6.129 6:96.0 7:1.7494 8:5 9:403 10:14.7 11:321.02 12:15.12 13
13.10 1:1.15172 2:0.0 3:8.14 4:0.538 5:5.701 6:95.0 7:3.7872 8:4 9:307 10:21 11:358.77 12:18.35
39.80 1:0.06588 2:0.0 3:2.46 4:0.488 5:7.765 6:83.3 7:2.741 8:3 9:193 10:17.8 11:395.56 12:7.56
7.00 1:45.7461 2:0.0 3:18.1 4:0.693 5:4.519 6:100.0 7:1.6582 8:24 9:666 10:20.2 11:88.27 12:36.98
28.60 1:0.12932 2:0.0 3:13.92 4:0.437 5:6.678 6:31.1 7:5.9604 8:4 9:289 10:16 11:396.9 12:6.27
24.70 1:0.02055 2:85.0 3:0.74 4:0.41 5:6.383 6:35.7 7:9.1876 8:2 9:313 10:17.3 11:396.9 12:5.77
21.10 1:0.29916 2:20.0 3:6.96 4:0.464 5:5.856 6:42.1 7:4.429 8:3 9:223 10:18.6 11:388.65 12:13
25.00 1:0.34109 2:0.0 3:7.38 4:0.493 5:6.415 6:40.1 7:4.7211 8:5 9:287 10:19.6 11:396.9 12:6.12
19.80 1:0.04544 2:0.0 3:3.24 4:0.46 5:6.144 6:32.2 7:5.8736 8:4 9:430 10:16.9 11:368.57 12:9.09
23.00 1:0.11425 2:0.0 3:13.89 4:0.55 5:6.373 6:92.4 7:3.3633 8:5 9:276 10:16.4 11:393.74 12:10.5 13
7.20 1:18.0846 2:0.0 3:18.1 4:0.679 5:6.434 6:100.0 7:1.8347 8:24 9:666 10:20.2 11:27.25 12:29.05
22.80 1:0.09164 2:0.0 3:10.81 4:0.413 5:6.065 6:7.8 7:5.2873 8:4 9:305 10:19.2 11:390.91 12:5.52
12.50 1:5.87205 2:0.0 3:18.1 4:0.693 5:6.405 6:96.0 7:1.6768 8:24 9:666 10:20.2 11:396.9 12:19.37
32.70 1:0.01301 2:35.0 3:1.52 4:0.442 5:7.241 6:49.3 7:7.0379 8:1 9:284 10:15.5 11:394.74 12:5.49
19.20 1:0.15098 2:0.0 3:10.01 4:0.547 5:6.021 6:82.6 7:2.7474 8:6 9:432 10:17.8 11:394.51 12:10.3
22.20 1:0.24103 2:0.0 3:7.38 4:0.493 5:6.083 6:43.7 7:5.4159 8:5 9:287 10:19.6 11:396.9 12:12.79
31.60 1:0.41238 2:0.0 3:6.2 4:0.504 5:7.163 6:79.9 7:3.2157 8:8 9:307 10:17.4 11:372.08 12:6.36
18.70 1:0.06151 2:0.0 3:5.19 4:0.515 5:5.968 6:58.5 7:4.8122 8:5 9:224 10:20.2 11:396.9 12:9.29
21.70 1:0.40771 2:0.0 3:6.2 4:0.507 5:6.164 6:91.3 7:3.048 8:8 9:307 10:17.4 11:395.24 12:21.46 13
19.40 1:0.03466 2:35.0 3:6.06 4:0.4379 5:6.031 6:23.3 7:6.6407 8:1 9:304 10:16.9 11:362.25 12:7.83
20.40 1:0.13058 2:0.0 3:10.01 4:0.547 5:5.872 6:73.1 7:2.4775 8:6 9:432 10:17.8 11:338.63 12:15.37
8.30 1:15.8603 2:0.0 3:18.1 4:0.679 5:5.896 6:95.4 7:1.9096 8:24 9:666 10:20.2 11:7.68 12:24.39
18.90 1:0.06417 2:0.0 3:5.96 4:0.499 5:5.933 6:68.2 7:3.3603 8:5 9:279 10:19.2 11:396.9 12:9.68
19.10 1:15.5757 2:0.0 3:18.1 4:0.58 5:5.926 6:71.0 7:2.9084 8:24 9:666 10:20.2 11:368.74 12:18.13
17.20 1:0.06162 2:0.0 3:4.39 4:0.442 5:5.898 6:52.3 7:8.0136 8:3 9:352 10:18.8 11:364.61 12:12.67
19.10 1:4.42228 2:0.0 3:18.1 4:0.584 5:6.003 6:94.5 7:2.5403 8:24 9:666 10:20.2 11:331.29 12:21.32
11.80 1:10.6718 2:0.0 3:18.1 4:0.74 5:6.459 6:94.8 7:1.9879 8:24 9:666 10:20.2 11:43.06 12:23.98
10.90 1:15.8744 2:0.0 3:18.1 4:0.671 5:6.545 6:99.1 7:1.5192 8:24 9:666 10:20.2 11:396.9 12:21.08
23.30 1:1.42502 2:0.0 3:19.58 4:0.871 5:6.51 6:100.0 7:1.7659 8:5 9:403 10:14.7 11:364.31 12:7.39
37.30 1:0.07886 2:80.0 3:4.95 4:0.411 5:7.148 6:27.7 7:5.1167 8:4 9:245 10:19.2 11:396.9 12:3.56
21.70 1:0.17446 2:0.0 3:10.59 4:0.489 5:5.96 6:92.1 7:3.8771 8:4 9:277 10:18.6 11:393.25 12:17.27 13
15.40 1:2.73397 2:0.0 3:19.58 4:0.871 5:5.597 6:94.9 7:1.5257 8:5 9:403 10:14.7 11:351.85 12:21.45
17.80 1:0.31827 2:0.0 3:9.9 4:0.544 5:5.914 6:83.2 7:3.9986 8:4 9:304 10:18.4 11:390.7 12:18.33
24.10 1:0.03445 2:82.5 3:2.03 4:0.415 5:6.162 6:38.4 7:6.27 8:2 9:348 10:14.7 11:393.77 12:7.43
29.60 1:0.08221 2:22.0 3:5.86 4:0.431 5:6.957 6:6.8 7:8.9067 8:7 9:330 10:19.1 11:386.09 12:3.53
24.80 1:0.21409 2:22.0 3:5.86 4:0.431 5:6.438 6:8.9 7:7.3967 8:7 9:330 10:19.1 11:377.07 12:3.59
20.50 1:0.09299 2:0.0 3:25.65 4:0.581 5:5.961 6:92.9 7:2.0869 8:2 9:188 10:19.1 11:378.09 12:17.93
15.10 1:6.96215 2:0.0 3:18.1 4:0.7 5:5.713 6:97.0 7:1.9265 8:24 9:666 10:20.2 11:394.43 12:17.11
26.70 1:0.35809 2:0.0 3:6.2 4:0.507 5:6.951 6:88.5 7:2.8617 8:8 9:307 10:17.4 11:391.7 12:9.71 13
17.50 1:0.7842 2:0.0 3:8.14 4:0.538 5:5.99 6:81.7 7:4.2579 8:4 9:307 10:21 11:386.75 12:14.67
15.60 1:0.75026 2:0.0 3:8.14 4:0.538 5:5.924 6:94.1 7:4.3996 8:4 9:307 10:21 11:394.33 12:16.3
11.90 1:20.7162 2:0.0 3:18.1 4:0.659 5:4.138 6:100.0 7:1.1781 8:24 9:666 10:20.2 11:370.22 12:23.34
24.50 1:0.27957 2:0.0 3:9.69 4:0.585 5:5.926 6:42.6 7:2.3817 8:6 9:391 10:19.2 11:396.9 12:13.59
23.40 1:0.04981 2:21.0 3:5.64 4:0.439 5:5.998 6:21.4 7:6.8147 8:4 9:243 10:16.8 11:396.9 12:8.43
23.00 1:5.82401 2:0.0 3:18.1 4:0.532 5:6.242 6:64.7 7:3.4242 8:24 9:666 10:20.2 11:396.9 12:10.74
12.00 1:15.0234 2:0.0 3:18.1 4:0.614 5:5.304 6:97.3 7:2.1007 8:24 9:666 10:20.2 11:349.48 12:24.91
20.30 1:0.14103 2:0.0 3:13.92 4:0.437 5:5.79 6:58.0 7:6.32 8:4 9:289 10:16 11:396.9 12:15.84
20.20 1:0.80271 2:0.0 3:8.14 4:0.538 5:5.456 6:36.6 7:3.7965 8:4 9:307 10:21 11:288.99 12:11.69
44.00 1:0.01538 2:90.0 3:3.75 4:0.394 5:7.454 6:34.2 7:6.3361 8:3 9:244 10:15.9 11:386.34 12:3.11
bdtl-1.0.1/sandbox/bostonHous/Makefile 0000644 0000764 0000764 00000001447 12122405072 017502 0 ustar melamed melamed # sandbox module Makefile
# we do not want these to be done in parallel
.NOTPARALLEL:
SUBDIRS = train test
.PHONY: $(SUBDIRS)
valid: $(SUBDIRS)
@echo OK
$(SUBDIRS):
$(MAKE) -C $@
# use this target to run without validation
run:
for dir in $(SUBDIRS); do \
echo && echo "--> $$dir start at " `date`; \
$(MAKE) -C $$dir run || exit; \
done
@ echo && echo "--> done at " `date`; \
clean:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir clean || exit; \
done
check:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir check || exit; \
done
expected:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir expected || exit; \
done
spotless:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir spotless || exit; \
done
pretend:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir pretend || exit; \
done
bdtl-1.0.1/sandbox/bostonHous/housing.ex 0000644 0000764 0000764 00000140057 12122405072 020055 0 ustar melamed melamed 24.00 1:0.00632 2:18.0 3:2.31 4:0.538 5:6.575 6:65.2 7:4.09 8:1 9:296 10:15.3 11:396.9 12:4.98
21.60 1:0.02731 2:0.0 3:7.07 4:0.469 5:6.421 6:78.9 7:4.9671 8:2 9:242 10:17.8 11:396.9 12:9.14
34.70 1:0.02729 2:0.0 3:7.07 4:0.469 5:7.185 6:61.1 7:4.9671 8:2 9:242 10:17.8 11:392.83 12:4.03
33.40 1:0.03237 2:0.0 3:2.18 4:0.458 5:6.998 6:45.8 7:6.0622 8:3 9:222 10:18.7 11:394.63 12:2.94
36.20 1:0.06905 2:0.0 3:2.18 4:0.458 5:7.147 6:54.2 7:6.0622 8:3 9:222 10:18.7 11:396.9 12:5.33
28.70 1:0.02985 2:0.0 3:2.18 4:0.458 5:6.43 6:58.7 7:6.0622 8:3 9:222 10:18.7 11:394.12 12:5.21
22.90 1:0.08829 2:12.5 3:7.87 4:0.524 5:6.012 6:66.6 7:5.5605 8:5 9:311 10:15.2 11:395.6 12:12.43
27.10 1:0.14455 2:12.5 3:7.87 4:0.524 5:6.172 6:96.1 7:5.9505 8:5 9:311 10:15.2 11:396.9 12:19.15
16.50 1:0.21124 2:12.5 3:7.87 4:0.524 5:5.631 6:100.0 7:6.0821 8:5 9:311 10:15.2 11:386.63 12:29.93
18.90 1:0.17004 2:12.5 3:7.87 4:0.524 5:6.004 6:85.9 7:6.5921 8:5 9:311 10:15.2 11:386.71 12:17.1
15.00 1:0.22489 2:12.5 3:7.87 4:0.524 5:6.377 6:94.3 7:6.3467 8:5 9:311 10:15.2 11:392.52 12:20.45
18.90 1:0.11747 2:12.5 3:7.87 4:0.524 5:6.009 6:82.9 7:6.2267 8:5 9:311 10:15.2 11:396.9 12:13.27
21.70 1:0.09378 2:12.5 3:7.87 4:0.524 5:5.889 6:39.0 7:5.4509 8:5 9:311 10:15.2 11:390.5 12:15.71
20.40 1:0.62976 2:0.0 3:8.14 4:0.538 5:5.949 6:61.8 7:4.7075 8:4 9:307 10:21 11:396.9 12:8.26
18.20 1:0.63796 2:0.0 3:8.14 4:0.538 5:6.096 6:84.5 7:4.4619 8:4 9:307 10:21 11:380.02 12:10.26
19.90 1:0.62739 2:0.0 3:8.14 4:0.538 5:5.834 6:56.5 7:4.4986 8:4 9:307 10:21 11:395.62 12:8.47
23.10 1:1.05393 2:0.0 3:8.14 4:0.538 5:5.935 6:29.3 7:4.4986 8:4 9:307 10:21 11:386.85 12:6.58
17.50 1:0.7842 2:0.0 3:8.14 4:0.538 5:5.99 6:81.7 7:4.2579 8:4 9:307 10:21 11:386.75 12:14.67
20.20 1:0.80271 2:0.0 3:8.14 4:0.538 5:5.456 6:36.6 7:3.7965 8:4 9:307 10:21 11:288.99 12:11.69
18.20 1:0.7258 2:0.0 3:8.14 4:0.538 5:5.727 6:69.5 7:3.7965 8:4 9:307 10:21 11:390.95 12:11.28
13.60 1:1.25179 2:0.0 3:8.14 4:0.538 5:5.57 6:98.1 7:3.7979 8:4 9:307 10:21 11:376.57 12:21.02
19.60 1:0.85204 2:0.0 3:8.14 4:0.538 5:5.965 6:89.2 7:4.0123 8:4 9:307 10:21 11:392.53 12:13.83
15.20 1:1.23247 2:0.0 3:8.14 4:0.538 5:6.142 6:91.7 7:3.9769 8:4 9:307 10:21 11:396.9 12:18.72
14.50 1:0.98843 2:0.0 3:8.14 4:0.538 5:5.813 6:100.0 7:4.0952 8:4 9:307 10:21 11:394.54 12:19.88
15.60 1:0.75026 2:0.0 3:8.14 4:0.538 5:5.924 6:94.1 7:4.3996 8:4 9:307 10:21 11:394.33 12:16.3
13.90 1:0.84054 2:0.0 3:8.14 4:0.538 5:5.599 6:85.7 7:4.4546 8:4 9:307 10:21 11:303.42 12:16.51
16.60 1:0.67191 2:0.0 3:8.14 4:0.538 5:5.813 6:90.3 7:4.682 8:4 9:307 10:21 11:376.88 12:14.81
14.80 1:0.95577 2:0.0 3:8.14 4:0.538 5:6.047 6:88.8 7:4.4534 8:4 9:307 10:21 11:306.38 12:17.28
18.40 1:0.77299 2:0.0 3:8.14 4:0.538 5:6.495 6:94.4 7:4.4547 8:4 9:307 10:21 11:387.94 12:12.8
21.00 1:1.00245 2:0.0 3:8.14 4:0.538 5:6.674 6:87.3 7:4.239 8:4 9:307 10:21 11:380.23 12:11.98
12.70 1:1.13081 2:0.0 3:8.14 4:0.538 5:5.713 6:94.1 7:4.233 8:4 9:307 10:21 11:360.17 12:22.6
14.50 1:1.35472 2:0.0 3:8.14 4:0.538 5:6.072 6:100.0 7:4.175 8:4 9:307 10:21 11:376.73 12:13.04
13.20 1:1.38799 2:0.0 3:8.14 4:0.538 5:5.95 6:82.0 7:3.99 8:4 9:307 10:21 11:232.6 12:27.71
13.10 1:1.15172 2:0.0 3:8.14 4:0.538 5:5.701 6:95.0 7:3.7872 8:4 9:307 10:21 11:358.77 12:18.35
13.50 1:1.61282 2:0.0 3:8.14 4:0.538 5:6.096 6:96.9 7:3.7598 8:4 9:307 10:21 11:248.31 12:20.34
18.90 1:0.06417 2:0.0 3:5.96 4:0.499 5:5.933 6:68.2 7:3.3603 8:5 9:279 10:19.2 11:396.9 12:9.68
20.00 1:0.09744 2:0.0 3:5.96 4:0.499 5:5.841 6:61.4 7:3.3779 8:5 9:279 10:19.2 11:377.56 12:11.41
21.00 1:0.08014 2:0.0 3:5.96 4:0.499 5:5.85 6:41.5 7:3.9342 8:5 9:279 10:19.2 11:396.9 12:8.77
24.70 1:0.17505 2:0.0 3:5.96 4:0.499 5:5.966 6:30.2 7:3.8473 8:5 9:279 10:19.2 11:393.43 12:10.13
30.80 1:0.02763 2:75.0 3:2.95 4:0.428 5:6.595 6:21.8 7:5.4011 8:3 9:252 10:18.3 11:395.63 12:4.32
34.90 1:0.03359 2:75.0 3:2.95 4:0.428 5:7.024 6:15.8 7:5.4011 8:3 9:252 10:18.3 11:395.62 12:1.98
26.60 1:0.12744 2:0.0 3:6.91 4:0.448 5:6.77 6:2.9 7:5.7209 8:3 9:233 10:17.9 11:385.41 12:4.84
25.30 1:0.1415 2:0.0 3:6.91 4:0.448 5:6.169 6:6.6 7:5.7209 8:3 9:233 10:17.9 11:383.37 12:5.81
24.70 1:0.15936 2:0.0 3:6.91 4:0.448 5:6.211 6:6.5 7:5.7209 8:3 9:233 10:17.9 11:394.46 12:7.44
21.20 1:0.12269 2:0.0 3:6.91 4:0.448 5:6.069 6:40.0 7:5.7209 8:3 9:233 10:17.9 11:389.39 12:9.55
19.30 1:0.17142 2:0.0 3:6.91 4:0.448 5:5.682 6:33.8 7:5.1004 8:3 9:233 10:17.9 11:396.9 12:10.21
20.00 1:0.18836 2:0.0 3:6.91 4:0.448 5:5.786 6:33.3 7:5.1004 8:3 9:233 10:17.9 11:396.9 12:14.15
16.60 1:0.22927 2:0.0 3:6.91 4:0.448 5:6.03 6:85.5 7:5.6894 8:3 9:233 10:17.9 11:392.74 12:18.8
14.40 1:0.25387 2:0.0 3:6.91 4:0.448 5:5.399 6:95.3 7:5.87 8:3 9:233 10:17.9 11:396.9 12:30.81
19.40 1:0.21977 2:0.0 3:6.91 4:0.448 5:5.602 6:62.0 7:6.0877 8:3 9:233 10:17.9 11:396.9 12:16.2
19.70 1:0.08873 2:21.0 3:5.64 4:0.439 5:5.963 6:45.7 7:6.8147 8:4 9:243 10:16.8 11:395.56 12:13.45
20.50 1:0.04337 2:21.0 3:5.64 4:0.439 5:6.115 6:63.0 7:6.8147 8:4 9:243 10:16.8 11:393.97 12:9.43
25.00 1:0.0536 2:21.0 3:5.64 4:0.439 5:6.511 6:21.1 7:6.8147 8:4 9:243 10:16.8 11:396.9 12:5.28
23.40 1:0.04981 2:21.0 3:5.64 4:0.439 5:5.998 6:21.4 7:6.8147 8:4 9:243 10:16.8 11:396.9 12:8.43
18.90 1:0.0136 2:75.0 3:4 4:0.41 5:5.888 6:47.6 7:7.3197 8:3 9:469 10:21.1 11:396.9 12:14.8
35.40 1:0.01311 2:90.0 3:1.22 4:0.403 5:7.249 6:21.9 7:8.6966 8:5 9:226 10:17.9 11:395.93 12:4.81
24.70 1:0.02055 2:85.0 3:0.74 4:0.41 5:6.383 6:35.7 7:9.1876 8:2 9:313 10:17.3 11:396.9 12:5.77
31.60 1:0.01432 2:100.0 3:1.32 4:0.411 5:6.816 6:40.5 7:8.3248 8:5 9:256 10:15.1 11:392.9 12:3.95
23.30 1:0.15445 2:25.0 3:5.13 4:0.453 5:6.145 6:29.2 7:7.8148 8:8 9:284 10:19.7 11:390.68 12:6.86
19.60 1:0.10328 2:25.0 3:5.13 4:0.453 5:5.927 6:47.2 7:6.932 8:8 9:284 10:19.7 11:396.9 12:9.22
18.70 1:0.14932 2:25.0 3:5.13 4:0.453 5:5.741 6:66.2 7:7.2254 8:8 9:284 10:19.7 11:395.11 12:13.15
16.00 1:0.17171 2:25.0 3:5.13 4:0.453 5:5.966 6:93.4 7:6.8185 8:8 9:284 10:19.7 11:378.08 12:14.44
22.20 1:0.11027 2:25.0 3:5.13 4:0.453 5:6.456 6:67.8 7:7.2255 8:8 9:284 10:19.7 11:396.9 12:6.73
25.00 1:0.1265 2:25.0 3:5.13 4:0.453 5:6.762 6:43.4 7:7.9809 8:8 9:284 10:19.7 11:395.58 12:9.5
33.00 1:0.01951 2:17.5 3:1.38 4:0.4161 5:7.104 6:59.5 7:9.2229 8:3 9:216 10:18.6 11:393.24 12:8.05
23.50 1:0.03584 2:80.0 3:3.37 4:0.398 5:6.29 6:17.8 7:6.6115 8:4 9:337 10:16.1 11:396.9 12:4.67
19.40 1:0.04379 2:80.0 3:3.37 4:0.398 5:5.787 6:31.1 7:6.6115 8:4 9:337 10:16.1 11:396.9 12:10.24
22.00 1:0.05789 2:12.5 3:6.07 4:0.409 5:5.878 6:21.4 7:6.498 8:4 9:345 10:18.9 11:396.21 12:8.1
17.40 1:0.13554 2:12.5 3:6.07 4:0.409 5:5.594 6:36.8 7:6.498 8:4 9:345 10:18.9 11:396.9 12:13.09
20.90 1:0.12816 2:12.5 3:6.07 4:0.409 5:5.885 6:33.0 7:6.498 8:4 9:345 10:18.9 11:396.9 12:8.79
24.20 1:0.08826 2:0.0 3:10.81 4:0.413 5:6.417 6:6.6 7:5.2873 8:4 9:305 10:19.2 11:383.73 12:6.72
21.70 1:0.15876 2:0.0 3:10.81 4:0.413 5:5.961 6:17.5 7:5.2873 8:4 9:305 10:19.2 11:376.94 12:9.88
22.80 1:0.09164 2:0.0 3:10.81 4:0.413 5:6.065 6:7.8 7:5.2873 8:4 9:305 10:19.2 11:390.91 12:5.52
23.40 1:0.19539 2:0.0 3:10.81 4:0.413 5:6.245 6:6.2 7:5.2873 8:4 9:305 10:19.2 11:377.17 12:7.54
24.10 1:0.07896 2:0.0 3:12.83 4:0.437 5:6.273 6:6.0 7:4.2515 8:5 9:398 10:18.7 11:394.92 12:6.78
21.40 1:0.09512 2:0.0 3:12.83 4:0.437 5:6.286 6:45.0 7:4.5026 8:5 9:398 10:18.7 11:383.23 12:8.94
20.00 1:0.10153 2:0.0 3:12.83 4:0.437 5:6.279 6:74.5 7:4.0522 8:5 9:398 10:18.7 11:373.66 12:11.97
20.80 1:0.08707 2:0.0 3:12.83 4:0.437 5:6.14 6:45.8 7:4.0905 8:5 9:398 10:18.7 11:386.96 12:10.27
21.20 1:0.05646 2:0.0 3:12.83 4:0.437 5:6.232 6:53.7 7:5.0141 8:5 9:398 10:18.7 11:386.4 12:12.34
20.30 1:0.08387 2:0.0 3:12.83 4:0.437 5:5.874 6:36.6 7:4.5026 8:5 9:398 10:18.7 11:396.06 12:9.1
28.00 1:0.04113 2:25.0 3:4.86 4:0.426 5:6.727 6:33.5 7:5.4007 8:4 9:281 10:19 11:396.9 12:5.29
23.90 1:0.04462 2:25.0 3:4.86 4:0.426 5:6.619 6:70.4 7:5.4007 8:4 9:281 10:19 11:395.63 12:7.22
24.80 1:0.03659 2:25.0 3:4.86 4:0.426 5:6.302 6:32.2 7:5.4007 8:4 9:281 10:19 11:396.9 12:6.72
22.90 1:0.03551 2:25.0 3:4.86 4:0.426 5:6.167 6:46.7 7:5.4007 8:4 9:281 10:19 11:390.64 12:7.51
23.90 1:0.05059 2:0.0 3:4.49 4:0.449 5:6.389 6:48.0 7:4.7794 8:3 9:247 10:18.5 11:396.9 12:9.62
26.60 1:0.05735 2:0.0 3:4.49 4:0.449 5:6.63 6:56.1 7:4.4377 8:3 9:247 10:18.5 11:392.3 12:6.53
22.50 1:0.05188 2:0.0 3:4.49 4:0.449 5:6.015 6:45.1 7:4.4272 8:3 9:247 10:18.5 11:395.99 12:12.86
22.20 1:0.07151 2:0.0 3:4.49 4:0.449 5:6.121 6:56.8 7:3.7476 8:3 9:247 10:18.5 11:395.15 12:8.44
23.60 1:0.0566 2:0.0 3:3.41 4:0.489 5:7.007 6:86.3 7:3.4217 8:2 9:270 10:17.8 11:396.9 12:5.5
28.70 1:0.05302 2:0.0 3:3.41 4:0.489 5:7.079 6:63.1 7:3.4145 8:2 9:270 10:17.8 11:396.06 12:5.7
22.60 1:0.04684 2:0.0 3:3.41 4:0.489 5:6.417 6:66.1 7:3.0923 8:2 9:270 10:17.8 11:392.18 12:8.81
22.00 1:0.03932 2:0.0 3:3.41 4:0.489 5:6.405 6:73.9 7:3.0921 8:2 9:270 10:17.8 11:393.55 12:8.2
22.90 1:0.04203 2:28.0 3:15.04 4:0.464 5:6.442 6:53.6 7:3.6659 8:4 9:270 10:18.2 11:395.01 12:8.16
25.00 1:0.02875 2:28.0 3:15.04 4:0.464 5:6.211 6:28.9 7:3.6659 8:4 9:270 10:18.2 11:396.33 12:6.21
20.60 1:0.04294 2:28.0 3:15.04 4:0.464 5:6.249 6:77.3 7:3.615 8:4 9:270 10:18.2 11:396.9 12:10.59
28.40 1:0.12204 2:0.0 3:2.89 4:0.445 5:6.625 6:57.8 7:3.4952 8:2 9:276 10:18 11:357.98 12:6.65
21.40 1:0.11504 2:0.0 3:2.89 4:0.445 5:6.163 6:69.6 7:3.4952 8:2 9:276 10:18 11:391.83 12:11.34
38.70 1:0.12083 2:0.0 3:2.89 4:0.445 5:8.069 6:76.0 7:3.4952 8:2 9:276 10:18 11:396.9 12:4.21
43.80 1:0.08187 2:0.0 3:2.89 4:0.445 5:7.82 6:36.9 7:3.4952 8:2 9:276 10:18 11:393.53 12:3.57
33.20 1:0.0686 2:0.0 3:2.89 4:0.445 5:7.416 6:62.5 7:3.4952 8:2 9:276 10:18 11:396.9 12:6.19
27.50 1:0.14866 2:0.0 3:8.56 4:0.52 5:6.727 6:79.9 7:2.7778 8:5 9:384 10:20.9 11:394.76 12:9.42
26.50 1:0.11432 2:0.0 3:8.56 4:0.52 5:6.781 6:71.3 7:2.8561 8:5 9:384 10:20.9 11:395.58 12:7.67
18.60 1:0.22876 2:0.0 3:8.56 4:0.52 5:6.405 6:85.4 7:2.7147 8:5 9:384 10:20.9 11:70.8 12:10.63
19.30 1:0.21161 2:0.0 3:8.56 4:0.52 5:6.137 6:87.4 7:2.7147 8:5 9:384 10:20.9 11:394.47 12:13.44
20.10 1:0.1396 2:0.0 3:8.56 4:0.52 5:6.167 6:90.0 7:2.421 8:5 9:384 10:20.9 11:392.69 12:12.33
19.50 1:0.13262 2:0.0 3:8.56 4:0.52 5:5.851 6:96.7 7:2.1069 8:5 9:384 10:20.9 11:394.05 12:16.47
19.50 1:0.1712 2:0.0 3:8.56 4:0.52 5:5.836 6:91.9 7:2.211 8:5 9:384 10:20.9 11:395.67 12:18.66
20.40 1:0.13117 2:0.0 3:8.56 4:0.52 5:6.127 6:85.2 7:2.1224 8:5 9:384 10:20.9 11:387.69 12:14.09
19.80 1:0.12802 2:0.0 3:8.56 4:0.52 5:6.474 6:97.1 7:2.4329 8:5 9:384 10:20.9 11:395.24 12:12.27
19.40 1:0.26363 2:0.0 3:8.56 4:0.52 5:6.229 6:91.2 7:2.5451 8:5 9:384 10:20.9 11:391.23 12:15.55
21.70 1:0.10793 2:0.0 3:8.56 4:0.52 5:6.195 6:54.4 7:2.7778 8:5 9:384 10:20.9 11:393.49 12:13
22.80 1:0.10084 2:0.0 3:10.01 4:0.547 5:6.715 6:81.6 7:2.6775 8:6 9:432 10:17.8 11:395.59 12:10.16
18.80 1:0.12329 2:0.0 3:10.01 4:0.547 5:5.913 6:92.9 7:2.3534 8:6 9:432 10:17.8 11:394.95 12:16.21
18.70 1:0.22212 2:0.0 3:10.01 4:0.547 5:6.092 6:95.4 7:2.548 8:6 9:432 10:17.8 11:396.9 12:17.09
18.50 1:0.14231 2:0.0 3:10.01 4:0.547 5:6.254 6:84.2 7:2.2565 8:6 9:432 10:17.8 11:388.74 12:10.45
18.30 1:0.17134 2:0.0 3:10.01 4:0.547 5:5.928 6:88.2 7:2.4631 8:6 9:432 10:17.8 11:344.91 12:15.76
21.20 1:0.13158 2:0.0 3:10.01 4:0.547 5:6.176 6:72.5 7:2.7301 8:6 9:432 10:17.8 11:393.3 12:12.04
19.20 1:0.15098 2:0.0 3:10.01 4:0.547 5:6.021 6:82.6 7:2.7474 8:6 9:432 10:17.8 11:394.51 12:10.3
20.40 1:0.13058 2:0.0 3:10.01 4:0.547 5:5.872 6:73.1 7:2.4775 8:6 9:432 10:17.8 11:338.63 12:15.37
19.30 1:0.14476 2:0.0 3:10.01 4:0.547 5:5.731 6:65.2 7:2.7592 8:6 9:432 10:17.8 11:391.5 12:13.61
22.00 1:0.06899 2:0.0 3:25.65 4:0.581 5:5.87 6:69.7 7:2.2577 8:2 9:188 10:19.1 11:389.15 12:14.37
20.30 1:0.07165 2:0.0 3:25.65 4:0.581 5:6.004 6:84.1 7:2.1974 8:2 9:188 10:19.1 11:377.67 12:14.27
20.50 1:0.09299 2:0.0 3:25.65 4:0.581 5:5.961 6:92.9 7:2.0869 8:2 9:188 10:19.1 11:378.09 12:17.93
17.30 1:0.15038 2:0.0 3:25.65 4:0.581 5:5.856 6:97.0 7:1.9444 8:2 9:188 10:19.1 11:370.31 12:25.41
18.80 1:0.09849 2:0.0 3:25.65 4:0.581 5:5.879 6:95.8 7:2.0063 8:2 9:188 10:19.1 11:379.38 12:17.58
21.40 1:0.16902 2:0.0 3:25.65 4:0.581 5:5.986 6:88.4 7:1.9929 8:2 9:188 10:19.1 11:385.02 12:14.81
15.70 1:0.38735 2:0.0 3:25.65 4:0.581 5:5.613 6:95.6 7:1.7572 8:2 9:188 10:19.1 11:359.29 12:27.26
16.20 1:0.25915 2:0.0 3:21.89 4:0.624 5:5.693 6:96.0 7:1.7883 8:4 9:437 10:21.2 11:392.11 12:17.19
18.00 1:0.32543 2:0.0 3:21.89 4:0.624 5:6.431 6:98.8 7:1.8125 8:4 9:437 10:21.2 11:396.9 12:15.39
14.30 1:0.88125 2:0.0 3:21.89 4:0.624 5:5.637 6:94.7 7:1.9799 8:4 9:437 10:21.2 11:396.9 12:18.34
19.20 1:0.34006 2:0.0 3:21.89 4:0.624 5:6.458 6:98.9 7:2.1185 8:4 9:437 10:21.2 11:395.04 12:12.6
19.60 1:1.19294 2:0.0 3:21.89 4:0.624 5:6.326 6:97.7 7:2.271 8:4 9:437 10:21.2 11:396.9 12:12.26
23.00 1:0.59005 2:0.0 3:21.89 4:0.624 5:6.372 6:97.9 7:2.3274 8:4 9:437 10:21.2 11:385.76 12:11.12
18.40 1:0.32982 2:0.0 3:21.89 4:0.624 5:5.822 6:95.4 7:2.4699 8:4 9:437 10:21.2 11:388.69 12:15.03
15.60 1:0.97617 2:0.0 3:21.89 4:0.624 5:5.757 6:98.4 7:2.346 8:4 9:437 10:21.2 11:262.76 12:17.31
18.10 1:0.55778 2:0.0 3:21.89 4:0.624 5:6.335 6:98.2 7:2.1107 8:4 9:437 10:21.2 11:394.67 12:16.96
17.40 1:0.32264 2:0.0 3:21.89 4:0.624 5:5.942 6:93.5 7:1.9669 8:4 9:437 10:21.2 11:378.25 12:16.9
17.10 1:0.35233 2:0.0 3:21.89 4:0.624 5:6.454 6:98.4 7:1.8498 8:4 9:437 10:21.2 11:394.08 12:14.59
13.30 1:0.2498 2:0.0 3:21.89 4:0.624 5:5.857 6:98.2 7:1.6686 8:4 9:437 10:21.2 11:392.04 12:21.32
17.80 1:0.54452 2:0.0 3:21.89 4:0.624 5:6.151 6:97.9 7:1.6687 8:4 9:437 10:21.2 11:396.9 12:18.46
14.00 1:0.2909 2:0.0 3:21.89 4:0.624 5:6.174 6:93.6 7:1.6119 8:4 9:437 10:21.2 11:388.08 12:24.16
14.40 1:1.62864 2:0.0 3:21.89 4:0.624 5:5.019 6:100.0 7:1.4394 8:4 9:437 10:21.2 11:396.9 12:34.41
13.40 1:3.32105 2:0.0 3:19.58 4:0.871 5:5.403 6:100.0 7:1.3216 8:5 9:403 10:14.7 11:396.9 12:26.82 13
15.60 1:4.0974 2:0.0 3:19.58 4:0.871 5:5.468 6:100.0 7:1.4118 8:5 9:403 10:14.7 11:396.9 12:26.42
11.80 1:2.77974 2:0.0 3:19.58 4:0.871 5:4.903 6:97.8 7:1.3459 8:5 9:403 10:14.7 11:396.9 12:29.29
13.80 1:2.37934 2:0.0 3:19.58 4:0.871 5:6.13 6:100.0 7:1.4191 8:5 9:403 10:14.7 11:172.91 12:27.8
15.60 1:2.15505 2:0.0 3:19.58 4:0.871 5:5.628 6:100.0 7:1.5166 8:5 9:403 10:14.7 11:169.27 12:16.65
14.60 1:2.36862 2:0.0 3:19.58 4:0.871 5:4.926 6:95.7 7:1.4608 8:5 9:403 10:14.7 11:391.71 12:29.53
17.80 1:2.33099 2:0.0 3:19.58 4:0.871 5:5.186 6:93.8 7:1.5296 8:5 9:403 10:14.7 11:356.99 12:28.32
15.40 1:2.73397 2:0.0 3:19.58 4:0.871 5:5.597 6:94.9 7:1.5257 8:5 9:403 10:14.7 11:351.85 12:21.45
21.50 1:1.6566 2:0.0 3:19.58 4:0.871 5:6.122 6:97.3 7:1.618 8:5 9:403 10:14.7 11:372.8 12:14.1
19.60 1:1.49632 2:0.0 3:19.58 4:0.871 5:5.404 6:100.0 7:1.5916 8:5 9:403 10:14.7 11:341.6 12:13.28
15.30 1:1.12658 2:0.0 3:19.58 4:0.871 5:5.012 6:88.0 7:1.6102 8:5 9:403 10:14.7 11:343.28 12:12.12 13
19.40 1:2.14918 2:0.0 3:19.58 4:0.871 5:5.709 6:98.5 7:1.6232 8:5 9:403 10:14.7 11:261.95 12:15.79
17.00 1:1.41385 2:0.0 3:19.58 4:0.871 5:6.129 6:96.0 7:1.7494 8:5 9:403 10:14.7 11:321.02 12:15.12 13
15.60 1:3.53501 2:0.0 3:19.58 4:0.871 5:6.152 6:82.6 7:1.7455 8:5 9:403 10:14.7 11:88.01 12:15.02 13
13.10 1:2.44668 2:0.0 3:19.58 4:0.871 5:5.272 6:94.0 7:1.7364 8:5 9:403 10:14.7 11:88.63 12:16.14
41.30 1:1.22358 2:0.0 3:19.58 4:0.605 5:6.943 6:97.4 7:1.8773 8:5 9:403 10:14.7 11:363.43 12:4.59
24.30 1:1.34284 2:0.0 3:19.58 4:0.605 5:6.066 6:100.0 7:1.7573 8:5 9:403 10:14.7 11:353.89 12:6.43
23.30 1:1.42502 2:0.0 3:19.58 4:0.871 5:6.51 6:100.0 7:1.7659 8:5 9:403 10:14.7 11:364.31 12:7.39
27.00 1:1.27346 2:0.0 3:19.58 4:0.605 5:6.25 6:92.6 7:1.7984 8:5 9:403 10:14.7 11:338.92 12:5.5 13
50.00 1:1.46336 2:0.0 3:19.58 4:0.605 5:7.489 6:90.8 7:1.9709 8:5 9:403 10:14.7 11:374.43 12:1.73
50.00 1:1.83377 2:0.0 3:19.58 4:0.605 5:7.802 6:98.2 7:2.0407 8:5 9:403 10:14.7 11:389.61 12:1.92 13
50.00 1:1.51902 2:0.0 3:19.58 4:0.605 5:8.375 6:93.9 7:2.162 8:5 9:403 10:14.7 11:388.45 12:3.32 13
22.70 1:2.24236 2:0.0 3:19.58 4:0.605 5:5.854 6:91.8 7:2.422 8:5 9:403 10:14.7 11:395.11 12:11.64
25.00 1:2.924 2:0.0 3:19.58 4:0.605 5:6.101 6:93.0 7:2.2834 8:5 9:403 10:14.7 11:240.16 12:9.81
50.00 1:2.01019 2:0.0 3:19.58 4:0.605 5:7.929 6:96.2 7:2.0459 8:5 9:403 10:14.7 11:369.3 12:3.7
23.80 1:1.80028 2:0.0 3:19.58 4:0.605 5:5.877 6:79.2 7:2.4259 8:5 9:403 10:14.7 11:227.61 12:12.14
23.80 1:2.3004 2:0.0 3:19.58 4:0.605 5:6.319 6:96.1 7:2.1 8:5 9:403 10:14.7 11:297.09 12:11.1
22.30 1:2.44953 2:0.0 3:19.58 4:0.605 5:6.402 6:95.2 7:2.2625 8:5 9:403 10:14.7 11:330.04 12:11.32
17.40 1:1.20742 2:0.0 3:19.58 4:0.605 5:5.875 6:94.6 7:2.4259 8:5 9:403 10:14.7 11:292.29 12:14.43
19.10 1:2.3139 2:0.0 3:19.58 4:0.605 5:5.88 6:97.3 7:2.3887 8:5 9:403 10:14.7 11:348.13 12:12.03
23.10 1:0.13914 2:0.0 3:4.05 4:0.51 5:5.572 6:88.5 7:2.5961 8:5 9:296 10:16.6 11:396.9 12:14.69
23.60 1:0.09178 2:0.0 3:4.05 4:0.51 5:6.416 6:84.1 7:2.6463 8:5 9:296 10:16.6 11:395.5 12:9.04
22.60 1:0.08447 2:0.0 3:4.05 4:0.51 5:5.859 6:68.7 7:2.7019 8:5 9:296 10:16.6 11:393.23 12:9.64
29.40 1:0.06664 2:0.0 3:4.05 4:0.51 5:6.546 6:33.1 7:3.1323 8:5 9:296 10:16.6 11:390.96 12:5.33
23.20 1:0.07022 2:0.0 3:4.05 4:0.51 5:6.02 6:47.2 7:3.5549 8:5 9:296 10:16.6 11:393.23 12:10.11
24.60 1:0.05425 2:0.0 3:4.05 4:0.51 5:6.315 6:73.4 7:3.3175 8:5 9:296 10:16.6 11:395.6 12:6.29
29.90 1:0.06642 2:0.0 3:4.05 4:0.51 5:6.86 6:74.4 7:2.9153 8:5 9:296 10:16.6 11:391.27 12:6.92
37.20 1:0.0578 2:0.0 3:2.46 4:0.488 5:6.98 6:58.4 7:2.829 8:3 9:193 10:17.8 11:396.9 12:5.04
39.80 1:0.06588 2:0.0 3:2.46 4:0.488 5:7.765 6:83.3 7:2.741 8:3 9:193 10:17.8 11:395.56 12:7.56
36.20 1:0.06888 2:0.0 3:2.46 4:0.488 5:6.144 6:62.2 7:2.5979 8:3 9:193 10:17.8 11:396.9 12:9.45
37.90 1:0.09103 2:0.0 3:2.46 4:0.488 5:7.155 6:92.2 7:2.7006 8:3 9:193 10:17.8 11:394.12 12:4.82
32.50 1:0.10008 2:0.0 3:2.46 4:0.488 5:6.563 6:95.6 7:2.847 8:3 9:193 10:17.8 11:396.9 12:5.68
26.40 1:0.08308 2:0.0 3:2.46 4:0.488 5:5.604 6:89.8 7:2.9879 8:3 9:193 10:17.8 11:391 12:13.98
29.60 1:0.06047 2:0.0 3:2.46 4:0.488 5:6.153 6:68.8 7:3.2797 8:3 9:193 10:17.8 11:387.11 12:13.15
50.00 1:0.05602 2:0.0 3:2.46 4:0.488 5:7.831 6:53.6 7:3.1992 8:3 9:193 10:17.8 11:392.63 12:4.45
32.00 1:0.07875 2:45.0 3:3.44 4:0.437 5:6.782 6:41.1 7:3.7886 8:5 9:398 10:15.2 11:393.87 12:6.68
29.80 1:0.12579 2:45.0 3:3.44 4:0.437 5:6.556 6:29.1 7:4.5667 8:5 9:398 10:15.2 11:382.84 12:4.56
34.90 1:0.0837 2:45.0 3:3.44 4:0.437 5:7.185 6:38.9 7:4.5667 8:5 9:398 10:15.2 11:396.9 12:5.39
37.00 1:0.09068 2:45.0 3:3.44 4:0.437 5:6.951 6:21.5 7:6.4798 8:5 9:398 10:15.2 11:377.68 12:5.1
30.50 1:0.06911 2:45.0 3:3.44 4:0.437 5:6.739 6:30.8 7:6.4798 8:5 9:398 10:15.2 11:389.71 12:4.69
36.40 1:0.08664 2:45.0 3:3.44 4:0.437 5:7.178 6:26.3 7:6.4798 8:5 9:398 10:15.2 11:390.49 12:2.87
31.10 1:0.02187 2:60.0 3:2.93 4:0.401 5:6.8 6:9.9 7:6.2196 8:1 9:265 10:15.6 11:393.37 12:5.03
29.10 1:0.01439 2:60.0 3:2.93 4:0.401 5:6.604 6:18.8 7:6.2196 8:1 9:265 10:15.6 11:376.7 12:4.38
50.00 1:0.01381 2:80.0 3:0.46 4:0.422 5:7.875 6:32.0 7:5.6484 8:4 9:255 10:14.4 11:394.23 12:2.97
33.30 1:0.04011 2:80.0 3:1.52 4:0.404 5:7.287 6:34.1 7:7.309 8:2 9:329 10:12.6 11:396.9 12:4.08
30.30 1:0.04666 2:80.0 3:1.52 4:0.404 5:7.107 6:36.6 7:7.309 8:2 9:329 10:12.6 11:354.31 12:8.61
34.60 1:0.03768 2:80.0 3:1.52 4:0.404 5:7.274 6:38.3 7:7.309 8:2 9:329 10:12.6 11:392.2 12:6.62
34.90 1:0.0315 2:95.0 3:1.47 4:0.403 5:6.975 6:15.3 7:7.6534 8:3 9:402 10:17 11:396.9 12:4.56
32.90 1:0.01778 2:95.0 3:1.47 4:0.403 5:7.135 6:13.9 7:7.6534 8:3 9:402 10:17 11:384.3 12:4.45
24.10 1:0.03445 2:82.5 3:2.03 4:0.415 5:6.162 6:38.4 7:6.27 8:2 9:348 10:14.7 11:393.77 12:7.43
42.30 1:0.02177 2:82.5 3:2.03 4:0.415 5:7.61 6:15.7 7:6.27 8:2 9:348 10:14.7 11:395.38 12:3.11
48.50 1:0.0351 2:95.0 3:2.68 4:0.4161 5:7.853 6:33.2 7:5.118 8:4 9:224 10:14.7 11:392.78 12:3.81
50.00 1:0.02009 2:95.0 3:2.68 4:0.4161 5:8.034 6:31.9 7:5.118 8:4 9:224 10:14.7 11:390.55 12:2.88
22.60 1:0.13642 2:0.0 3:10.59 4:0.489 5:5.891 6:22.3 7:3.9454 8:4 9:277 10:18.6 11:396.9 12:10.87
24.40 1:0.22969 2:0.0 3:10.59 4:0.489 5:6.326 6:52.5 7:4.3549 8:4 9:277 10:18.6 11:394.87 12:10.97
22.50 1:0.25199 2:0.0 3:10.59 4:0.489 5:5.783 6:72.7 7:4.3549 8:4 9:277 10:18.6 11:389.43 12:18.06
24.40 1:0.13587 2:0.0 3:10.59 4:0.489 5:6.064 6:59.1 7:4.2392 8:4 9:277 10:18.6 11:381.32 12:14.66 13
20.00 1:0.43571 2:0.0 3:10.59 4:0.489 5:5.344 6:100.0 7:3.875 8:4 9:277 10:18.6 11:396.9 12:23.09 13
21.70 1:0.17446 2:0.0 3:10.59 4:0.489 5:5.96 6:92.1 7:3.8771 8:4 9:277 10:18.6 11:393.25 12:17.27 13
19.30 1:0.37578 2:0.0 3:10.59 4:0.489 5:5.404 6:88.6 7:3.665 8:4 9:277 10:18.6 11:395.24 12:23.98 13
22.40 1:0.21719 2:0.0 3:10.59 4:0.489 5:5.807 6:53.8 7:3.6526 8:4 9:277 10:18.6 11:390.94 12:16.03 13
28.10 1:0.14052 2:0.0 3:10.59 4:0.489 5:6.375 6:32.3 7:3.9454 8:4 9:277 10:18.6 11:385.81 12:9.38
23.70 1:0.28955 2:0.0 3:10.59 4:0.489 5:5.412 6:9.8 7:3.5875 8:4 9:277 10:18.6 11:348.93 12:29.55
25.00 1:0.19802 2:0.0 3:10.59 4:0.489 5:6.182 6:42.4 7:3.9454 8:4 9:277 10:18.6 11:393.63 12:9.47
23.30 1:0.0456 2:0.0 3:13.89 4:0.55 5:5.888 6:56.0 7:3.1121 8:5 9:276 10:16.4 11:392.8 12:13.51 13
28.70 1:0.07013 2:0.0 3:13.89 4:0.55 5:6.642 6:85.1 7:3.4211 8:5 9:276 10:16.4 11:392.78 12:9.69
21.50 1:0.11069 2:0.0 3:13.89 4:0.55 5:5.951 6:93.8 7:2.8893 8:5 9:276 10:16.4 11:396.9 12:17.92 13
23.00 1:0.11425 2:0.0 3:13.89 4:0.55 5:6.373 6:92.4 7:3.3633 8:5 9:276 10:16.4 11:393.74 12:10.5 13
26.70 1:0.35809 2:0.0 3:6.2 4:0.507 5:6.951 6:88.5 7:2.8617 8:8 9:307 10:17.4 11:391.7 12:9.71 13
21.70 1:0.40771 2:0.0 3:6.2 4:0.507 5:6.164 6:91.3 7:3.048 8:8 9:307 10:17.4 11:395.24 12:21.46 13
27.50 1:0.62356 2:0.0 3:6.2 4:0.507 5:6.879 6:77.7 7:3.2721 8:8 9:307 10:17.4 11:390.39 12:9.93 13
30.10 1:0.6147 2:0.0 3:6.2 4:0.507 5:6.618 6:80.8 7:3.2721 8:8 9:307 10:17.4 11:396.9 12:7.6
44.80 1:0.31533 2:0.0 3:6.2 4:0.504 5:8.266 6:78.3 7:2.8944 8:8 9:307 10:17.4 11:385.05 12:4.14
50.00 1:0.52693 2:0.0 3:6.2 4:0.504 5:8.725 6:83.0 7:2.8944 8:8 9:307 10:17.4 11:382 12:4.63
37.60 1:0.38214 2:0.0 3:6.2 4:0.504 5:8.04 6:86.5 7:3.2157 8:8 9:307 10:17.4 11:387.38 12:3.13
31.60 1:0.41238 2:0.0 3:6.2 4:0.504 5:7.163 6:79.9 7:3.2157 8:8 9:307 10:17.4 11:372.08 12:6.36
46.70 1:0.29819 2:0.0 3:6.2 4:0.504 5:7.686 6:17.0 7:3.3751 8:8 9:307 10:17.4 11:377.51 12:3.92
31.50 1:0.44178 2:0.0 3:6.2 4:0.504 5:6.552 6:21.4 7:3.3751 8:8 9:307 10:17.4 11:380.34 12:3.76
24.30 1:0.537 2:0.0 3:6.2 4:0.504 5:5.981 6:68.1 7:3.6715 8:8 9:307 10:17.4 11:378.35 12:11.65
31.70 1:0.46296 2:0.0 3:6.2 4:0.504 5:7.412 6:76.9 7:3.6715 8:8 9:307 10:17.4 11:376.14 12:5.25
41.70 1:0.57529 2:0.0 3:6.2 4:0.507 5:8.337 6:73.3 7:3.8384 8:8 9:307 10:17.4 11:385.91 12:2.47
48.30 1:0.33147 2:0.0 3:6.2 4:0.507 5:8.247 6:70.4 7:3.6519 8:8 9:307 10:17.4 11:378.95 12:3.95
29.00 1:0.44791 2:0.0 3:6.2 4:0.507 5:6.726 6:66.5 7:3.6519 8:8 9:307 10:17.4 11:360.2 12:8.05 13
24.00 1:0.33045 2:0.0 3:6.2 4:0.507 5:6.086 6:61.5 7:3.6519 8:8 9:307 10:17.4 11:376.75 12:10.88
25.10 1:0.52058 2:0.0 3:6.2 4:0.507 5:6.631 6:76.5 7:4.148 8:8 9:307 10:17.4 11:388.45 12:9.54 13
31.50 1:0.51183 2:0.0 3:6.2 4:0.507 5:7.358 6:71.6 7:4.148 8:8 9:307 10:17.4 11:390.07 12:4.73
23.70 1:0.08244 2:30.0 3:4.93 4:0.428 5:6.481 6:18.5 7:6.1899 8:6 9:300 10:16.6 11:379.41 12:6.36
23.30 1:0.09252 2:30.0 3:4.93 4:0.428 5:6.606 6:42.2 7:6.1899 8:6 9:300 10:16.6 11:383.78 12:7.37
22.00 1:0.11329 2:30.0 3:4.93 4:0.428 5:6.897 6:54.3 7:6.3361 8:6 9:300 10:16.6 11:391.25 12:11.38
20.10 1:0.10612 2:30.0 3:4.93 4:0.428 5:6.095 6:65.1 7:6.3361 8:6 9:300 10:16.6 11:394.62 12:12.4
22.20 1:0.1029 2:30.0 3:4.93 4:0.428 5:6.358 6:52.9 7:7.0355 8:6 9:300 10:16.6 11:372.75 12:11.22
23.70 1:0.12757 2:30.0 3:4.93 4:0.428 5:6.393 6:7.8 7:7.0355 8:6 9:300 10:16.6 11:374.71 12:5.19
17.60 1:0.20608 2:22.0 3:5.86 4:0.431 5:5.593 6:76.5 7:7.9549 8:7 9:330 10:19.1 11:372.49 12:12.5
18.50 1:0.19133 2:22.0 3:5.86 4:0.431 5:5.605 6:70.2 7:7.9549 8:7 9:330 10:19.1 11:389.13 12:18.46
24.30 1:0.33983 2:22.0 3:5.86 4:0.431 5:6.108 6:34.9 7:8.0555 8:7 9:330 10:19.1 11:390.18 12:9.16
20.50 1:0.19657 2:22.0 3:5.86 4:0.431 5:6.226 6:79.2 7:8.0555 8:7 9:330 10:19.1 11:376.14 12:10.15
24.50 1:0.16439 2:22.0 3:5.86 4:0.431 5:6.433 6:49.1 7:7.8265 8:7 9:330 10:19.1 11:374.71 12:9.52
26.20 1:0.19073 2:22.0 3:5.86 4:0.431 5:6.718 6:17.5 7:7.8265 8:7 9:330 10:19.1 11:393.74 12:6.56
24.40 1:0.1403 2:22.0 3:5.86 4:0.431 5:6.487 6:13.0 7:7.3967 8:7 9:330 10:19.1 11:396.28 12:5.9
24.80 1:0.21409 2:22.0 3:5.86 4:0.431 5:6.438 6:8.9 7:7.3967 8:7 9:330 10:19.1 11:377.07 12:3.59
29.60 1:0.08221 2:22.0 3:5.86 4:0.431 5:6.957 6:6.8 7:8.9067 8:7 9:330 10:19.1 11:386.09 12:3.53
42.80 1:0.36894 2:22.0 3:5.86 4:0.431 5:8.259 6:8.4 7:8.9067 8:7 9:330 10:19.1 11:396.9 12:3.54
21.90 1:0.04819 2:80.0 3:3.64 4:0.392 5:6.108 6:32.0 7:9.2203 8:1 9:315 10:16.4 11:392.89 12:6.57
20.90 1:0.03548 2:80.0 3:3.64 4:0.392 5:5.876 6:19.1 7:9.2203 8:1 9:315 10:16.4 11:395.18 12:9.25
44.00 1:0.01538 2:90.0 3:3.75 4:0.394 5:7.454 6:34.2 7:6.3361 8:3 9:244 10:15.9 11:386.34 12:3.11
50.00 1:0.61154 2:20.0 3:3.97 4:0.647 5:8.704 6:86.9 7:1.801 8:5 9:264 10:13 11:389.7 12:5.12
36.00 1:0.66351 2:20.0 3:3.97 4:0.647 5:7.333 6:100.0 7:1.8946 8:5 9:264 10:13 11:383.29 12:7.79
30.10 1:0.65665 2:20.0 3:3.97 4:0.647 5:6.842 6:100.0 7:2.0107 8:5 9:264 10:13 11:391.93 12:6.9
33.80 1:0.54011 2:20.0 3:3.97 4:0.647 5:7.203 6:81.8 7:2.1121 8:5 9:264 10:13 11:392.8 12:9.59
43.10 1:0.53412 2:20.0 3:3.97 4:0.647 5:7.52 6:89.4 7:2.1398 8:5 9:264 10:13 11:388.37 12:7.26
48.80 1:0.52014 2:20.0 3:3.97 4:0.647 5:8.398 6:91.5 7:2.2885 8:5 9:264 10:13 11:386.86 12:5.91
31.00 1:0.82526 2:20.0 3:3.97 4:0.647 5:7.327 6:94.5 7:2.0788 8:5 9:264 10:13 11:393.42 12:11.25
36.50 1:0.55007 2:20.0 3:3.97 4:0.647 5:7.206 6:91.6 7:1.9301 8:5 9:264 10:13 11:387.89 12:8.1
22.80 1:0.76162 2:20.0 3:3.97 4:0.647 5:5.56 6:62.8 7:1.9865 8:5 9:264 10:13 11:392.4 12:10.45
30.70 1:0.7857 2:20.0 3:3.97 4:0.647 5:7.014 6:84.6 7:2.1329 8:5 9:264 10:13 11:384.07 12:14.79
50.00 1:0.57834 2:20.0 3:3.97 4:0.575 5:8.297 6:67.0 7:2.4216 8:5 9:264 10:13 11:384.54 12:7.44
43.50 1:0.5405 2:20.0 3:3.97 4:0.575 5:7.47 6:52.6 7:2.872 8:5 9:264 10:13 11:390.3 12:3.16
20.70 1:0.09065 2:20.0 3:6.96 4:0.464 5:5.92 6:61.5 7:3.9175 8:3 9:223 10:18.6 11:391.34 12:13.65 13
21.10 1:0.29916 2:20.0 3:6.96 4:0.464 5:5.856 6:42.1 7:4.429 8:3 9:223 10:18.6 11:388.65 12:13
25.20 1:0.16211 2:20.0 3:6.96 4:0.464 5:6.24 6:16.3 7:4.429 8:3 9:223 10:18.6 11:396.9 12:6.59
24.40 1:0.1146 2:20.0 3:6.96 4:0.464 5:6.538 6:58.7 7:3.9175 8:3 9:223 10:18.6 11:394.96 12:7.73
35.20 1:0.22188 2:20.0 3:6.96 4:0.464 5:7.691 6:51.8 7:4.3665 8:3 9:223 10:18.6 11:390.77 12:6.58 13
32.40 1:0.05644 2:40.0 3:6.41 4:0.447 5:6.758 6:32.9 7:4.0776 8:4 9:254 10:17.6 11:396.9 12:3.53 13
32.00 1:0.09604 2:40.0 3:6.41 4:0.447 5:6.854 6:42.8 7:4.2673 8:4 9:254 10:17.6 11:396.9 12:2.98
33.20 1:0.10469 2:40.0 3:6.41 4:0.447 5:7.267 6:49.0 7:4.7872 8:4 9:254 10:17.6 11:389.25 12:6.05 13
33.10 1:0.06127 2:40.0 3:6.41 4:0.447 5:6.826 6:27.6 7:4.8628 8:4 9:254 10:17.6 11:393.45 12:4.16 13
29.10 1:0.07978 2:40.0 3:6.41 4:0.447 5:6.482 6:32.1 7:4.1403 8:4 9:254 10:17.6 11:396.9 12:7.19
35.10 1:0.21038 2:20.0 3:3.33 4:0.4429 5:6.812 6:32.2 7:4.1007 8:5 9:216 10:14.9 11:396.9 12:4.85
45.40 1:0.03578 2:20.0 3:3.33 4:0.4429 5:7.82 6:64.5 7:4.6947 8:5 9:216 10:14.9 11:387.31 12:3.76
35.40 1:0.03705 2:20.0 3:3.33 4:0.4429 5:6.968 6:37.2 7:5.2447 8:5 9:216 10:14.9 11:392.23 12:4.59
46.00 1:0.06129 2:20.0 3:3.33 4:0.4429 5:7.645 6:49.7 7:5.2119 8:5 9:216 10:14.9 11:377.07 12:3.01 13
50.00 1:0.01501 2:90.0 3:1.21 4:0.401 5:7.923 6:24.8 7:5.885 8:1 9:198 10:13.6 11:395.52 12:3.16 13
32.20 1:0.00906 2:90.0 3:2.97 4:0.4 5:7.088 6:20.8 7:7.3073 8:1 9:285 10:15.3 11:394.72 12:7.85
22.00 1:0.01096 2:55.0 3:2.25 4:0.389 5:6.453 6:31.9 7:7.3073 8:1 9:300 10:15.3 11:394.72 12:8.23
20.10 1:0.01965 2:80.0 3:1.76 4:0.385 5:6.23 6:31.5 7:9.0892 8:1 9:241 10:18.2 11:341.6 12:12.93
23.20 1:0.03871 2:52.5 3:5.32 4:0.405 5:6.209 6:31.3 7:7.3172 8:6 9:293 10:16.6 11:396.9 12:7.14
22.30 1:0.0459 2:52.5 3:5.32 4:0.405 5:6.315 6:45.6 7:7.3172 8:6 9:293 10:16.6 11:396.9 12:7.6
24.80 1:0.04297 2:52.5 3:5.32 4:0.405 5:6.565 6:22.9 7:7.3172 8:6 9:293 10:16.6 11:371.72 12:9.51
28.50 1:0.03502 2:80.0 3:4.95 4:0.411 5:6.861 6:27.9 7:5.1167 8:4 9:245 10:19.2 11:396.9 12:3.33
37.30 1:0.07886 2:80.0 3:4.95 4:0.411 5:7.148 6:27.7 7:5.1167 8:4 9:245 10:19.2 11:396.9 12:3.56
27.90 1:0.03615 2:80.0 3:4.95 4:0.411 5:6.63 6:23.4 7:5.1167 8:4 9:245 10:19.2 11:396.9 12:4.7
23.90 1:0.08265 2:0.0 3:13.92 4:0.437 5:6.127 6:18.4 7:5.5027 8:4 9:289 10:16 11:396.9 12:8.58
21.70 1:0.08199 2:0.0 3:13.92 4:0.437 5:6.009 6:42.3 7:5.5027 8:4 9:289 10:16 11:396.9 12:10.4
28.60 1:0.12932 2:0.0 3:13.92 4:0.437 5:6.678 6:31.1 7:5.9604 8:4 9:289 10:16 11:396.9 12:6.27
27.10 1:0.05372 2:0.0 3:13.92 4:0.437 5:6.549 6:51.0 7:5.9604 8:4 9:289 10:16 11:392.85 12:7.39
20.30 1:0.14103 2:0.0 3:13.92 4:0.437 5:5.79 6:58.0 7:6.32 8:4 9:289 10:16 11:396.9 12:15.84
22.50 1:0.06466 2:70.0 3:2.24 4:0.4 5:6.345 6:20.1 7:7.8278 8:5 9:358 10:14.8 11:368.24 12:4.97
29.00 1:0.05561 2:70.0 3:2.24 4:0.4 5:7.041 6:10.0 7:7.8278 8:5 9:358 10:14.8 11:371.58 12:4.74
24.80 1:0.04417 2:70.0 3:2.24 4:0.4 5:6.871 6:47.4 7:7.8278 8:5 9:358 10:14.8 11:390.86 12:6.07
22.00 1:0.03537 2:34.0 3:6.09 4:0.433 5:6.59 6:40.4 7:5.4917 8:7 9:329 10:16.1 11:395.75 12:9.5
26.40 1:0.09266 2:34.0 3:6.09 4:0.433 5:6.495 6:18.4 7:5.4917 8:7 9:329 10:16.1 11:383.61 12:8.67
33.10 1:0.1 2:34.0 3:6.09 4:0.433 5:6.982 6:17.7 7:5.4917 8:7 9:329 10:16.1 11:390.43 12:4.86
36.10 1:0.05515 2:33.0 3:2.18 4:0.472 5:7.236 6:41.1 7:4.022 8:7 9:222 10:18.4 11:393.68 12:6.93
28.40 1:0.05479 2:33.0 3:2.18 4:0.472 5:6.616 6:58.1 7:3.37 8:7 9:222 10:18.4 11:393.36 12:8.93
33.40 1:0.07503 2:33.0 3:2.18 4:0.472 5:7.42 6:71.9 7:3.0992 8:7 9:222 10:18.4 11:396.9 12:6.47
28.20 1:0.04932 2:33.0 3:2.18 4:0.472 5:6.849 6:70.3 7:3.1827 8:7 9:222 10:18.4 11:396.9 12:7.53
22.80 1:0.49298 2:0.0 3:9.9 4:0.544 5:6.635 6:82.5 7:3.3175 8:4 9:304 10:18.4 11:396.9 12:4.54
20.30 1:0.3494 2:0.0 3:9.9 4:0.544 5:5.972 6:76.7 7:3.1025 8:4 9:304 10:18.4 11:396.24 12:9.97
16.10 1:2.63548 2:0.0 3:9.9 4:0.544 5:4.973 6:37.8 7:2.5194 8:4 9:304 10:18.4 11:350.45 12:12.64
22.10 1:0.79041 2:0.0 3:9.9 4:0.544 5:6.122 6:52.8 7:2.6403 8:4 9:304 10:18.4 11:396.9 12:5.98
19.40 1:0.26169 2:0.0 3:9.9 4:0.544 5:6.023 6:90.4 7:2.834 8:4 9:304 10:18.4 11:396.3 12:11.72
21.60 1:0.26938 2:0.0 3:9.9 4:0.544 5:6.266 6:82.8 7:3.2628 8:4 9:304 10:18.4 11:393.39 12:7.9
23.80 1:0.3692 2:0.0 3:9.9 4:0.544 5:6.567 6:87.3 7:3.6023 8:4 9:304 10:18.4 11:395.69 12:9.28
16.20 1:0.25356 2:0.0 3:9.9 4:0.544 5:5.705 6:77.7 7:3.945 8:4 9:304 10:18.4 11:396.42 12:11.5
17.80 1:0.31827 2:0.0 3:9.9 4:0.544 5:5.914 6:83.2 7:3.9986 8:4 9:304 10:18.4 11:390.7 12:18.33
19.80 1:0.24522 2:0.0 3:9.9 4:0.544 5:5.782 6:71.7 7:4.0317 8:4 9:304 10:18.4 11:396.9 12:15.94
23.10 1:0.40202 2:0.0 3:9.9 4:0.544 5:6.382 6:67.2 7:3.5325 8:4 9:304 10:18.4 11:395.21 12:10.36
21.00 1:0.47547 2:0.0 3:9.9 4:0.544 5:6.113 6:58.8 7:4.0019 8:4 9:304 10:18.4 11:396.23 12:12.73
23.80 1:0.1676 2:0.0 3:7.38 4:0.493 5:6.426 6:52.3 7:4.5404 8:5 9:287 10:19.6 11:396.9 12:7.2
23.10 1:0.18159 2:0.0 3:7.38 4:0.493 5:6.376 6:54.3 7:4.5404 8:5 9:287 10:19.6 11:396.9 12:6.87
20.40 1:0.35114 2:0.0 3:7.38 4:0.493 5:6.041 6:49.9 7:4.7211 8:5 9:287 10:19.6 11:396.9 12:7.7
18.50 1:0.28392 2:0.0 3:7.38 4:0.493 5:5.708 6:74.3 7:4.7211 8:5 9:287 10:19.6 11:391.13 12:11.74
25.00 1:0.34109 2:0.0 3:7.38 4:0.493 5:6.415 6:40.1 7:4.7211 8:5 9:287 10:19.6 11:396.9 12:6.12
24.60 1:0.19186 2:0.0 3:7.38 4:0.493 5:6.431 6:14.7 7:5.4159 8:5 9:287 10:19.6 11:393.68 12:5.08
23.00 1:0.30347 2:0.0 3:7.38 4:0.493 5:6.312 6:28.9 7:5.4159 8:5 9:287 10:19.6 11:396.9 12:6.15
22.20 1:0.24103 2:0.0 3:7.38 4:0.493 5:6.083 6:43.7 7:5.4159 8:5 9:287 10:19.6 11:396.9 12:12.79
19.30 1:0.06617 2:0.0 3:3.24 4:0.46 5:5.868 6:25.8 7:5.2146 8:4 9:430 10:16.9 11:382.44 12:9.97
22.60 1:0.06724 2:0.0 3:3.24 4:0.46 5:6.333 6:17.2 7:5.2146 8:4 9:430 10:16.9 11:375.21 12:7.34
19.80 1:0.04544 2:0.0 3:3.24 4:0.46 5:6.144 6:32.2 7:5.8736 8:4 9:430 10:16.9 11:368.57 12:9.09
17.10 1:0.05023 2:35.0 3:6.06 4:0.4379 5:5.706 6:28.4 7:6.6407 8:1 9:304 10:16.9 11:394.02 12:12.43
19.40 1:0.03466 2:35.0 3:6.06 4:0.4379 5:6.031 6:23.3 7:6.6407 8:1 9:304 10:16.9 11:362.25 12:7.83
22.20 1:0.05083 2:0.0 3:5.19 4:0.515 5:6.316 6:38.1 7:6.4584 8:5 9:224 10:20.2 11:389.71 12:5.68
20.70 1:0.03738 2:0.0 3:5.19 4:0.515 5:6.31 6:38.5 7:6.4584 8:5 9:224 10:20.2 11:389.4 12:6.75
21.10 1:0.03961 2:0.0 3:5.19 4:0.515 5:6.037 6:34.5 7:5.9853 8:5 9:224 10:20.2 11:396.9 12:8.01
19.50 1:0.03427 2:0.0 3:5.19 4:0.515 5:5.869 6:46.3 7:5.2311 8:5 9:224 10:20.2 11:396.9 12:9.8
18.50 1:0.03041 2:0.0 3:5.19 4:0.515 5:5.895 6:59.6 7:5.615 8:5 9:224 10:20.2 11:394.81 12:10.56
20.60 1:0.03306 2:0.0 3:5.19 4:0.515 5:6.059 6:37.3 7:4.8122 8:5 9:224 10:20.2 11:396.14 12:8.51
19.00 1:0.05497 2:0.0 3:5.19 4:0.515 5:5.985 6:45.4 7:4.8122 8:5 9:224 10:20.2 11:396.9 12:9.74
18.70 1:0.06151 2:0.0 3:5.19 4:0.515 5:5.968 6:58.5 7:4.8122 8:5 9:224 10:20.2 11:396.9 12:9.29
32.70 1:0.01301 2:35.0 3:1.52 4:0.442 5:7.241 6:49.3 7:7.0379 8:1 9:284 10:15.5 11:394.74 12:5.49
16.50 1:0.02498 2:0.0 3:1.89 4:0.518 5:6.54 6:59.7 7:6.2669 8:1 9:422 10:15.9 11:389.96 12:8.65
23.90 1:0.02543 2:55.0 3:3.78 4:0.484 5:6.696 6:56.4 7:5.7321 8:5 9:370 10:17.6 11:396.9 12:7.18
31.20 1:0.03049 2:55.0 3:3.78 4:0.484 5:6.874 6:28.1 7:6.4654 8:5 9:370 10:17.6 11:387.97 12:4.61
17.50 1:0.03113 2:0.0 3:4.39 4:0.442 5:6.014 6:48.5 7:8.0136 8:3 9:352 10:18.8 11:385.64 12:10.53
17.20 1:0.06162 2:0.0 3:4.39 4:0.442 5:5.898 6:52.3 7:8.0136 8:3 9:352 10:18.8 11:364.61 12:12.67
23.10 1:0.0187 2:85.0 3:4.15 4:0.429 5:6.516 6:27.7 7:8.5353 8:4 9:351 10:17.9 11:392.43 12:6.36
24.50 1:0.01501 2:80.0 3:2.01 4:0.435 5:6.635 6:29.7 7:8.344 8:4 9:280 10:17 11:390.94 12:5.99
26.60 1:0.02899 2:40.0 3:1.25 4:0.429 5:6.939 6:34.5 7:8.7921 8:1 9:335 10:19.7 11:389.85 12:5.89
22.90 1:0.06211 2:40.0 3:1.25 4:0.429 5:6.49 6:44.4 7:8.7921 8:1 9:335 10:19.7 11:396.9 12:5.98
24.10 1:0.0795 2:60.0 3:1.69 4:0.411 5:6.579 6:35.9 7:10.7103 8:4 9:411 10:18.3 11:370.78 12:5.49
18.60 1:0.07244 2:60.0 3:1.69 4:0.411 5:5.884 6:18.5 7:10.7103 8:4 9:411 10:18.3 11:392.33 12:7.79
30.10 1:0.01709 2:90.0 3:2.02 4:0.41 5:6.728 6:36.1 7:12.1265 8:5 9:187 10:17 11:384.46 12:4.5
18.20 1:0.04301 2:80.0 3:1.91 4:0.413 5:5.663 6:21.9 7:10.5857 8:4 9:334 10:22 11:382.8 12:8.05
20.60 1:0.10659 2:80.0 3:1.91 4:0.413 5:5.936 6:19.5 7:10.5857 8:4 9:334 10:22 11:376.04 12:5.57
17.80 1:8.98296 2:0.0 3:18.1 4:0.77 5:6.212 6:97.4 7:2.1222 8:24 9:666 10:20.2 11:377.73 12:17.6 13
21.70 1:3.8497 2:0.0 3:18.1 4:0.77 5:6.395 6:91.0 7:2.5052 8:24 9:666 10:20.2 11:391.34 12:13.27 13
22.70 1:5.20177 2:0.0 3:18.1 4:0.77 5:6.127 6:83.4 7:2.7227 8:24 9:666 10:20.2 11:395.43 12:11.48 13
22.60 1:4.26131 2:0.0 3:18.1 4:0.77 5:6.112 6:81.3 7:2.5091 8:24 9:666 10:20.2 11:390.74 12:12.67
25.00 1:4.54192 2:0.0 3:18.1 4:0.77 5:6.398 6:88.0 7:2.5182 8:24 9:666 10:20.2 11:374.56 12:7.79
19.90 1:3.83684 2:0.0 3:18.1 4:0.77 5:6.251 6:91.1 7:2.2955 8:24 9:666 10:20.2 11:350.65 12:14.19
20.80 1:3.67822 2:0.0 3:18.1 4:0.77 5:5.362 6:96.2 7:2.1036 8:24 9:666 10:20.2 11:380.79 12:10.19
16.80 1:4.22239 2:0.0 3:18.1 4:0.77 5:5.803 6:89.0 7:1.9047 8:24 9:666 10:20.2 11:353.04 12:14.64 13
21.90 1:3.47428 2:0.0 3:18.1 4:0.718 5:8.78 6:82.9 7:1.9047 8:24 9:666 10:20.2 11:354.55 12:5.29 13
27.50 1:4.55587 2:0.0 3:18.1 4:0.718 5:3.561 6:87.9 7:1.6132 8:24 9:666 10:20.2 11:354.7 12:7.12
21.90 1:3.69695 2:0.0 3:18.1 4:0.718 5:4.963 6:91.4 7:1.7523 8:24 9:666 10:20.2 11:316.03 12:14
23.10 1:13.5222 2:0.0 3:18.1 4:0.631 5:3.863 6:100.0 7:1.5106 8:24 9:666 10:20.2 11:131.42 12:13.33
50.00 1:4.89822 2:0.0 3:18.1 4:0.631 5:4.97 6:100.0 7:1.3325 8:24 9:666 10:20.2 11:375.52 12:3.26
50.00 1:5.66998 2:0.0 3:18.1 4:0.631 5:6.683 6:96.8 7:1.3567 8:24 9:666 10:20.2 11:375.33 12:3.73 13
50.00 1:6.53876 2:0.0 3:18.1 4:0.631 5:7.016 6:97.5 7:1.2024 8:24 9:666 10:20.2 11:392.05 12:2.96 13
50.00 1:9.2323 2:0.0 3:18.1 4:0.631 5:6.216 6:100.0 7:1.1691 8:24 9:666 10:20.2 11:366.15 12:9.53
50.00 1:8.26725 2:0.0 3:18.1 4:0.668 5:5.875 6:89.6 7:1.1296 8:24 9:666 10:20.2 11:347.88 12:8.88 13
13.80 1:11.1081 2:0.0 3:18.1 4:0.668 5:4.906 6:100.0 7:1.1742 8:24 9:666 10:20.2 11:396.9 12:34.77
13.80 1:18.4982 2:0.0 3:18.1 4:0.668 5:4.138 6:100.0 7:1.137 8:24 9:666 10:20.2 11:396.9 12:37.97
15.00 1:19.6091 2:0.0 3:18.1 4:0.671 5:7.313 6:97.9 7:1.3163 8:24 9:666 10:20.2 11:396.9 12:13.44
13.90 1:15.288 2:0.0 3:18.1 4:0.671 5:6.649 6:93.3 7:1.3449 8:24 9:666 10:20.2 11:363.02 12:23.24
13.30 1:9.82349 2:0.0 3:18.1 4:0.671 5:6.794 6:98.8 7:1.358 8:24 9:666 10:20.2 11:396.9 12:21.24
13.10 1:23.6482 2:0.0 3:18.1 4:0.671 5:6.38 6:96.2 7:1.3861 8:24 9:666 10:20.2 11:396.9 12:23.69
10.20 1:17.8667 2:0.0 3:18.1 4:0.671 5:6.223 6:100.0 7:1.3861 8:24 9:666 10:20.2 11:393.74 12:21.78
10.40 1:88.9762 2:0.0 3:18.1 4:0.671 5:6.968 6:91.9 7:1.4165 8:24 9:666 10:20.2 11:396.9 12:17.21
10.90 1:15.8744 2:0.0 3:18.1 4:0.671 5:6.545 6:99.1 7:1.5192 8:24 9:666 10:20.2 11:396.9 12:21.08
11.30 1:9.18702 2:0.0 3:18.1 4:0.7 5:5.536 6:100.0 7:1.5804 8:24 9:666 10:20.2 11:396.9 12:23.6
12.30 1:7.99248 2:0.0 3:18.1 4:0.7 5:5.52 6:100.0 7:1.5331 8:24 9:666 10:20.2 11:396.9 12:24.56
8.80 1:20.0849 2:0.0 3:18.1 4:0.7 5:4.368 6:91.2 7:1.4395 8:24 9:666 10:20.2 11:285.83 12:30.63
7.20 1:16.8118 2:0.0 3:18.1 4:0.7 5:5.277 6:98.1 7:1.4261 8:24 9:666 10:20.2 11:396.9 12:30.81
10.50 1:24.3938 2:0.0 3:18.1 4:0.7 5:4.652 6:100.0 7:1.4672 8:24 9:666 10:20.2 11:396.9 12:28.28
7.40 1:22.5971 2:0.0 3:18.1 4:0.7 5:5 6:89.5 7:1.5184 8:24 9:666 10:20.2 11:396.9 12:31.99
10.20 1:14.3337 2:0.0 3:18.1 4:0.7 5:4.88 6:100.0 7:1.5895 8:24 9:666 10:20.2 11:372.92 12:30.62
11.50 1:8.15174 2:0.0 3:18.1 4:0.7 5:5.39 6:98.9 7:1.7281 8:24 9:666 10:20.2 11:396.9 12:20.85
15.10 1:6.96215 2:0.0 3:18.1 4:0.7 5:5.713 6:97.0 7:1.9265 8:24 9:666 10:20.2 11:394.43 12:17.11
23.20 1:5.29305 2:0.0 3:18.1 4:0.7 5:6.051 6:82.5 7:2.1678 8:24 9:666 10:20.2 11:378.38 12:18.76
9.70 1:11.5779 2:0.0 3:18.1 4:0.7 5:5.036 6:97.0 7:1.77 8:24 9:666 10:20.2 11:396.9 12:25.68
13.80 1:8.64476 2:0.0 3:18.1 4:0.693 5:6.193 6:92.6 7:1.7912 8:24 9:666 10:20.2 11:396.9 12:15.17
12.70 1:13.3598 2:0.0 3:18.1 4:0.693 5:5.887 6:94.7 7:1.7821 8:24 9:666 10:20.2 11:396.9 12:16.35
13.10 1:8.71675 2:0.0 3:18.1 4:0.693 5:6.471 6:98.8 7:1.7257 8:24 9:666 10:20.2 11:391.98 12:17.12
12.50 1:5.87205 2:0.0 3:18.1 4:0.693 5:6.405 6:96.0 7:1.6768 8:24 9:666 10:20.2 11:396.9 12:19.37
8.50 1:7.67202 2:0.0 3:18.1 4:0.693 5:5.747 6:98.9 7:1.6334 8:24 9:666 10:20.2 11:393.1 12:19.92
5.00 1:38.3518 2:0.0 3:18.1 4:0.693 5:5.453 6:100.0 7:1.4896 8:24 9:666 10:20.2 11:396.9 12:30.59
6.30 1:9.91655 2:0.0 3:18.1 4:0.693 5:5.852 6:77.8 7:1.5004 8:24 9:666 10:20.2 11:338.16 12:29.97
5.60 1:25.0461 2:0.0 3:18.1 4:0.693 5:5.987 6:100.0 7:1.5888 8:24 9:666 10:20.2 11:396.9 12:26.77
7.20 1:14.2362 2:0.0 3:18.1 4:0.693 5:6.343 6:100.0 7:1.5741 8:24 9:666 10:20.2 11:396.9 12:20.32
12.10 1:9.59571 2:0.0 3:18.1 4:0.693 5:6.404 6:100.0 7:1.639 8:24 9:666 10:20.2 11:376.11 12:20.31
8.30 1:24.8017 2:0.0 3:18.1 4:0.693 5:5.349 6:96.0 7:1.7028 8:24 9:666 10:20.2 11:396.9 12:19.77
8.50 1:41.5292 2:0.0 3:18.1 4:0.693 5:5.531 6:85.4 7:1.6074 8:24 9:666 10:20.2 11:329.46 12:27.38
5.00 1:67.9208 2:0.0 3:18.1 4:0.693 5:5.683 6:100.0 7:1.4254 8:24 9:666 10:20.2 11:384.97 12:22.98
11.90 1:20.7162 2:0.0 3:18.1 4:0.659 5:4.138 6:100.0 7:1.1781 8:24 9:666 10:20.2 11:370.22 12:23.34
27.90 1:11.9511 2:0.0 3:18.1 4:0.659 5:5.608 6:100.0 7:1.2852 8:24 9:666 10:20.2 11:332.09 12:12.13
17.20 1:7.40389 2:0.0 3:18.1 4:0.597 5:5.617 6:97.9 7:1.4547 8:24 9:666 10:20.2 11:314.64 12:26.4
27.50 1:14.4383 2:0.0 3:18.1 4:0.597 5:6.852 6:100.0 7:1.4655 8:24 9:666 10:20.2 11:179.36 12:19.78
15.00 1:51.1358 2:0.0 3:18.1 4:0.597 5:5.757 6:100.0 7:1.413 8:24 9:666 10:20.2 11:2.6 12:10.11
17.20 1:14.0507 2:0.0 3:18.1 4:0.597 5:6.657 6:100.0 7:1.5275 8:24 9:666 10:20.2 11:35.05 12:21.22
17.90 1:18.811 2:0.0 3:18.1 4:0.597 5:4.628 6:100.0 7:1.5539 8:24 9:666 10:20.2 11:28.79 12:34.37
16.30 1:28.6558 2:0.0 3:18.1 4:0.597 5:5.155 6:100.0 7:1.5894 8:24 9:666 10:20.2 11:210.97 12:20.08
7.00 1:45.7461 2:0.0 3:18.1 4:0.693 5:4.519 6:100.0 7:1.6582 8:24 9:666 10:20.2 11:88.27 12:36.98
7.20 1:18.0846 2:0.0 3:18.1 4:0.679 5:6.434 6:100.0 7:1.8347 8:24 9:666 10:20.2 11:27.25 12:29.05
7.50 1:10.8342 2:0.0 3:18.1 4:0.679 5:6.782 6:90.8 7:1.8195 8:24 9:666 10:20.2 11:21.57 12:25.79
10.40 1:25.9406 2:0.0 3:18.1 4:0.679 5:5.304 6:89.1 7:1.6475 8:24 9:666 10:20.2 11:127.36 12:26.64
8.80 1:73.5341 2:0.0 3:18.1 4:0.679 5:5.957 6:100.0 7:1.8026 8:24 9:666 10:20.2 11:16.45 12:20.62
8.40 1:11.8123 2:0.0 3:18.1 4:0.718 5:6.824 6:76.5 7:1.794 8:24 9:666 10:20.2 11:48.45 12:22.74
16.70 1:11.0874 2:0.0 3:18.1 4:0.718 5:6.411 6:100.0 7:1.8589 8:24 9:666 10:20.2 11:318.75 12:15.02
14.20 1:7.02259 2:0.0 3:18.1 4:0.718 5:6.006 6:95.3 7:1.8746 8:24 9:666 10:20.2 11:319.98 12:15.7
20.80 1:12.0482 2:0.0 3:18.1 4:0.614 5:5.648 6:87.6 7:1.9512 8:24 9:666 10:20.2 11:291.55 12:14.1
13.40 1:7.05042 2:0.0 3:18.1 4:0.614 5:6.103 6:85.1 7:2.0218 8:24 9:666 10:20.2 11:2.52 12:23.29
11.70 1:8.79212 2:0.0 3:18.1 4:0.584 5:5.565 6:70.6 7:2.0635 8:24 9:666 10:20.2 11:3.65 12:17.16
8.30 1:15.8603 2:0.0 3:18.1 4:0.679 5:5.896 6:95.4 7:1.9096 8:24 9:666 10:20.2 11:7.68 12:24.39
10.20 1:12.2472 2:0.0 3:18.1 4:0.584 5:5.837 6:59.7 7:1.9976 8:24 9:666 10:20.2 11:24.65 12:15.69
10.90 1:37.6619 2:0.0 3:18.1 4:0.679 5:6.202 6:78.7 7:1.8629 8:24 9:666 10:20.2 11:18.82 12:14.52
11.00 1:7.36711 2:0.0 3:18.1 4:0.679 5:6.193 6:78.1 7:1.9356 8:24 9:666 10:20.2 11:96.73 12:21.52
9.50 1:9.33889 2:0.0 3:18.1 4:0.679 5:6.38 6:95.6 7:1.9682 8:24 9:666 10:20.2 11:60.72 12:24.08
14.50 1:8.49213 2:0.0 3:18.1 4:0.584 5:6.348 6:86.1 7:2.0527 8:24 9:666 10:20.2 11:83.45 12:17.64
14.10 1:10.0623 2:0.0 3:18.1 4:0.584 5:6.833 6:94.3 7:2.0882 8:24 9:666 10:20.2 11:81.33 12:19.69
16.10 1:6.44405 2:0.0 3:18.1 4:0.584 5:6.425 6:74.8 7:2.2004 8:24 9:666 10:20.2 11:97.95 12:12.03
14.30 1:5.58107 2:0.0 3:18.1 4:0.713 5:6.436 6:87.9 7:2.3158 8:24 9:666 10:20.2 11:100.19 12:16.22
11.70 1:13.9134 2:0.0 3:18.1 4:0.713 5:6.208 6:95.0 7:2.2222 8:24 9:666 10:20.2 11:100.63 12:15.17
13.40 1:11.1604 2:0.0 3:18.1 4:0.74 5:6.629 6:94.6 7:2.1247 8:24 9:666 10:20.2 11:109.85 12:23.27
9.60 1:14.4208 2:0.0 3:18.1 4:0.74 5:6.461 6:93.3 7:2.0026 8:24 9:666 10:20.2 11:27.49 12:18.05
8.70 1:15.1772 2:0.0 3:18.1 4:0.74 5:6.152 6:100.0 7:1.9142 8:24 9:666 10:20.2 11:9.32 12:26.45
8.40 1:13.6781 2:0.0 3:18.1 4:0.74 5:5.935 6:87.9 7:1.8206 8:24 9:666 10:20.2 11:68.95 12:34.02
12.80 1:9.39063 2:0.0 3:18.1 4:0.74 5:5.627 6:93.9 7:1.8172 8:24 9:666 10:20.2 11:396.9 12:22.88
10.50 1:22.0511 2:0.0 3:18.1 4:0.74 5:5.818 6:92.4 7:1.8662 8:24 9:666 10:20.2 11:391.45 12:22.11
17.10 1:9.72418 2:0.0 3:18.1 4:0.74 5:6.406 6:97.2 7:2.0651 8:24 9:666 10:20.2 11:385.96 12:19.52
18.40 1:5.66637 2:0.0 3:18.1 4:0.74 5:6.219 6:100.0 7:2.0048 8:24 9:666 10:20.2 11:395.69 12:16.59
15.40 1:9.96654 2:0.0 3:18.1 4:0.74 5:6.485 6:100.0 7:1.9784 8:24 9:666 10:20.2 11:386.73 12:18.85
10.80 1:12.8023 2:0.0 3:18.1 4:0.74 5:5.854 6:96.6 7:1.8956 8:24 9:666 10:20.2 11:240.52 12:23.79
11.80 1:10.6718 2:0.0 3:18.1 4:0.74 5:6.459 6:94.8 7:1.9879 8:24 9:666 10:20.2 11:43.06 12:23.98
14.90 1:6.28807 2:0.0 3:18.1 4:0.74 5:6.341 6:96.4 7:2.072 8:24 9:666 10:20.2 11:318.01 12:17.79
12.60 1:9.92485 2:0.0 3:18.1 4:0.74 5:6.251 6:96.6 7:2.198 8:24 9:666 10:20.2 11:388.52 12:16.44
14.10 1:9.32909 2:0.0 3:18.1 4:0.713 5:6.185 6:98.7 7:2.2616 8:24 9:666 10:20.2 11:396.9 12:18.13
13.00 1:7.52601 2:0.0 3:18.1 4:0.713 5:6.417 6:98.3 7:2.185 8:24 9:666 10:20.2 11:304.21 12:19.31
13.40 1:6.71772 2:0.0 3:18.1 4:0.713 5:6.749 6:92.6 7:2.3236 8:24 9:666 10:20.2 11:0.32 12:17.44
15.20 1:5.44114 2:0.0 3:18.1 4:0.713 5:6.655 6:98.2 7:2.3552 8:24 9:666 10:20.2 11:355.29 12:17.73
16.10 1:5.09017 2:0.0 3:18.1 4:0.713 5:6.297 6:91.8 7:2.3682 8:24 9:666 10:20.2 11:385.09 12:17.27
17.80 1:8.24809 2:0.0 3:18.1 4:0.713 5:7.393 6:99.3 7:2.4527 8:24 9:666 10:20.2 11:375.87 12:16.74
14.90 1:9.51363 2:0.0 3:18.1 4:0.713 5:6.728 6:94.1 7:2.4961 8:24 9:666 10:20.2 11:6.68 12:18.71
14.10 1:4.75237 2:0.0 3:18.1 4:0.713 5:6.525 6:86.5 7:2.4358 8:24 9:666 10:20.2 11:50.92 12:18.13
12.70 1:4.66883 2:0.0 3:18.1 4:0.713 5:5.976 6:87.9 7:2.5806 8:24 9:666 10:20.2 11:10.48 12:19.01
13.50 1:8.20058 2:0.0 3:18.1 4:0.713 5:5.936 6:80.3 7:2.7792 8:24 9:666 10:20.2 11:3.5 12:16.94
14.90 1:7.75223 2:0.0 3:18.1 4:0.713 5:6.301 6:83.7 7:2.7831 8:24 9:666 10:20.2 11:272.21 12:16.23
20.00 1:6.80117 2:0.0 3:18.1 4:0.713 5:6.081 6:84.4 7:2.7175 8:24 9:666 10:20.2 11:396.9 12:14.7
16.40 1:4.81213 2:0.0 3:18.1 4:0.713 5:6.701 6:90.0 7:2.5975 8:24 9:666 10:20.2 11:255.23 12:16.42
17.70 1:3.69311 2:0.0 3:18.1 4:0.713 5:6.376 6:88.4 7:2.5671 8:24 9:666 10:20.2 11:391.43 12:14.65
19.50 1:6.65492 2:0.0 3:18.1 4:0.713 5:6.317 6:83.0 7:2.7344 8:24 9:666 10:20.2 11:396.9 12:13.99
20.20 1:5.82115 2:0.0 3:18.1 4:0.713 5:6.513 6:89.9 7:2.8016 8:24 9:666 10:20.2 11:393.82 12:10.29
21.40 1:7.83932 2:0.0 3:18.1 4:0.655 5:6.209 6:65.4 7:2.9634 8:24 9:666 10:20.2 11:396.9 12:13.22
19.90 1:3.1636 2:0.0 3:18.1 4:0.655 5:5.759 6:48.2 7:3.0665 8:24 9:666 10:20.2 11:334.4 12:14.13
19.00 1:3.77498 2:0.0 3:18.1 4:0.655 5:5.952 6:84.7 7:2.8715 8:24 9:666 10:20.2 11:22.01 12:17.15
19.10 1:4.42228 2:0.0 3:18.1 4:0.584 5:6.003 6:94.5 7:2.5403 8:24 9:666 10:20.2 11:331.29 12:21.32
19.10 1:15.5757 2:0.0 3:18.1 4:0.58 5:5.926 6:71.0 7:2.9084 8:24 9:666 10:20.2 11:368.74 12:18.13
20.10 1:13.0751 2:0.0 3:18.1 4:0.58 5:5.713 6:56.7 7:2.8237 8:24 9:666 10:20.2 11:396.9 12:14.76
19.90 1:4.34879 2:0.0 3:18.1 4:0.58 5:6.167 6:84.0 7:3.0334 8:24 9:666 10:20.2 11:396.9 12:16.29
19.60 1:4.03841 2:0.0 3:18.1 4:0.532 5:6.229 6:90.7 7:3.0993 8:24 9:666 10:20.2 11:395.33 12:12.87
23.20 1:3.56868 2:0.0 3:18.1 4:0.58 5:6.437 6:75.0 7:2.8965 8:24 9:666 10:20.2 11:393.37 12:14.36
29.80 1:4.64689 2:0.0 3:18.1 4:0.614 5:6.98 6:67.6 7:2.5329 8:24 9:666 10:20.2 11:374.68 12:11.66
13.80 1:8.05579 2:0.0 3:18.1 4:0.584 5:5.427 6:95.4 7:2.4298 8:24 9:666 10:20.2 11:352.58 12:18.14
13.30 1:6.39312 2:0.0 3:18.1 4:0.584 5:6.162 6:97.4 7:2.206 8:24 9:666 10:20.2 11:302.76 12:24.1
16.70 1:4.87141 2:0.0 3:18.1 4:0.614 5:6.484 6:93.6 7:2.3053 8:24 9:666 10:20.2 11:396.21 12:18.68
12.00 1:15.0234 2:0.0 3:18.1 4:0.614 5:5.304 6:97.3 7:2.1007 8:24 9:666 10:20.2 11:349.48 12:24.91
14.60 1:10.233 2:0.0 3:18.1 4:0.614 5:6.185 6:96.7 7:2.1705 8:24 9:666 10:20.2 11:379.7 12:18.03
21.40 1:14.3337 2:0.0 3:18.1 4:0.614 5:6.229 6:88.0 7:1.9512 8:24 9:666 10:20.2 11:383.32 12:13.11
23.00 1:5.82401 2:0.0 3:18.1 4:0.532 5:6.242 6:64.7 7:3.4242 8:24 9:666 10:20.2 11:396.9 12:10.74
23.70 1:5.70818 2:0.0 3:18.1 4:0.532 5:6.75 6:74.9 7:3.3317 8:24 9:666 10:20.2 11:393.07 12:7.74
25.00 1:5.73116 2:0.0 3:18.1 4:0.532 5:7.061 6:77.0 7:3.4106 8:24 9:666 10:20.2 11:395.28 12:7.01
21.80 1:2.81838 2:0.0 3:18.1 4:0.532 5:5.762 6:40.3 7:4.0983 8:24 9:666 10:20.2 11:392.92 12:10.42
20.60 1:2.37857 2:0.0 3:18.1 4:0.583 5:5.871 6:41.9 7:3.724 8:24 9:666 10:20.2 11:370.73 12:13.34
21.20 1:3.67367 2:0.0 3:18.1 4:0.583 5:6.312 6:51.9 7:3.9917 8:24 9:666 10:20.2 11:388.62 12:10.58
19.10 1:5.69175 2:0.0 3:18.1 4:0.583 5:6.114 6:79.8 7:3.5459 8:24 9:666 10:20.2 11:392.68 12:14.98
20.60 1:4.83567 2:0.0 3:18.1 4:0.583 5:5.905 6:53.2 7:3.1523 8:24 9:666 10:20.2 11:388.22 12:11.45
15.20 1:0.15086 2:0.0 3:27.74 4:0.609 5:5.454 6:92.7 7:1.8209 8:4 9:711 10:20.1 11:395.09 12:18.06
7.00 1:0.18337 2:0.0 3:27.74 4:0.609 5:5.414 6:98.3 7:1.7554 8:4 9:711 10:20.1 11:344.05 12:23.97
8.10 1:0.20746 2:0.0 3:27.74 4:0.609 5:5.093 6:98.0 7:1.8226 8:4 9:711 10:20.1 11:318.43 12:29.68
13.60 1:0.10574 2:0.0 3:27.74 4:0.609 5:5.983 6:98.8 7:1.8681 8:4 9:711 10:20.1 11:390.11 12:18.07
20.10 1:0.11132 2:0.0 3:27.74 4:0.609 5:5.983 6:83.5 7:2.1099 8:4 9:711 10:20.1 11:396.9 12:13.35
21.80 1:0.17331 2:0.0 3:9.69 4:0.585 5:5.707 6:54.0 7:2.3817 8:6 9:391 10:19.2 11:396.9 12:12.01
24.50 1:0.27957 2:0.0 3:9.69 4:0.585 5:5.926 6:42.6 7:2.3817 8:6 9:391 10:19.2 11:396.9 12:13.59
23.10 1:0.17899 2:0.0 3:9.69 4:0.585 5:5.67 6:28.8 7:2.7986 8:6 9:391 10:19.2 11:393.29 12:17.6
19.70 1:0.2896 2:0.0 3:9.69 4:0.585 5:5.39 6:72.9 7:2.7986 8:6 9:391 10:19.2 11:396.9 12:21.14
18.30 1:0.26838 2:0.0 3:9.69 4:0.585 5:5.794 6:70.6 7:2.8927 8:6 9:391 10:19.2 11:396.9 12:14.1
21.20 1:0.23912 2:0.0 3:9.69 4:0.585 5:6.019 6:65.3 7:2.4091 8:6 9:391 10:19.2 11:396.9 12:12.92
17.50 1:0.17783 2:0.0 3:9.69 4:0.585 5:5.569 6:73.5 7:2.3999 8:6 9:391 10:19.2 11:395.77 12:15.1
16.80 1:0.22438 2:0.0 3:9.69 4:0.585 5:6.027 6:79.7 7:2.4982 8:6 9:391 10:19.2 11:396.9 12:14.33
22.40 1:0.06263 2:0.0 3:11.93 4:0.573 5:6.593 6:69.1 7:2.4786 8:1 9:273 10:21 11:391.99 12:9.67
20.60 1:0.04527 2:0.0 3:11.93 4:0.573 5:6.12 6:76.7 7:2.2875 8:1 9:273 10:21 11:396.9 12:9.08
23.90 1:0.06076 2:0.0 3:11.93 4:0.573 5:6.976 6:91.0 7:2.1675 8:1 9:273 10:21 11:396.9 12:5.64
22.00 1:0.10959 2:0.0 3:11.93 4:0.573 5:6.794 6:89.3 7:2.3889 8:1 9:273 10:21 11:393.45 12:6.48
11.90 1:0.04741 2:0.0 3:11.93 4:0.573 5:6.03 6:80.8 7:2.505 8:1 9:273 10:21 11:396.9 12:7.88
bdtl-1.0.1/sandbox/bostonHous/housing.raw 0000644 0000764 0000764 00000137672 12122405072 020243 0 ustar melamed melamed 0.00632 18.00 2.310 0 0.5380 6.5750 65.20 4.0900 1 296.0 15.30 396.90 4.98 24.00
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0.03237 0.00 2.180 0 0.4580 6.9980 45.80 6.0622 3 222.0 18.70 394.63 2.94 33.40
0.06905 0.00 2.180 0 0.4580 7.1470 54.20 6.0622 3 222.0 18.70 396.90 5.33 36.20
0.02985 0.00 2.180 0 0.4580 6.4300 58.70 6.0622 3 222.0 18.70 394.12 5.21 28.70
0.08829 12.50 7.870 0 0.5240 6.0120 66.60 5.5605 5 311.0 15.20 395.60 12.43 22.90
0.14455 12.50 7.870 0 0.5240 6.1720 96.10 5.9505 5 311.0 15.20 396.90 19.15 27.10
0.21124 12.50 7.870 0 0.5240 5.6310 100.00 6.0821 5 311.0 15.20 386.63 29.93 16.50
0.17004 12.50 7.870 0 0.5240 6.0040 85.90 6.5921 5 311.0 15.20 386.71 17.10 18.90
0.22489 12.50 7.870 0 0.5240 6.3770 94.30 6.3467 5 311.0 15.20 392.52 20.45 15.00
0.11747 12.50 7.870 0 0.5240 6.0090 82.90 6.2267 5 311.0 15.20 396.90 13.27 18.90
0.09378 12.50 7.870 0 0.5240 5.8890 39.00 5.4509 5 311.0 15.20 390.50 15.71 21.70
0.62976 0.00 8.140 0 0.5380 5.9490 61.80 4.7075 4 307.0 21.00 396.90 8.26 20.40
0.63796 0.00 8.140 0 0.5380 6.0960 84.50 4.4619 4 307.0 21.00 380.02 10.26 18.20
0.62739 0.00 8.140 0 0.5380 5.8340 56.50 4.4986 4 307.0 21.00 395.62 8.47 19.90
1.05393 0.00 8.140 0 0.5380 5.9350 29.30 4.4986 4 307.0 21.00 386.85 6.58 23.10
0.78420 0.00 8.140 0 0.5380 5.9900 81.70 4.2579 4 307.0 21.00 386.75 14.67 17.50
0.80271 0.00 8.140 0 0.5380 5.4560 36.60 3.7965 4 307.0 21.00 288.99 11.69 20.20
0.72580 0.00 8.140 0 0.5380 5.7270 69.50 3.7965 4 307.0 21.00 390.95 11.28 18.20
1.25179 0.00 8.140 0 0.5380 5.5700 98.10 3.7979 4 307.0 21.00 376.57 21.02 13.60
0.85204 0.00 8.140 0 0.5380 5.9650 89.20 4.0123 4 307.0 21.00 392.53 13.83 19.60
1.23247 0.00 8.140 0 0.5380 6.1420 91.70 3.9769 4 307.0 21.00 396.90 18.72 15.20
0.98843 0.00 8.140 0 0.5380 5.8130 100.00 4.0952 4 307.0 21.00 394.54 19.88 14.50
0.75026 0.00 8.140 0 0.5380 5.9240 94.10 4.3996 4 307.0 21.00 394.33 16.30 15.60
0.84054 0.00 8.140 0 0.5380 5.5990 85.70 4.4546 4 307.0 21.00 303.42 16.51 13.90
0.67191 0.00 8.140 0 0.5380 5.8130 90.30 4.6820 4 307.0 21.00 376.88 14.81 16.60
0.95577 0.00 8.140 0 0.5380 6.0470 88.80 4.4534 4 307.0 21.00 306.38 17.28 14.80
0.77299 0.00 8.140 0 0.5380 6.4950 94.40 4.4547 4 307.0 21.00 387.94 12.80 18.40
1.00245 0.00 8.140 0 0.5380 6.6740 87.30 4.2390 4 307.0 21.00 380.23 11.98 21.00
1.13081 0.00 8.140 0 0.5380 5.7130 94.10 4.2330 4 307.0 21.00 360.17 22.60 12.70
1.35472 0.00 8.140 0 0.5380 6.0720 100.00 4.1750 4 307.0 21.00 376.73 13.04 14.50
1.38799 0.00 8.140 0 0.5380 5.9500 82.00 3.9900 4 307.0 21.00 232.60 27.71 13.20
1.15172 0.00 8.140 0 0.5380 5.7010 95.00 3.7872 4 307.0 21.00 358.77 18.35 13.10
1.61282 0.00 8.140 0 0.5380 6.0960 96.90 3.7598 4 307.0 21.00 248.31 20.34 13.50
0.06417 0.00 5.960 0 0.4990 5.9330 68.20 3.3603 5 279.0 19.20 396.90 9.68 18.90
0.09744 0.00 5.960 0 0.4990 5.8410 61.40 3.3779 5 279.0 19.20 377.56 11.41 20.00
0.08014 0.00 5.960 0 0.4990 5.8500 41.50 3.9342 5 279.0 19.20 396.90 8.77 21.00
0.17505 0.00 5.960 0 0.4990 5.9660 30.20 3.8473 5 279.0 19.20 393.43 10.13 24.70
0.02763 75.00 2.950 0 0.4280 6.5950 21.80 5.4011 3 252.0 18.30 395.63 4.32 30.80
0.03359 75.00 2.950 0 0.4280 7.0240 15.80 5.4011 3 252.0 18.30 395.62 1.98 34.90
0.12744 0.00 6.910 0 0.4480 6.7700 2.90 5.7209 3 233.0 17.90 385.41 4.84 26.60
0.14150 0.00 6.910 0 0.4480 6.1690 6.60 5.7209 3 233.0 17.90 383.37 5.81 25.30
0.15936 0.00 6.910 0 0.4480 6.2110 6.50 5.7209 3 233.0 17.90 394.46 7.44 24.70
0.12269 0.00 6.910 0 0.4480 6.0690 40.00 5.7209 3 233.0 17.90 389.39 9.55 21.20
0.17142 0.00 6.910 0 0.4480 5.6820 33.80 5.1004 3 233.0 17.90 396.90 10.21 19.30
0.18836 0.00 6.910 0 0.4480 5.7860 33.30 5.1004 3 233.0 17.90 396.90 14.15 20.00
0.22927 0.00 6.910 0 0.4480 6.0300 85.50 5.6894 3 233.0 17.90 392.74 18.80 16.60
0.25387 0.00 6.910 0 0.4480 5.3990 95.30 5.8700 3 233.0 17.90 396.90 30.81 14.40
0.21977 0.00 6.910 0 0.4480 5.6020 62.00 6.0877 3 233.0 17.90 396.90 16.20 19.40
0.08873 21.00 5.640 0 0.4390 5.9630 45.70 6.8147 4 243.0 16.80 395.56 13.45 19.70
0.04337 21.00 5.640 0 0.4390 6.1150 63.00 6.8147 4 243.0 16.80 393.97 9.43 20.50
0.05360 21.00 5.640 0 0.4390 6.5110 21.10 6.8147 4 243.0 16.80 396.90 5.28 25.00
0.04981 21.00 5.640 0 0.4390 5.9980 21.40 6.8147 4 243.0 16.80 396.90 8.43 23.40
0.01360 75.00 4.000 0 0.4100 5.8880 47.60 7.3197 3 469.0 21.10 396.90 14.80 18.90
0.01311 90.00 1.220 0 0.4030 7.2490 21.90 8.6966 5 226.0 17.90 395.93 4.81 35.40
0.02055 85.00 0.740 0 0.4100 6.3830 35.70 9.1876 2 313.0 17.30 396.90 5.77 24.70
0.01432 100.00 1.320 0 0.4110 6.8160 40.50 8.3248 5 256.0 15.10 392.90 3.95 31.60
0.15445 25.00 5.130 0 0.4530 6.1450 29.20 7.8148 8 284.0 19.70 390.68 6.86 23.30
0.10328 25.00 5.130 0 0.4530 5.9270 47.20 6.9320 8 284.0 19.70 396.90 9.22 19.60
0.14932 25.00 5.130 0 0.4530 5.7410 66.20 7.2254 8 284.0 19.70 395.11 13.15 18.70
0.17171 25.00 5.130 0 0.4530 5.9660 93.40 6.8185 8 284.0 19.70 378.08 14.44 16.00
0.11027 25.00 5.130 0 0.4530 6.4560 67.80 7.2255 8 284.0 19.70 396.90 6.73 22.20
0.12650 25.00 5.130 0 0.4530 6.7620 43.40 7.9809 8 284.0 19.70 395.58 9.50 25.00
0.01951 17.50 1.380 0 0.4161 7.1040 59.50 9.2229 3 216.0 18.60 393.24 8.05 33.00
0.03584 80.00 3.370 0 0.3980 6.2900 17.80 6.6115 4 337.0 16.10 396.90 4.67 23.50
0.04379 80.00 3.370 0 0.3980 5.7870 31.10 6.6115 4 337.0 16.10 396.90 10.24 19.40
0.05789 12.50 6.070 0 0.4090 5.8780 21.40 6.4980 4 345.0 18.90 396.21 8.10 22.00
0.13554 12.50 6.070 0 0.4090 5.5940 36.80 6.4980 4 345.0 18.90 396.90 13.09 17.40
0.12816 12.50 6.070 0 0.4090 5.8850 33.00 6.4980 4 345.0 18.90 396.90 8.79 20.90
0.08826 0.00 10.810 0 0.4130 6.4170 6.60 5.2873 4 305.0 19.20 383.73 6.72 24.20
0.15876 0.00 10.810 0 0.4130 5.9610 17.50 5.2873 4 305.0 19.20 376.94 9.88 21.70
0.09164 0.00 10.810 0 0.4130 6.0650 7.80 5.2873 4 305.0 19.20 390.91 5.52 22.80
0.19539 0.00 10.810 0 0.4130 6.2450 6.20 5.2873 4 305.0 19.20 377.17 7.54 23.40
0.07896 0.00 12.830 0 0.4370 6.2730 6.00 4.2515 5 398.0 18.70 394.92 6.78 24.10
0.09512 0.00 12.830 0 0.4370 6.2860 45.00 4.5026 5 398.0 18.70 383.23 8.94 21.40
0.10153 0.00 12.830 0 0.4370 6.2790 74.50 4.0522 5 398.0 18.70 373.66 11.97 20.00
0.08707 0.00 12.830 0 0.4370 6.1400 45.80 4.0905 5 398.0 18.70 386.96 10.27 20.80
0.05646 0.00 12.830 0 0.4370 6.2320 53.70 5.0141 5 398.0 18.70 386.40 12.34 21.20
0.08387 0.00 12.830 0 0.4370 5.8740 36.60 4.5026 5 398.0 18.70 396.06 9.10 20.30
0.04113 25.00 4.860 0 0.4260 6.7270 33.50 5.4007 4 281.0 19.00 396.90 5.29 28.00
0.04462 25.00 4.860 0 0.4260 6.6190 70.40 5.4007 4 281.0 19.00 395.63 7.22 23.90
0.03659 25.00 4.860 0 0.4260 6.3020 32.20 5.4007 4 281.0 19.00 396.90 6.72 24.80
0.03551 25.00 4.860 0 0.4260 6.1670 46.70 5.4007 4 281.0 19.00 390.64 7.51 22.90
0.05059 0.00 4.490 0 0.4490 6.3890 48.00 4.7794 3 247.0 18.50 396.90 9.62 23.90
0.05735 0.00 4.490 0 0.4490 6.6300 56.10 4.4377 3 247.0 18.50 392.30 6.53 26.60
0.05188 0.00 4.490 0 0.4490 6.0150 45.10 4.4272 3 247.0 18.50 395.99 12.86 22.50
0.07151 0.00 4.490 0 0.4490 6.1210 56.80 3.7476 3 247.0 18.50 395.15 8.44 22.20
0.05660 0.00 3.410 0 0.4890 7.0070 86.30 3.4217 2 270.0 17.80 396.90 5.50 23.60
0.05302 0.00 3.410 0 0.4890 7.0790 63.10 3.4145 2 270.0 17.80 396.06 5.70 28.70
0.04684 0.00 3.410 0 0.4890 6.4170 66.10 3.0923 2 270.0 17.80 392.18 8.81 22.60
0.03932 0.00 3.410 0 0.4890 6.4050 73.90 3.0921 2 270.0 17.80 393.55 8.20 22.00
0.04203 28.00 15.040 0 0.4640 6.4420 53.60 3.6659 4 270.0 18.20 395.01 8.16 22.90
0.02875 28.00 15.040 0 0.4640 6.2110 28.90 3.6659 4 270.0 18.20 396.33 6.21 25.00
0.04294 28.00 15.040 0 0.4640 6.2490 77.30 3.6150 4 270.0 18.20 396.90 10.59 20.60
0.12204 0.00 2.890 0 0.4450 6.6250 57.80 3.4952 2 276.0 18.00 357.98 6.65 28.40
0.11504 0.00 2.890 0 0.4450 6.1630 69.60 3.4952 2 276.0 18.00 391.83 11.34 21.40
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0.08187 0.00 2.890 0 0.4450 7.8200 36.90 3.4952 2 276.0 18.00 393.53 3.57 43.80
0.06860 0.00 2.890 0 0.4450 7.4160 62.50 3.4952 2 276.0 18.00 396.90 6.19 33.20
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0.17134 0.00 10.010 0 0.5470 5.9280 88.20 2.4631 6 432.0 17.80 344.91 15.76 18.30
0.13158 0.00 10.010 0 0.5470 6.1760 72.50 2.7301 6 432.0 17.80 393.30 12.04 21.20
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0.13058 0.00 10.010 0 0.5470 5.8720 73.10 2.4775 6 432.0 17.80 338.63 15.37 20.40
0.14476 0.00 10.010 0 0.5470 5.7310 65.20 2.7592 6 432.0 17.80 391.50 13.61 19.30
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0.09849 0.00 25.650 0 0.5810 5.8790 95.80 2.0063 2 188.0 19.10 379.38 17.58 18.80
0.16902 0.00 25.650 0 0.5810 5.9860 88.40 1.9929 2 188.0 19.10 385.02 14.81 21.40
0.38735 0.00 25.650 0 0.5810 5.6130 95.60 1.7572 2 188.0 19.10 359.29 27.26 15.70
0.25915 0.00 21.890 0 0.6240 5.6930 96.00 1.7883 4 437.0 21.20 392.11 17.19 16.20
0.32543 0.00 21.890 0 0.6240 6.4310 98.80 1.8125 4 437.0 21.20 396.90 15.39 18.00
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1.19294 0.00 21.890 0 0.6240 6.3260 97.70 2.2710 4 437.0 21.20 396.90 12.26 19.60
0.59005 0.00 21.890 0 0.6240 6.3720 97.90 2.3274 4 437.0 21.20 385.76 11.12 23.00
0.32982 0.00 21.890 0 0.6240 5.8220 95.40 2.4699 4 437.0 21.20 388.69 15.03 18.40
0.97617 0.00 21.890 0 0.6240 5.7570 98.40 2.3460 4 437.0 21.20 262.76 17.31 15.60
0.55778 0.00 21.890 0 0.6240 6.3350 98.20 2.1107 4 437.0 21.20 394.67 16.96 18.10
0.32264 0.00 21.890 0 0.6240 5.9420 93.50 1.9669 4 437.0 21.20 378.25 16.90 17.40
0.35233 0.00 21.890 0 0.6240 6.4540 98.40 1.8498 4 437.0 21.20 394.08 14.59 17.10
0.24980 0.00 21.890 0 0.6240 5.8570 98.20 1.6686 4 437.0 21.20 392.04 21.32 13.30
0.54452 0.00 21.890 0 0.6240 6.1510 97.90 1.6687 4 437.0 21.20 396.90 18.46 17.80
0.29090 0.00 21.890 0 0.6240 6.1740 93.60 1.6119 4 437.0 21.20 388.08 24.16 14.00
1.62864 0.00 21.890 0 0.6240 5.0190 100.00 1.4394 4 437.0 21.20 396.90 34.41 14.40
3.32105 0.00 19.580 1 0.8710 5.4030 100.00 1.3216 5 403.0 14.70 396.90 26.82 13.40
4.09740 0.00 19.580 0 0.8710 5.4680 100.00 1.4118 5 403.0 14.70 396.90 26.42 15.60
2.77974 0.00 19.580 0 0.8710 4.9030 97.80 1.3459 5 403.0 14.70 396.90 29.29 11.80
2.37934 0.00 19.580 0 0.8710 6.1300 100.00 1.4191 5 403.0 14.70 172.91 27.80 13.80
2.15505 0.00 19.580 0 0.8710 5.6280 100.00 1.5166 5 403.0 14.70 169.27 16.65 15.60
2.36862 0.00 19.580 0 0.8710 4.9260 95.70 1.4608 5 403.0 14.70 391.71 29.53 14.60
2.33099 0.00 19.580 0 0.8710 5.1860 93.80 1.5296 5 403.0 14.70 356.99 28.32 17.80
2.73397 0.00 19.580 0 0.8710 5.5970 94.90 1.5257 5 403.0 14.70 351.85 21.45 15.40
1.65660 0.00 19.580 0 0.8710 6.1220 97.30 1.6180 5 403.0 14.70 372.80 14.10 21.50
1.49632 0.00 19.580 0 0.8710 5.4040 100.00 1.5916 5 403.0 14.70 341.60 13.28 19.60
1.12658 0.00 19.580 1 0.8710 5.0120 88.00 1.6102 5 403.0 14.70 343.28 12.12 15.30
2.14918 0.00 19.580 0 0.8710 5.7090 98.50 1.6232 5 403.0 14.70 261.95 15.79 19.40
1.41385 0.00 19.580 1 0.8710 6.1290 96.00 1.7494 5 403.0 14.70 321.02 15.12 17.00
3.53501 0.00 19.580 1 0.8710 6.1520 82.60 1.7455 5 403.0 14.70 88.01 15.02 15.60
2.44668 0.00 19.580 0 0.8710 5.2720 94.00 1.7364 5 403.0 14.70 88.63 16.14 13.10
1.22358 0.00 19.580 0 0.6050 6.9430 97.40 1.8773 5 403.0 14.70 363.43 4.59 41.30
1.34284 0.00 19.580 0 0.6050 6.0660 100.00 1.7573 5 403.0 14.70 353.89 6.43 24.30
1.42502 0.00 19.580 0 0.8710 6.5100 100.00 1.7659 5 403.0 14.70 364.31 7.39 23.30
1.27346 0.00 19.580 1 0.6050 6.2500 92.60 1.7984 5 403.0 14.70 338.92 5.50 27.00
1.46336 0.00 19.580 0 0.6050 7.4890 90.80 1.9709 5 403.0 14.70 374.43 1.73 50.00
1.83377 0.00 19.580 1 0.6050 7.8020 98.20 2.0407 5 403.0 14.70 389.61 1.92 50.00
1.51902 0.00 19.580 1 0.6050 8.3750 93.90 2.1620 5 403.0 14.70 388.45 3.32 50.00
2.24236 0.00 19.580 0 0.6050 5.8540 91.80 2.4220 5 403.0 14.70 395.11 11.64 22.70
2.92400 0.00 19.580 0 0.6050 6.1010 93.00 2.2834 5 403.0 14.70 240.16 9.81 25.00
2.01019 0.00 19.580 0 0.6050 7.9290 96.20 2.0459 5 403.0 14.70 369.30 3.70 50.00
1.80028 0.00 19.580 0 0.6050 5.8770 79.20 2.4259 5 403.0 14.70 227.61 12.14 23.80
2.30040 0.00 19.580 0 0.6050 6.3190 96.10 2.1000 5 403.0 14.70 297.09 11.10 23.80
2.44953 0.00 19.580 0 0.6050 6.4020 95.20 2.2625 5 403.0 14.70 330.04 11.32 22.30
1.20742 0.00 19.580 0 0.6050 5.8750 94.60 2.4259 5 403.0 14.70 292.29 14.43 17.40
2.31390 0.00 19.580 0 0.6050 5.8800 97.30 2.3887 5 403.0 14.70 348.13 12.03 19.10
0.13914 0.00 4.050 0 0.5100 5.5720 88.50 2.5961 5 296.0 16.60 396.90 14.69 23.10
0.09178 0.00 4.050 0 0.5100 6.4160 84.10 2.6463 5 296.0 16.60 395.50 9.04 23.60
0.08447 0.00 4.050 0 0.5100 5.8590 68.70 2.7019 5 296.0 16.60 393.23 9.64 22.60
0.06664 0.00 4.050 0 0.5100 6.5460 33.10 3.1323 5 296.0 16.60 390.96 5.33 29.40
0.07022 0.00 4.050 0 0.5100 6.0200 47.20 3.5549 5 296.0 16.60 393.23 10.11 23.20
0.05425 0.00 4.050 0 0.5100 6.3150 73.40 3.3175 5 296.0 16.60 395.60 6.29 24.60
0.06642 0.00 4.050 0 0.5100 6.8600 74.40 2.9153 5 296.0 16.60 391.27 6.92 29.90
0.05780 0.00 2.460 0 0.4880 6.9800 58.40 2.8290 3 193.0 17.80 396.90 5.04 37.20
0.06588 0.00 2.460 0 0.4880 7.7650 83.30 2.7410 3 193.0 17.80 395.56 7.56 39.80
0.06888 0.00 2.460 0 0.4880 6.1440 62.20 2.5979 3 193.0 17.80 396.90 9.45 36.20
0.09103 0.00 2.460 0 0.4880 7.1550 92.20 2.7006 3 193.0 17.80 394.12 4.82 37.90
0.10008 0.00 2.460 0 0.4880 6.5630 95.60 2.8470 3 193.0 17.80 396.90 5.68 32.50
0.08308 0.00 2.460 0 0.4880 5.6040 89.80 2.9879 3 193.0 17.80 391.00 13.98 26.40
0.06047 0.00 2.460 0 0.4880 6.1530 68.80 3.2797 3 193.0 17.80 387.11 13.15 29.60
0.05602 0.00 2.460 0 0.4880 7.8310 53.60 3.1992 3 193.0 17.80 392.63 4.45 50.00
0.07875 45.00 3.440 0 0.4370 6.7820 41.10 3.7886 5 398.0 15.20 393.87 6.68 32.00
0.12579 45.00 3.440 0 0.4370 6.5560 29.10 4.5667 5 398.0 15.20 382.84 4.56 29.80
0.08370 45.00 3.440 0 0.4370 7.1850 38.90 4.5667 5 398.0 15.20 396.90 5.39 34.90
0.09068 45.00 3.440 0 0.4370 6.9510 21.50 6.4798 5 398.0 15.20 377.68 5.10 37.00
0.06911 45.00 3.440 0 0.4370 6.7390 30.80 6.4798 5 398.0 15.20 389.71 4.69 30.50
0.08664 45.00 3.440 0 0.4370 7.1780 26.30 6.4798 5 398.0 15.20 390.49 2.87 36.40
0.02187 60.00 2.930 0 0.4010 6.8000 9.90 6.2196 1 265.0 15.60 393.37 5.03 31.10
0.01439 60.00 2.930 0 0.4010 6.6040 18.80 6.2196 1 265.0 15.60 376.70 4.38 29.10
0.01381 80.00 0.460 0 0.4220 7.8750 32.00 5.6484 4 255.0 14.40 394.23 2.97 50.00
0.04011 80.00 1.520 0 0.4040 7.2870 34.10 7.3090 2 329.0 12.60 396.90 4.08 33.30
0.04666 80.00 1.520 0 0.4040 7.1070 36.60 7.3090 2 329.0 12.60 354.31 8.61 30.30
0.03768 80.00 1.520 0 0.4040 7.2740 38.30 7.3090 2 329.0 12.60 392.20 6.62 34.60
0.03150 95.00 1.470 0 0.4030 6.9750 15.30 7.6534 3 402.0 17.00 396.90 4.56 34.90
0.01778 95.00 1.470 0 0.4030 7.1350 13.90 7.6534 3 402.0 17.00 384.30 4.45 32.90
0.03445 82.50 2.030 0 0.4150 6.1620 38.40 6.2700 2 348.0 14.70 393.77 7.43 24.10
0.02177 82.50 2.030 0 0.4150 7.6100 15.70 6.2700 2 348.0 14.70 395.38 3.11 42.30
0.03510 95.00 2.680 0 0.4161 7.8530 33.20 5.1180 4 224.0 14.70 392.78 3.81 48.50
0.02009 95.00 2.680 0 0.4161 8.0340 31.90 5.1180 4 224.0 14.70 390.55 2.88 50.00
0.13642 0.00 10.590 0 0.4890 5.8910 22.30 3.9454 4 277.0 18.60 396.90 10.87 22.60
0.22969 0.00 10.590 0 0.4890 6.3260 52.50 4.3549 4 277.0 18.60 394.87 10.97 24.40
0.25199 0.00 10.590 0 0.4890 5.7830 72.70 4.3549 4 277.0 18.60 389.43 18.06 22.50
0.13587 0.00 10.590 1 0.4890 6.0640 59.10 4.2392 4 277.0 18.60 381.32 14.66 24.40
0.43571 0.00 10.590 1 0.4890 5.3440 100.00 3.8750 4 277.0 18.60 396.90 23.09 20.00
0.17446 0.00 10.590 1 0.4890 5.9600 92.10 3.8771 4 277.0 18.60 393.25 17.27 21.70
0.37578 0.00 10.590 1 0.4890 5.4040 88.60 3.6650 4 277.0 18.60 395.24 23.98 19.30
0.21719 0.00 10.590 1 0.4890 5.8070 53.80 3.6526 4 277.0 18.60 390.94 16.03 22.40
0.14052 0.00 10.590 0 0.4890 6.3750 32.30 3.9454 4 277.0 18.60 385.81 9.38 28.10
0.28955 0.00 10.590 0 0.4890 5.4120 9.80 3.5875 4 277.0 18.60 348.93 29.55 23.70
0.19802 0.00 10.590 0 0.4890 6.1820 42.40 3.9454 4 277.0 18.60 393.63 9.47 25.00
0.04560 0.00 13.890 1 0.5500 5.8880 56.00 3.1121 5 276.0 16.40 392.80 13.51 23.30
0.07013 0.00 13.890 0 0.5500 6.6420 85.10 3.4211 5 276.0 16.40 392.78 9.69 28.70
0.11069 0.00 13.890 1 0.5500 5.9510 93.80 2.8893 5 276.0 16.40 396.90 17.92 21.50
0.11425 0.00 13.890 1 0.5500 6.3730 92.40 3.3633 5 276.0 16.40 393.74 10.50 23.00
0.35809 0.00 6.200 1 0.5070 6.9510 88.50 2.8617 8 307.0 17.40 391.70 9.71 26.70
0.40771 0.00 6.200 1 0.5070 6.1640 91.30 3.0480 8 307.0 17.40 395.24 21.46 21.70
0.62356 0.00 6.200 1 0.5070 6.8790 77.70 3.2721 8 307.0 17.40 390.39 9.93 27.50
0.61470 0.00 6.200 0 0.5070 6.6180 80.80 3.2721 8 307.0 17.40 396.90 7.60 30.10
0.31533 0.00 6.200 0 0.5040 8.2660 78.30 2.8944 8 307.0 17.40 385.05 4.14 44.80
0.52693 0.00 6.200 0 0.5040 8.7250 83.00 2.8944 8 307.0 17.40 382.00 4.63 50.00
0.38214 0.00 6.200 0 0.5040 8.0400 86.50 3.2157 8 307.0 17.40 387.38 3.13 37.60
0.41238 0.00 6.200 0 0.5040 7.1630 79.90 3.2157 8 307.0 17.40 372.08 6.36 31.60
0.29819 0.00 6.200 0 0.5040 7.6860 17.00 3.3751 8 307.0 17.40 377.51 3.92 46.70
0.44178 0.00 6.200 0 0.5040 6.5520 21.40 3.3751 8 307.0 17.40 380.34 3.76 31.50
0.53700 0.00 6.200 0 0.5040 5.9810 68.10 3.6715 8 307.0 17.40 378.35 11.65 24.30
0.46296 0.00 6.200 0 0.5040 7.4120 76.90 3.6715 8 307.0 17.40 376.14 5.25 31.70
0.57529 0.00 6.200 0 0.5070 8.3370 73.30 3.8384 8 307.0 17.40 385.91 2.47 41.70
0.33147 0.00 6.200 0 0.5070 8.2470 70.40 3.6519 8 307.0 17.40 378.95 3.95 48.30
0.44791 0.00 6.200 1 0.5070 6.7260 66.50 3.6519 8 307.0 17.40 360.20 8.05 29.00
0.33045 0.00 6.200 0 0.5070 6.0860 61.50 3.6519 8 307.0 17.40 376.75 10.88 24.00
0.52058 0.00 6.200 1 0.5070 6.6310 76.50 4.1480 8 307.0 17.40 388.45 9.54 25.10
0.51183 0.00 6.200 0 0.5070 7.3580 71.60 4.1480 8 307.0 17.40 390.07 4.73 31.50
0.08244 30.00 4.930 0 0.4280 6.4810 18.50 6.1899 6 300.0 16.60 379.41 6.36 23.70
0.09252 30.00 4.930 0 0.4280 6.6060 42.20 6.1899 6 300.0 16.60 383.78 7.37 23.30
0.11329 30.00 4.930 0 0.4280 6.8970 54.30 6.3361 6 300.0 16.60 391.25 11.38 22.00
0.10612 30.00 4.930 0 0.4280 6.0950 65.10 6.3361 6 300.0 16.60 394.62 12.40 20.10
0.10290 30.00 4.930 0 0.4280 6.3580 52.90 7.0355 6 300.0 16.60 372.75 11.22 22.20
0.12757 30.00 4.930 0 0.4280 6.3930 7.80 7.0355 6 300.0 16.60 374.71 5.19 23.70
0.20608 22.00 5.860 0 0.4310 5.5930 76.50 7.9549 7 330.0 19.10 372.49 12.50 17.60
0.19133 22.00 5.860 0 0.4310 5.6050 70.20 7.9549 7 330.0 19.10 389.13 18.46 18.50
0.33983 22.00 5.860 0 0.4310 6.1080 34.90 8.0555 7 330.0 19.10 390.18 9.16 24.30
0.19657 22.00 5.860 0 0.4310 6.2260 79.20 8.0555 7 330.0 19.10 376.14 10.15 20.50
0.16439 22.00 5.860 0 0.4310 6.4330 49.10 7.8265 7 330.0 19.10 374.71 9.52 24.50
0.19073 22.00 5.860 0 0.4310 6.7180 17.50 7.8265 7 330.0 19.10 393.74 6.56 26.20
0.14030 22.00 5.860 0 0.4310 6.4870 13.00 7.3967 7 330.0 19.10 396.28 5.90 24.40
0.21409 22.00 5.860 0 0.4310 6.4380 8.90 7.3967 7 330.0 19.10 377.07 3.59 24.80
0.08221 22.00 5.860 0 0.4310 6.9570 6.80 8.9067 7 330.0 19.10 386.09 3.53 29.60
0.36894 22.00 5.860 0 0.4310 8.2590 8.40 8.9067 7 330.0 19.10 396.90 3.54 42.80
0.04819 80.00 3.640 0 0.3920 6.1080 32.00 9.2203 1 315.0 16.40 392.89 6.57 21.90
0.03548 80.00 3.640 0 0.3920 5.8760 19.10 9.2203 1 315.0 16.40 395.18 9.25 20.90
0.01538 90.00 3.750 0 0.3940 7.4540 34.20 6.3361 3 244.0 15.90 386.34 3.11 44.00
0.61154 20.00 3.970 0 0.6470 8.7040 86.90 1.8010 5 264.0 13.00 389.70 5.12 50.00
0.66351 20.00 3.970 0 0.6470 7.3330 100.00 1.8946 5 264.0 13.00 383.29 7.79 36.00
0.65665 20.00 3.970 0 0.6470 6.8420 100.00 2.0107 5 264.0 13.00 391.93 6.90 30.10
0.54011 20.00 3.970 0 0.6470 7.2030 81.80 2.1121 5 264.0 13.00 392.80 9.59 33.80
0.53412 20.00 3.970 0 0.6470 7.5200 89.40 2.1398 5 264.0 13.00 388.37 7.26 43.10
0.52014 20.00 3.970 0 0.6470 8.3980 91.50 2.2885 5 264.0 13.00 386.86 5.91 48.80
0.82526 20.00 3.970 0 0.6470 7.3270 94.50 2.0788 5 264.0 13.00 393.42 11.25 31.00
0.55007 20.00 3.970 0 0.6470 7.2060 91.60 1.9301 5 264.0 13.00 387.89 8.10 36.50
0.76162 20.00 3.970 0 0.6470 5.5600 62.80 1.9865 5 264.0 13.00 392.40 10.45 22.80
0.78570 20.00 3.970 0 0.6470 7.0140 84.60 2.1329 5 264.0 13.00 384.07 14.79 30.70
0.57834 20.00 3.970 0 0.5750 8.2970 67.00 2.4216 5 264.0 13.00 384.54 7.44 50.00
0.54050 20.00 3.970 0 0.5750 7.4700 52.60 2.8720 5 264.0 13.00 390.30 3.16 43.50
0.09065 20.00 6.960 1 0.4640 5.9200 61.50 3.9175 3 223.0 18.60 391.34 13.65 20.70
0.29916 20.00 6.960 0 0.4640 5.8560 42.10 4.4290 3 223.0 18.60 388.65 13.00 21.10
0.16211 20.00 6.960 0 0.4640 6.2400 16.30 4.4290 3 223.0 18.60 396.90 6.59 25.20
0.11460 20.00 6.960 0 0.4640 6.5380 58.70 3.9175 3 223.0 18.60 394.96 7.73 24.40
0.22188 20.00 6.960 1 0.4640 7.6910 51.80 4.3665 3 223.0 18.60 390.77 6.58 35.20
0.05644 40.00 6.410 1 0.4470 6.7580 32.90 4.0776 4 254.0 17.60 396.90 3.53 32.40
0.09604 40.00 6.410 0 0.4470 6.8540 42.80 4.2673 4 254.0 17.60 396.90 2.98 32.00
0.10469 40.00 6.410 1 0.4470 7.2670 49.00 4.7872 4 254.0 17.60 389.25 6.05 33.20
0.06127 40.00 6.410 1 0.4470 6.8260 27.60 4.8628 4 254.0 17.60 393.45 4.16 33.10
0.07978 40.00 6.410 0 0.4470 6.4820 32.10 4.1403 4 254.0 17.60 396.90 7.19 29.10
0.21038 20.00 3.330 0 0.4429 6.8120 32.20 4.1007 5 216.0 14.90 396.90 4.85 35.10
0.03578 20.00 3.330 0 0.4429 7.8200 64.50 4.6947 5 216.0 14.90 387.31 3.76 45.40
0.03705 20.00 3.330 0 0.4429 6.9680 37.20 5.2447 5 216.0 14.90 392.23 4.59 35.40
0.06129 20.00 3.330 1 0.4429 7.6450 49.70 5.2119 5 216.0 14.90 377.07 3.01 46.00
0.01501 90.00 1.210 1 0.4010 7.9230 24.80 5.8850 1 198.0 13.60 395.52 3.16 50.00
0.00906 90.00 2.970 0 0.4000 7.0880 20.80 7.3073 1 285.0 15.30 394.72 7.85 32.20
0.01096 55.00 2.250 0 0.3890 6.4530 31.90 7.3073 1 300.0 15.30 394.72 8.23 22.00
0.01965 80.00 1.760 0 0.3850 6.2300 31.50 9.0892 1 241.0 18.20 341.60 12.93 20.10
0.03871 52.50 5.320 0 0.4050 6.2090 31.30 7.3172 6 293.0 16.60 396.90 7.14 23.20
0.04590 52.50 5.320 0 0.4050 6.3150 45.60 7.3172 6 293.0 16.60 396.90 7.60 22.30
0.04297 52.50 5.320 0 0.4050 6.5650 22.90 7.3172 6 293.0 16.60 371.72 9.51 24.80
0.03502 80.00 4.950 0 0.4110 6.8610 27.90 5.1167 4 245.0 19.20 396.90 3.33 28.50
0.07886 80.00 4.950 0 0.4110 7.1480 27.70 5.1167 4 245.0 19.20 396.90 3.56 37.30
0.03615 80.00 4.950 0 0.4110 6.6300 23.40 5.1167 4 245.0 19.20 396.90 4.70 27.90
0.08265 0.00 13.920 0 0.4370 6.1270 18.40 5.5027 4 289.0 16.00 396.90 8.58 23.90
0.08199 0.00 13.920 0 0.4370 6.0090 42.30 5.5027 4 289.0 16.00 396.90 10.40 21.70
0.12932 0.00 13.920 0 0.4370 6.6780 31.10 5.9604 4 289.0 16.00 396.90 6.27 28.60
0.05372 0.00 13.920 0 0.4370 6.5490 51.00 5.9604 4 289.0 16.00 392.85 7.39 27.10
0.14103 0.00 13.920 0 0.4370 5.7900 58.00 6.3200 4 289.0 16.00 396.90 15.84 20.30
0.06466 70.00 2.240 0 0.4000 6.3450 20.10 7.8278 5 358.0 14.80 368.24 4.97 22.50
0.05561 70.00 2.240 0 0.4000 7.0410 10.00 7.8278 5 358.0 14.80 371.58 4.74 29.00
0.04417 70.00 2.240 0 0.4000 6.8710 47.40 7.8278 5 358.0 14.80 390.86 6.07 24.80
0.03537 34.00 6.090 0 0.4330 6.5900 40.40 5.4917 7 329.0 16.10 395.75 9.50 22.00
0.09266 34.00 6.090 0 0.4330 6.4950 18.40 5.4917 7 329.0 16.10 383.61 8.67 26.40
0.10000 34.00 6.090 0 0.4330 6.9820 17.70 5.4917 7 329.0 16.10 390.43 4.86 33.10
0.05515 33.00 2.180 0 0.4720 7.2360 41.10 4.0220 7 222.0 18.40 393.68 6.93 36.10
0.05479 33.00 2.180 0 0.4720 6.6160 58.10 3.3700 7 222.0 18.40 393.36 8.93 28.40
0.07503 33.00 2.180 0 0.4720 7.4200 71.90 3.0992 7 222.0 18.40 396.90 6.47 33.40
0.04932 33.00 2.180 0 0.4720 6.8490 70.30 3.1827 7 222.0 18.40 396.90 7.53 28.20
0.49298 0.00 9.900 0 0.5440 6.6350 82.50 3.3175 4 304.0 18.40 396.90 4.54 22.80
0.34940 0.00 9.900 0 0.5440 5.9720 76.70 3.1025 4 304.0 18.40 396.24 9.97 20.30
2.63548 0.00 9.900 0 0.5440 4.9730 37.80 2.5194 4 304.0 18.40 350.45 12.64 16.10
0.79041 0.00 9.900 0 0.5440 6.1220 52.80 2.6403 4 304.0 18.40 396.90 5.98 22.10
0.26169 0.00 9.900 0 0.5440 6.0230 90.40 2.8340 4 304.0 18.40 396.30 11.72 19.40
0.26938 0.00 9.900 0 0.5440 6.2660 82.80 3.2628 4 304.0 18.40 393.39 7.90 21.60
0.36920 0.00 9.900 0 0.5440 6.5670 87.30 3.6023 4 304.0 18.40 395.69 9.28 23.80
0.25356 0.00 9.900 0 0.5440 5.7050 77.70 3.9450 4 304.0 18.40 396.42 11.50 16.20
0.31827 0.00 9.900 0 0.5440 5.9140 83.20 3.9986 4 304.0 18.40 390.70 18.33 17.80
0.24522 0.00 9.900 0 0.5440 5.7820 71.70 4.0317 4 304.0 18.40 396.90 15.94 19.80
0.40202 0.00 9.900 0 0.5440 6.3820 67.20 3.5325 4 304.0 18.40 395.21 10.36 23.10
0.47547 0.00 9.900 0 0.5440 6.1130 58.80 4.0019 4 304.0 18.40 396.23 12.73 21.00
0.16760 0.00 7.380 0 0.4930 6.4260 52.30 4.5404 5 287.0 19.60 396.90 7.20 23.80
0.18159 0.00 7.380 0 0.4930 6.3760 54.30 4.5404 5 287.0 19.60 396.90 6.87 23.10
0.35114 0.00 7.380 0 0.4930 6.0410 49.90 4.7211 5 287.0 19.60 396.90 7.70 20.40
0.28392 0.00 7.380 0 0.4930 5.7080 74.30 4.7211 5 287.0 19.60 391.13 11.74 18.50
0.34109 0.00 7.380 0 0.4930 6.4150 40.10 4.7211 5 287.0 19.60 396.90 6.12 25.00
0.19186 0.00 7.380 0 0.4930 6.4310 14.70 5.4159 5 287.0 19.60 393.68 5.08 24.60
0.30347 0.00 7.380 0 0.4930 6.3120 28.90 5.4159 5 287.0 19.60 396.90 6.15 23.00
0.24103 0.00 7.380 0 0.4930 6.0830 43.70 5.4159 5 287.0 19.60 396.90 12.79 22.20
0.06617 0.00 3.240 0 0.4600 5.8680 25.80 5.2146 4 430.0 16.90 382.44 9.97 19.30
0.06724 0.00 3.240 0 0.4600 6.3330 17.20 5.2146 4 430.0 16.90 375.21 7.34 22.60
0.04544 0.00 3.240 0 0.4600 6.1440 32.20 5.8736 4 430.0 16.90 368.57 9.09 19.80
0.05023 35.00 6.060 0 0.4379 5.7060 28.40 6.6407 1 304.0 16.90 394.02 12.43 17.10
0.03466 35.00 6.060 0 0.4379 6.0310 23.30 6.6407 1 304.0 16.90 362.25 7.83 19.40
0.05083 0.00 5.190 0 0.5150 6.3160 38.10 6.4584 5 224.0 20.20 389.71 5.68 22.20
0.03738 0.00 5.190 0 0.5150 6.3100 38.50 6.4584 5 224.0 20.20 389.40 6.75 20.70
0.03961 0.00 5.190 0 0.5150 6.0370 34.50 5.9853 5 224.0 20.20 396.90 8.01 21.10
0.03427 0.00 5.190 0 0.5150 5.8690 46.30 5.2311 5 224.0 20.20 396.90 9.80 19.50
0.03041 0.00 5.190 0 0.5150 5.8950 59.60 5.6150 5 224.0 20.20 394.81 10.56 18.50
0.03306 0.00 5.190 0 0.5150 6.0590 37.30 4.8122 5 224.0 20.20 396.14 8.51 20.60
0.05497 0.00 5.190 0 0.5150 5.9850 45.40 4.8122 5 224.0 20.20 396.90 9.74 19.00
0.06151 0.00 5.190 0 0.5150 5.9680 58.50 4.8122 5 224.0 20.20 396.90 9.29 18.70
0.01301 35.00 1.520 0 0.4420 7.2410 49.30 7.0379 1 284.0 15.50 394.74 5.49 32.70
0.02498 0.00 1.890 0 0.5180 6.5400 59.70 6.2669 1 422.0 15.90 389.96 8.65 16.50
0.02543 55.00 3.780 0 0.4840 6.6960 56.40 5.7321 5 370.0 17.60 396.90 7.18 23.90
0.03049 55.00 3.780 0 0.4840 6.8740 28.10 6.4654 5 370.0 17.60 387.97 4.61 31.20
0.03113 0.00 4.390 0 0.4420 6.0140 48.50 8.0136 3 352.0 18.80 385.64 10.53 17.50
0.06162 0.00 4.390 0 0.4420 5.8980 52.30 8.0136 3 352.0 18.80 364.61 12.67 17.20
0.01870 85.00 4.150 0 0.4290 6.5160 27.70 8.5353 4 351.0 17.90 392.43 6.36 23.10
0.01501 80.00 2.010 0 0.4350 6.6350 29.70 8.3440 4 280.0 17.00 390.94 5.99 24.50
0.02899 40.00 1.250 0 0.4290 6.9390 34.50 8.7921 1 335.0 19.70 389.85 5.89 26.60
0.06211 40.00 1.250 0 0.4290 6.4900 44.40 8.7921 1 335.0 19.70 396.90 5.98 22.90
0.07950 60.00 1.690 0 0.4110 6.5790 35.90 10.7103 4 411.0 18.30 370.78 5.49 24.10
0.07244 60.00 1.690 0 0.4110 5.8840 18.50 10.7103 4 411.0 18.30 392.33 7.79 18.60
0.01709 90.00 2.020 0 0.4100 6.7280 36.10 12.1265 5 187.0 17.00 384.46 4.50 30.10
0.04301 80.00 1.910 0 0.4130 5.6630 21.90 10.5857 4 334.0 22.00 382.80 8.05 18.20
0.10659 80.00 1.910 0 0.4130 5.9360 19.50 10.5857 4 334.0 22.00 376.04 5.57 20.60
8.98296 0.00 18.100 1 0.7700 6.2120 97.40 2.1222 24 666.0 20.20 377.73 17.60 17.80
3.84970 0.00 18.100 1 0.7700 6.3950 91.00 2.5052 24 666.0 20.20 391.34 13.27 21.70
5.20177 0.00 18.100 1 0.7700 6.1270 83.40 2.7227 24 666.0 20.20 395.43 11.48 22.70
4.26131 0.00 18.100 0 0.7700 6.1120 81.30 2.5091 24 666.0 20.20 390.74 12.67 22.60
4.54192 0.00 18.100 0 0.7700 6.3980 88.00 2.5182 24 666.0 20.20 374.56 7.79 25.00
3.83684 0.00 18.100 0 0.7700 6.2510 91.10 2.2955 24 666.0 20.20 350.65 14.19 19.90
3.67822 0.00 18.100 0 0.7700 5.3620 96.20 2.1036 24 666.0 20.20 380.79 10.19 20.80
4.22239 0.00 18.100 1 0.7700 5.8030 89.00 1.9047 24 666.0 20.20 353.04 14.64 16.80
3.47428 0.00 18.100 1 0.7180 8.7800 82.90 1.9047 24 666.0 20.20 354.55 5.29 21.90
4.55587 0.00 18.100 0 0.7180 3.5610 87.90 1.6132 24 666.0 20.20 354.70 7.12 27.50
3.69695 0.00 18.100 0 0.7180 4.9630 91.40 1.7523 24 666.0 20.20 316.03 14.00 21.90
13.52220 0.00 18.100 0 0.6310 3.8630 100.00 1.5106 24 666.0 20.20 131.42 13.33 23.10
4.89822 0.00 18.100 0 0.6310 4.9700 100.00 1.3325 24 666.0 20.20 375.52 3.26 50.00
5.66998 0.00 18.100 1 0.6310 6.6830 96.80 1.3567 24 666.0 20.20 375.33 3.73 50.00
6.53876 0.00 18.100 1 0.6310 7.0160 97.50 1.2024 24 666.0 20.20 392.05 2.96 50.00
9.23230 0.00 18.100 0 0.6310 6.2160 100.00 1.1691 24 666.0 20.20 366.15 9.53 50.00
8.26725 0.00 18.100 1 0.6680 5.8750 89.60 1.1296 24 666.0 20.20 347.88 8.88 50.00
11.10810 0.00 18.100 0 0.6680 4.9060 100.00 1.1742 24 666.0 20.20 396.90 34.77 13.80
18.49820 0.00 18.100 0 0.6680 4.1380 100.00 1.1370 24 666.0 20.20 396.90 37.97 13.80
19.60910 0.00 18.100 0 0.6710 7.3130 97.90 1.3163 24 666.0 20.20 396.90 13.44 15.00
15.28800 0.00 18.100 0 0.6710 6.6490 93.30 1.3449 24 666.0 20.20 363.02 23.24 13.90
9.82349 0.00 18.100 0 0.6710 6.7940 98.80 1.3580 24 666.0 20.20 396.90 21.24 13.30
23.64820 0.00 18.100 0 0.6710 6.3800 96.20 1.3861 24 666.0 20.20 396.90 23.69 13.10
17.86670 0.00 18.100 0 0.6710 6.2230 100.00 1.3861 24 666.0 20.20 393.74 21.78 10.20
88.97620 0.00 18.100 0 0.6710 6.9680 91.90 1.4165 24 666.0 20.20 396.90 17.21 10.40
15.87440 0.00 18.100 0 0.6710 6.5450 99.10 1.5192 24 666.0 20.20 396.90 21.08 10.90
9.18702 0.00 18.100 0 0.7000 5.5360 100.00 1.5804 24 666.0 20.20 396.90 23.60 11.30
7.99248 0.00 18.100 0 0.7000 5.5200 100.00 1.5331 24 666.0 20.20 396.90 24.56 12.30
20.08490 0.00 18.100 0 0.7000 4.3680 91.20 1.4395 24 666.0 20.20 285.83 30.63 8.80
16.81180 0.00 18.100 0 0.7000 5.2770 98.10 1.4261 24 666.0 20.20 396.90 30.81 7.20
24.39380 0.00 18.100 0 0.7000 4.6520 100.00 1.4672 24 666.0 20.20 396.90 28.28 10.50
22.59710 0.00 18.100 0 0.7000 5.0000 89.50 1.5184 24 666.0 20.20 396.90 31.99 7.40
14.33370 0.00 18.100 0 0.7000 4.8800 100.00 1.5895 24 666.0 20.20 372.92 30.62 10.20
8.15174 0.00 18.100 0 0.7000 5.3900 98.90 1.7281 24 666.0 20.20 396.90 20.85 11.50
6.96215 0.00 18.100 0 0.7000 5.7130 97.00 1.9265 24 666.0 20.20 394.43 17.11 15.10
5.29305 0.00 18.100 0 0.7000 6.0510 82.50 2.1678 24 666.0 20.20 378.38 18.76 23.20
11.57790 0.00 18.100 0 0.7000 5.0360 97.00 1.7700 24 666.0 20.20 396.90 25.68 9.70
8.64476 0.00 18.100 0 0.6930 6.1930 92.60 1.7912 24 666.0 20.20 396.90 15.17 13.80
13.35980 0.00 18.100 0 0.6930 5.8870 94.70 1.7821 24 666.0 20.20 396.90 16.35 12.70
8.71675 0.00 18.100 0 0.6930 6.4710 98.80 1.7257 24 666.0 20.20 391.98 17.12 13.10
5.87205 0.00 18.100 0 0.6930 6.4050 96.00 1.6768 24 666.0 20.20 396.90 19.37 12.50
7.67202 0.00 18.100 0 0.6930 5.7470 98.90 1.6334 24 666.0 20.20 393.10 19.92 8.50
38.35180 0.00 18.100 0 0.6930 5.4530 100.00 1.4896 24 666.0 20.20 396.90 30.59 5.00
9.91655 0.00 18.100 0 0.6930 5.8520 77.80 1.5004 24 666.0 20.20 338.16 29.97 6.30
25.04610 0.00 18.100 0 0.6930 5.9870 100.00 1.5888 24 666.0 20.20 396.90 26.77 5.60
14.23620 0.00 18.100 0 0.6930 6.3430 100.00 1.5741 24 666.0 20.20 396.90 20.32 7.20
9.59571 0.00 18.100 0 0.6930 6.4040 100.00 1.6390 24 666.0 20.20 376.11 20.31 12.10
24.80170 0.00 18.100 0 0.6930 5.3490 96.00 1.7028 24 666.0 20.20 396.90 19.77 8.30
41.52920 0.00 18.100 0 0.6930 5.5310 85.40 1.6074 24 666.0 20.20 329.46 27.38 8.50
67.92080 0.00 18.100 0 0.6930 5.6830 100.00 1.4254 24 666.0 20.20 384.97 22.98 5.00
20.71620 0.00 18.100 0 0.6590 4.1380 100.00 1.1781 24 666.0 20.20 370.22 23.34 11.90
11.95110 0.00 18.100 0 0.6590 5.6080 100.00 1.2852 24 666.0 20.20 332.09 12.13 27.90
7.40389 0.00 18.100 0 0.5970 5.6170 97.90 1.4547 24 666.0 20.20 314.64 26.40 17.20
14.43830 0.00 18.100 0 0.5970 6.8520 100.00 1.4655 24 666.0 20.20 179.36 19.78 27.50
51.13580 0.00 18.100 0 0.5970 5.7570 100.00 1.4130 24 666.0 20.20 2.60 10.11 15.00
14.05070 0.00 18.100 0 0.5970 6.6570 100.00 1.5275 24 666.0 20.20 35.05 21.22 17.20
18.81100 0.00 18.100 0 0.5970 4.6280 100.00 1.5539 24 666.0 20.20 28.79 34.37 17.90
28.65580 0.00 18.100 0 0.5970 5.1550 100.00 1.5894 24 666.0 20.20 210.97 20.08 16.30
45.74610 0.00 18.100 0 0.6930 4.5190 100.00 1.6582 24 666.0 20.20 88.27 36.98 7.00
18.08460 0.00 18.100 0 0.6790 6.4340 100.00 1.8347 24 666.0 20.20 27.25 29.05 7.20
10.83420 0.00 18.100 0 0.6790 6.7820 90.80 1.8195 24 666.0 20.20 21.57 25.79 7.50
25.94060 0.00 18.100 0 0.6790 5.3040 89.10 1.6475 24 666.0 20.20 127.36 26.64 10.40
73.53410 0.00 18.100 0 0.6790 5.9570 100.00 1.8026 24 666.0 20.20 16.45 20.62 8.80
11.81230 0.00 18.100 0 0.7180 6.8240 76.50 1.7940 24 666.0 20.20 48.45 22.74 8.40
11.08740 0.00 18.100 0 0.7180 6.4110 100.00 1.8589 24 666.0 20.20 318.75 15.02 16.70
7.02259 0.00 18.100 0 0.7180 6.0060 95.30 1.8746 24 666.0 20.20 319.98 15.70 14.20
12.04820 0.00 18.100 0 0.6140 5.6480 87.60 1.9512 24 666.0 20.20 291.55 14.10 20.80
7.05042 0.00 18.100 0 0.6140 6.1030 85.10 2.0218 24 666.0 20.20 2.52 23.29 13.40
8.79212 0.00 18.100 0 0.5840 5.5650 70.60 2.0635 24 666.0 20.20 3.65 17.16 11.70
15.86030 0.00 18.100 0 0.6790 5.8960 95.40 1.9096 24 666.0 20.20 7.68 24.39 8.30
12.24720 0.00 18.100 0 0.5840 5.8370 59.70 1.9976 24 666.0 20.20 24.65 15.69 10.20
37.66190 0.00 18.100 0 0.6790 6.2020 78.70 1.8629 24 666.0 20.20 18.82 14.52 10.90
7.36711 0.00 18.100 0 0.6790 6.1930 78.10 1.9356 24 666.0 20.20 96.73 21.52 11.00
9.33889 0.00 18.100 0 0.6790 6.3800 95.60 1.9682 24 666.0 20.20 60.72 24.08 9.50
8.49213 0.00 18.100 0 0.5840 6.3480 86.10 2.0527 24 666.0 20.20 83.45 17.64 14.50
10.06230 0.00 18.100 0 0.5840 6.8330 94.30 2.0882 24 666.0 20.20 81.33 19.69 14.10
6.44405 0.00 18.100 0 0.5840 6.4250 74.80 2.2004 24 666.0 20.20 97.95 12.03 16.10
5.58107 0.00 18.100 0 0.7130 6.4360 87.90 2.3158 24 666.0 20.20 100.19 16.22 14.30
13.91340 0.00 18.100 0 0.7130 6.2080 95.00 2.2222 24 666.0 20.20 100.63 15.17 11.70
11.16040 0.00 18.100 0 0.7400 6.6290 94.60 2.1247 24 666.0 20.20 109.85 23.27 13.40
14.42080 0.00 18.100 0 0.7400 6.4610 93.30 2.0026 24 666.0 20.20 27.49 18.05 9.60
15.17720 0.00 18.100 0 0.7400 6.1520 100.00 1.9142 24 666.0 20.20 9.32 26.45 8.70
13.67810 0.00 18.100 0 0.7400 5.9350 87.90 1.8206 24 666.0 20.20 68.95 34.02 8.40
9.39063 0.00 18.100 0 0.7400 5.6270 93.90 1.8172 24 666.0 20.20 396.90 22.88 12.80
22.05110 0.00 18.100 0 0.7400 5.8180 92.40 1.8662 24 666.0 20.20 391.45 22.11 10.50
9.72418 0.00 18.100 0 0.7400 6.4060 97.20 2.0651 24 666.0 20.20 385.96 19.52 17.10
5.66637 0.00 18.100 0 0.7400 6.2190 100.00 2.0048 24 666.0 20.20 395.69 16.59 18.40
9.96654 0.00 18.100 0 0.7400 6.4850 100.00 1.9784 24 666.0 20.20 386.73 18.85 15.40
12.80230 0.00 18.100 0 0.7400 5.8540 96.60 1.8956 24 666.0 20.20 240.52 23.79 10.80
10.67180 0.00 18.100 0 0.7400 6.4590 94.80 1.9879 24 666.0 20.20 43.06 23.98 11.80
6.28807 0.00 18.100 0 0.7400 6.3410 96.40 2.0720 24 666.0 20.20 318.01 17.79 14.90
9.92485 0.00 18.100 0 0.7400 6.2510 96.60 2.1980 24 666.0 20.20 388.52 16.44 12.60
9.32909 0.00 18.100 0 0.7130 6.1850 98.70 2.2616 24 666.0 20.20 396.90 18.13 14.10
7.52601 0.00 18.100 0 0.7130 6.4170 98.30 2.1850 24 666.0 20.20 304.21 19.31 13.00
6.71772 0.00 18.100 0 0.7130 6.7490 92.60 2.3236 24 666.0 20.20 0.32 17.44 13.40
5.44114 0.00 18.100 0 0.7130 6.6550 98.20 2.3552 24 666.0 20.20 355.29 17.73 15.20
5.09017 0.00 18.100 0 0.7130 6.2970 91.80 2.3682 24 666.0 20.20 385.09 17.27 16.10
8.24809 0.00 18.100 0 0.7130 7.3930 99.30 2.4527 24 666.0 20.20 375.87 16.74 17.80
9.51363 0.00 18.100 0 0.7130 6.7280 94.10 2.4961 24 666.0 20.20 6.68 18.71 14.90
4.75237 0.00 18.100 0 0.7130 6.5250 86.50 2.4358 24 666.0 20.20 50.92 18.13 14.10
4.66883 0.00 18.100 0 0.7130 5.9760 87.90 2.5806 24 666.0 20.20 10.48 19.01 12.70
8.20058 0.00 18.100 0 0.7130 5.9360 80.30 2.7792 24 666.0 20.20 3.50 16.94 13.50
7.75223 0.00 18.100 0 0.7130 6.3010 83.70 2.7831 24 666.0 20.20 272.21 16.23 14.90
6.80117 0.00 18.100 0 0.7130 6.0810 84.40 2.7175 24 666.0 20.20 396.90 14.70 20.00
4.81213 0.00 18.100 0 0.7130 6.7010 90.00 2.5975 24 666.0 20.20 255.23 16.42 16.40
3.69311 0.00 18.100 0 0.7130 6.3760 88.40 2.5671 24 666.0 20.20 391.43 14.65 17.70
6.65492 0.00 18.100 0 0.7130 6.3170 83.00 2.7344 24 666.0 20.20 396.90 13.99 19.50
5.82115 0.00 18.100 0 0.7130 6.5130 89.90 2.8016 24 666.0 20.20 393.82 10.29 20.20
7.83932 0.00 18.100 0 0.6550 6.2090 65.40 2.9634 24 666.0 20.20 396.90 13.22 21.40
3.16360 0.00 18.100 0 0.6550 5.7590 48.20 3.0665 24 666.0 20.20 334.40 14.13 19.90
3.77498 0.00 18.100 0 0.6550 5.9520 84.70 2.8715 24 666.0 20.20 22.01 17.15 19.00
4.42228 0.00 18.100 0 0.5840 6.0030 94.50 2.5403 24 666.0 20.20 331.29 21.32 19.10
15.57570 0.00 18.100 0 0.5800 5.9260 71.00 2.9084 24 666.0 20.20 368.74 18.13 19.10
13.07510 0.00 18.100 0 0.5800 5.7130 56.70 2.8237 24 666.0 20.20 396.90 14.76 20.10
4.34879 0.00 18.100 0 0.5800 6.1670 84.00 3.0334 24 666.0 20.20 396.90 16.29 19.90
4.03841 0.00 18.100 0 0.5320 6.2290 90.70 3.0993 24 666.0 20.20 395.33 12.87 19.60
3.56868 0.00 18.100 0 0.5800 6.4370 75.00 2.8965 24 666.0 20.20 393.37 14.36 23.20
4.64689 0.00 18.100 0 0.6140 6.9800 67.60 2.5329 24 666.0 20.20 374.68 11.66 29.80
8.05579 0.00 18.100 0 0.5840 5.4270 95.40 2.4298 24 666.0 20.20 352.58 18.14 13.80
6.39312 0.00 18.100 0 0.5840 6.1620 97.40 2.2060 24 666.0 20.20 302.76 24.10 13.30
4.87141 0.00 18.100 0 0.6140 6.4840 93.60 2.3053 24 666.0 20.20 396.21 18.68 16.70
15.02340 0.00 18.100 0 0.6140 5.3040 97.30 2.1007 24 666.0 20.20 349.48 24.91 12.00
10.23300 0.00 18.100 0 0.6140 6.1850 96.70 2.1705 24 666.0 20.20 379.70 18.03 14.60
14.33370 0.00 18.100 0 0.6140 6.2290 88.00 1.9512 24 666.0 20.20 383.32 13.11 21.40
5.82401 0.00 18.100 0 0.5320 6.2420 64.70 3.4242 24 666.0 20.20 396.90 10.74 23.00
5.70818 0.00 18.100 0 0.5320 6.7500 74.90 3.3317 24 666.0 20.20 393.07 7.74 23.70
5.73116 0.00 18.100 0 0.5320 7.0610 77.00 3.4106 24 666.0 20.20 395.28 7.01 25.00
2.81838 0.00 18.100 0 0.5320 5.7620 40.30 4.0983 24 666.0 20.20 392.92 10.42 21.80
2.37857 0.00 18.100 0 0.5830 5.8710 41.90 3.7240 24 666.0 20.20 370.73 13.34 20.60
3.67367 0.00 18.100 0 0.5830 6.3120 51.90 3.9917 24 666.0 20.20 388.62 10.58 21.20
5.69175 0.00 18.100 0 0.5830 6.1140 79.80 3.5459 24 666.0 20.20 392.68 14.98 19.10
4.83567 0.00 18.100 0 0.5830 5.9050 53.20 3.1523 24 666.0 20.20 388.22 11.45 20.60
0.15086 0.00 27.740 0 0.6090 5.4540 92.70 1.8209 4 711.0 20.10 395.09 18.06 15.20
0.18337 0.00 27.740 0 0.6090 5.4140 98.30 1.7554 4 711.0 20.10 344.05 23.97 7.00
0.20746 0.00 27.740 0 0.6090 5.0930 98.00 1.8226 4 711.0 20.10 318.43 29.68 8.10
0.10574 0.00 27.740 0 0.6090 5.9830 98.80 1.8681 4 711.0 20.10 390.11 18.07 13.60
0.11132 0.00 27.740 0 0.6090 5.9830 83.50 2.1099 4 711.0 20.10 396.90 13.35 20.10
0.17331 0.00 9.690 0 0.5850 5.7070 54.00 2.3817 6 391.0 19.20 396.90 12.01 21.80
0.27957 0.00 9.690 0 0.5850 5.9260 42.60 2.3817 6 391.0 19.20 396.90 13.59 24.50
0.17899 0.00 9.690 0 0.5850 5.6700 28.80 2.7986 6 391.0 19.20 393.29 17.60 23.10
0.28960 0.00 9.690 0 0.5850 5.3900 72.90 2.7986 6 391.0 19.20 396.90 21.14 19.70
0.26838 0.00 9.690 0 0.5850 5.7940 70.60 2.8927 6 391.0 19.20 396.90 14.10 18.30
0.23912 0.00 9.690 0 0.5850 6.0190 65.30 2.4091 6 391.0 19.20 396.90 12.92 21.20
0.17783 0.00 9.690 0 0.5850 5.5690 73.50 2.3999 6 391.0 19.20 395.77 15.10 17.50
0.22438 0.00 9.690 0 0.5850 6.0270 79.70 2.4982 6 391.0 19.20 396.90 14.33 16.80
0.06263 0.00 11.930 0 0.5730 6.5930 69.10 2.4786 1 273.0 21.00 391.99 9.67 22.40
0.04527 0.00 11.930 0 0.5730 6.1200 76.70 2.2875 1 273.0 21.00 396.90 9.08 20.60
0.06076 0.00 11.930 0 0.5730 6.9760 91.00 2.1675 1 273.0 21.00 396.90 5.64 23.90
0.10959 0.00 11.930 0 0.5730 6.7940 89.30 2.3889 1 273.0 21.00 393.45 6.48 22.00
0.04741 0.00 11.930 0 0.5730 6.0300 80.80 2.5050 1 273.0 21.00 396.90 7.88 11.90
bdtl-1.0.1/sandbox/bostonHous/generic.mk 0000777 0000764 0000764 00000000000 12151020641 022153 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/Makefile 0000644 0000764 0000764 00000002242 12122405072 015331 0 ustar melamed melamed # sandbox Makefile
WORKING_PROTOTYPES = calHous german.numer bostonHous
ALL_PROTOTYPES = $(WORKING_PROTOTYPES)
# by default do only the working prototypes; any other target will do the whole suite
default:
for dir in $(WORKING_PROTOTYPES); do \
make -C $$dir valid || exit; \
done
@echo OK
.PHONY: $(ALL_PROTOTYPES) valid expected pretend run clean cleantargets spotless
# disable implicit suffixes, to speed things up
.SUFFIXES:
# We do not want these to be done in parallel,
# since most of our machines have only 1 CPU.
# valid: $(ALL_PROTOTYPES)
# $(ALL_PROTOTYPES):
# make -C $@
all: valid
valid:
for dir in $(WORKING_PROTOTYPES); do \
make -C $$dir valid || exit; \
done
@echo OK
# use this target to run without validation
run:
for dir in $(WORKING_PROTOTYPES); do \
make -C $$dir run || exit; \
done
expected:
for dir in $(WORKING_PROTOTYPES); do \
make -C $$dir expected || exit; \
done
clean:
for dir in $(ALL_PROTOTYPES); do \
make -C $$dir clean || exit; \
done
spotless:
for dir in $(ALL_PROTOTYPES); do \
make -C $$dir spotless || exit; \
done
pretend:
for dir in $(ALL_PROTOTYPES); do \
make -C $$dir pretend || exit; \
done
bdtl-1.0.1/sandbox/HOWTO.play 0000644 0000764 0000764 00000010135 12151020420 015450 0 ustar melamed melamed The Sandbox
The sandbox, together with version control software (VCS), serves several purposes:
* as a usage template for new users
* as a developers' tool for testing new code
* as a scientists' tool for running experiments
--------------
For Developers
--------------
Developers should use the sandbox for testing new code, because it
implements a debugging technique that we find critical for software
that often produces large and/or complicated output files. Here is
how it works. Every sandbox "module" includes some real data. The
output of running BDTL on that data is permanently stored in the
sandbox. For each output file, the "expected" contents of that file
are in a file with the same name appended with extension ".expected".
When a user types `make` in the sandbox, the sandbox not only runs
BDTL on the data in each module, but also compares the output with the
expected files. If there's a mismatch, the run stop with an error
condition. This kind of test is very useful for code changes such as
optimizations that are not expected to affect the output. When
development involves frequent testing, as all development should, this
kind of change is far more common than changes that change the output.
When a developer makes a code change that is expected to change the
output, he can update the expected files in the sandbox by typing
`make expected` instead of the usual `make`. The updated expected
files should be checked in to the VCS repository so that they stay in
sync with the code that they are the expected output for.
The default `make` target is `make valid`, is really just a
There are other `make` targets that are useful from time to time:
`make run` runs BDTL but does not compare output files to expected files
`make check` compares output files to expected files, without running BDTL
`make valid` the default target, which just does `make run` followed by `make check`
`make cleantargets` delete the output files
`make pretend` copy the expected files to the output files, as if they had been created correctly
This `make pretend` target is useful if you want to run another
subdirectory of the sandbox that depends on certain output files being
in place, but you can't or don't want to create them the usual way at
the moment.
--------------
For Scientists
--------------
Computer scientists often run hundreds or thousands of experiments,
simultaneously testing many different hypotheses by changing different
parameters of a system. Most of us are not perfect at keeping track
of what's running where. When scientists get good results and want to
write them up, they sometimes don't remember which experimental
condition(s) produced the good results. Worse yet, with many
parameters changing at the speed of modern science, it's easy to
accidentally change the wrong parameter or to forget to change the
right one, so that the results become misleading.
To reduce the frequency of such problems, we recommend using sandbox
modules and version control, as follows:
1. Fully automate the control condition (or "baseline") of each
experiment to run in a turnkey fashion from the `make` command in the
module.
2. Add a README file to describe the experiment.
3. Check the module into the VCS repository.
4. Check out a separate local copy for each level of the independent
variable (ideally, in a looping script).
5. Adjust the level of that variable in the relevent config file(s) in
each copy (ideally, in a looping script).
6. Add each copy back into the repository as subdirectories of the
baseline condition. (Most modern VCS's do this with links rather than
copying, so very little additional space is used in the repository.)
7. Run the experiment.
8. Add the results to the repository.
Following the above method makes it easy to go back and check that the
experiment was set up correctly, and to verify which changes led to
which results. The last step creates a permanent and reliable record
of the outcome. It also allows you to repeat the experiment later and
check that you get the same results. Furthermore, you can ship such
sandbox modules to other scientists so that they can replicate your
experiment.
bdtl-1.0.1/sandbox/generic.mk 0000644 0000764 0000764 00000006306 12151020420 015633 0 ustar melamed melamed # `make` commands that are common to most of the Makefiles in the sandbox
include $(BDTL_BASE)/local.mk
# scripts
SCRIPT_DIR = $(BDTL_BASE)/scripts
# disable implicit suffixes, to speed things up
.SUFFIXES:
# sandbox modules should usually run serially
.NOTPARALLEL:
.PHONY: valid expected pretend run clean cleantargets spotless
# determine the machine architecture
SHELL = bash
SEED=13
THRESH=1
GDIFF = diff
XARGS = xargs
ifdef DIST
RUNFLAG = --runFile=runFile
ADDITIONAL = ../
else
RUNFLAG =
endif
# ?= is conditional assignment, i.e. assign only if the LHS is undefined
diffTargets ?= $(targets)
# validate
valid: run check
# if the target is a directory, then do a quiet recursive diff, ignoring .svn files
# first diff all the diffTargets, then exit if any of them don't match
check:
for FILE in $(diffTargets) ; do \
if (test -d $$FILE) ; then \
echo "$(GDIFF) -r $$FILE and $$FILE.expected" ;\
$(GDIFF) -qbr --exclude=.svn $$FILE $$FILE.expected ;\
else \
echo "$(GDIFF) $$FILE.sss $$FILE.expected" ;\
$(GDIFF) -qb $$FILE.sss $$FILE.expected ;\
fi ;\
done
@for FILE in $(diffTargets) ; do \
if (test -d $$FILE) ; then \
($(GDIFF) -qbr --exclude=.svn $$FILE $$FILE.expected >& /dev/null) || exit 13 ;\
else \
($(GDIFF) -qb $$FILE.sss $$FILE.expected >& /dev/null && rm $$FILE.sss) || exit 13 ;\
fi ;\
done
# update expected files from current target files
# use slightly different syntax to handle directories
# copy files over only if they are actually different, to avoid triggering dependencies
# if files are not different, then the .sss file is removed
expected: run
for FILE in $(diffTargets) ; do \
if (test -d $$FILE) ; then \
$(GDIFF) -qbr --exclude=.svn $$FILE $$FILE.expected \
|| (echo "copying $$FILE to $$FILE.expected" ; cp -R $$FILE/* $$FILE.expected/ ) \
|| exit ;\
else \
($(GDIFF) -qb $$FILE.sss $$FILE.expected && rm $$FILE.sss) \
|| (echo "copying sorted $$FILE to $$FILE.expected" ; mv $$FILE.sss $$FILE.expected) \
|| exit ;\
fi ;\
done
# create targets from expected files, to pretend that the module succeeded
pretend:
for FILE in $(targets) ; do \
touch $$FILE ;\
done
for FILE in $(diffTargets) ; do \
echo "copying $$FILE.expected to $$FILE" ;\
if (test -d $$FILE.expected) ; then \
mkdir -p $$FILE ;\
cp -R $$FILE.expected/* $$FILE/ || exit ;\
cd $$FILE ;\
find . -name .svn | xargs rm -r;\
cd .. ;\
else \
cp $$FILE.expected $$FILE || exit ;\
fi ;\
done
#ordinary run includes sorting scoresets and removing common path prefixes from output
run: $(targets)
export safeBase=`echo $(BDTL_BASE) | $(SCRIPT_DIR)/literalizeRegexp.pl` ;\
export safeRealBase=`(cd $(BDTL_BASE); pwd -P) | $(SCRIPT_DIR)/literalizeRegexp.pl` ;\
for FILE in $(diffTargets) ; do \
if (test -e $$FILE.expected && ! test -d $$FILE.expected) ; then \
cat $$FILE \
| $(SCRIPT_DIR)/sort_scoresets.pl \
| perl -pe 's:$$ENV{safeBase}:BASE:g; s:$$ENV{safeRealBase}:BASE:g;' \
> $$FILE.sss ;\
fi ;\
done
# other makefiles can include this target as a prereq for their clean
# target, to avoid relisting all the targets to be cleaned
cleantargets:
-rm *.sss
-find $(targets) ! -wholename '*.svn*' ! -type d -delete
bdtl-1.0.1/sandbox/german.numer/ 0000755 0000764 0000764 00000000000 12151020641 016264 5 ustar melamed melamed bdtl-1.0.1/sandbox/german.numer/train/ 0000755 0000764 0000764 00000000000 12151020641 017401 5 ustar melamed melamed bdtl-1.0.1/sandbox/german.numer/train/train.config 0000644 0000764 0000764 00000003054 12141757305 021724 0 ustar melamed melamed debugLevel = 1
maxDepth = 5
logLocation = file
# initial regn penalty
initialGlobalRegnFactor = 64.0
# complexity penalty is computed as X / (min(frq1, frq2) ^ Y),
# where frq1 and frq2 are the example counts of the new child
# nodes. Defaults are X=5 and Y=2.
complexityCoeff = 0.0
#complexityExponent = 2.0
# Minimum l1 penalty scaling factor -- if it drops below this point, then stop training
minimumRegFactor = 1e-3
# If adding the Tree to the Ensemble does not reduce penalized training
# set loss by at least this much, then decay the l1 penalty.
minimumReductionInPenalizedTrainLossPerTree = 1e-2
# minimumReductionInPenalizedTrainLossPerTree = 0.0
minimumReductionInPenalizedTrainLossPerSplit = 0
heavyExampleSampleSize = 20
# 3600 seconds = 1 hour
# MaxTimePerKey = 3600
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
# shuffling would probably give higher accuracy, but it makes
# debugging more difficult
shuffleExamplesInExBuilder = false
# Should the filenames generated by a training run contain the classifier key?
# put_keys_in_filenames = true
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
# hypothesisDirectory = hypos
exampleFormat = SVMLight
minExPerNode = 10
subsamplingRate = 0.25
# splitNodeIfGreaterGainThanNewTreeRootSplit = true
# splitNodeIfGreaterGainThanNewTreeRootSplit = false
addInternalNodesToEnsemble = false
# maxIterations = 2000
useCompiledIO = true
bdtl-1.0.1/sandbox/german.numer/train/ToT.config 0000644 0000764 0000764 00000000637 12122405072 021307 0 ustar melamed melamed debugLevel = 1
logLocation = file
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
# hypothesisDirectory = hypos
exampleFormat = SVMLight
addInternalNodesToEnsemble = true
useCompiledIO = true
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0 1:2 2:18 3:4 4:36 5:1 6:5 7:2 8:4 9:2 10:37 11:3 12:1 13:1 14:2 15:1 18 21 24
0 1:2 2:18 3:2 4:32 5:3 6:2 7:4 8:3 9:1 10:25 11:3 12:1 13:1 14:1 15:1 18 20 24
0 1:3 2:15 3:2 4:4 5:1 6:2 7:2 8:4 9:2 10:23 11:3 12:1 13:1 14:2 15:1 18 20 24
0 1:2 2:12 3:3 4:6 5:1 6:3 7:4 8:4 9:1 10:20 11:3 12:2 13:1 14:1 15:1 19 20 24
0 1:4 2:6 3:3 4:9 5:1 6:3 7:2 8:2 9:1 10:24 11:3 12:1 13:1 14:1 15:1 18 21 24
0 1:2 2:12 3:2 4:10 5:2 6:4 7:3 8:4 9:1 10:39 11:3 12:1 13:1 14:1 15:1 18 21 23
1 1:2 2:18 3:2 4:19 5:5 6:2 7:2 8:3 9:1 10:27 11:3 12:1 13:1 14:1 15:1 18 20 24
1 1:2 2:24 3:3 4:21 5:1 6:1 7:2 8:2 9:2 10:34 11:3 12:1 13:1 14:2 15:1 18 21
0 1:1 2:18 3:0 4:31 5:1 6:4 7:3 8:1 9:2 10:31 11:1 12:1 13:1 14:2 15:1 18 21 24
1 1:1 2:48 3:2 4:43 5:1 6:2 7:2 8:4 9:2 10:24 11:3 12:1 13:1 14:1 15:1 18 20 24
0 1:2 2:12 3:2 4:13 5:4 6:5 7:3 8:4 9:1 10:54 11:3 12:1 13:1 14:2 15:1 16 18 21 24
0 1:4 2:12 3:2 4:21 5:5 6:5 7:2 8:4 9:4 10:52 11:3 12:1 13:1 14:2 15:1 16 18
0 1:1 2:15 3:2 4:18 5:1 6:2 7:2 8:1 9:2 10:46 11:3 12:1 13:1 14:1 15:1 20 24
1 1:1 2:24 3:2 4:31 5:1 6:2 7:2 8:1 9:2 10:27 11:3 12:1 13:1 14:1 15:1 16 18 21 24
0 1:4 2:12 3:4 4:14 5:1 6:3 7:2 8:2 9:1 10:29 11:3 12:2 13:1 14:2 15:1 21
0 1:2 2:18 3:2 4:44 5:1 6:5 7:3 8:1 9:1 10:33 11:1 12:1 13:1 14:2 15:1 19 21
0 1:4 2:9 3:4 4:12 5:1 6:3 7:3 8:1 9:1 10:30 11:3 12:2 13:1 14:1 15:1 16 18 21 24
0 1:1 2:48 3:2 4:75 5:1 6:4 7:3 8:1 9:4 10:50 11:3 12:1 13:1 14:2 15:1 18
1 1:4 2:18 3:0 4:42 5:1 6:3 7:3 8:2 9:3 10:36 11:2 12:2 13:2 14:1 15:1 18 21 24
0 1:4 2:12 3:4 4:13 5:1 6:3 7:2 8:2 9:2 10:35 11:3 12:2 13:1 14:1 15:1 18 21 24
0 1:4 2:21 3:3 4:30 5:1 6:3 7:3 8:2 9:1 10:28 11:2 12:2 13:1 14:1 15:1 17 18 21 23
1 1:1 2:36 3:2 4:93 5:1 6:4 7:3 8:1 9:3 10:24 11:3 12:1 13:1 14:2 15:1 16 18 21 24
1 1:1 2:20 3:4 4:22 5:1 6:3 7:4 8:2 9:2 10:33 11:1 12:2 13:1 14:1 15:2 16 20 24
0 1:4 2:24 3:2 4:32 5:3 6:5 7:1 8:2 9:3 10:26 11:3 12:1 13:1 14:2 15:1 18 21
0 1:2 2:24 3:2 4:51 5:5 6:5 7:2 8:4 9:3 10:42 11:3 12:1 13:1 14:2 15:1 18 21 24
0 1:1 2:12 3:4 4:14 5:1 6:5 7:3 8:3 9:1 10:54 11:3 12:1 13:1 14:1 15:1 17 18 21 24
0 1:2 2:12 3:4 4:19 5:1 6:1 7:3 8:2 9:3 10:34 11:3 12:2 13:1 14:2 15:1 17 18 21
0 1:4 2:15 3:2 4:36 5:5 6:3 7:3 8:2 9:4 10:29 11:3 12:1 13:1 14:1 15:1 16 18 21 24
0 1:4 2:24 3:2 4:34 5:3 6:5 7:3 8:2 9:3 10:31 11:3 12:1 13:2 14:2 15:1 18 21 24
0 1:1 2:6 3:2 4:14 5:5 6:1 7:2 8:3 9:2 10:75 11:3 12:1 13:1 14:2 15:1 16 18 21
0 1:2 2:18 3:2 4:11 5:1 6:3 7:2 8:4 9:1 10:26 11:3 12:1 13:2 14:1 15:1 21 23
1 1:3 2:15 3:4 4:13 5:5 6:3 7:3 8:4 9:4 10:39 11:3 12:2 13:1 14:2 15:1 18 24
1 1:1 2:24 3:3 4:13 5:1 6:1 7:3 8:2 9:1 10:43 11:3 12:2 13:2 14:1 15:1 16 18 24
0 1:1 2:12 3:4 4:21 5:1 6:3 7:3 8:2 9:1 10:39 11:3 12:2 13:2 14:1 15:2 16 18 20 23
0 1:4 2:12 3:4 4:21 5:1 6:4 7:3 8:3 9:1 10:49 11:3 12:1 13:2 14:1 15:1 18 21 23
1 1:4 2:9 3:2 4:15 5:1 6:4 7:3 8:2 9:3 10:22 11:3 12:1 13:1 14:1 15:1 18 21 24
0 1:1 2:24 3:2 4:30 5:5 6:5 7:3 8:4 9:4 10:49 11:1 12:1 13:2 14:2 15:1 17 18 24
0 1:3 2:36 3:2 4:39 5:1 6:3 7:3 8:2 9:1 10:23 11:3 12:1 13:1 14:2 15:1 18 21 24
0 1:4 2:36 3:4 4:96 5:1 6:3 7:2 8:2 9:3 10:31 11:2 12:2 13:1 14:1 15:1 18 21 24
0 1:4 2:24 3:4 4:41 5:2 6:3 7:3 8:3 9:2 10:27 11:3 12:2 13:1 14:2 15:1 18 21 23
0 1:1 2:30 3:0 4:81 5:5 6:2 7:3 8:3 9:3 10:25 11:1 12:3 13:1 14:1 15:1 18 21 24
1 1:4 2:30 3:1 4:75 5:5 6:1 7:2 8:1 9:1 10:53 11:1 12:1 13:1 14:2 15:1 17 18 21
0 1:2 2:36 3:1 4:40 5:5 6:2 7:2 8:2 9:4 10:29 11:1 12:1 13:1 14:1 15:1 18 21 22
0 1:4 2:24 3:4 4:51 5:1 6:2 7:4 8:3 9:4 10:47 11:3 12:3 13:1 14:2 15:1 18 24
bdtl-1.0.1/sandbox/german.numer/train/featVocab 0000644 0000764 0000764 00000001472 12122405072 021225 0 ustar melamed melamed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
bdtl-1.0.1/sandbox/german.numer/train/CE.config 0000644 0000764 0000764 00000000403 12122405072 021057 0 ustar melamed melamed debugLevel = 1
bufferDebug = false
penaltySeqFileName = lastRegSequence
treeSeqFileName = treeSequence
externalFeatVocabFileName = featVocab
logLocation = file
# usually set on command line
# minGlobalRegnFactor = 0.0
addInternalNodesToEnsemble = true
bdtl-1.0.1/sandbox/german.numer/train/Makefile 0000644 0000764 0000764 00000002650 12141757305 021061 0 ustar melamed melamed # training Makefile
targets = compiledEnsemble ToT.out
include generic.mk
execBase = $(BIN)/..
tr-exec = $(execBase)/dbg/trainOne
ce-exec = $(execBase)/dbg/compileEnsemble
te-exec = $(execBase)/dbg/testOne
# The regularization coefficient is set to zero so that perfect
# prediction can be achieved when testing on training data with simple
# datasets.
regnFactor = 0
# train
compiledEnsemble: $(tr-exec) train.ex train.config clean
($< -p train.config -e train.ex > $@) >& log.train
# currently unused target, for converting raw ensembles into compiled (compact) ones
log.ce: $(ce-exec) treeSequence lastRegSequence CE.config
( $< -r $(regnFactor) -p CE.config | sort -gr > compiledEnsemble ) >& $@
# test of training data, usually as a sanity check
ToT.out: $(te-exec) ToT.config train.ex
$< -p ToT.config -e train.ex -t $(regnFactor) > train.pred.L1=$(regnFactor)
perl -pe 's/(.).*/$$1/; s/\d/1/; s/\-/0/;' train.pred.L1=$(regnFactor) > train.yesno.pred.L1=$(regnFactor)
paste train.yesno.pred.L1=$(regnFactor) train.ex \
| awk '{print $$1, $$2}' \
| sort | uniq -c \
> train.cTable.L1=$(regnFactor)
matching=`awk '$$2 == $$3 ' train.cTable.L1=$(regnFactor) | col1sum` ;\
total=`cat train.cTable.L1=$(regnFactor) | col1sum` ;\
correct=`echo " $$matching / $$total " | bc -l` ;\
echo "$$correct correct at L1 = $(regnFactor)" > $@
clean: cleantargets
-rm log key treeSequence lastRegSequence doneTraining *.L1=0 log.train
bdtl-1.0.1/sandbox/german.numer/train/generic.mk 0000777 0000764 0000764 00000000000 12151020641 023523 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/german.numer/train/compiledEnsemble.expected 0000644 0000764 0000764 00001347524 12130460600 024413 0 ustar melamed melamed
0.048171724379063 4 > 40.5 AND 10 > 38
0.0046668902039528 4 <= 54 AND 5 <= 1.5 AND 6 > 2.5 AND 10 > 27.5
0.0032190054655075 2 <= 44.5 AND 7 <= 3.5 AND 8 <= 3.5
0.012622445821762 7 > 2.5 AND 10 <= 25.5 AND 23 != 1
-0.028908169269562 2 > 13 AND 6 > 2.5 AND 10 > 24.5 AND 10 <= 28.5
0.0072619944810867 4 <= 72.5 AND 6 <= 2.5 AND 7 <= 2.5
-0.01902002543211 4 <= 13.5 AND 8 <= 3.5 AND 21 == 1
0.00051366984844208 2 <= 22.5 AND 7 <= 2.5 AND 8 <= 3.5
-0.014992862939835 2 <= 37.5 AND 4 > 8.5 AND 4 <= 10
-0.0087596535682678 2 > 13.5 AND 6 > 3.5 AND 10 > 35.5 AND 10 <= 44
-0.017260576784611 1 > 2.5 AND 2 <= 25 AND 3 <= 2.5 AND 10 > 25.5
-0.010170340538025 4 > 20.5 AND 4 <= 29.5 AND 9 > 2.5
0.0041029572486877 2 <= 33 AND 18 == 1 AND 17 != 1
0.019685983657837 2 <= 33 AND 10 > 36.5 AND 11 <= 2.5
-0.002467405796051 2 > 13.5 AND 4 > 22 AND 5 <= 4.5 AND 6 <= 3.5 AND 10 > 29
-0.001690798997879 2 <= 11 AND 4 > 11.5 AND 4 <= 75.5
-0.030604732036591 2 <= 13.5 AND 9 <= 2.5 AND 10 > 27.5 AND 11 > 1.5
-0.016932260990143 1 > 3.5 AND 2 <= 37.5 AND 8 > 2.5
0.01115759909153 4 > 17.5 AND 5 <= 3.5 AND 9 <= 3.5 AND 17 != 1
0.036924928426743 2 <= 25 AND 4 > 12.5 AND 4 <= 22.5 AND 10 > 24.5 AND 10 <= 32.5
-0.029131557047367 1 > 1.5 AND 2 <= 19 AND 8 > 3.5
-0.024314406514168 2 <= 33 AND 4 > 13.5 AND 4 <= 18.5
0.027510040998459 8 <= 1.5 AND 9 <= 2.5 AND 11 > 1.5
-0.0090445995330811 4 > 12.5 AND 10 > 34.5
0.0326949685812 2 <= 22.5 AND 7 > 2.5 AND 9 > 1.5 AND 10 > 31.5
0.011624385416508 2 <= 37.5 AND 7 > 2.5 AND 9 > 1.5 AND 10 > 29.5
0.019143657386303 2 <= 19.5 AND 5 <= 3.5 AND 10 <= 25.5 AND 21 == 1
0.0075973480939865 4 > 11.5 AND 4 <= 50 AND 9 <= 2.5
0.0053374841809273 2 <= 31.5 AND 18 == 1 AND 20 != 1
-0.012153005599976 4 > 11.5 AND 4 <= 16.5 AND 5 <= 3.5 AND 9 <= 3.5 AND 13 <= 1.5
0.0078976899385452 2 > 9.5 AND 4 <= 34.5 AND 12 <= 1.5
-0.0030821576714516 2 > 19 AND 4 <= 34.5 AND 8 <= 3.5
0.031442809104919 4 > 12.5 AND 4 <= 40.5 AND 9 <= 3.5 AND 10 <= 36.5 AND 12 > 1.5
0.0040183156728745 4 > 17.5 AND 10 <= 23.5
-0.0093838676810265 1 > 2.5 AND 8 > 1.5 AND 9 > 1.5 AND 24 == 1
-0.0036734342575073 2 > 28.5 AND 4 <= 43.5 AND 8 <= 2.5
-0.027103871107101 2 <= 22.5 AND 7 <= 2.5 AND 8 > 2.5
-0.074642571806908 2 <= 22.5 AND 7 <= 2.5 AND 8 > 3.5
0.0013501510024071 2 <= 33 AND 7 <= 3.5 AND 8 > 1.5
0.0062523066997528 4 <= 27.5 AND 6 <= 3.5 AND 7 > 3.5
-0.0095558881759644 4 <= 11.5 AND 6 <= 4.5 AND 7 > 1.5
-0.0069640323519707 2 > 13 AND 4 <= 37 AND 5 > 1.5 AND 10 <= 38.5
-0.013599568605423 4 <= 72.5 AND 6 <= 2.5 AND 7 > 2.5
0.0017765194177628 4 > 10 AND 10 > 23.5
0.0038481950759888 2 > 25 AND 4 <= 44 AND 8 <= 2.5
-0.044666941463947 2 <= 11 AND 4 <= 47 AND 5 <= 3.5 AND 9 <= 3.5 AND 18 == 1
0.026764446496964 4 > 67 AND 10 <= 33
-0.0059891536831856 2 > 19 AND 4 <= 24.5 AND 12 <= 1.5
0.012594330310822 2 > 22.5 AND 4 <= 22.5 AND 12 <= 1.5
0.0070726066827774 4 > 11.5 AND 5 <= 2.5 AND 10 > 48.5 AND 20 != 1
0.050846165418625 2 > 22.5 AND 4 > 47.5 AND 4 <= 78 AND 9 <= 3.5 AND 14 > 1.5
-0.011023589968681 2 > 13.5 AND 4 <= 16.5 AND 8 <= 3.5
-0.0072561800479889 2 <= 20.5 AND 5 <= 1.5 AND 10 <= 29.5 AND 24 == 1
0.025004589557648 3 <= 2.5 AND 9 > 1.5 AND 10 > 23.5
-0.0004494845867157 5 <= 4.5 AND 10 > 31.5 AND 10 <= 35.5 AND 13 <= 1.5
0.024998155236244 2 > 19 AND 4 <= 34.5 AND 8 > 3.5
0.0076343953609467 2 > 11.5 AND 4 <= 10.5 AND 8 > 1.5
-0.0026663482189178 5 <= 4.5 AND 10 > 35.5 AND 10 <= 46.5 AND 13 <= 1.5
0.021513111889362 2 > 22.5 AND 4 <= 73 AND 8 > 3.5
0.0052209675312042 4 > 80.5 AND 10 <= 33.5
0.025084812939167 2 > 16.5 AND 4 <= 27.5 AND 8 <= 2.5
0.028519254922867 2 > 16.5 AND 4 > 24.5 AND 7 > 2.5 AND 8 > 1.5 AND 14 <= 1.5
-0.0063445627689362 2 > 13.5 AND 4 > 30.5 AND 8 <= 2.5 AND 9 > 2.5 AND 10 > 25.5
0.031232836842537 10 > 24.5 AND 21 != 1 AND 24 == 1
0.024844709038734 7 > 3.5 AND 10 <= 42.5 AND 24 == 1
0.053994134068489 3 <= 2.5 AND 10 <= 22.5 AND 11 > 2.5 AND 24 == 1
0.016987797617912 1 <= 2.5 AND 4 > 11.5 AND 10 <= 33.5 AND 11 > 2.5
-0.014231441915035 10 > 24.5 AND 21 != 1 AND 24 != 1
0.011738079786301 2 > 13.5 AND 3 > 1.5 AND 4 > 18 AND 10 > 25.5 AND 17 != 1
0.00082792341709137 4 > 24.5 AND 5 <= 4 AND 9 <= 3.5 AND 23 != 1
-0.0065419852733612 3 <= 2.5 AND 6 > 2.5 AND 10 <= 23.5
0.019333392381668 4 <= 73 AND 8 > 1.5 AND 14 <= 1.5 AND 18 == 1 AND 17 != 1
-0.0045439809560776 3 <= 2.5 AND 10 <= 34.5 AND 11 > 2.5 AND 24 != 1
0.044675733149052 2 > 26.5 AND 4 > 59 AND 7 <= 3.5 AND 10 <= 30.5
0.015884116292 2 > 33 AND 4 > 53 AND 5 <= 2.5
0.010046011209488 2 > 34.5 AND 4 > 60.5 AND 5 <= 1.5
0.0037727952003479 2 > 22.5 AND 4 > 46.5 AND 7 <= 2.5 AND 10 <= 41.5
-0.036210983991623 1 > 3.5 AND 4 <= 19.5 AND 10 <= 49
0.010520541667938 1 > 1.5 AND 4 <= 15.5 AND 10 <= 24.5
-0.014781378209591 4 <= 15.5 AND 7 <= 2.5 AND 10 <= 46.5 AND 16 != 1
0.0039940193295479 1 > 1.5 AND 4 <= 15.5 AND 10 <= 36.5
-0.0023594334721565 2 > 19 AND 4 > 24.5 AND 5 <= 1.5
-0.0055651307106018 1 > 1.5 AND 2 > 9.5 AND 4 > 8.5 AND 9 <= 3.5 AND 11 > 1.5
0.0095145046710968 1 > 1.5 AND 4 <= 27.5 AND 10 <= 25.5
0.044815671443939 4 > 67 AND 10 <= 31.5
0.0091492161154747 1 > 1.5 AND 4 <= 27.5 AND 10 <= 23.5
-0.016081172227859 1 > 2.5 AND 4 <= 35 AND 10 <= 27.5
-0.03566764742136 4 <= 69 AND 5 <= 2.5 AND 6 > 4.5 AND 10 <= 41.5
0.01981203854084 1 <= 1.5 AND 4 > 18.5 AND 7 > 1.5 AND 10 > 30.5 AND 23 != 1
0.02692985534668 4 > 38 AND 10 > 35.5
0.0089953154325485 3 <= 1.5 AND 8 > 1.5 AND 9 > 2.5
-0.014286540448666 2 <= 22.5 AND 7 > 2.5 AND 10 > 34.5 AND 12 > 1.5
-0.0073159277439117 2 <= 27 AND 10 > 46.5 AND 11 > 2.5
0.0072438046336174 2 <= 33 AND 10 > 26.5 AND 11 > 2.5
0.011055451631546 4 > 77 AND 10 <= 36.5
-0.0036894381046295 2 <= 13.5 AND 10 > 31.5 AND 11 > 1.5
0.00042027533054352 1 <= 1.5 AND 4 <= 22.5 AND 7 <= 3.5 AND 8 > 1.5
-0.0086797654628754 8 > 1.5 AND 10 <= 25.5 AND 18 == 1 AND 16 != 1
0.0091578781604767 4 > 25.5 AND 11 > 2.5 AND 24 == 1
-0.0014795139431953 4 > 67 AND 10 > 31.5
-0.044743981957436 1 > 2.5 AND 4 > 25 AND 5 <= 1.5
0.013088558614254 8 > 1.5 AND 9 > 1.5 AND 12 <= 1.5
-0.080177590250969 1 > 2.5 AND 4 > 26 AND 5 <= 1.5
-0.017056368291378 4 > 28 AND 11 > 2.5 AND 24 != 1
0.0076864317059517 1 > 1.5 AND 4 > 21.5 AND 8 <= 2.5 AND 10 > 27.5
-0.014101481437683 1 > 2.5 AND 4 > 34.5 AND 5 <= 4.5
0.013283617794514 1 <= 1.5 AND 4 > 22.5 AND 4 <= 39.5 AND 6 <= 3.5
0.015380236506462 4 <= 16 AND 7 > 2.5 AND 8 > 2.5 AND 10 <= 50.5
-0.037237279117107 1 > 2.5 AND 4 > 26.5 AND 5 <= 1.5
-0.033898541331291 5 <= 1.5 AND 6 > 2.5 AND 8 > 2.5 AND 10 <= 26.5
0.0045393332839012 2 > 19.5 AND 7 <= 3.5 AND 10 > 25.5 AND 14 > 1.5 AND 24 == 1
0.003514039516449 1 <= 3.5 AND 3 > 3.5 AND 10 <= 39.5
-0.0018103286623955 1 <= 2.5 AND 3 > 3.5 AND 10 <= 39.5
-0.020818039774895 2 <= 12.5 AND 9 <= 1.5 AND 14 <= 1.5
-0.0069724142551422 1 > 2.5 AND 4 > 40.5 AND 5 <= 4.5
0.0027985513210297 1 > 1.5 AND 4 <= 31 AND 10 > 26.5 AND 10 <= 31.5
2.6354193687439e-05 1 > 1.5 AND 4 <= 12.5 AND 10 > 23.5 AND 10 <= 53.5
-0.039818654954433 3 > 1.5 AND 4 > 12.5 AND 4 <= 40.5 AND 16 != 1
0.011913658678532 4 > 18.5 AND 4 <= 33 AND 9 <= 3.5 AND 10 <= 30.5 AND 14 <= 1.5
0.014012821018696 4 > 26.5 AND 10 > 49.5
0.018853758275509 3 <= 3.5 AND 4 > 14.5 AND 5 <= 1.5
-0.016643270850182 3 <= 3.5 AND 4 > 43 AND 5 <= 1.5
-0.019368706643581 1 > 2.5 AND 2 > 13.5 AND 11 > 2.5
-0.046753531694412 1 > 2.5 AND 2 > 22.5 AND 11 > 1.5
0.029359638690948 2 > 28.5 AND 2 <= 47.5 AND 14 > 1.5
-0.0025445163249969 2 > 22.5 AND 2 <= 28.5 AND 14 > 1.5
-0.01212687343359 2 > 25 AND 2 <= 37.5 AND 10 > 26.5
0.0084682703018188 2 > 12.5 AND 2 <= 25 AND 10 > 35.5
-0.024454602599144 4 > 15.5 AND 5 > 1.5 AND 7 <= 3.5 AND 11 <= 1.5
-0.072748020291328 4 > 25.5 AND 4 <= 30.5 AND 18 == 1 AND 16 != 1
-0.013120576739311 4 > 11.5 AND 6 > 3.5 AND 11 > 2.5 AND 12 <= 1.5 AND 21 == 1
-0.032246547937393 3 <= 2.5 AND 8 <= 1.5 AND 10 <= 32.5
0.010489165782928 2 > 11.5 AND 2 <= 17 AND 10 > 26.5
0.0004164457321167 2 > 10.5 AND 2 <= 15.5 AND 10 > 25.5
-0.0062383696436882 1 > 1.5 AND 4 <= 22.5 AND 8 > 2.5 AND 16 != 1
-0.0011821538209915 2 > 13.5 AND 2 <= 47.5 AND 10 > 46.5
-0.023629705607891 2 <= 33 AND 4 <= 19.5 AND 5 <= 1.5 AND 10 <= 29.5
-0.012037986516953 2 <= 31.5 AND 4 <= 20.5 AND 5 <= 2.5 AND 10 <= 28.5
-0.0076468676328659 2 > 13.5 AND 4 > 29.5 AND 11 <= 2.5 AND 23 != 1
-0.023679029941559 4 <= 40 AND 6 > 2.5 AND 11 > 1.5 AND 16 != 1
0.012491877377033 2 > 11 AND 2 <= 33 AND 10 > 28.5
-0.0081633806228638 2 <= 19.5 AND 7 <= 3.5 AND 10 > 25.5 AND 12 <= 1.5 AND 24 == 1
0.017794534564018 4 > 64.5 AND 10 > 37.5
-0.0043925046920776 2 <= 15.5 AND 4 <= 34.5 AND 5 <= 1.5 AND 10 <= 34.5
0.018188838660717 2 > 22.5 AND 2 <= 25.5 AND 10 > 29.5
0.013709050416946 2 <= 9.5 AND 4 <= 39 AND 5 <= 4.5 AND 10 <= 46.5
0.010818971693516 3 <= 2.5 AND 6 > 2.5 AND 10 > 23.5
-0.036306801438332 1 <= 3.5 AND 6 > 2.5 AND 8 <= 1.5
-0.015720635652542 6 <= 2.5 AND 10 > 28.5 AND 14 <= 1.5
0.0019998341798782 4 > 48.5 AND 10 <= 32.5
-0.0032982230186462 2 > 11 AND 2 <= 31.5 AND 10 <= 31.5
-0.016215661168098 2 > 10.5 AND 2 <= 15.5 AND 10 <= 25.5
-0.0023981049656868 2 > 13.5 AND 2 <= 47.5 AND 10 <= 46.5
0.0092503815889359 2 > 33 AND 2 <= 44.5 AND 10 <= 44.5
0.046148896217346 2 <= 25 AND 10 > 29.5 AND 13 > 1.5
0.035235321521759 2 > 21 AND 2 <= 40.5 AND 10 <= 23.5
0.044637466967106 4 > 40.5 AND 10 > 36.5
0.0077858433127403 2 > 34.5 AND 2 <= 37.5 AND 10 <= 34.5
0.0135772138834 2 > 16.5 AND 2 <= 19.5 AND 10 <= 36.5
-0.024751904606819 1 <= 3.5 AND 2 <= 45 AND 4 > 25 AND 6 <= 2.5 AND 10 > 23.5
0.018358093500137 1 > 1.5 AND 2 > 9.5 AND 4 > 8.5 AND 9 <= 3.5 AND 11 <= 1.5
-0.024624785780907 2 <= 47.5 AND 4 > 12.5 AND 5 <= 4.5 AND 6 > 2.5 AND 10 > 25.5
0.042707347869873 10 > 32 AND 12 <= 1.5 AND 23 == 1
0.017274478077888 2 <= 22.5 AND 11 <= 1.5 AND 12 <= 1.5
-0.015475478768349 2 <= 33 AND 4 > 16.5 AND 4 <= 36.5 AND 9 > 2.5 AND 10 > 27.5
-0.024785596132278 1 > 1.5 AND 4 > 19.5 AND 10 > 28.5 AND 12 <= 1.5
0.018522907793522 2 > 11 AND 4 <= 47 AND 5 <= 3.5 AND 9 <= 3.5 AND 18 == 1
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-0.034145396947861 3 <= 2.5 AND 6 <= 2.5 AND 7 > 2.5
0.0038559034466743 2 <= 34.5 AND 4 > 14.5 AND 6 <= 4.5 AND 10 <= 27.5
0.0015953660011292 4 > 43 AND 10 <= 31.5
-0.021540096402168 3 <= 2.5 AND 10 > 24.5 AND 10 <= 27.5 AND 18 == 1 AND 16 != 1
-0.020251137018204 1 > 2.5 AND 2 <= 33 AND 4 <= 21 AND 10 <= 34
0.0071105718612671 1 > 1.5 AND 2 <= 21 AND 4 <= 31.5 AND 10 <= 27.5
-0.0064699769020081 1 > 1.5 AND 2 <= 22.5 AND 4 <= 28 AND 10 <= 24.5
-0.00062217563390732 4 > 17.5 AND 10 <= 32.5
0.019887700676918 1 <= 3.5 AND 2 > 19.5 AND 10 <= 27.5
0.041343182325363 9 > 2.5 AND 10 <= 34.5 AND 21 != 1
-0.01718065738678 9 > 2.5 AND 10 <= 34.5 AND 21 == 1
-0.019693320989609 1 > 1.5 AND 2 > 12.5 AND 3 <= 3.5 AND 10 > 22.5 AND 11 > 2.5
0.007931587100029 1 <= 2.5 AND 2 > 33 AND 10 <= 50
-0.02202565073967 2 > 15.5 AND 7 <= 3.5 AND 17 == 1
-0.0075772821903229 4 > 54 AND 10 > 31.5
0.016969656944275 2 > 15.5 AND 7 <= 3.5 AND 17 != 1
0.0071547672152519 4 > 73 AND 10 <= 34.5
-0.0098266929388046 1 <= 3.5 AND 4 > 12.5 AND 4 <= 81.5 AND 10 > 24.5 AND 20 != 1
0.015601998567581 2 > 21 AND 10 <= 25.5 AND 11 > 2.5
0.0085678368806839 2 > 14.5 AND 10 <= 28.5 AND 11 > 2.5
0.013436006009579 2 > 21 AND 9 <= 3.5 AND 10 <= 25.5
0.025679087638855 2 > 16.5 AND 9 <= 2.5 AND 10 <= 27.5
0.0082906424999237 10 <= 23.5 AND 24 == 1
-0.017778438329697 4 > 30.5 AND 10 <= 25.5
-0.01651696562767 10 <= 26.5 AND 24 != 1
-0.0090472280979157 5 > 2.5 AND 8 > 2.5 AND 9 <= 3.5
0.014612989127636 10 <= 22.5 AND 24 == 1
0.013772481679916 4 > 11.5 AND 6 <= 3.5 AND 11 > 2.5 AND 12 <= 1.5 AND 21 == 1
0.012599009275436 2 > 22.5 AND 9 <= 2.5 AND 10 <= 31.5
-0.022503024339676 2 <= 41 AND 10 > 25.5 AND 11 <= 1.5 AND 13 <= 1.5
0.0096490889787674 4 > 43.5 AND 10 <= 29
0.018941712379456 4 > 38.5 AND 10 > 39.5
0.0086547374725342 2 > 31.5 AND 9 <= 3.5 AND 10 <= 29.5
0.0031833037734032 2 <= 33 AND 4 > 22 AND 6 <= 2.5 AND 10 > 26.5
0.0042260527610779 4 > 52.5 AND 10 <= 29.5
-0.011529321968555 11 > 1.5 AND 23 == 1
0.009530320763588 3 <= 2.5 AND 6 <= 2.5 AND 7 <= 2.5
-0.022647213935852 2 <= 19.5 AND 8 > 1.5 AND 10 <= 42.5 AND 24 != 1
-0.01657749414444 1 > 1.5 AND 2 <= 41 AND 4 <= 18.5 AND 10 > 27.5
-0.00014280378818512 4 > 15.5 AND 10 <= 23.5
-0.023965045809746 1 > 1.5 AND 2 <= 41 AND 4 <= 17.5 AND 10 > 34
0.026106980443001 1 <= 3.5 AND 2 > 11.5 AND 10 > 22.5
0.0088742524385452 1 <= 3.5 AND 2 > 41 AND 10 > 23.5
0.0072583615779877 4 > 22.5 AND 10 > 46.5
-0.04506302177906 1 <= 1.5 AND 2 > 22.5 AND 10 > 35.5
0.0074564218521118 1 > 1.5 AND 2 <= 37.5 AND 4 <= 14 AND 10 > 30.5
-0.022052903473377 1 <= 3.5 AND 2 > 22.5 AND 10 > 41.5
-0.0065933614969254 1 > 1.5 AND 2 <= 22.5 AND 4 <= 12.5 AND 10 > 24.5
-0.0030906811356544 4 > 24.5 AND 10 <= 39
0.022456479072571 3 <= 2.5 AND 4 <= 12.5 AND 5 <= 4.5 AND 6 <= 3.5 AND 16 != 1
-0.028956098854542 6 <= 3.5 AND 9 <= 2.5 AND 10 <= 23.5
-0.0088494062423706 2 <= 34.5 AND 6 <= 2.5 AND 7 <= 2.5 AND 13 <= 1.5 AND 21 != 1
0.040432059764862 2 <= 34.5 AND 6 <= 2.5 AND 7 <= 2.5 AND 13 <= 1.5 AND 21 == 1
0.013159346580505 9 <= 1.5 AND 10 > 28.5 AND 21 == 1
-0.0088782444596291 2 > 13 AND 2 <= 37.5 AND 4 > 25.5 AND 9 <= 2.5 AND 10 <= 30.5
-0.0081982731819153 4 > 33 AND 10 <= 26.5
-0.0058906733989716 4 > 11 AND 4 <= 18.5 AND 8 <= 2.5 AND 12 <= 1.5 AND 13 <= 1.5
-0.020104755461216 2 > 13.5 AND 4 <= 30 AND 6 > 2.5 AND 7 <= 2.5
0.018497516214848 4 > 25.5 AND 10 > 37.5
0.0055452540516853 1 > 2.5 AND 2 > 16.5 AND 10 <= 46.5 AND 24 == 1
-0.014236502349377 4 > 15.5 AND 10 <= 24.5
-0.017885741591454 4 > 20.5 AND 4 <= 36.5 AND 6 <= 2.5 AND 9 > 1.5
0.0081959620118141 4 > 38.5 AND 10 <= 28.5
-0.014026901125908 1 <= 3.5 AND 4 > 13.5 AND 4 <= 48.5 AND 7 <= 3.5 AND 9 > 1.5
-0.0085675001144409 2 <= 22.5 AND 4 > 15.5 AND 6 > 2.5 AND 7 <= 3.5 AND 11 > 1.5
-0.006110779941082 4 <= 37.5 AND 6 > 2.5 AND 8 <= 2.5 AND 9 > 2.5 AND 21 == 1
-0.002810525894165 3 > 3.5 AND 7 <= 3.5 AND 11 > 2.5 AND 16 != 1
0.017562808096409 4 > 18.5 AND 5 <= 3.5 AND 7 > 2.5 AND 8 <= 2.5 AND 10 <= 32.5
0.0011580795049667 3 <= 2.5 AND 4 <= 11.5 AND 8 > 1.5
-0.019595505297184 4 > 35 AND 10 <= 27.5
0.0084053575992584 9 <= 3.5 AND 10 > 27.5 AND 24 != 1
-0.0037325024604797 10 <= 22.5 AND 18 == 1
0.012123386561871 4 > 18 AND 10 > 41.5
-0.01418933570385 1 > 1.5 AND 4 <= 35 AND 7 <= 2.5 AND 21 == 1
-0.022075122594833 1 > 3.5 AND 3 > 2.5 AND 4 <= 54 AND 6 <= 3.5
0.022502274811268 3 <= 2.5 AND 6 <= 3.5 AND 8 > 1.5 AND 11 > 2.5
0.020768317580223 4 > 14.5 AND 10 <= 22.5
-0.0044068142771721 1 > 1.5 AND 2 > 26.5 AND 4 > 36 AND 16 != 1
-0.0039426326751709 2 > 12.5 AND 9 > 1.5 AND 9 <= 3.5
-0.0074841111898422 3 <= 2.5 AND 8 > 1.5 AND 10 <= 24.5 AND 20 == 1
-0.0022139489650726 2 <= 40.5 AND 4 <= 18.5 AND 8 > 2.5 AND 10 > 23.5 AND 13 <= 1.5
0.023492683470249 4 <= 22.5 AND 7 > 2.5 AND 8 <= 3.5 AND 24 == 1
0.0040076613426209 4 > 12.5 AND 10 <= 33.5
0.0053317368030548 4 > 9.5 AND 4 <= 26.5 AND 6 <= 2.5 AND 9 <= 3.5
0.0075615048408508 4 > 21.5 AND 10 > 36.5
-0.0033339232206345 1 <= 3.5 AND 4 > 13.5 AND 4 <= 48.5 AND 7 <= 3.5 AND 9 <= 1.5
0.025657716393471 1 > 3.5 AND 4 > 13.5 AND 4 <= 60.5 AND 21 == 1
0.031041461229324 4 > 18.5 AND 5 <= 3.5 AND 7 > 2.5 AND 8 <= 2.5 AND 10 > 32.5
0.02929969727993 2 > 19.5 AND 8 > 3.5 AND 10 <= 38.5
0.013075053691864 2 > 14.5 AND 8 > 1.5 AND 10 <= 44.5
0.022288531064987 2 > 19.5 AND 8 > 2.5 AND 10 <= 31.5
-0.0192347407341 4 > 34.5 AND 10 <= 27.5
-0.014706379175186 2 > 12.5 AND 8 > 2.5 AND 10 <= 27.5
0.0065788790583611 2 > 14 AND 8 > 3.5 AND 10 <= 30.5
-0.016402022540569 4 <= 40.5 AND 13 <= 1.5 AND 16 != 1
0.010013085603714 3 <= 3.5 AND 6 <= 3.5 AND 11 > 2.5
0.012140309810638 4 > 21 AND 10 > 40.5
-0.006606724858284 4 > 17.5 AND 10 <= 24.5
0.0080625861883163 4 <= 23.5 AND 5 > 1.5 AND 7 <= 3.5 AND 14 <= 1.5
0.025457489490509 1 > 2.5 AND 2 > 7 AND 4 <= 47 AND 5 > 1.5
0.021743854880333 4 <= 16.5 AND 6 <= 3.5 AND 10 > 30.5
-0.0060092061758041 4 <= 12 AND 6 <= 3.5 AND 10 > 25.5
-0.00684784501791 4 <= 22.5 AND 6 <= 2.5 AND 10 > 23.5
0.012371879816055 1 > 1.5 AND 5 <= 4 AND 24 != 1
0.014190649986267 3 <= 2.5 AND 4 <= 12.5 AND 6 > 2.5
0.0056921392679214 4 <= 16 AND 6 <= 4.5 AND 10 > 28.5
0.0048963725566864 4 <= 79.5 AND 6 > 4.5 AND 7 > 2.5
0.0030387401580811 4 <= 72.5 AND 6 > 2.5 AND 7 > 2.5
-0.0015602618455887 4 > 25.5 AND 4 <= 79.5 AND 9 <= 1.5
0.013262091577053 4 > 14.5 AND 4 <= 30 AND 9 <= 1.5
0.0029550611972809 3 <= 3.5 AND 4 <= 18.5 AND 6 > 3.5
0.00082565546035767 4 <= 10.5 AND 6 > 2.5 AND 7 > 2.5
-0.0042490497231483 4 > 67 AND 10 > 33
0.0047067403793335 4 > 63.5 AND 4 <= 74.5 AND 9 <= 3.5
0.031684829294682 4 > 40.5 AND 4 <= 63.5 AND 9 <= 3.5
-0.01800726801157 2 > 17 AND 8 > 3.5 AND 10 > 32.5
-0.013331083953381 2 > 17 AND 8 > 3.5 AND 10 > 48
0.0019469544291496 8 <= 1.5 AND 10 <= 31.5 AND 11 > 1.5
-0.020869348943233 4 > 8.5 AND 4 <= 40.5 AND 9 <= 2.5
0.0065418720245361 2 > 22.5 AND 8 > 3.5 AND 10 > 27.5
-0.0043964609503746 4 <= 23.5 AND 6 <= 4 AND 10 > 32.5
0.019494622945786 4 > 18 AND 4 <= 26.5 AND 9 <= 2.5
-0.026186126470566 4 <= 12.5 AND 13 <= 1.5 AND 24 == 1
0.053274504840374 2 > 11.5 AND 2 <= 22.5 AND 4 > 14.5 AND 9 <= 2.5 AND 10 > 30.5
0.014041593670845 4 > 78.5 AND 10 <= 56
0.00057159066200256 2 > 7.5 AND 4 > 11.5 AND 13 <= 1.5 AND 23 == 1
-0.021723753213882 4 > 13.5 AND 4 <= 18 AND 9 <= 2.5
0.0056150734424591 2 > 7.5 AND 4 > 11.5 AND 13 <= 1.5 AND 23 != 1
0.017019687592983 4 > 22.5 AND 6 > 2.5 AND 16 == 1
0.027928939461708 6 > 2.5 AND 8 > 3.5 AND 21 != 1
-0.023731414973736 4 > 8.5 AND 4 <= 13.5 AND 9 <= 2.5
0.0041154593229294 6 > 4.5 AND 10 <= 36.5
-0.0089872986078262 6 > 2.5 AND 10 <= 23.5
-0.019066542387009 4 > 12.5 AND 10 > 31.5
-0.0075198233127594 4 > 12.5 AND 6 > 2.5 AND 16 != 1
0.020022949576378 4 > 18.5 AND 6 > 4.5 AND 16 != 1
0.027616330981255 4 > 11.5 AND 4 <= 22.5 AND 9 <= 1.5
-0.0097568109631538 10 > 23.5 AND 10 <= 25.5 AND 24 == 1 AND 16 != 1
0.00055443644523621 6 > 3.5 AND 10 <= 31.5
-0.010961371660233 2 <= 11 AND 4 > 11.5 AND 18 == 1
-0.0052415192127228 2 <= 22.5 AND 4 > 27.5 AND 18 == 1
-0.017715825140476 2 <= 47.5 AND 4 <= 39 AND 21 == 1 AND 24 == 1
0.0083214789628983 4 > 40.5 AND 4 <= 79.5 AND 9 <= 2.5
0.016756761074066 2 > 19.5 AND 7 <= 3.5 AND 11 > 2.5 AND 16 == 1
0.00080452412366867 4 <= 22.5 AND 6 <= 2.5 AND 10 <= 41.5
-0.020715355873108 2 <= 26.5 AND 7 <= 3.5 AND 8 <= 2.5 AND 10 <= 30.5 AND 16 != 1
-0.0041726469993591 4 <= 14.5 AND 6 <= 4.5 AND 10 <= 36.5
0.011661094427109 2 <= 37.5 AND 4 > 41 AND 18 == 1
0.012720242142677 2 <= 47.5 AND 4 <= 33.5 AND 21 == 1 AND 24 != 1
0.0076954513788223 4 > 25.5 AND 4 <= 34.5 AND 9 > 1.5
-0.014253860712051 4 > 44.5 AND 4 <= 79.5 AND 9 > 1.5
0.025769290328026 6 > 2.5 AND 10 <= 21.5
-0.017571154236794 4 > 34.5 AND 4 <= 44.5 AND 9 > 1.5
-0.01511717736721 4 <= 79.5 AND 6 > 4.5 AND 7 <= 2.5
0.0040441274642944 4 > 40.5 AND 4 <= 79.5 AND 9 > 2.5
-0.02736918926239 2 <= 28.5 AND 4 > 28.5 AND 4 <= 40
-0.024921575188637 2 <= 22.5 AND 4 > 23.5 AND 4 <= 73
0.010490131378174 4 > 34 AND 4 <= 52 AND 9 > 2.5
0.001592481136322 2 <= 22.5 AND 4 > 15.5 AND 4 <= 23.5
0.03296532034874 4 <= 27.5 AND 8 <= 3.5 AND 21 != 1
bdtl-1.0.1/sandbox/german.numer/train/ToT.out.expected 0000644 0000764 0000764 00000000050 12122405072 022436 0 ustar melamed melamed .98666666666666666666 correct at L1 = 0
bdtl-1.0.1/sandbox/german.numer/test/ 0000755 0000764 0000764 00000000000 12151020641 017243 5 ustar melamed melamed bdtl-1.0.1/sandbox/german.numer/test/test.out.expected 0000644 0000764 0000764 00000000053 12122405072 022554 0 ustar melamed melamed .78000000000000000000 correct at L1 = 0.01
bdtl-1.0.1/sandbox/german.numer/test/featVocab 0000777 0000764 0000764 00000000000 12151020641 024222 2../train/featVocab ustar melamed melamed bdtl-1.0.1/sandbox/german.numer/test/Makefile 0000644 0000764 0000764 00000001630 12122405072 020706 0 ustar melamed melamed
diffTargets = test.out
targets = $(diffTargets)
include generic.mk
execBase = ../../../bin/$(ARCH)
te-exec = $(execBase)/dbg/testOne
regnFactor = 0.01
# first, output predictions as confidences
# second, convert the confidences to binary decisions +/-
# 3rd compare with test labels
test.out: $(te-exec) test.config test.ex ../train/treeSequence
$< -p test.config -e test.ex -t $(regnFactor) > test.pred.L1=$(regnFactor)
perl -pe 's/\d.*/1/; s/-.*/0/;' test.pred.L1=$(regnFactor) > test.yesno.pred.L1=$(regnFactor)
paste test.yesno.pred.L1=$(regnFactor) test.ex \
| awk '{print $$1, $$2}' \
| sort | uniq -c \
> test.cTable.L1=$(regnFactor)
matching=`awk '$$2 == $$3 ' test.cTable.L1=$(regnFactor) | col1sum` ;\
total=`cat test.cTable.L1=$(regnFactor) | col1sum` ;\
correct=`echo " $$matching / $$total " | bc -l` ;\
echo "$$correct correct at L1 = $(regnFactor)" | tee $@
clean: cleantargets
-rm *.L1=0
bdtl-1.0.1/sandbox/german.numer/test/generic.mk 0000777 0000764 0000764 00000000000 12151020641 023365 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/german.numer/test/test.config 0000644 0000764 0000764 00000000734 12122405072 021420 0 ustar melamed melamed debugLevel = 1
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
logLocation = file
# logLocation = both
hypothesisDirectory = ../train
exampleFormat = SVMLight
addInternalNodesToEnsemble = false
externalFeatVocabFileName = featVocab
useCompiledIO = true
bdtl-1.0.1/sandbox/german.numer/test/test.ex 0000644 0000764 0000764 00000037210 12122405072 020566 0 ustar melamed melamed 0 1:4 2:20 3:4 4:35 5:5 6:2 7:1 8:4 9:1 10:44 11:3 12:2 13:1 14:2 15:1 16 18 21 24
1 1:2 2:45 3:2 4:30 5:2 6:3 7:3 8:4 9:2 10:21 11:3 12:1 13:1 14:1 15:1 20 24
0 1:4 2:24 3:2 4:13 5:1 6:5 7:3 8:1 9:1 10:36 11:3 12:1 13:1 14:2 15:1 18 21
1 1:1 2:12 3:2 4:7 5:2 6:1 7:2 8:3 9:2 10:22 11:3 12:1 13:1 14:1 15:1 18 21 24
1 1:1 2:24 3:2 4:23 5:1 6:5 7:3 8:1 9:1 10:45 11:3 12:1 13:1 14:1 15:1 16 19 21 24
0 1:2 2:48 3:0 4:122 5:5 6:3 7:3 8:2 9:3 10:48 11:1 12:1 13:1 14:2 15:1 18 21
0 1:1 2:10 3:4 4:22 5:1 6:2 7:3 8:3 9:1 10:48 11:3 12:2 13:2 14:1 15:2 16 18 20 23
0 1:4 2:15 3:4 4:18 5:1 6:5 7:3 8:4 9:3 10:46 11:3 12:2 13:1 14:2 15:1 18 21 24
0 1:2 2:9 3:4 4:12 5:1 6:5 7:3 8:4 9:1 10:37 11:3 12:3 13:1 14:1 15:1 18 21 23
0 1:4 2:24 3:2 4:55 5:2 6:3 7:3 8:1 9:3 10:25 11:2 12:1 13:1 14:1 15:1 18 21 24
1 1:1 2:12 3:4 4:35 5:1 6:3 7:2 8:2 9:1 10:29 11:3 12:2 13:1 14:1 15:1 16 19 21 24
0 1:2 2:30 3:1 4:35 5:4 6:3 7:3 8:2 9:3 10:34 11:2 12:1 13:2 14:2 15:1 18 21 24
1 1:1 2:36 3:2 4:20 5:5 6:5 7:3 8:4 9:4 10:40 11:3 12:1 13:1 14:2 15:1 18 21
0 1:2 2:6 3:2 4:21 5:1 6:2 7:4 8:3 9:3 10:30 11:3 12:1 13:1 14:2 15:1 18 20
1 1:3 2:21 3:4 4:23 5:1 6:2 7:1 8:1 9:3 10:33 11:3 12:1 13:1 14:1 15:1 18 20 24
0 1:2 2:48 3:3 4:76 5:2 6:1 7:3 8:4 9:4 10:31 11:3 12:1 13:1 14:2 15:1 18
0 1:4 2:21 3:2 4:52 5:5 6:3 7:3 8:3 9:3 10:26 11:3 12:1 13:1 14:1 15:1 17 18 21 24
0 1:3 2:6 3:2 4:21 5:1 6:3 7:3 8:2 9:1 10:41 11:3 12:1 13:1 14:2 15:1 18 21 24
0 1:3 2:6 3:4 4:13 5:1 6:5 7:3 8:4 9:1 10:46 11:3 12:2 13:2 14:1 15:2 16 18 21 24
1 1:1 2:36 3:2 4:52 5:1 6:4 7:3 8:2 9:2 10:29 11:3 12:1 13:1 14:1 15:1 18 21 24
1 1:1 2:24 3:1 4:14 5:5 6:5 7:3 8:3 9:3 10:40 11:2 12:1 13:1 14:2 15:1 18 21
0 1:2 2:24 3:2 4:28 5:5 6:5 7:3 8:4 9:4 10:36 11:1 12:1 13:1 14:2 15:1 17 18 24
0 1:2 2:48 3:2 4:54 5:5 6:1 7:3 8:4 9:4 10:40 11:1 12:1 13:1 14:2 15:1 18 22
0 1:1 2:18 3:2 4:44 5:2 6:3 7:3 8:4 9:3 10:35 11:3 12:1 13:2 14:2 15:1 16 18 21 23
0 1:4 2:10 3:2 4:28 5:2 6:3 7:3 8:2 9:1 10:32 11:3 12:1 13:2 14:1 15:1 17 19 21 24
0 1:4 2:22 3:2 4:13 5:5 6:4 7:2 8:4 9:2 10:25 11:3 12:1 13:1 14:1 15:1 16 18 20 24
0 1:4 2:42 3:4 4:40 5:3 6:3 7:3 8:4 9:1 10:36 11:3 12:2 13:1 14:2 15:1 18 21 24
0 1:4 2:6 3:0 4:12 5:2 6:3 7:3 8:1 9:4 10:35 11:1 12:1 13:1 14:1 15:2 16 18 20 24
0 1:4 2:60 3:2 4:104 5:1 6:5 7:3 8:4 9:2 10:42 11:3 12:1 13:1 14:2 15:1 16 18 21
0 1:4 2:18 3:4 4:38 5:1 6:2 7:1 8:2 9:3 10:35 11:3 12:2 13:1 14:2 15:1 18 21
1 1:3 2:9 3:2 4:7 5:1 6:3 7:2 8:2 9:1 10:28 11:3 12:1 13:1 14:1 15:1 18 21 23
0 1:4 2:12 3:2 4:22 5:1 6:2 7:2 8:2 9:3 10:29 11:1 12:1 13:1 14:1 15:1 18 21 24
0 1:4 2:30 3:3 4:43 5:2 6:3 7:3 8:2 9:2 10:26 11:3 12:2 13:1 14:1 15:1 18 21 23
0 1:4 2:18 3:2 4:15 5:1 6:2 7:2 8:1 9:1 10:26 11:3 12:1 13:1 14:1 15:1 18 21 24
1 1:4 2:48 3:4 4:116 5:2 6:3 7:2 8:4 9:3 10:24 11:1 12:2 13:1 14:1 15:1 17 18 20 23
1 1:2 2:24 3:2 4:116 5:1 6:3 7:2 8:4 9:3 10:23 11:3 12:2 13:1 14:1 15:1 17 18 20
0 1:1 2:15 3:4 4:10 5:1 6:3 7:1 8:3 9:2 10:25 11:3 12:2 13:1 14:1 15:1 18 21 24
0 1:2 2:18 3:4 4:13 5:1 6:2 7:2 8:1 9:2 10:27 11:3 12:2 13:1 14:1 15:1 18 21 24
1 1:2 2:48 3:0 4:38 5:2 6:4 7:3 8:4 9:4 10:34 11:3 12:1 13:2 14:1 15:1 18 23
1 1:1 2:36 3:2 4:27 5:1 6:5 7:3 8:2 9:2 10:41 11:1 12:1 13:2 14:1 15:1 18 21 24
0 1:2 2:12 3:2 4:11 5:1 6:4 7:3 8:3 9:1 10:29 11:3 12:2 13:1 14:1 15:2 21 24
0 1:4 2:12 3:2 4:16 5:1 6:3 7:3 8:2 9:1 10:50 11:3 12:1 13:1 14:1 15:1 18 21 24
0 1:4 2:36 3:2 4:36 5:1 6:5 7:3 8:2 9:3 10:28 11:3 12:1 13:1 14:1 15:1 18 21 24
1 1:2 2:15 3:3 4:15 5:4 6:3 7:4 8:3 9:2 10:61 11:2 12:2 13:1 14:1 15:1 18 21 24
0 1:4 2:21 3:4 4:33 5:1 6:5 7:3 8:4 9:3 10:36 11:3 12:1 13:1 14:2 15:1 17 18 21
1 1:3 2:9 3:0 4:13 5:1 6:2 7:3 8:2 9:3 10:34 11:3 12:2 13:1 14:2 15:1 18 21
1 1:1 2:21 3:2 4:18 5:1 6:3 7:2 8:2 9:1 10:25 11:3 12:2 13:1 14:2 15:1 18 21 24
1 1:1 2:36 3:4 4:96 5:1 6:4 7:3 8:4 9:3 10:24 11:3 12:2 13:1 14:2 15:1 17 18 21 24
0 1:4 2:4 3:4 4:15 5:1 6:4 7:3 8:1 9:1 10:42 11:3 12:2 13:2 14:1 15:1 18 21 23
0 1:4 2:24 3:3 4:47 5:1 6:4 7:3 8:3 9:3 10:35 11:3 12:2 13:1 14:2 15:1 17 18 21 23
0 1:2 2:21 3:4 4:37 5:1 6:4 7:3 8:3 9:2 10:27 11:3 12:2 13:1 14:1 15:1 18 21 24
0 1:3 2:12 3:2 4:19 5:1 6:3 7:2 8:2 9:3 10:44 11:3 12:1 13:1 14:2 15:1 18 20 23
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bdtl-1.0.1/sandbox/german.numer/Makefile 0000644 0000764 0000764 00000001447 12122405072 017735 0 ustar melamed melamed # sandbox module Makefile
# we do not want these to be done in parallel
.NOTPARALLEL:
SUBDIRS = train test
.PHONY: $(SUBDIRS)
valid: $(SUBDIRS)
@echo OK
$(SUBDIRS):
$(MAKE) -C $@
# use this target to run without validation
run:
for dir in $(SUBDIRS); do \
echo && echo "--> $$dir start at " `date`; \
$(MAKE) -C $$dir run || exit; \
done
@ echo && echo "--> done at " `date`; \
clean:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir clean || exit; \
done
check:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir check || exit; \
done
expected:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir expected || exit; \
done
spotless:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir spotless || exit; \
done
pretend:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir pretend || exit; \
done
bdtl-1.0.1/sandbox/german.numer/generic.mk 0000777 0000764 0000764 00000000000 12151020641 022406 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/calHous/ 0000755 0000764 0000764 00000000000 12151020641 015264 5 ustar melamed melamed bdtl-1.0.1/sandbox/calHous/train/ 0000755 0000764 0000764 00000000000 12151020641 016401 5 ustar melamed melamed bdtl-1.0.1/sandbox/calHous/train/train.config 0000644 0000764 0000764 00000003460 12141757305 020725 0 ustar melamed melamed debugLevel = 1
# lossFn = logistic
# lossFn = exponential
# regularizer type
regnFn = L2
# maxIterations = 1
# maxTimePerKey = 10
# initial regn penalty
initialGlobalRegnFactor = 64.0
# complexity penalty is computed as X / (min(frq1, frq2) ^ Y),
# where frq1 and frq2 are the example counts of the new child
# nodes. Defaults are X=5 and Y=2.
complexityCoeff = 0.0
# complexityExponent = 2.0
minExPerNode = 3
# maxAttemptsPerNode = 5
# Minimum l1 penalty scaling factor -- if it drops below this point, then stop training
minimumRegFactor = 1e-3
# minimumRegFactor = 8
# penalizeRoots = true
# If adding the Tree to the Ensemble does not reduce penalized training
# set loss by at least this much, then decay the l1 penalty.
# minimumReductionInPenalizedTrainLossPerTree = 1e-2
minimumReductionInPenalizedTrainLossPerTree = 0.0
minimumReductionInPenalizedTrainLossPerSplit = 1e-2
maxSubsampleSize = 100000
subsamplingRate = 0.1
learningRate = 1.0
heavyExampleSampleSize = 20
# 3600 seconds = 1 hour
# MaxTimePerKey = 3600
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
# shuffling would probably give higher accuracy, but it makes
# debugging more difficult
shuffleExamplesInExBuilder = false
logLocation = file
# logLocation = both
# Should the filenames generated by a training run contain the classifier key?
# put_keys_in_filenames = true
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
# hypothesisDirectory = hypos
exampleFormat = SVMLight
# externalFeatVocabFileName = featVocab
splitNodeIfGreaterGainThanNewTreeRootSplit = false
# splitNodeIfGreaterGainThanNewTreeRootSplit = true
addInternalNodesToEnsemble = true
useCompiledIO = true
bdtl-1.0.1/sandbox/calHous/train/ToT.config 0000644 0000764 0000764 00000000637 12122405072 020307 0 ustar melamed melamed debugLevel = 1
logLocation = file
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
# hypothesisDirectory = hypos
exampleFormat = SVMLight
addInternalNodesToEnsemble = true
useCompiledIO = true
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1 1:-118.350000 2:33.930000 3:26.000000 4:3156.000000 5:857.000000 6:2394.000000 7:787.000000 8:3.010000
0 1:-118.340000 2:33.980000 3:45.000000 4:1298.000000 5:294.000000 6:1064.000000 7:268.000000 8:3.706700
0 1:-117.060000 2:33.780000 3:17.000000 4:2813.000000 5:565.000000 6:1345.000000 7:488.000000 8:2.584700
1 1:-117.950000 2:33.820000 3:35.000000 4:1117.000000 5:181.000000 6:496.000000 7:168.000000 8:4.326900
1 1:-118.370000 2:33.880000 3:27.000000 4:1688.000000 5:331.000000 6:811.000000 7:327.000000 8:4.535700
1 1:-118.460000 2:34.140000 3:34.000000 4:5264.000000 5:771.000000 6:1738.000000 7:753.000000 8:8.811500
1 1:-122.480000 2:37.760000 3:52.000000 4:1845.000000 5:336.000000 6:1015.000000 7:337.000000 8:4.139700
0 1:-121.230000 2:37.810000 3:16.000000 4:2085.000000 5:342.000000 6:1236.000000 7:345.000000 8:5.559100
0 1:-119.010000 2:36.070000 3:44.000000 4:2450.000000 5:575.000000 6:1330.000000 7:508.000000 8:1.610300
bdtl-1.0.1/sandbox/calHous/train/featVocab 0000644 0000764 0000764 00000000041 12122405072 020214 0 ustar melamed melamed
1
2
3
4
5
6
7
8
bdtl-1.0.1/sandbox/calHous/train/train.attributes 0000644 0000764 0000764 00000000502 12122405072 021626 0 ustar melamed melamed @RELATION calhouse
@ATTRIBUTE latitude REAL
@ATTRIBUTE housingMedianAge REAL
@ATTRIBUTE totalRooms REAL
@ATTRIBUTE totalBedrooms REAL
@ATTRIBUTE population REAL
@ATTRIBUTE households REAL
@ATTRIBUTE medianIncome REAL
@ATTRIBUTE medianHouseValue REAL
@ATTRIBUTE class {0,1}
@DATA
bdtl-1.0.1/sandbox/calHous/train/CE.config 0000644 0000764 0000764 00000000403 12122405072 020057 0 ustar melamed melamed debugLevel = 1
bufferDebug = false
penaltySeqFileName = lastRegSequence
treeSeqFileName = treeSequence
externalFeatVocabFileName = featVocab
logLocation = file
# usually set on command line
# minGlobalRegnFactor = 0.0
addInternalNodesToEnsemble = true
bdtl-1.0.1/sandbox/calHous/train/Makefile 0000644 0000764 0000764 00000002650 12141757305 020061 0 ustar melamed melamed # training Makefile
targets = compiledEnsemble ToT.out
include generic.mk
execBase = $(BIN)/..
tr-exec = $(execBase)/dbg/trainOne
ce-exec = $(execBase)/dbg/compileEnsemble
te-exec = $(execBase)/dbg/testOne
# The regularization coefficient is set to zero so that perfect
# prediction can be achieved when testing on training data with simple
# datasets.
regnFactor = 0
# train
compiledEnsemble: $(tr-exec) train.ex train.config clean
($< -p train.config -e train.ex > $@) >& log.train
# currently unused target, for converting raw ensembles into compiled (compact) ones
log.ce: $(ce-exec) treeSequence lastRegSequence CE.config
( $< -r $(regnFactor) -p CE.config | sort -gr > compiledEnsemble ) >& $@
# test of training data, usually as a sanity check
ToT.out: $(te-exec) ToT.config train.ex
$< -p ToT.config -e train.ex -t $(regnFactor) > train.pred.L1=$(regnFactor)
perl -pe 's/(.).*/$$1/; s/\d/1/; s/\-/0/;' train.pred.L1=$(regnFactor) > train.yesno.pred.L1=$(regnFactor)
paste train.yesno.pred.L1=$(regnFactor) train.ex \
| awk '{print $$1, $$2}' \
| sort | uniq -c \
> train.cTable.L1=$(regnFactor)
matching=`awk '$$2 == $$3 ' train.cTable.L1=$(regnFactor) | col1sum` ;\
total=`cat train.cTable.L1=$(regnFactor) | col1sum` ;\
correct=`echo " $$matching / $$total " | bc -l` ;\
echo "$$correct correct at L1 = $(regnFactor)" > $@
clean: cleantargets
-rm log key treeSequence lastRegSequence doneTraining *.L1=0 log.train
bdtl-1.0.1/sandbox/calHous/train/generic.mk 0000777 0000764 0000764 00000000000 12151020641 022523 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/calHous/train/compiledEnsemble.expected 0000644 0000764 0000764 00000653763 12130460600 023417 0 ustar melamed melamed
-0.25496786832809
-0.1092382222414 2 <= 37.36 AND 6 <= 1114.5 AND 8 > 5.02665
0.050711333751678 1 > -122.715 AND 1 <= -118.075 AND 2 > 34.075 AND 2 <= 38 AND 3 > 18.5 AND 6 > 299.5 AND 7 > 137.5 AND 8 <= 4.60575
-0.26099717617035 1 <= -117.35 AND 2 > 37.43
-0.16054454445839 4 <= 1823.5 AND 6 <= 457 AND 7 <= 235.5
0.086347609758377 8 > 3.89195
-0.07136906683445 2 <= 35.53 AND 7 <= 497.5
0.19220528006554 2 > 37.805 AND 2 <= 38.47 AND 6 <= 922.5 AND 8 <= 3.96655
-0.13455483317375 1 > -121.92 AND 2 > 34.19 AND 4 <= 5833 AND 7 > 134
0.17561832070351 5 > 1377 AND 7 > 1680.5 AND 8 <= 4.59625
-0.025973379611969 2 <= 35.165
0.0091055035591125 2 <= 34.565 AND 7 <= 874.5 AND 8 > 2.22425
-0.079981714487076 1 > -118.365 AND 1 <= -117.47 AND 2 <= 38.745 AND 3 > 33.5 AND 7 > 124
0.27212649583817 1 > -122.455 AND 1 <= -122.055 AND 3 > 31.5 AND 7 > 413
-0.31449329853058 1 <= -121.78 AND 2 <= 38.025 AND 3 > 18.5 AND 6 <= 3872 AND 7 > 26 AND 8 > 2.0355 AND 8 <= 2.9748
-0.34796650707722 4 > 7159 AND 8 > 3.89195
0.27601373195648 4 <= 1823.5 AND 6 > 457 AND 7 <= 235.5
0.18281663954258 1 > -118.17 AND 3 > 16.5 AND 4 > 1762.5 AND 7 <= 783.5
0.11723721027374 1 > -122.17 AND 1 <= -118.365 AND 2 <= 38.745 AND 3 > 38 AND 7 > 124
-2.4627637267113 4 > 1679.5 AND 4 <= 1823.5 AND 5 > 478 AND 7 > 235.5
0.23841196298599 4 > 3358.5 AND 4 <= 7153.5 AND 5 > 547 AND 7 > 763.5
0.17794355750084 6 > 501.5 AND 8 > 5.26415
0.22466170787811 4 > 3358.5 AND 4 <= 7153.5 AND 5 > 1133.5 AND 7 > 763.5
0.11665517091751 1 <= -121.92 AND 2 > 36.135 AND 4 > 1162 AND 8 > 2.8857
-0.060724675655365 1 > -122.715 AND 2 > 37.725 AND 8 > 4.4355
0.12076333165169 1 > -120.555 AND 5 <= 336 AND 6 <= 374.5
-0.14724141359329 2 <= 34.445 AND 4 > 1906.5 AND 5 <= 1581 AND 6 > 2187.5
0.028207987546921 1 <= -118.205 AND 6 <= 1494.5 AND 7 <= 335.5 AND 8 > 3.8333 AND 8 <= 4.5868
0.034391403198242 2 <= 35.53 AND 4 <= 7153.5 AND 7 > 497.5
0.0066428482532501 1 > -121.605 AND 1 <= -118.875 AND 2 > 33.875 AND 7 <= 97
-0.029959127306938 2 <= 34.075 AND 4 <= 4097.5 AND 8 <= 1.96205
-0.46124374866486 2 <= 33.745 AND 3 <= 16 AND 8 > 2.87635
-0.024623051285744 2 <= 37.725 AND 3 > 31.5 AND 4 <= 7679 AND 8 > 3.1034
0.54386806488037 1 > -118.73 AND 2 <= 33.86 AND 4 > 3149
0.057232692837715 1 <= -117.445 AND 5 > 336 AND 6 <= 2864.5
0.014965876936913 1 <= -117.445 AND 5 > 336 AND 6 <= 841.5
0.022192418575287 1 <= -117.765 AND 2 <= 37.825 AND 3 > 20.5 AND 7 > 136 AND 8 > 2.5085 AND 8 <= 4.0699
0.059616833925247 1 <= -117.765 AND 2 <= 37.825 AND 3 > 20.5 AND 7 > 351 AND 8 > 2.5085 AND 8 <= 4.0699
-0.20059022307396 1 > -118.27
-0.22310902178288 1 > -117.77
-0.037582218647003 1 > -121.565 AND 2 > 33.315 AND 8 > 3.2262
-0.010206744074821 1 > -122.145
-0.70630341768265 1 > -118.17 AND 3 > 16.5 AND 4 > 1762.5 AND 7 > 783.5
-0.36950017511845 2 > 36.375 AND 4 > 1582 AND 5 > 504 AND 6 > 1113 AND 6 <= 1917.5
-0.19465458393097 1 > -119.76 AND 2 <= 34.125 AND 3 <= 45.5 AND 4 <= 2345 AND 7 > 231.5 AND 8 > 4.16315
-0.23222529888153 2 > 36.375 AND 4 > 1582 AND 5 > 504 AND 6 > 1594.5 AND 6 <= 1917.5
0.39635068178177 2 > 36.375 AND 4 > 1582 AND 5 > 504 AND 6 > 1113 AND 6 <= 1594.5
0.70010510087013 1 <= -121.565 AND 3 <= 16.5 AND 8 > 3.2262
-0.013888537883759 5 <= 1358 AND 8 > 2.0316
0.22388744354248 1 <= -117.785 AND 3 <= 19.5 AND 6 <= 1412 AND 7 > 479
0.058878809213638 1 > -118.27 AND 2 <= 33.855
-0.10826034843922 1 <= -121.92 AND 2 > 36.135 AND 4 > 1162 AND 8 <= 2.8857
0.085379019379616 2 <= 36.23 AND 4 <= 1818.5 AND 5 > 143.5 AND 6 > 361 AND 8 > 3.39195
0.34436231851578 1 <= -118.795 AND 6 <= 517 AND 7 <= 123 AND 8 > 3.7122
-0.027127534151077 1 > -121.565 AND 2 > 34.565 AND 3 > 5 AND 3 <= 34.5
0.062452405691147 2 <= 37.735 AND 5 <= 292 AND 8 <= 4.3
-0.010810345411301 2 <= 34.075 AND 4 <= 4097.5 AND 8 > 1.96205
-0.031604140996933 1 <= -118.04 AND 4 <= 2023 AND 5 <= 416.5 AND 8 > 2.1524 AND 8 <= 3.7706
-0.13093589246273 1 <= -118.115 AND 3 > 46.5 AND 4 > 1080.5 AND 6 <= 2229
-0.14515852928162 2 > 38.555 AND 8 > 3.9422
-0.31827527284622 2 <= 38.57 AND 6 <= 483 AND 7 > 132 AND 8 <= 3.48995
-0.16538643836975 1 > -117.79 AND 7 > 53 AND 8 > 4.24655
-0.029298722743988 8 <= 4.59625
0.14037916064262 1 <= -118.27
0.011377185583115 2 <= 34.15 AND 8 <= 4.087
-0.22176709771156 1 <= -122.02
0.032072246074677 1 <= -117.77
-0.0064480602741241 1 > -118.075 AND 2 > 34.075 AND 3 > 18.5 AND 6 > 299.5 AND 7 > 137.5
1.1190556436777 1 <= -118.235 AND 2 <= 33.95 AND 6 > 1005.5 AND 6 <= 1589 AND 7 <= 1613
-1.6476100236177 2 <= 33.89 AND 4 <= 2971 AND 6 <= 409.5
0.056400269269943 1 <= -122.145
-0.30990763008595 1 <= -122.11 AND 2 > 33.64 AND 3 <= 32 AND 4 > 1317.5 AND 6 <= 5303
0.10937197506428 2 <= 38.555 AND 3 > 16.5 AND 4 <= 1643 AND 8 <= 2.95765
-0.01604813337326 1 <= -122.105 AND 3 <= 47.5 AND 6 > 428 AND 7 > 255 AND 8 <= 3.1519
-1.0419144034386 1 > -121.025 AND 2 > 35.47
-0.013971477746964 1 > -122.395 AND 1 <= -118.195 AND 5 <= 670.5 AND 8 <= 1.9943
0.10681027173996 3 <= 29 AND 5 > 301.5 AND 8 > 2.78325
-0.073594123125076 2 <= 33.85 AND 3 <= 20 AND 7 <= 670.5 AND 8 <= 4.56325
-0.057541370391846 1 > -118.16 AND 3 <= 18.5
0.08094410598278 3 > 25.5 AND 7 <= 565.5 AND 8 <= 2.35845
-0.3767893910408 1 <= -118.795 AND 6 <= 517 AND 7 <= 123 AND 8 <= 3.7122
0.11930355429649 1 > -117.785 AND 3 <= 19.5
-0.0087675452232361 1 > -121.7 AND 2 > 33.84 AND 5 <= 1358 AND 6 > 1032 AND 7 > 290 AND 8 > 2.0316 AND 8 <= 4.1505
0.072029232978821 1 > -121.885 AND 4 > 1599.5 AND 4 <= 7159 AND 6 > 534.5 AND 8 > 3.89195
-0.087131023406982 2 <= 34.075 AND 4 <= 4097.5 AND 8 > 2.2604 AND 8 <= 4.1972
-0.074183404445648 1 > -121.7 AND 2 > 33.84 AND 5 <= 1358 AND 6 > 1221 AND 7 > 290 AND 8 > 2.0316 AND 8 <= 4.1505
0.064464077353477 1 > -121.795 AND 2 <= 34.195 AND 3 > 21.5 AND 4 > 1389.5 AND 6 > 806.5
0.50096845626831 1 > -122.415 AND 2 > 33.945 AND 6 > 4028.5
0.060023814439774 2 > 37.785 AND 4 <= 2133.5 AND 7 <= 238
-0.31313414871693 2 > 33.745 AND 2 <= 37.57 AND 6 > 4263.5 AND 8 > 2.87635
-0.059102296829224 1 > -121.7 AND 2 > 33.84 AND 5 <= 1358 AND 6 > 1221 AND 7 > 406 AND 8 > 2.0316 AND 8 <= 4.1505
0.19598017632961 4 <= 2377.5 AND 8 <= 3.5271
-0.081151515245438 1 > -122.455 AND 1 <= -122.055 AND 3 > 31.5 AND 7 <= 413
0.069129943847656 1 > -122.105 AND 1 <= -120.62 AND 2 > 36.83 AND 3 <= 47.5 AND 6 > 428 AND 7 > 365 AND 8 <= 6.39745
-0.027591079473495 1 > -122.385 AND 3 > 4.5 AND 6 > 1283 AND 8 > 2.268
0.099184736609459 2 > 38.555 AND 8 <= 3.9422
0.1264930665493 2 <= 34.775 AND 4 > 1806 AND 5 > 451.5 AND 6 > 1066.5 AND 6 <= 2622
-0.10126462578773 1 > -121.78 AND 1 <= -117.77 AND 2 <= 38.025 AND 3 > 18.5 AND 6 <= 3872 AND 7 > 26 AND 8 > 2.0355 AND 8 <= 3.34245
-0.026136741042137 2 <= 34.15 AND 8 > 4.087
0.089690282940865 8 > 4.59625
0.018146723508835 1 <= -117.905 AND 3 > 14.5 AND 6 > 1659 AND 8 > 2.0916 AND 8 <= 2.98585
0.080969989299774 1 <= -117.905 AND 3 > 14.5 AND 6 > 1982 AND 8 > 2.0916 AND 8 <= 2.98585
-0.17433270812035 1 > -118.115 AND 5 > 332 AND 8 > 3.28125 AND 8 <= 4.47915
0.26250238716602 1 > -121.78 AND 1 <= -117.77 AND 2 <= 38.025 AND 3 > 18.5 AND 6 <= 3872 AND 7 > 460.5 AND 8 > 2.0355 AND 8 <= 3.34245
-0.045194566249847 1 > -122.395 AND 5 <= 670.5 AND 8 <= 2.85715
0.048486709594727 1 <= -120.86 AND 3 <= 15.5 AND 8 > 4.3034
-0.10059961676598 1 <= -117.77 AND 2 <= 38.025 AND 3 > 18.5 AND 4 > 2006.5 AND 6 <= 3872 AND 7 > 26 AND 8 <= 2.0355
0.27045023441315 1 > -122.055 AND 1 <= -118.425 AND 3 > 31.5
0.019582688808441 1 <= -117.825 AND 3 > 12 AND 4 > 2377.5 AND 7 > 516 AND 8 > 2.7655 AND 8 <= 3.7389
-0.098700225353241 2 > 37.785 AND 4 <= 2133.5 AND 7 > 238
0.057596564292908 1 <= -122.285 AND 3 > 28.5 AND 8 <= 3.24425
0.081706881523132 1 <= -117.815 AND 2 <= 37.83 AND 3 > 4.5 AND 4 <= 10330.5 AND 6 > 1103 AND 8 > 4.45985
-0.031962916254997 1 > -120.645 AND 1 <= -118.03 AND 2 > 33.875 AND 5 <= 590 AND 7 > 97 AND 8 > 2.4341
0.14946511387825 1 <= -121.885 AND 4 <= 1386 AND 7 <= 488.5
0.44066745042801 1 > -118.305 AND 5 > 402.5 AND 6 <= 1922.5 AND 7 > 442 AND 8 <= 3.0226
0.040026903152466 1 <= -117.69 AND 2 <= 37.675
-0.027114138007164 1 > -121.405 AND 1 <= -117.99 AND 2 <= 34.005
-0.0089374929666519 1 <= -122.395 AND 5 <= 670.5 AND 8 <= 2.85715
0.064977645874023 1 > -118.16 AND 3 > 18.5
0.068911910057068 2 <= 33.85 AND 3 > 20 AND 7 <= 670.5 AND 8 <= 4.56325
-0.12100268900394 1 <= -117.645 AND 2 > 38.27 AND 4 > 2453.5
-0.42133770883083 1 > -122.275 AND 1 <= -122.105 AND 8 <= 4.2035
-0.0050702691078186 2 <= 37.44 AND 4 > 1862.5 AND 5 > 166 AND 6 <= 977.5 AND 7 > 51.5 AND 8 <= 4.6359
0.13652166724205 2 <= 37.365 AND 4 <= 3252 AND 5 > 292 AND 7 > 374 AND 8 > 1.9181 AND 8 <= 3.0765
0.12860801815987 2 <= 35.53 AND 3 <= 35.5 AND 6 <= 601.5 AND 7 <= 497.5
-0.159054428339 1 <= -118.205 AND 6 > 1494.5 AND 8 > 1.75155
-0.24131017923355 1 <= -118.075 AND 3 > 13 AND 3 <= 36.5 AND 5 > 463 AND 6 <= 1899.5 AND 8 <= 3.01715
0.075254112482071 1 > -122.715 AND 2 > 37.725 AND 8 > 3.66275 AND 8 <= 4.4355
-0.099317029118538 1 > -118.165 AND 7 > 124 AND 8 > 4.01205 AND 8 <= 4.6919
0.20368319749832 1 > -118.305 AND 2 > 33.875 AND 5 > 235.5 AND 5 <= 413
-0.023108452558517 1 > -122.35 AND 2 > 34.03 AND 2 <= 37.83 AND 3 > 4.5 AND 4 <= 10330.5 AND 6 <= 988.5
-0.22683957219124 6 > 1514 AND 6 <= 2078 AND 7 > 440
-0.13624867796898 6 <= 501.5 AND 8 > 4.56325
0.21717509627342 3 <= 30 AND 4 > 1582 AND 5 <= 504
-0.095226764678955 1 > -119.235 AND 1 <= -118.16
-0.31746739149094 1 > -122.34 AND 1 <= -121.7 AND 2 > 33.84 AND 2 <= 37.685 AND 3 <= 26.5 AND 5 <= 1358 AND 8 > 2.0316 AND 8 <= 4.1505
0.027481004595757 1 > -122.105 AND 1 <= -120.62 AND 2 <= 36.83 AND 3 <= 47.5 AND 6 > 428 AND 7 > 365 AND 8 <= 6.39745
-0.076916992664337 1 > -122.355 AND 2 > 36.23 AND 2 <= 38.505 AND 3 <= 43.5 AND 8 <= 4.16895
-0.15314319729805 1 > -118.305 AND 5 <= 317 AND 7 > 98 AND 7 <= 471
0.044467359781265 1 > -121.885 AND 1 <= -120.695 AND 2 > 37.99 AND 3 > 16.5 AND 6 <= 2003.5
-0.33284525573254 1 > -118.005 AND 4 <= 1573 AND 5 <= 663
-0.020569413900375 1 <= -118.75 AND 3 > 27.5 AND 4 <= 3503.5 AND 8 > 3.97555
0.74973098933697 4 <= 2818 AND 7 <= 221.5 AND 8 <= 2.23795
0.22044415771961 1 > -119.655 AND 4 <= 1958 AND 7 <= 138.5 AND 8 <= 3.2262
0.036614060401917 1 <= -118.305 AND 8 > 1.8546 AND 8 <= 3.97555
0.02506548166275 1 > -122.11 AND 2 > 33.64 AND 4 > 1317.5 AND 6 <= 5303
-0.083961337804794 1 <= -122.105 AND 3 <= 47.5 AND 6 > 428 AND 7 > 255 AND 8 <= 2.8358
0.095719397068024 2 > 33.89 AND 4 <= 2971 AND 6 <= 409.5
0.035810708999634 3 <= 33.5 AND 6 > 1800.5 AND 8 > 2.84525 AND 8 <= 3.4594
-0.058684855699539 2 > 33.85 AND 3 <= 36.5 AND 4 <= 4562 AND 8 > 2.2813
0.085801020264626 1 <= -117.77 AND 2 <= 38.025 AND 3 > 18.5 AND 4 <= 2006.5 AND 6 <= 3872 AND 7 > 26 AND 8 <= 2.0355
0.0082030296325684 1 > -120.62 AND 2 > 33.78 AND 3 <= 47.5 AND 6 > 428 AND 7 > 78.5 AND 8 > 2.18725 AND 8 <= 4.5297
0.050781786441803 1 > -120.675 AND 3 > 32.5 AND 5 > 291.5 AND 7 > 366
0.095848888158798 1 > -121.885 AND 2 <= 34.46 AND 4 <= 1732.5
-0.01239675283432 1 > -118.425 AND 3 > 31.5 AND 5 > 252 AND 7 > 279.5
-0.21647495031357 2 <= 33.835 AND 3 <= 45.5 AND 6 <= 700 AND 7 <= 528
-0.062844574451447 1 <= -117.765 AND 2 > 35.445 AND 2 <= 37.825 AND 7 > 136 AND 8 <= 2.13425
-0.22165931761265 1 > -122.455 AND 1 <= -122.055 AND 3 > 31.5
0.05861696600914 2 <= 35.3 AND 4 <= 2377.5 AND 6 > 669.5 AND 8 <= 3.5271
0.061814367771149 2 > 33.805 AND 2 <= 34.575 AND 3 > 16.5 AND 3 <= 41.5 AND 6 > 322.5 AND 6 <= 4307 AND 8 <= 4.40835
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0.11041608452797 1 > -118.425 AND 3 > 31.5 AND 5 > 252 AND 7 <= 279.5
-0.11670345067978 6 <= 1591.5 AND 8 > 3.9895
0.096964463591576 4 <= 2377.5 AND 8 > 6.24355
-0.34688630700111 3 > 34 AND 4 <= 1806 AND 5 <= 118.5
0.023390561342239 1 > -121.66 AND 5 <= 1371 AND 7 > 792.5 AND 8 <= 3.56065
-0.09344208240509 3 <= 44.5 AND 8 <= 4.7399
-0.28693529963493 6 <= 2086 AND 7 > 555 AND 8 > 2.84955 AND 8 <= 3.66275
-0.066551133990288 1 > -122.23 AND 4 <= 1823.5 AND 6 <= 457 AND 7 <= 235.5
0.053325295448303 1 <= -122.205 AND 2 > 37.43 AND 8 <= 3.55645
0.075917989015579 2 > 33.855 AND 3 <= 17.5 AND 7 <= 1148
0.616006270051 1 <= -118.395 AND 2 > 33.78 AND 2 <= 34.505 AND 5 <= 348
0.062487632036209 4 > 1958 AND 7 <= 875.5 AND 8 <= 3.2262
0.0063948184251785 1 > -121.87 AND 2 > 33.775 AND 2 <= 33.835 AND 7 <= 494.5
-0.19351574778557 2 <= 33.85 AND 6 > 1946
0.021309703588486 1 > -118.875 AND 2 > 33.875 AND 7 <= 97
0.13132020831108 1 <= -121.8 AND 5 > 189.5 AND 6 <= 1799
0.01718758046627 1 <= -117.325 AND 2 <= 34.295
0.08858023583889 2 <= 34.775 AND 4 > 1806
-0.066264256834984 1 > -121.605 AND 2 > 33.875
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-0.11588531732559 2 > 34.505 AND 3 > 25
0.29406446218491 1 <= -118.73 AND 3 <= 9
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-0.56465497612953 2 > 37.76 AND 8 <= 2.7145
0.041140377521515 2 <= 37.815 AND 3 > 41.5 AND 7 > 195.5 AND 8 > 2.5744
0.031665399670601 2 <= 37.815 AND 3 > 43.5 AND 7 > 195.5 AND 8 > 2.5744
0.11909911036491 1 <= -117.35 AND 2 <= 37.43
0.13296455144882 1 > -121.015 AND 1 <= -120.565 AND 2 > 33.945 AND 7 > 89 AND 8 > 3.9818
0.28520509600639 1 > -118.16 AND 4 <= 3677.5 AND 5 > 633 AND 7 > 515
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-0.097661644220352 3 > 25.5 AND 8 <= 3.35965
0.075638547539711 1 <= -117.79 AND 7 > 53 AND 8 > 4.24655
-0.64807787537575 3 <= 22.5 AND 5 > 543 AND 7 <= 694.5 AND 8 <= 3.6412
-0.024414479732513 1 > -120.86 AND 1 <= -117.89 AND 2 <= 33.845 AND 4 > 1298.5
0.32800114154816 1 > -122.34 AND 5 <= 1358 AND 8 > 4.1505 AND 8 <= 4.546
-0.069046869874001 1 > -122.285 AND 1 <= -120.86 AND 3 > 28.5 AND 8 <= 3.24425
-0.16628837585449 1 > -121.8 AND 1 <= -118.005 AND 2 <= 37.815 AND 4 <= 1381 AND 5 <= 166.5
0.07134784758091 3 > 45 AND 8 > 4.23065 AND 8 <= 5.02665
0.047092735767365 1 > -121.605 AND 2 <= 33.875
0.1041664481163 2 <= 35.53 AND 7 > 497.5
0.1096853017807 1 <= -117.765 AND 2 <= 37.825 AND 7 > 136 AND 8 > 2.5085
0.21100044250488 2 > 34.505 AND 3 <= 25
0.002008780837059 2 > 32.98 AND 5 > 368.5
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-0.13384881615639 2 <= 38.5 AND 3 > 10.5 AND 3 <= 16.5 AND 8 > 3.1034
-0.042011916637421 2 > 33.835 AND 2 <= 37.735 AND 3 > 25.5 AND 6 > 994 AND 8 > 2.35845 AND 8 <= 3.35965
-0.025915324687958 1 > -122.385
-0.026510074734688 1 > -121.885
-0.053444415330887 1 > -119.76
0.23048669099808 2 > 38.195 AND 3 <= 49 AND 5 <= 1847.5 AND 8 <= 4.24655
-0.063042193651199 1 > -121.295 AND 2 > 34.15 AND 4 <= 1872 AND 8 > 3.63495 AND 8 <= 5.2282
-0.43217214941978 1 <= -118.315 AND 2 <= 34.15 AND 4 > 1141 AND 8 <= 4.087
-0.05087947845459 1 > -118.12 AND 2 > 33.58 AND 2 <= 34.505
-0.15408910810947 1 > -121.885 AND 1 <= -120.695 AND 2 > 34.46 AND 3 > 16.5 AND 6 <= 2003.5
0.10084441304207 1 <= -118.17 AND 2 <= 37.27 AND 4 > 3667 AND 6 > 517
0.045137643814087 2 <= 33.695 AND 4 > 1204 AND 8 > 4.0471
0.016415745019913 2 <= 38.555 AND 3 > 16.5
0.099167242646217 1 > -118.16 AND 1 <= -117.77 AND 2 > 33.805 AND 3 > 18.5 AND 7 > 572.5 AND 8 <= 4.2484
0.11953389644623 3 > 17.5 AND 5 <= 291.5
-0.30186353623867 3 <= 6 AND 4 > 1872 AND 8 > 3.35965
0.02032807469368 1 <= -122.17 AND 2 <= 38.745 AND 3 > 33.5 AND 7 > 124 AND 7 <= 278.5
-0.033072233200073 1 <= -117.69 AND 2 <= 37.675 AND 3 <= 21.5 AND 5 > 319
-0.19978915154934 2 <= 36.23 AND 4 <= 1818.5 AND 6 > 361 AND 8 > 2.29685 AND 8 <= 3.39195
0.029378533363342 1 > -122.415 AND 2 <= 33.945 AND 4 <= 3422.5
-0.44013738632202 2 <= 33.745 AND 3 <= 20 AND 7 <= 682
-0.082603245973587 2 > 34.155 AND 2 <= 37.805 AND 6 <= 922.5 AND 7 <= 273.5 AND 8 <= 3.96655
0.05676805973053 1 > -122.715 AND 1 <= -118.075 AND 2 > 34.075 AND 2 <= 38 AND 3 > 18.5 AND 5 > 325 AND 6 > 299.5 AND 7 > 137.5 AND 8 > 2.95465 AND 8 <= 4.60575
-0.54512311518192 6 <= 1514 AND 7 > 440 AND 8 > 4.10605
-0.21059614419937 2 > 37.785 AND 4 <= 2133.5
0.17054502665997 2 > 38.035 AND 4 <= 2824
-0.21688728034496 1 > -118.22 AND 2 <= 35.13 AND 4 <= 1582 AND 6 <= 576
0.33352853357792 1 <= -118.395 AND 2 > 33.78 AND 2 <= 37.665 AND 5 > 348
0.042699590325356 8 > 2.76795
-0.3919560611248 2 <= 34.09 AND 3 > 41.5 AND 6 <= 4307
0.3140457868576 1 > -122.26 AND 3 <= 42 AND 7 > 193 AND 7 <= 445.5 AND 8 > 5.47255
-0.064523279666901 1 > -122.19 AND 1 <= -118.17 AND 4 <= 3667 AND 5 <= 673 AND 6 > 517
0.17657446861267 2 > 33.69 AND 2 <= 38.145 AND 3 <= 43.5 AND 6 > 747 AND 8 > 3.0205 AND 8 <= 3.1307
-0.25050845742226 5 > 615.5 AND 6 > 1170.5 AND 7 > 739.5 AND 8 <= 2.5064
-0.12613168358803 1 > -122.105 AND 3 <= 22.5
0.4416316151619 1 <= -122.385
0.092725604772568 1 <= -121.885
0.077967047691345 1 <= -119.76
-0.04716569185257 2 > 33.85 AND 3 <= 36.5
-0.024846628308296 1 <= -117.905 AND 2 > 33.935 AND 2 <= 37.9 AND 3 > 14.5 AND 4 > 900 AND 8 > 5.0381 AND 8 <= 7.21345
-0.12210607528687 8 <= 2.5744
-0.085096761584282 1 > -122.145 AND 3 > 31.5 AND 3 <= 50.5 AND 6 > 346.5 AND 8 <= 4.24655
-0.042921334505081 2 > 33.955 AND 4 > 1080.5 AND 5 > 307.5 AND 5 <= 402.5 AND 6 > 621.5 AND 6 <= 1899.5
-0.017498597502708 2 <= 33.695 AND 4 > 1204 AND 8 <= 4.0471
-0.068446636199951 2 <= 38.555 AND 3 <= 16.5
0.032975494861603 1 > -121.885 AND 4 <= 7159 AND 6 > 534.5 AND 8 > 3.89195
-0.35580998659134 1 > -121.885 AND 4 <= 1599.5 AND 6 > 534.5 AND 8 > 3.89195
0.024156793951988 1 <= -117.905 AND 2 <= 33.935 AND 4 > 900 AND 8 > 2.85715
-0.090229392051697 1 > -118.12 AND 2 <= 34.505
0.0071358978748322 1 <= -117.77 AND 2 <= 38.025 AND 6 <= 3872 AND 7 > 26
0.010856479406357 2 > 33.695 AND 2 <= 33.83 AND 4 > 1204 AND 5 <= 1370 AND 8 > 2.92055
0.10584789514542 1 <= -119.865 AND 2 > 34.965 AND 2 <= 37.74 AND 8 > 2.5332 AND 8 <= 3.7495
-0.33281686902046 4 > 2824 AND 6 > 3216
-0.84915620088577 4 > 778.5 AND 6 > 5303
0.46508824825287 1 <= -118.27 AND 2 <= 36.135
-0.71099701523781 4 > 1317.5 AND 6 > 5303
-0.051053404808044 3 <= 29 AND 5 > 301.5 AND 8 > 2.78325 AND 8 <= 3.85865
-0.10967133939266 2 > 37.57 AND 8 > 2.87635
0.38799166679382 2 > 37.975 AND 3 <= 33.5 AND 5 > 311.5 AND 8 > 4.11005
-0.0036583989858627 1 > -119.1 AND 2 <= 37.86 AND 6 > 977.5 AND 8 <= 2.393
-0.043923079967499 1 > -118.305 AND 2 <= 34.46 AND 4 > 1732.5 AND 4 <= 4097.5 AND 5 > 538 AND 7 > 438.5 AND 8 <= 4.791
-0.67162102460861 1 > -120.63 AND 2 > 34.775 AND 2 <= 38.675 AND 4 > 1806
-0.029464304447174 2 <= 38.195 AND 3 <= 49 AND 5 <= 1847.5 AND 8 <= 4.24655
0.084529474377632 1 <= -118.075 AND 3 > 13 AND 5 > 463 AND 6 <= 1899.5 AND 8 > 3.01715
0.082723066210747 8 > 2.5744
-0.024468511343002 1 > -122.105 AND 2 <= 33.805 AND 3 > 25.5 AND 3 <= 42.5 AND 4 <= 2866.5 AND 8 > 1.8001
0.039400354027748 1 > -120.86 AND 2 > 33.845 AND 6 > 996 AND 8 > 2.11775 AND 8 <= 2.3538
-0.738694190979 1 > -117.35 AND 6 <= 1321.5
-0.0028610825538635 1 <= -117.905 AND 2 > 33.935 AND 2 <= 37.9 AND 3 > 14.5 AND 4 > 900 AND 6 > 935 AND 7 <= 531.5 AND 8 > 2.85715 AND 8 <= 3.58905
0.17044702172279 1 > -122.45 AND 2 > 34.295 AND 3 > 25 AND 7 <= 134 AND 8 <= 4.7743
0.2080142647028 3 > 17.5 AND 3 <= 46 AND 4 <= 2213.5 AND 7 > 235.5 AND 8 <= 2.64675
0.21439850330353 6 <= 647.5 AND 8 > 2.7145 AND 8 <= 3.89195
-0.60704606771469 2 > 37.775 AND 7 > 159.5 AND 7 <= 419 AND 8 <= 3.8333
-0.53075633943081 2 <= 34.775 AND 4 > 1806 AND 5 > 451.5 AND 6 <= 1066.5
0.30901527404785 1 > -121.78 AND 1 <= -117.77 AND 2 <= 38.025 AND 3 > 18.5 AND 6 <= 3872 AND 7 > 26 AND 8 > 3.34245 AND 8 <= 3.68685
0.12035673856735 2 <= 38.555 AND 3 <= 16.5 AND 6 > 3091
-0.03630205988884 1 > -121.7 AND 2 > 33.84 AND 5 <= 1358 AND 7 > 137.5 AND 8 > 2.0316 AND 8 <= 4.1505
-0.011474028229713 1 > -121.7 AND 2 > 33.84 AND 5 <= 1358 AND 7 > 290 AND 8 > 2.0316 AND 8 <= 4.1505
-0.051494181156158 1 > -122.225 AND 4 <= 1984.5
-0.016294479370117 2 > 33.69 AND 2 <= 38.145 AND 3 <= 43.5 AND 6 > 747 AND 8 > 3.1307
1.1884939968586 1 <= -122.455 AND 3 > 31.5
-0.3294692337513 1 <= -117.905 AND 3 <= 39 AND 6 <= 368
0.021522238850594 3 <= 47.5 AND 6 <= 428 AND 7 > 78.5 AND 8 <= 6.39745
-0.33237773180008 1 > -121.78 AND 1 <= -117.77 AND 2 <= 38.025 AND 3 > 18.5 AND 6 <= 3872 AND 7 > 26 AND 7 <= 460.5 AND 8 > 2.0355 AND 8 <= 3.34245
0.2254450917244 1 <= -117.785 AND 3 <= 19.5 AND 7 <= 479
0.090087428689003 3 <= 43.5 AND 6 <= 747
-0.081460744142532 1 > -117.99 AND 2 <= 34.625 AND 8 <= 3.93325
-0.10306839644909 1 <= -117.755 AND 2 > 37.86 AND 3 <= 20.5 AND 7 > 820
-0.042712539434433 6 <= 672.5 AND 8 > 5.07485
-0.118448138237 2 <= 33.745 AND 3 > 20 AND 6 <= 1013
-0.30796086788177 2 <= 33.995 AND 3 > 33.5 AND 6 <= 1005.5
0.14026421308517 2 > 37.85 AND 5 <= 311.5
0.14195892214775 2 <= 38.555 AND 3 > 16.5 AND 5 > 312.5 AND 6 > 680.5 AND 7 <= 372 AND 8 > 2.95765
-0.31434231996536 2 <= 38.555 AND 3 > 16.5 AND 5 > 312.5 AND 6 > 943 AND 7 <= 372 AND 8 > 2.95765
-0.027651369571686 3 > 17.5 AND 7 > 235.5 AND 8 > 2.64675 AND 8 <= 4.36365
-0.14315894246101 1 <= -121.295 AND 2 > 38.555 AND 8 > 3.80315
-0.21129874885082 1 <= -120.62 AND 2 > 37.66
-0.073315560817719 8 > 2.7145 AND 8 <= 3.89195
-0.041996121406555 2 > 37.725 AND 4 <= 7679 AND 8 > 3.1034
-0.033194184303284 1 <= -117.905 AND 2 > 33.935 AND 2 <= 37.9 AND 3 <= 14.5 AND 4 > 900 AND 5 > 449 AND 8 > 2.85715
0.020140260457993 1 <= -118.16 AND 3 <= 50 AND 5 > 1553
0.0052744448184967 3 <= 20.5 AND 4 <= 1204
0.12231945991516 3 <= 48 AND 4 <= 888
0.022745311260223 2 > 34.985 AND 3 <= 18.5 AND 8 <= 4.8846
-0.016946166753769 2 > 34.985 AND 3 <= 14.5 AND 8 <= 4.8846
-0.10670712590218 1 > -118.115 AND 1 <= -117.41 AND 2 > 33.385 AND 7 > 471 AND 8 > 3.03845
-0.12378177046776 1 <= -119.485 AND 3 <= 29 AND 5 > 301.5 AND 8 > 2.78325 AND 8 <= 3.85865
0.15454703569412 1 > -118.02 AND 1 <= -117.325 AND 2 <= 33.935 AND 6 <= 1473.5 AND 8 > 3.6357
0.15357506275177 3 <= 45.5 AND 6 <= 700 AND 7 <= 528
1.0237940251827 3 <= 19 AND 6 <= 398.5 AND 7 <= 619.5
0.014091297984123 2 > 33.695 AND 2 <= 33.83 AND 4 > 1204 AND 5 <= 1370 AND 8 <= 2.92055
-0.052070617675781 1 > -122.415 AND 1 <= -121.53 AND 2 > 33.945 AND 5 <= 1251.5 AND 6 <= 4028.5 AND 7 <= 152.5
0.21807497739792 1 > -118.16 AND 6 <= 1318.5 AND 7 <= 515
-0.030600905418396 6 > 2538 AND 7 > 670.5 AND 8 > 4.1394 AND 8 <= 4.56325
0.065810829401016 1 > -122.34 AND 5 <= 1358 AND 8 > 4.1505
0.071283280849457 3 > 33.5 AND 8 > 2.5744
0.05886310338974 3 > 41.5 AND 8 > 2.5744
0.03117048740387 1 <= -117.905 AND 2 <= 33.835 AND 4 > 900 AND 8 > 2.85715
0.19898357987404 1 > -122.105 AND 3 <= 22.5 AND 7 <= 285.5 AND 8 <= 5.32105
0.13941498100758 1 > -122.455 AND 2 > 34.15 AND 4 <= 1411.5 AND 7 > 197 AND 8 <= 3.3529
-0.30269269645214 1 <= -118.27 AND 2 > 36.135
0.10754954814911 1 > -120.555 AND 5 <= 336 AND 6 > 374.5 AND 8 > 4.4362 AND 8 <= 4.9386
-0.015123799443245 6 <= 1485 AND 8 <= 2.87635
-0.19739419221878 1 > -117.765
-0.08045868575573 1 > -121.015
-0.48162016272545 2 > 37.975 AND 3 <= 33.5 AND 5 > 311.5 AND 8 <= 4.11005
-0.056956365704536 1 <= -118.305 AND 3 > 27.5 AND 5 <= 417 AND 8 > 1.8546 AND 8 <= 2.9035
-0.13240763545036 1 <= -117.85 AND 2 <= 33.9 AND 3 > 13.5 AND 4 > 1984.5 AND 6 <= 4533.5 AND 7 > 388
-0.055640459060669 2 <= 38.23 AND 3 > 10.5 AND 5 > 292 AND 7 <= 1038.5 AND 8 > 3.0765
0.084475606679916 2 <= 38.23 AND 3 > 40 AND 5 > 292 AND 7 <= 1038.5 AND 8 > 3.0765
0.14592082798481 1 > -122.385 AND 3 > 4.5 AND 6 > 1283 AND 8 <= 2.268
-0.029372245073318 2 > 33.85
-0.21968126296997 4 <= 2377.5 AND 8 > 3.5271 AND 8 <= 5.3938
-0.13202865421772 4 <= 2015.5 AND 8 > 3.5271 AND 8 <= 5.3938
0.16563287377357 1 > -118.115 AND 1 <= -117.41 AND 2 > 33.385 AND 7 > 471 AND 8 <= 3.03845
0.026521533727646 1 <= -117.905 AND 6 > 368
-0.018261015415192 4 <= 1317.5 AND 7 > 76.5 AND 7 <= 258.5 AND 8 > 1.9581
0.095676973462105 2 <= 34.155 AND 8 <= 3.96655
-0.058285027742386 4 <= 2413 AND 6 > 700 AND 6 <= 1704 AND 7 <= 528
0.11936140060425 1 > -122.37 AND 2 > 34.445 AND 7 <= 158
-0.034931302070618 1 <= -117.47 AND 2 <= 38.745 AND 3 > 33.5 AND 7 > 124
0.079384133219719 1 > -118.16 AND 1 <= -117.77 AND 2 > 33.805 AND 3 > 18.5 AND 8 > 4.2484
-0.35101407766342 1 > -117.945 AND 2 <= 33.905 AND 3 <= 49 AND 5 <= 1847.5 AND 8 <= 4.0367
0.27404791116714 1 > -122.145 AND 3 > 30 AND 4 <= 4232.5 AND 6 <= 404.5
0.28196477890015 1 > -119.76 AND 2 > 34.125 AND 2 <= 34.195 AND 4 <= 2345
0.40643389523029 3 > 17.5 AND 3 <= 25.5 AND 5 <= 165.5 AND 7 <= 235.5
0.57513581216335 4 > 2971 AND 5 <= 889.5 AND 8 > 4.11845
-0.40484094619751 1 <= -120.63 AND 2 <= 38.405 AND 4 <= 805 AND 8 <= 5.3686
0.11126309633255 1 <= -117.765
0.18672417104244 1 <= -121.015
0.50753353536129 1 <= -120.535 AND 2 <= 37.76 AND 6 <= 1788.5 AND 8 <= 2.78325
0.031316816806793 1 > -121.605 AND 2 <= 33.835 AND 7 <= 507
-0.033828556537628 2 <= 33.975 AND 4 > 2482.5
-0.053432404994965 6 > 647.5 AND 8 > 2.7145 AND 8 <= 3.89195
-0.28612473607063 2 <= 32.905 AND 8 > 3.65405
-0.043342232704163 2 <= 33.695 AND 4 <= 4097.5 AND 8 > 2.2604 AND 8 <= 4.1972
0.012519866228104 4 > 635 AND 4 <= 1771.5 AND 6 <= 429 AND 7 <= 241.5
0.18373635411263 4 > 779 AND 4 <= 1771.5 AND 6 <= 429 AND 7 <= 241.5
-0.17818835377693 4 > 635 AND 4 <= 779 AND 6 <= 429 AND 7 <= 241.5
0.027578607201576 1 <= -121.87 AND 5 <= 410 AND 7 > 164 AND 7 <= 494.5
-0.18034064769745 1 <= -117.785 AND 3 <= 19.5 AND 7 > 479
0.12550257146358 2 <= 33.85
-0.42173835635185 3 > 30 AND 4 > 1582 AND 5 <= 392 AND 7 <= 349.5
0.20519922673702 3 <= 25.5 AND 7 <= 777.5 AND 8 <= 2.50585
0.13257798552513 4 <= 1317.5 AND 7 > 76.5 AND 7 <= 258.5 AND 8 <= 1.9581
0.02727273106575 1 <= -117.905 AND 2 > 33.935 AND 2 <= 37.9 AND 4 > 900 AND 8 > 2.85715
-0.23658229410648 1 <= -119.865 AND 2 > 37.74 AND 2 <= 38.475 AND 8 <= 3.7495
1.2002918720245 1 > -121.175 AND 1 <= -121.025 AND 2 > 35.47 AND 4 > 805
0.023372620344162 2 <= 34.775 AND 4 > 1806 AND 5 > 451.5
0.066289305686951 1 <= -117.755 AND 2 > 37.86 AND 3 <= 20.5 AND 7 <= 820
0.10780203342438 1 > -118.115 AND 5 > 332 AND 8 > 4.47915
0.35151632130146 1 <= -120.62 AND 2 <= 37.66
0.054496586322784 2 <= 34.445 AND 3 > 30.5 AND 4 <= 1906.5 AND 6 > 802.5 AND 6 <= 1029.5
-0.3196936249733 4 > 2971 AND 5 <= 889.5 AND 8 <= 4.11845
0.069872319698334 1 <= -122.465 AND 2 > 37.675
-0.52546378970146 1 > -118.305 AND 4 <= 1966.5 AND 5 > 402.5 AND 7 <= 442
-0.011719286441803 1 <= -118.17 AND 6 > 517
-0.010978177189827 2 <= 37.44 AND 5 <= 166 AND 6 <= 977.5 AND 7 > 51.5 AND 8 <= 4.6359
-0.034393712878227 4 <= 90 AND 5 <= 93.5 AND 8 <= 5.07485
0.12222065031528 1 <= -117.755 AND 2 <= 37.305
-0.034212127327919 1 <= -118.075 AND 3 > 13 AND 5 > 463 AND 6 <= 1899.5 AND 8 <= 3.01715
0.2488811314106 1 <= -118.075 AND 3 > 36.5 AND 5 > 463 AND 6 <= 1899.5 AND 8 <= 3.01715
-0.14745979011059 1 > -122.37 AND 2 > 34.445 AND 7 > 158
-0.057905316352844 5 > 292 AND 8 > 3.0765
-0.18253625929356 1 <= -122.415 AND 7 <= 317.5
-0.4757929444313 1 <= -117.35 AND 2 <= 37.43 AND 6 <= 298.5
0.008996918797493 1 <= -118.115 AND 5 > 332 AND 6 > 755.5 AND 7 <= 755 AND 8 > 2.76795
0.090917646884918 1 <= -122.145 AND 3 > 12 AND 8 <= 5.0115
0.2383623868227 2 <= 37.725 AND 7 <= 538.5 AND 8 > 4.13335 AND 8 <= 4.65175
-0.13755463063717 1 > -118.27 AND 2 > 33.855
-0.10469274222851 1 > -120.86 AND 2 <= 33.845 AND 4 <= 1298.5
0.1142914891243 1 > -118.16 AND 4 <= 3677.5 AND 7 > 515
-0.11725541949272 1 > -118.335 AND 1 <= -118.16 AND 7 > 212.5 AND 8 > 2.0137
-0.17854923009872 5 <= 332 AND 8 > 2.76795
-0.21694546937943 1 > -121.795 AND 2 <= 34.195 AND 4 <= 1389.5
-0.24046671390533 2 > 37.725 AND 2 <= 38.39 AND 4 <= 7679 AND 6 > 294 AND 8 > 3.1034
-0.065427839756012 1 <= -118.205 AND 8 <= 1.75155
0.73950885236263 2 <= 34.565 AND 3 > 13.5 AND 7 <= 874.5 AND 8 > 4.9192
-0.60328412055969 2 <= 34 AND 3 > 4.5 AND 4 <= 10330.5 AND 6 > 988.5 AND 6 <= 1103
-0.20688484609127 6 > 2538 AND 7 > 670.5 AND 8 <= 4.56325
-0.056140780448914 8 <= 3.89195
0.039954289793968 1 <= -118.205 AND 8 > 1.75155
-0.32543456554413 1 <= -117.69 AND 2 <= 37.675 AND 5 <= 319
0.10279443860054 2 > 33.85 AND 3 > 36.5
-0.080697789788246 4 <= 2377.5 AND 8 > 5.3938 AND 8 <= 6.24355
-0.10997012257576 4 <= 1806 AND 5 > 118.5 AND 8 > 2.51065 AND 8 <= 4.3021
-0.33440002799034 1 > -117.45 AND 3 > 4.5 AND 3 <= 36.5 AND 6 <= 1283
-0.1760031580925 1 <= -117.755 AND 2 > 37.305
0.042731299996376 2 > 35.165
0.51146152615547 1 <= -122.415 AND 7 > 317.5
-0.29062357544899 1 > -121.25 AND 2 > 34.505 AND 3 <= 25 AND 4 <= 3503.5 AND 8 > 3.96875
0.074395790696144 5 > 292 AND 8 <= 3.0765
-0.089931279420853 4 <= 1317.5 AND 7 > 76.5 AND 7 <= 258.5 AND 8 > 3.51715
0.043312877416611 2 <= 35.13 AND 4 <= 1582 AND 6 <= 576
-0.41667419672012 1 <= -117.77 AND 2 <= 38.445 AND 6 > 3872 AND 7 > 26
-0.60550764203072 1 <= -122.145 AND 3 > 12 AND 8 > 5.0115
0.84386992454529 2 > 34.09 AND 2 <= 34.575 AND 3 > 41.5 AND 6 <= 4307
0.008320078253746 1 > -120.62 AND 2 <= 33.535 AND 3 <= 47.5 AND 6 > 428 AND 7 > 78.5 AND 8 <= 6.39745
0.026086688041687 1 > -118.16 AND 1 <= -117.77 AND 2 > 33.805 AND 3 > 18.5 AND 8 <= 4.2484
-0.2696912586689 2 <= 34.575 AND 3 > 41.5 AND 6 <= 4307
0.013049721717834 4 > 1605.5 AND 4 <= 4722 AND 5 <= 522.5 AND 6 > 929.5 AND 6 <= 1246.5
0.38535708189011 1 > -121.75 AND 5 <= 368.5 AND 6 <= 401.5
-0.069741055369377 4 <= 2413 AND 6 > 700 AND 7 <= 528
0.30041146278381 4 <= 2413 AND 6 > 1704 AND 7 <= 528
-0.03768002986908 4 <= 2377.5 AND 8 <= 5.3938
0.18597865104675 1 <= -120.655 AND 2 <= 37.735 AND 7 <= 616
0.028605550527573 2 > 37.795 AND 3 > 47.5 AND 7 > 78.5 AND 8 <= 6.39745
0.031248807907104 1 > -122.17 AND 1 <= -118.365 AND 2 <= 38.745 AND 3 > 33.5 AND 7 > 124
bdtl-1.0.1/sandbox/calHous/train/ToT.out.expected 0000644 0000764 0000764 00000000051 12122405072 021437 0 ustar melamed melamed 1.00000000000000000000 correct at L1 = 0
bdtl-1.0.1/sandbox/calHous/test/ 0000755 0000764 0000764 00000000000 12151020641 016243 5 ustar melamed melamed bdtl-1.0.1/sandbox/calHous/test/test.out.expected 0000644 0000764 0000764 00000000053 12122405072 021554 0 ustar melamed melamed .85174418604651162790 correct at L1 = 0.01
bdtl-1.0.1/sandbox/calHous/test/featVocab 0000777 0000764 0000764 00000000000 12151020641 023222 2../train/featVocab ustar melamed melamed bdtl-1.0.1/sandbox/calHous/test/Makefile 0000644 0000764 0000764 00000001630 12122405072 017706 0 ustar melamed melamed
diffTargets = test.out
targets = $(diffTargets)
include generic.mk
execBase = ../../../bin/$(ARCH)
te-exec = $(execBase)/dbg/testOne
regnFactor = 0.01
# first, output predictions as confidences
# second, convert the confidences to binary decisions +/-
# 3rd compare with test labels
test.out: $(te-exec) test.config test.ex ../train/treeSequence
$< -p test.config -e test.ex -t $(regnFactor) > test.pred.L1=$(regnFactor)
perl -pe 's/\d.*/1/; s/-.*/0/;' test.pred.L1=$(regnFactor) > test.yesno.pred.L1=$(regnFactor)
paste test.yesno.pred.L1=$(regnFactor) test.ex \
| awk '{print $$1, $$2}' \
| sort | uniq -c \
> test.cTable.L1=$(regnFactor)
matching=`awk '$$2 == $$3 ' test.cTable.L1=$(regnFactor) | col1sum` ;\
total=`cat test.cTable.L1=$(regnFactor) | col1sum` ;\
correct=`echo " $$matching / $$total " | bc -l` ;\
echo "$$correct correct at L1 = $(regnFactor)" | tee $@
clean: cleantargets
-rm *.L1=0
bdtl-1.0.1/sandbox/calHous/test/generic.mk 0000777 0000764 0000764 00000000000 12151020641 022365 2../generic.mk ustar melamed melamed bdtl-1.0.1/sandbox/calHous/test/test.config 0000644 0000764 0000764 00000000733 12122405072 020417 0 ustar melamed melamed debugLevel = 1
# don't buffer for sandbox, but make this true for experiments to speed things up
bufferDebug = false
dumpVolatileDiagnostics = false
# randomized tie breaking would probably give higher accuracy, but it
# foils the validation tests
randomizedTieBreaking = false
logLocation = file
# logLocation = both
hypothesisDirectory = ../train
exampleFormat = SVMLight
addInternalNodesToEnsemble = true
externalFeatVocabFileName = featVocab
useCompiledIO = true
bdtl-1.0.1/sandbox/calHous/test/test.ex 0000644 0000764 0000764 00000322560 12122405072 017573 0 ustar melamed melamed 1 1:-122.320000 2:37.960000 3:34.000000 4:2070.000000 5:357.000000 6:784.000000 7:294.000000 8:4.041700
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0 1:-118.190000 2:33.980000 3:40.000000 4:973.000000 5:272.000000 6:1257.000000 7:258.000000 8:2.821400
0 1:-117.080000 2:32.800000 3:32.000000 4:1587.000000 5:268.000000 6:635.000000 7:249.000000 8:3.375000
0 1:-118.180000 2:33.860000 3:43.000000 4:2752.000000 5:645.000000 6:1674.000000 7:614.000000 8:3.671900
0 1:-118.250000 2:34.020000 3:32.000000 4:1311.000000 5:410.000000 6:1792.000000 7:396.000000 8:2.330400
0 1:-120.420000 2:34.960000 3:31.000000 4:3518.000000 5:608.000000 6:1386.000000 7:572.000000 8:3.621200
0 1:-118.210000 2:33.790000 3:39.000000 4:1598.000000 5:458.000000 6:1691.000000 7:399.000000 8:2.360500
0 1:-117.970000 2:34.050000 3:36.000000 4:1299.000000 5:206.000000 6:763.000000 7:216.000000 8:3.517900
0 1:-121.990000 2:38.270000 3:16.000000 4:4138.000000 5:758.000000 6:1762.000000 7:723.000000 8:3.197900
1 1:-118.510000 2:34.200000 3:33.000000 4:2327.000000 5:479.000000 6:1166.000000 7:472.000000 8:4.234400
1 1:-122.820000 2:38.390000 3:22.000000 4:1288.000000 5:243.000000 6:593.000000 7:220.000000 8:3.625000
1 1:-121.970000 2:37.970000 3:26.000000 4:1977.000000 5:264.000000 6:817.000000 7:273.000000 8:5.751200
0 1:-119.290000 2:36.320000 3:35.000000 4:1898.000000 5:481.000000 6:1123.000000 7:433.000000 8:1.141900
1 1:-117.680000 2:33.510000 3:4.000000 4:2428.000000 5:401.000000 6:959.000000 7:386.000000 8:6.266100
1 1:-122.260000 2:37.500000 3:52.000000 4:878.000000 5:186.000000 6:393.000000 7:186.000000 8:3.704500
0 1:-118.000000 2:33.810000 3:13.000000 4:2782.000000 5:605.000000 6:1749.000000 7:628.000000 8:4.127600
0 1:-122.230000 2:38.060000 3:52.000000 4:1350.000000 5:266.000000 6:490.000000 7:257.000000 8:3.125000
1 1:-121.510000 2:38.530000 3:34.000000 4:1613.000000 5:265.000000 6:631.000000 7:266.000000 8:4.250000
0 1:-122.190000 2:37.790000 3:50.000000 4:968.000000 5:195.000000 6:462.000000 7:184.000000 8:2.984400
1 1:-121.740000 2:37.300000 3:12.000000 4:1961.000000 5:280.000000 6:985.000000 7:269.000000 8:6.715900
0 1:-122.180000 2:37.750000 3:45.000000 4:330.000000 5:76.000000 6:282.000000 7:80.000000 8:4.046900
1 1:-118.640000 2:34.190000 3:33.000000 4:3017.000000 5:494.000000 6:1423.000000 7:470.000000 8:5.616300
1 1:-118.020000 2:33.710000 3:23.000000 4:5554.000000 5:995.000000 6:2408.000000 7:936.000000 8:5.388600
0 1:-123.180000 2:39.230000 3:18.000000 4:243.000000 5:55.000000 6:115.000000 7:54.000000 8:2.125000
0 1:-118.460000 2:34.270000 3:28.000000 4:1865.000000 5:463.000000 6:1182.000000 7:440.000000 8:2.619300
1 1:-120.180000 2:34.750000 3:17.000000 4:2074.000000 5:382.000000 6:1035.000000 7:359.000000 8:3.795800
0 1:-117.210000 2:33.130000 3:15.000000 4:1889.000000 5:368.000000 6:754.000000 7:409.000000 8:2.227800
1 1:-118.310000 2:34.160000 3:37.000000 4:2144.000000 5:446.000000 6:860.000000 7:435.000000 8:3.946400
bdtl-1.0.1/sandbox/calHous/Makefile 0000644 0000764 0000764 00000001447 12122405072 016735 0 ustar melamed melamed # sandbox module Makefile
# we do not want these to be done in parallel
.NOTPARALLEL:
SUBDIRS = train test
.PHONY: $(SUBDIRS)
valid: $(SUBDIRS)
@echo OK
$(SUBDIRS):
$(MAKE) -C $@
# use this target to run without validation
run:
for dir in $(SUBDIRS); do \
echo && echo "--> $$dir start at " `date`; \
$(MAKE) -C $$dir run || exit; \
done
@ echo && echo "--> done at " `date`; \
clean:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir clean || exit; \
done
check:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir check || exit; \
done
expected:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir expected || exit; \
done
spotless:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir spotless || exit; \
done
pretend:
for dir in $(SUBDIRS); do \
$(MAKE) -C $$dir pretend || exit; \
done
bdtl-1.0.1/sandbox/calHous/generic.mk 0000777 0000764 0000764 00000000000 12151020641 021406 2../generic.mk ustar melamed melamed bdtl-1.0.1/src/ 0000755 0000764 0000764 00000000000 12151020641 013017 5 ustar melamed melamed bdtl-1.0.1/src/util/ 0000755 0000764 0000764 00000000000 12151020641 013774 5 ustar melamed melamed bdtl-1.0.1/src/util/misc/ 0000755 0000764 0000764 00000000000 12151020641 014727 5 ustar melamed melamed bdtl-1.0.1/src/util/misc/UniqueID.hpp 0000644 0000764 0000764 00000001305 12122405072 017125 0 ustar melamed melamed #ifndef UNIQUEID_H
#define UNIQUEID_H
#include
#include
/// mixin class to give each instance of subclasses a unique ID, which
/// this class automatically increments for each new instance
class UniqueID {
public:
unsigned int m_uniqueID;
static unsigned int sm_count;
/// default constructor
UniqueID() : m_uniqueID(++sm_count) {}
/// copy constructor
UniqueID(const UniqueID&) : m_uniqueID(++sm_count) {}
/// assignment
UniqueID& operator=(const UniqueID&) {
m_uniqueID = ++sm_count;
return *this;
}
size_t hash() const {
return (size_t)getUniqueID();
}
/// getter
unsigned int getUniqueID() const {
return m_uniqueID;
}
};
#endif
bdtl-1.0.1/src/util/misc/MoreStrings.hpp 0000644 0000764 0000764 00000005047 12130460600 017722 0 ustar melamed melamed #ifndef _MoreStrings_H_
#define _MoreStrings_H_
#include
#include
#include "MoreHashes.hpp"
#include
#include
using namespace std;
// #ifndef _string_hash_
// #define _string_hash_
// namespace HashNS {
// //! Template specialization of STL's hash object.
// template<> struct hash {
// size_t operator()(const string& str) const{
// const char* str1 = str.c_str();
// static hash ha;
// return ha(str1);
// }
// };
// }
// #endif
void tokenize(const string& str, vector& tokens, const string& delimiters = " ");
/// split string based on single-character delimiter
vector split(const string& , const char* sep);
/// split string based on string delimiter, possibly multi-character
vector split(const string& , const string& sep);
/// split string based on string delimiter, possibly multi-character
/// more efficient than above version, cuz no need to copy ret
// templatizing the container type allows it to be a vector, list, etc.
template
void split(contType& ret, const string& inStr, const string& delim) {
string::size_type delimLen = delim.length();
string remainder = inStr;
string::size_type remainingLen = remainder.length();
while (remainingLen > 0) {
// find start posn of sep in inStr
string::size_type delimStart = remainder.find(delim);
string tok = remainder.substr(0, delimStart);
ret.push_back(tok);
if (delimStart == string::npos)
break;
// next start is past delimiter
remainder = remainder.substr(delimStart + delimLen, string::npos);
remainingLen = remainder.length();
}
}
// bool blankLine(const char* line);
bool isCommentLine(string line);
/// remove trailing newlines and carriage returns
char* rmReturn(char* line);
//! convers the characters in the string to lowercase
string& tolower(string& s);
//! replaces all non-alphanumerics with their ASCII codes, surrounded by underscores
string makeAlphaNum(string& s);
// detects key hit
int kbhit();
/// generate a string of digits from 0 to 9, of the given length and
/// depth, by hashing the given string
string randomDirName(unsigned length, unsigned depth, string& inString);
/// generate a random string of digits from 0 to 9, of the given length and depth
string randomDirName(unsigned length, unsigned depth);
namespace HashNS {
/// Paul Hsieh's super-fast string hasher, with excellent distribution
/// see http://www.azillionmonkeys.com/qed/hash.html
uint32_t HsiehHash (const char * data, int len);
}
#endif
bdtl-1.0.1/src/util/misc/Path.cpp 0000644 0000764 0000764 00000004073 12122405072 016336 0 ustar melamed melamed //#include
#include "Path.hpp"
//! constructors
Path::Path(const char* p) : _super(p) {}
Path::Path(const std::string& p) : _super(p) {}
Path::Path(const fs::path& p) : _super(p) {}
//! concatenation
Path Path::operator/(fs::path& suff) {
return fs::operator/(*this, suff);
}
Path Path::operator/(const fs::path& suff) {
return fs::operator/(*this, suff);
}
//! If the path of the right file is absolute, then just return it.
//Otherwise, first complete it, relative to the complete path of the
//first file. This is useful for interpreting nested config files. If
//the path of the child config file is relative, then it is assumed
//to be reletive to the path of the parent config file.
char* Path::maybe_compose(const char* left, const char* right) {
if (! left || ! right)
throw EmptyPath();
// leaf
Path lf = Path(right);
if (lf.is_complete()) {
char* ret = const_cast(right);
return ret;
};
Path fromdir = Path(left);
// branch
Path br = fromdir.branch_path();
// composed
Path compdir = br / lf;
// X/../Y -> Y
compdir.normalize();
std::string compstr = compdir.string();
// covert to std::string and then to char *
return const_cast(compstr.c_str());
}
// a bit different to return a string
std::string Path::maybe_compose(const std::string& left, char* right) {
if (left == "" || ! right)
throw EmptyPath();
// leaf
Path lf = Path(right);
if (lf.is_complete()) {
return lf.string();
};
Path fromdir = Path(left);
// branch
Path br = fromdir.branch_path();
// composed
Path compdir = br / lf;
// X/../Y -> Y
compdir.normalize();
return compdir.string();
}
std::string Path::maybe_compose(const std::string& left, const std::string& right) {
if (left == "" || right == "")
throw EmptyPath();
// leaf
Path lf = Path(right);
if (lf.is_complete()) {
return lf.string();
};
Path fromdir = Path(left);
// branch
Path br = fromdir.branch_path();
// composed
Path compdir = br / lf;
// X/../Y -> Y
compdir.normalize();
return compdir.string();
}
bdtl-1.0.1/src/util/misc/Cursor.hpp 0000644 0000764 0000764 00000001105 12135061033 016714 0 ustar melamed melamed /*!
* \file Cursor.hpp
* \class Cursor
* \brief abstract interface for Gang-of-Four style internal iterator
*/
#ifndef __Cursor_H__
#define __Cursor_H__
template
class Cursor {
public:
/// by default does nothing, in case a subclass has no way to reset
virtual void resetCursor() {};
/// default that will be overridden except for NULL iterators
virtual bool isDone() { return true; }
/// = advance() + getCurrent()
/// there is no const variant, cuz that's done by making T a const type
virtual T& getNext() = 0;
};
#endif /* __Cursor_H__ */
bdtl-1.0.1/src/util/misc/OptionsPrinter.cpp 0000644 0000764 0000764 00000003065 12122405072 020441 0 ustar melamed melamed #include "OptionsPrinter.hpp"
std::ostream& OptionsPrinter::print(std::ostream& out) const{
typedef vector< boost::shared_ptr< option_description > > OptVec;
OptVec opts = o.options();
for(OptVec::const_iterator it = opts.begin(); it != opts.end(); ++it){
string str = (*it)->long_name();
out << str << ": ";
if(vm.count(str)){
boost::any a = vm[str].value();
if(a.type() == typeid(bool)){
bool b = boost::any_cast(a);
out << (b ? "true" : "false") << endl;
}else if(a.type() == typeid(unsigned int)){
unsigned int i = boost::any_cast(a);
out << i << endl;
} else if(a.type() == typeid(short)) {
short i = boost::any_cast(a);
out << i << endl;
}else if(a.type() == typeid(int)){
int i = boost::any_cast(a);
out << i << endl;
}else if(a.type() == typeid(float)) {
float i = boost::any_cast(a);
out << i << endl;
}else if(a.type() == typeid(double)) {
double i = boost::any_cast(a);
out << i << endl;
} else if(a.type() == typeid(string)) {
string s = boost::any_cast(a);
out << s << endl;
} else if(a.type() == typeid(vector)) {
vector i = boost::any_cast >(a);
for(vector::iterator it = i.begin(); it != i.end(); ++it)
out << *it << "|";
out << endl;
}else{
throw runtime_error("OptionsPrinter: Unknown option type");
}
} else{
out << endl;
}
}
return out;
}
std::ostream& operator << (std::ostream& out, const OptionsPrinter& printer) {
return printer.print(out);
}
bdtl-1.0.1/src/util/misc/ResourceUsage.hpp 0000644 0000764 0000764 00000000430 12122405072 020214 0 ustar melamed melamed #ifndef _RUsageH_
#define _RUsageH_
#include
#include
using namespace std;
class rUsage {
public:
static const string& resourceUsage();
private:
static boost::posix_time::ptime m_startTime;
};
#endif /* _RUsageH_ */
bdtl-1.0.1/src/util/misc/MoreComparators.hpp 0000644 0000764 0000764 00000002313 12122405072 020557 0 ustar melamed melamed /*! \file MoreComparators.hpp
*/
#ifndef MORECOMPARATORS_H
#define MORECOMPARATORS_H 1
#include
#include "Vector.hpp"
using namespace std;
namespace MC {
/* int cmp(const bool& a, const bool& b) {
if(!a && b)
return -1;
else if(a && !b)
return 1;
else
return 0;
}*/
template int cmp(const T& a, const T& b) {
if (a < b)
return -1;
else if (b < a)
return 1;
else
return 0;
};
// assumes In.cmp defined
template
int cmp(const vector& v1, const vector& v2){
int ret;
// first, by length
size_t thisSize = v1.size();
size_t otherSize = v2.size();
if((ret = cmp(thisSize, otherSize)) != 0) return ret;
typename vector::const_iterator it1(v1.begin());
typename vector::const_iterator it2(v2.begin());
for(; it1 != v1.end(); ++it1, ++it2) {
if ((ret = cmp(*it1,*it2)) != 0)
return ret;
};
return 0;
}
// call super
template
int cmp(const Vector& V1, const Vector& V2){
const vector& v1 = static_cast >(V1);
const vector& v2 = static_cast >(V2);
return cmp(v1, v2);
}
}
#endif
bdtl-1.0.1/src/util/misc/MoreAlgorithms.hpp 0000644 0000764 0000764 00000043372 12122405072 020410 0 ustar melamed melamed /*! \file MoreAlgorithms.hpp
* \brief useful algorithms not in the STL
*/
#ifndef MOREALGORITHMS_H
#define MOREALGORITHMS_H 1
//#include "COMPILER-DEPENDENT_HEADERS.hpp"
#include
#include "ScoreDefs.hpp"
#include "BoostMacros.hpp"
#include
using namespace std;
/* reimplemented in FNVHash.hpp
//! Hash for doubles. Scale up and convert to int.
namespace HashNS {
template<> struct hash {
size_t operator()(const SCORE& d) const {
return (size_t)(d * 1024);
}
};
template<> struct hash {
size_t operator()(const double& d) const {
return (int(log(d)*7919));
// return (size_t)(d * 1024);
}
};
}
*/
//! Copy all those items for which \p applied to the item is true.
template
Out copy_if(In first, In last, Out res, Pred& p){
while(first != last){
if(p(*first)) *res++ = *first;
++ first;
}
return res;
}
//! Iterate over a sequence and copy the first part of each (pair)
//! item into \c res .
template
Out copy_first(In first, In last, Out res){
while(first != last){
*res++ = first->first;
++ first;
}
return res;
}
//! Copy the first part of all those items for which \p applied to
//! the first part of item is true.
template
Out copy_if_first(In first, In last, Out res, Pred& p){
while(first != last){
if(p(first->first)) *res++ = first->first;
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) into \c res .
template
Out& insert(In first, In last, Out& res){
while(first != last){
res.insert(*first);
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) the first
//! part of each (pair) item into \c res .
template
Out& insert_first(In first, In last, Out& res){
while(first != last){
res.insert(first->first);
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) the
//! second part of each (pair) item into \c res .
template
Out& insert_second(In first, In last, Out& res){
while(first != last){
res.insert(first->second);
++ first;
}
return res;
}
//! Iterate over a sequence and push_back (using push_back method) the
//! second part of each (pair) item into \c res .
template
Out& push_back_second(In first, In last, Out& res){
while(first != last){
res.push_back(first->second);
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) into
//! \c res if \c p applied to the item is true.
template
Out& insert_if(In first, const In last, Out& res, Pred& p){
while(first != last){
// bool t = p(*first);
// cerr << "got " << t << endl;
if(p(*first)){
// cerr << "inserting " << *first << endl;
res.insert(*first);
}
++ first;
}
return res;
}
template
Out& remove_if(In first, const In last, Out& res, Pred& p){
while(first != last){
// bool t = p(*first);
// cerr << "got " << t << endl;
if(p(*first)){
// cerr << "inserting " << *first << endl;
res.erase(*first);
}
++ first;
}
return res;
}
template
Out& remove_if_first(In first, const In last, Out& res, Pred& p){
while(first != last){
// bool t = p(*first);
// cerr << "got " << t << endl;
if(p(first->first)){
// cerr << "inserting " << *first << endl;
res.erase(*first);
}
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) into \c res
//! if \c p applied to the item's second part (the item is assumed
//! to be a pair) is true.
template
Out& insert_if_first(In first, In last, Out& res, Pred& p){
while(first != last){
if(p(first->first)) res.insert(*first);
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) into \c res
//! if \c p applied to the item's second part (the item is assumed
//! to be a pair) is true.
template
Out& insert_if_second(In first, In last, Out& res, Pred& p){
while(first != last){
if(p(first->second)) res.insert(*first);
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) into \c res
//! the given transformation of the item.
template
Out& transform_insert(In first, In last, Out& res, Op op){
while(first != last){
res.insert(op(*first));
++ first;
}
return res;
}
//! Iterate over a sequence and insert (using insert method) into \c
//! res a new pair with the same first member and the transformation of
//! the second member (using \c op ).
template
Out& transform_second_insert(In first, In last, Out& res, Op op){
while(first != last){
res.insert(make_pair(first->first, op(first->second)));
++ first;
}
return res;
}
//! Iterate over a sequence of functors, and apply each (in order) to
//! the argument; return the result. Currently this does not work and
//! is not used.
template
A compose_apply(F first, F last, A arg){
A ret;
while(first != last){
ret = (*first)(ret);
++ first;
}
return ret;
}
//! Iterate over a sequence and transform the "second" member of each
//! item in the input. The items iterated over are assumed to be pairs.
//! The transformation will be the composition of the operations in the
//! vector. Currently this is not used and does not work.
template
Out transform_insert(In first, In last, Out& res, vector opVec){
while(first != last){
res.insert(compose_apply(opVec.begin(), opVec.end(), (*first)));
++ first;
}
return res;
}
//! Iterate over a sequence and transform/update the "second" item in
//! the iterator, which assumedly points to a pair data type.
template
void update_second(In first, In last, Op op){
while(first != last){
first->second = op(first->second);
++ first;
}
}
//! Cross product.
template
vector::value_type,
typename iterator_traits::value_type> >
cross_product(InputIterator1 first1, InputIterator1 last1,
InputIterator2 first2, InputIterator2 last2) {
typedef typename iterator_traits::value_type ValueType1;
typedef typename iterator_traits::value_type ValueType2;
vector > ret;
for(InputIterator1 it1 = first1; it1 != last1; ++it1){
for(InputIterator2 it2 = first2; it2 != last2; ++it2){
ret.push_back(make_pair(*it1, *it2));
}
}
return ret;
}
template
vector add_vec(const vector& v1, const vector& v2){
vector ret;
std::transform(v1.begin(), v1.end(), v2.begin(), back_inserter(ret), std::plus());
return ret;
}
// vector addition, involving vectors of possibly different sizes
template
vector add_uneven_vec(const vector& v1, const vector& v2){
size_t sz1 = v1.size();
size_t sz2 = v2.size();
size_t maxsz = max(sz1,sz2);
vector ret(maxsz);
for(size_t dim = 0; dim < maxsz; ++dim) {
if (dim <= sz1 && dim <= sz2)
ret[dim] = v1[dim] + v2[dim];
else if (dim <= sz1)
ret[dim] = v1[dim];
else if (dim <= sz2)
ret[dim] = v2[dim];
}
return ret;
}
template
void print_vec(ostream& out, const vector& v1){
out << "[";
typename vector::const_iterator i;
for(i = v1.begin(); i != v1.end(); ++i){
if(i != v1.end())
out << *i << " ";
else
out << *i;
}
out << "]";
}
//! moves dim d to dim 0
template
void move_to_front(unsigned int d, vector& v1){
typename vector::iterator it = v1.begin() + d;
In ft = *it;
v1.erase(it);
v1.insert(v1.begin(), ft);
}
template
R wrapit(A a, R(A::*func)() const){
return (a.*func)();
}
namespace std {
/// trivial clone function implemented in terms of copy ctor
/// The purpose is to use it in template functions where a type may
/// or may not have a clone method defined. If so, then a
/// specialization can be written to just call the clone method. If
/// not, then this default function applies.
template
C* clone(const C* pC) {
return new C(*pC);
}
}
// equality based on dereferenced pointers, templatized on pointer
// type so that the pointer can be, e.g. a BSP
template
struct equal_to_ptr : binary_function {
typedef typename binary_function::second_argument_type
second_argument_type;
typedef typename binary_function::first_argument_type
first_argument_type;
typedef typename binary_function::result_type
result_type;
bool operator() (T const & a, T const & b) const{
if(*a == *b)
return true;
else
return false;
}
};
namespace MA {
static const double PRECISION_EPSILON = 1e-8;
/// Determine if doubles are equal to within a small multiplicative factor
/// \note This function should be preferred over
/// doubleEpsilonAdditiveEq, unless the values to be compared may
/// have differing signs, or if one of them is a constant zero.
/// \pre sign(a) == sign(b)
bool doubleEpsilonMultiplicativeEq(const double a, const double b, const double tolerance = PRECISION_EPSILON);
/// Determine if numbers are equal to within a small additive factor
bool doubleEpsilonAdditiveEq(const double a, const double b, const double tolerance = PRECISION_EPSILON);
/// These are dummy versions to allow this function to be used in function templates
bool doubleEpsilonAdditiveEq(const int a, const int b, const double tolerance = PRECISION_EPSILON);
bool doubleEpsilonAdditiveEq(const bool a, const bool b, const double tolerance = PRECISION_EPSILON);
template
struct less_ptr : binary_function {
typedef typename binary_function::second_argument_type
second_argument_type;
typedef typename binary_function::first_argument_type
first_argument_type;
typedef typename binary_function::result_type
result_type;
bool operator() (const T* a, const T* b) const{
static std::less lt;
if(lt(*a,*b))
return true;
else
return false;
}
};
template
struct less_sptr : binary_function, BSP, bool> {
typedef typename binary_function, BSP, bool>::second_argument_type
second_argument_type;
typedef typename binary_function, BSP, bool>::first_argument_type
first_argument_type;
typedef typename binary_function, BSP, bool>::result_type
result_type;
bool operator() (const BSP& a, const BSP& b) const{
static std::less lt;
if(lt(*a,*b))
return true;
else
return false;
}
};
/**
* @brief Return the differences, in both directions, of two unsorted ranges.
*
* works by first sorting the input ranges, and then calling set_2sided_difference
*/
template
void unsorted_set_2sided_difference(_InputIterator1 __first1, _InputIterator1 __last1,
_InputIterator2 __first2, _InputIterator2 __last2,
_OutputIterator1 __result1, _OutputIterator2 __result2) {
sort(__first1, __last1);
sort(__first2, __last2);
set_2sided_difference(__first1, __last1, __first2, __last2, __result1, __result2);
}
/**
* @brief Return the differences, in both directions, of two unsorted ranges.
*
* works by first sorting the input ranges, and then calling set_2sided_difference
*/
template
void unsorted_set_2sided_difference(_InputIterator1 __first1, _InputIterator1 __last1,
_InputIterator2 __first2, _InputIterator2 __last2,
_OutputIterator1 __result1, _OutputIterator2 __result2,
_Compare __comp)
{
sort(__first1, __last1, __comp);
sort(__first2, __last2, __comp);
set_2sided_difference(__first1, __last1, __first2, __last2, __result1, __result2, __comp);
}
/**
* @brief Return the differences, in both directions, of two sorted ranges.
* @param __first1 Start of first range.
* @param __last1 End of first range.
* @param __first2 Start of second range.
* @param __last2 End of second range.
* @param __result1
* @param __result2
* @ingroup setoperations
*
* this code is a modification of set_symmetric_difference from stl_algo.h
*
* This operation iterates over both ranges, copying elements
* present in one range but not the other, in order, to one of the
* output ranges. Iterators increment for each range. When the
* current element of one range is less than the other, that
* element is copied and the iterator advances. If an element is
* contained in both ranges, no elements are copied and both ranges
* advance. The output ranges may not overlap either input range.
*/
template
void set_2sided_difference(_InputIterator1 __first1, _InputIterator1 __last1,
_InputIterator2 __first2, _InputIterator2 __last2,
_OutputIterator1 __result1, _OutputIterator2 __result2)
{
while (__first1 != __last1 && __first2 != __last2)
if (*__first1 < *__first2)
{
*__result1 = *__first1;
++__first1;
++__result1;
}
else if (*__first2 < *__first1)
{
*__result2 = *__first2;
++__first2;
++__result2;
}
else
{
++__first1;
++__first2;
}
std::copy(__first1, __last1, __result1);
std::copy(__first2, __last2, __result2);
}
/**
* @brief Return the differences, in both directions, of two sorted ranges using
* comparison functor.
* @param __first1 Start of first range.
* @param __last1 End of first range.
* @param __first2 Start of second range.
* @param __last2 End of second range.
* @param __result1
* @param __result2
* @param __comp The comparison functor.
* @ingroup setoperations
*
* This operation iterates over both ranges, copying elements present in
* one range but not the other, in order, to one of the output ranges. Iterators
* increment for each range. When the current element of one range is less
* than the other according to @a comp, that element is copied and the
* iterator advances. If an element is contained in both ranges according
* to @a comp, no elements are copied and both ranges advance. The output
* ranges may not overlap either input range.
*/
template
void set_2sided_difference(_InputIterator1 __first1, _InputIterator1 __last1,
_InputIterator2 __first2, _InputIterator2 __last2,
_OutputIterator1 __result1, _OutputIterator2 __result2,
_Compare __comp)
{
while (__first1 != __last1 && __first2 != __last2)
if (__comp(*__first1, *__first2))
{
*__result1 = *__first1;
++__first1;
++__result1;
}
else if (__comp(*__first2, *__first1))
{
*__result2 = *__first2;
++__first2;
++__result2;
}
else
{
++__first1;
++__first2;
}
std::copy(__first1, __last1, __result1);
std::copy(__first2, __last2, __result2);
}
template
struct hash_it
{
size_t operator()(const Iterator it) const {
return it->hash();
}
};
template
struct eq_hash_it
{
bool operator()(const Iterator it1, const Iterator it2) const
{
return *it1 == *it2;
}
};
/// returns true iff the sequence spanned by the two input iterators is sorted and unique
template
bool sortedUnique(const I& first, const I& last) {
// check for empty
if (first == last)
return true;
T prev = *first;
I iter = first;
++iter; // start at second
for(; iter != last; ++iter) {
T curr = *iter;
if (prev >= curr)
return false;
prev = curr;
}
return true;
}
/// partition a sequence into 2 containers using uniformly spaced elements
template
void uniformPartition(size_t part1size, In start, In end, Out part1, Out part2) {
typename iterator_traits::difference_type inSize = distance(start, end);
assert(inSize > 0 && (unsigned)inSize >= part1size);
float extractionInterval = float(inSize) / float(part1size);
float nextMultiple = extractionInterval; // first multiple is interval times one
In iter = start;
for(unsigned counter = 1; counter <= inSize; ++counter, ++iter) {
// check if counter is closest to nearest multiple from above, or tied for closest from below
if ((counter <= nextMultiple && nextMultiple - counter <= 0.5)
|| (counter > nextMultiple && counter - nextMultiple < 0.5)) {
part1.push_back(*iter);
nextMultiple += extractionInterval;
} else {
part2.push_back(*iter);
}
}
assert(part1.size() + part2.size() == inSize);
}
}
#endif
bdtl-1.0.1/src/util/misc/MoreMath.cpp 0000644 0000764 0000764 00000000660 12122405072 017154 0 ustar melamed melamed #include "MoreMath.hpp"
float MM::sigmoid(float inScore) {
static const Expe expfunc = Expe();
return 1.0 / (1.0 + expfunc(- inScore));
}
float MM::round(const float orig, const float precision) {
float ret = floor((orig / precision) + 0.5) * precision;
return ret;
}
double MM::round(const double orig, const double precision) {
double ret = floor((orig / precision) + 0.5) * precision;
return ret;
}
bdtl-1.0.1/src/util/misc/FNVHash.hpp 0000644 0000764 0000764 00000004162 12122405072 016703 0 ustar melamed melamed /*!
* \file FNVHash.hpp
* \brief Fowler / Noll / Vo (FNV) Hash (type FNV-1a)
* taken from /usr/include/c++/4.4.4/tr1_impl/functional_hash.h
*/
namespace HashNS {
/// Dummy generic implementation (for sizeof(size_t) != 4, 8).
template
struct _Fnv_hash
{
static size_t
hash(const char* __first, size_t __length)
{
size_t __result = 0;
for (; __length > 0; --__length)
__result = (__result * 131) + *__first++;
return __result;
}
};
template<>
struct _Fnv_hash<4>
{
static size_t
hash(const char* __first, size_t __length)
{
size_t __result = static_cast(2166136261UL);
for (; __length > 0; --__length)
{
__result ^= static_cast(*__first++);
__result *= static_cast(16777619UL);
}
return __result;
}
};
template<>
struct _Fnv_hash<8>
{
static size_t
hash(const char* __first, size_t __length)
{
size_t __result =
static_cast(14695981039346656037ULL);
for (; __length > 0; --__length)
{
__result ^= static_cast(*__first++);
__result *= static_cast(1099511628211ULL);
}
return __result;
}
};
/// Explicit specializations for float.
template<>
struct hash {
size_t
inline operator()(float __val) const
{
size_t __result = 0;
// 0 and -0 both hash to zero.
if (__val != 0.0f)
__result = _Fnv_hash<>::hash(reinterpret_cast(&__val),
sizeof(__val));
return __result;
}
};
/// Explicit specializations for double.
template<> struct hash {
size_t
inline operator()(double __val) const
{
size_t __result = 0;
// 0 and -0 both hash to zero.
if (__val != 0.0)
__result = _Fnv_hash<>::hash(reinterpret_cast(&__val),
sizeof(__val));
return __result;
}
};
}
bdtl-1.0.1/src/util/misc/MoreHashes.hpp 0000644 0000764 0000764 00000004255 12130460600 017504 0 ustar melamed melamed /*!
* \file MoreHashes.hpp
* \brief Hash types and functions
*/
#ifndef __More_hash_H__
#define __More_hash_H__
#include
#ifndef DOXYGEN
using namespace std;
#endif /* DOXYGEN */
#define HashNS boost
#include
#include
#include
#include
#include
// #include "FNVHash.hpp"
#ifndef DOXYGEN
namespace HashNS {
const unsigned HASH_PRIME=7919;
const int BIG_VAL_FOR_HASH = 99999999;
//! no predefined hashes for const types
template struct hash {
size_t operator()(const T t) const {
static hash hasher;
return hasher(t);
}
};
template struct hash {
size_t operator()(const T* t) const {
static hash hasher;
return hasher(*t);
}
};
template struct hash > {
size_t operator() (const pair& p) const {
static hash hasher1;
static hash hasher2;
return (hasher1(p.first)*HASH_PRIME+hasher2(p.second));
}
};
// struct hash defined in boost/functional/hash/hash.hpp
// #ifndef _string_hash_
// #define _string_hash_
// // The following code posted by Daniel Kegel on
// // libstdc++@@gcc.gnu.org (Thu, 06 May 2004)
// template<> struct hash {
// size_t operator()(const string& s) const {
// static hash hasher;
// return hasher(s.c_str());
// }
// };
// #endif
// equality based on dereferenced pointers, templatized on pointer
// type so that the pointer can be, e.g. a BSP
// (code from GenPar -jpt)
template
struct equal_to_pointer : binary_function {
typedef typename binary_function::second_argument_type second_argument_type;
typedef typename binary_function::first_argument_type first_argument_type;
typedef typename binary_function::result_type result_type;
bool operator() (T const & a, T const & b) const {
if(*a == *b)
return true;
else
return false;
}
};
} // namespace HashNS
#endif /* DOXYGEN */
#endif /* __More_hash_H__ */
bdtl-1.0.1/src/util/misc/UniqueID.cpp 0000644 0000764 0000764 00000000077 12122405072 017125 0 ustar melamed melamed
#include "UniqueID.hpp"
unsigned int UniqueID::sm_count = 0;
bdtl-1.0.1/src/util/misc/RNGWrapper.hpp 0000644 0000764 0000764 00000000743 12122405072 017436 0 ustar melamed melamed /*! \file RNGWrapper.hpp
* This is a wrapper for Boost's random number generator.
*/
#ifndef RNGWrap_H
#define RNGWrap_H 1
#include "stdlib.h"
#include "BoostMacros.hpp"
#include
class RNGWrapper {
public:
static const unsigned SEED = 13;
// the random number generator base
static boost::hellekalek1995 rng;
static void init();
static void init(unsigned int s);
static double getNextReal01();
static unsigned int getNextInt();
};
#endif
bdtl-1.0.1/src/util/misc/ScoreDefs.hpp 0000644 0000764 0000764 00000001771 12122405072 017326 0 ustar melamed melamed /*
* \file ScoreDefs.hpp
*/
#include
#ifndef ScoreDefs_H
#define ScoreDefs_H
using namespace std;
//! The type assigned to SCORE is used for all the numeric scores in ScoreSet and its descendants.
typedef float SCORE;
//! Value of type SCORE with semantics "zero."
const SCORE ZEROSCORE = 0.000000000000000000;
//! Value of type SCORE with semantics "one."
const SCORE UNITYSCORE = 1.00000000000000000;
//! Value of type SCORE with semantics "one half."
const SCORE HALFSCORE = 0.500000000000000000;
//! The base for the logs used in the logs and exps methods, and also the entropy and perplexity methods (in MultinomialDistribution).
const SCORE LOGBASE = exp(UNITYSCORE);
//! A tiny value used as the margin of error in comparisons of real numbers.
const SCORE TINYSCORE = 0.0000000001;
//! Negative infinity
//#define NEGINF -999999999999.999999
const SCORE NEGINF = log(0.0);
//! Negative infinity
//const SCORE POSINF = 999999999999.999999;
const SCORE POSINF = ((-1) * log(0.0));
#endif
bdtl-1.0.1/src/util/misc/MoreAlgorithms.cpp 0000644 0000764 0000764 00000002407 12122405072 020375 0 ustar melamed melamed
#include "MoreAlgorithms.hpp"
namespace MA {
/// Determine if doubles are equal to within a small multiplicative factor
/// \note This function should be preferred over doubleEpsilonAdditiveEq,
/// because it's scale-invariant, unless the values to be compared might
/// have differing signs
/// \pre sign(a) == sign(b)
bool doubleEpsilonMultiplicativeEq(const double a, const double b, const double tolerance) {
// if they're both zero, then true
if (a == 0.0 && b == 0.0)
return true;
// if only one is zero, then false
if (a == 0.0 || b == 0.0)
return false;
// check for same sign
assert((a > 0.0 && b > 0.0) || (a < 0.0 && b < 0.0));
double d;
if (b > a) {
d = b/a;
} else {
d = a/b;
}
if (d <= 1 + tolerance)
return true;
return false;
}
/// Determine if numbers are equal to within a small additive factor
bool doubleEpsilonAdditiveEq(const double a, const double b, const double tolerance) {
double d = fabs(a - b);
return d <= tolerance;
}
bool doubleEpsilonAdditiveEq(const int a, const int b, const double tolerance) {
return (a == b);
}
bool doubleEpsilonAdditiveEq(const bool a, const bool b, const double tolerance) {
return (a == b);
}
}
bdtl-1.0.1/src/util/misc/MoreExceptions.hpp 0000644 0000764 0000764 00000004544 12122405072 020416 0 ustar melamed melamed /*
* MoreExceptions.hpp
* \file MoreExceptions.hpp
* \brief some useful exceptions and related macros
*/
#ifndef MOREEXCEPTIONS_H
#define MOREEXCEPTIONS_H 1
#include
#include
#include
#include
using namespace std;
/// THROW cannot be a function because its param cannot be a string because it's often passed as ("foo" << bar << "baz")
// #define THROW(x) { stringstream errorMessage; errorMessage << __FILE__ << ":" << __LINE__ << ": " << x; throw std::runtime_error(errorMessage.str()); }
#define THROW(x) { stringstream errorMessage; errorMessage << __FILE__ << ":" << __LINE__ << ": " << x; cerr << errorMessage.str() << endl; throw std::runtime_error(errorMessage.str()); }
// Cannot use THROW as a wrapper for assert (to facilitate stack tracing during debugging), cuz this breaks "catch" logic.
// #define THROW(x) { cerr << "Uncaught exception " << x << " in "; assert(0); }
#define THROWIF(x, msg) { if(x) { THROW(msg) } }
#define THROWUNLESS(x, msg) { THROWIF(!(x), msg) }
//! This exception is convenient for testing code with stubs
//! It is also useful for catching virtual methods that are unimplemented in subclasses.
class NotImplemented {
public:
NotImplemented() {
cerr << "Not implemented exception." << endl;
}
NotImplemented(char* s) {
cerr <
#include
#include
#include "Time.hpp"
//using namespace boost::posix_time;
// using namespace boost::gregorian;
boost::posix_time::ptime rUsage::m_startTime(boost::posix_time::microsec_clock::universal_time());
const string& rUsage::resourceUsage() {
rusage r;
unsigned usage;
usage = getrusage(RUSAGE_SELF, &r);
assert(usage==0);
static ostringstream o;
static string ret;
o << "Resource usage at " << nsTime::currentTime() << ": ";
o.precision(4);
float ty = (r.ru_utime.tv_sec + r.ru_stime.tv_sec) + 1./1000000 * (r.ru_utime.tv_usec + r.ru_stime.tv_usec);
if (ty < 60) {
o << ty << "s";
} else {
ty /= 60;
if (ty < 60) {
o << ty << "m";
} else {
ty /= 60;
if (ty < 24) {
o << ty << "h";
} else {
ty /= 24;
o << ty << "d";
}
}
}
o << " user+sys";
boost::posix_time::ptime curTime(boost::posix_time::microsec_clock::universal_time());
double elapsed = 1.*(curTime - m_startTime).total_microseconds()*1e-6;
double userSysTy = (r.ru_utime.tv_sec + r.ru_stime.tv_sec) + 1./1000000 * (r.ru_utime.tv_usec + r.ru_stime.tv_usec);
o << " (" << 100. * userSysTy / elapsed << "% usage of " << elapsed << "s elapsed)";
// o << "\tmaximum resident set size = " << r.ruMaxrss * getpagesize() / 1024. / 1024 << " MB" << endl;
// o << "\tintegral shared memory size = " << r.ruIxrss * getpagesize() / 1024. / 1024 << " MB" << endl;
// o << "\tintegral unshared data size = " << r.ruIdrss * getpagesize() / 1024. / 1024 << " MB" << endl;
// o << "\tintegral unshared stack size = " << r.ruIsrss * getpagesize() / 1024. / 1024 << " MB" << endl;
// o << "\tpage reclaims = " << r.ruMinflt << endl;
// o << "\tpage faults = " << r.ruMajflt << endl;
ostringstream pidf;
pidf << "/proc/" << getpid() << "/status";
ifstream i(pidf.str().c_str());
assert(i.good());
string s;
do {
i >> s;
} while(s != "VmSize:" && !i.eof());
if (!i.eof()) {
unsigned vmsize;
i >> vmsize;
o.precision(4);
o << ", " << vmsize/1024. << " MB vmsize ";
} else {
o << ", UNK MB vmsize ";
}
if (r.ru_nswap) o << ", " << r.ru_nswap << " SWAPS" << endl;
ret = o.str();
return ret;
}
bdtl-1.0.1/src/util/misc/Predicate.hpp 0000644 0000764 0000764 00000003306 12122405072 017345 0 ustar melamed melamed /*! \file Predicate.hpp
* \brief Provides a base functor object which can be applied to
* Event-like objects.
*/
#ifndef PREDICATE_H
#define PREDICATE_H 1
//#include "COMPILER-DEPENDENT_HEADERS.hpp"
#include
#include
#include
#define PRINT_PREDICATE_ERRORS
using namespace std;
//! A Predicate extends STL's unary_function templatized on some
//! Event-like object of type E and \c bool, but it is abstract.
//! It is overloaded to be called on a \c pair of E and some other
//! type, as well.
template
class Predicate : public unary_function {
protected:
class PredException {
public:
PredException(){
#ifdef PRINT_PREDICATE_ERRORS
cerr << "Error: Predicate exception." << endl;
#endif
}
};
public:
Predicate(){}
Predicate(const Predicate& p){}
virtual ~Predicate(){}
virtual bool operator() (const E&) throw(PredException()) {
throw PredException();
return false;
}
template bool operator() (const pair& p) {
return this->operator()(p.first);
}
};
//! This functor is a Predicate which tests for equality to a bound value.
template
class PEquals : public Predicate {
private:
E val;
public:
PEquals(const E& x){ val = x; }
virtual bool operator()(const E& y)
throw(typename Predicate::PredException()) {
return (val == y);
}
};
//! This functor is a Predicate which negates another Predicate.
template
class PNot : public Predicate {
private:
Predicate& p;
public:
PNot(Predicate& pred) : p(pred) {}
virtual bool operator()(const E& y)
throw(typename Predicate::PredException()){
return (!(p(y)));
}
};
#endif
bdtl-1.0.1/src/util/misc/Dbug.hpp 0000644 0000764 0000764 00000006406 12122405072 016332 0 ustar melamed melamed /*
* Dbug.hpp --
* General object debugging facility
*/
#ifndef _Dbug_H_
#define _Dbug_H_
#include
//#include
using namespace std;
/*
* Here is the typical usage for this mixin class.
* First, include it in the parents of some class FOO
*
* class FOO: public OTHER_PARENT, public FOO { ... }
*
* Inside FOO's methods use code such as
*
* if (debug(3)) {
* dout() << "I'm feeling sick today\n";
* }
*
* Finally, use that code, after setting the debugging level
* of the object and/or redirecting the debugging output.
*
* FOO foo;
* foo.debugme(4); foo.dout(cout);
*
* Dbugging can also be set globally (to affect all objects of
* all classes.
*
* foo.debugall(1);
*
*/
class Dbug {
public:
Dbug(unsigned level = 1)
: nodebug(false), debugLevel(level), debugStream(globalDebugStream) {};
/* true if debugging */
bool debug(unsigned level) const {
return (!nodebug && (debugAll >= level || debugLevel >= level));
};
static bool isDebugAll(unsigned level) { return (debugAll >= level);};
static bool isDebugWithLineInfo() { return debugWithLineInfo; };
static void setDebugWithLineInfo(bool flag) { debugWithLineInfo = flag; };
/* set object's debugging level */
void debugme(unsigned level) {
debugLevel = level;
};
/* set global debugging level */
static void debugall(unsigned level) {
debugAll = level;
};
unsigned debuglevel() { return debugLevel; };
/// print warning -- deleted cuz it's just a special case of printing debug logs
// static void warning(string& message);
// static void warning(char* message);
/* output stream for use with << */
ostream& getDOut() const {
return *debugStream;
};
/* redirect debugging output */
ostream& setDOut(ostream& stream) {
debugStream = &stream;
return stream;
};
/* global output stream for use with << */
static ostream& getGlobalDOut() {
return *globalDebugStream;
};
/* redirect global debugging output */
static ostream& setGlobalDOut(ostream& stream) {
globalDebugStream = &stream;
return stream;
};
/* set to temporarily disable debugging */
bool nodebug;
// //! Serialization
// template
// void serialize(Archive & ar, unsigned int version) {
// ar & debugAll;
// ar & debugLevel;
// //ar & debugStream; // none of the subclasses use it, so no need to archive
// }
protected:
static bool debugWithLineInfo; /* see DebugMacros.hpp */
static unsigned debugAll; /* global debugging level */
static ostream* globalDebugStream; /* current global debug output stream */
unsigned debugLevel; /* level of output -- the higher the more*/
ostream* debugStream; /* current debug output stream */
};
// compile with -DNDEBUG to completely turn off debugging messages and assertions
#ifndef NDEBUG
#define DEBUG(n,x) { if(Dbug::isDebugAll(n)) { if(Dbug::isDebugWithLineInfo()) cerr << __FILE__ << ":" << __LINE__ << ": "; cerr << x; } }
#else
#define DEBUG(n,x)
#endif
// the scheme below doesn't work for some reason
// local
// #define DEBUGLOG(x, msg) { if(debug(x)) {getDOut() << msg;} }
// global
// #define GDEBUGLOG(x, msg) { if(Dbug::isDebugAll(x)) {Dbug::getGlobalDOut() << msg;} }
#endif /* _Dbug_H_ */
bdtl-1.0.1/src/util/misc/Time.cpp 0000644 0000764 0000764 00000000426 12122405072 016336 0 ustar melamed melamed #include "Time.hpp"
#include
const string& nsTime::currentTime() {
using namespace boost::posix_time;
ptime t(microsec_clock::local_time());
static string timeString;
timeString = to_simple_string(t);
return timeString;
}
bdtl-1.0.1/src/util/misc/Dbug.cpp 0000644 0000764 0000764 00000000322 12122405072 016314 0 ustar melamed melamed #include "Dbug.hpp"
bool Dbug::debugWithLineInfo = false; /* used by DEBUG1(x) in DebugMacros.hpp */
unsigned Dbug::debugAll = 1; /* global debugging level */
ostream* Dbug::globalDebugStream = &cerr;
bdtl-1.0.1/src/util/misc/RandomID.cpp 0000644 0000764 0000764 00000001225 12122405072 017073 0 ustar melamed melamed #include "RandomID.hpp"
#include "RNGWrapper.hpp"
#include
/// default constructor
RandomID::RandomID() : m_randomID(genID()) {}
/// copy constructor
RandomID::RandomID(const RandomID&) : m_randomID(genID()) {}
/// assignment
RandomID& RandomID::operator=(const RandomID&) {
m_randomID = genID();
return *this;
}
/// getter
unsigned int RandomID::getRandomID() const {
return m_randomID;
}
unsigned int RandomID::genID() {
unsigned int tmp = lrand48() % INT_MAX;
// unsigned int tmp = RNGWrapper::getNextInt();
return tmp;
}
int RandomID::seedIt() const {
// RNGWrapper::init(RANDOM_SEED);
srand48(RANDOM_SEED);
return 0;
}
bdtl-1.0.1/src/util/misc/RandomID.hpp 0000644 0000764 0000764 00000001121 12122405072 017073 0 ustar melamed melamed #ifndef RANDOMID_H
#define RANDOMID_H
#include
/// mixin class to give each instance of subclasses a random ID, which
/// this class automatically generates for each new instance
class RandomID {
public:
static const size_t RANDOM_SEED = 13;
/// default constructor
RandomID();
/// copy constructor
RandomID(const RandomID& other);
/// assignment
RandomID& operator=(const RandomID& other);
/// getter
unsigned int getRandomID() const;
protected: // methods
unsigned int genID();
int seedIt() const;
protected: // data
size_t m_randomID;
};
#endif
bdtl-1.0.1/src/util/misc/MoreStrings.cpp 0000644 0000764 0000764 00000015025 12130460600 017712 0 ustar melamed melamed #include "MoreStrings.hpp"
#include
#include
#include
#include
#include
#include
#include
#include
#include "boost/lexical_cast.hpp"
#include
#include
void tokenize(const string& str,
vector& tokens,
const string& delimiters)
{
// Skip delimiters at beginning.
string::size_type lastPos = str.find_first_not_of(delimiters, 0);
// Find first "non-delimiter".
string::size_type pos = str.find_first_of(delimiters, lastPos);
while (string::npos != pos || string::npos != lastPos)
{
// Found a token, add it to the vector.
tokens.push_back(str.substr(lastPos, pos - lastPos));
// Skip delimiters. Note the "not_of"
lastPos = str.find_first_not_of(delimiters, pos);
// Find next "non-delimiter"
pos = str.find_first_of(delimiters, lastPos);
}
}
vector split(const string& str, const char* sep) {
string s = string(str);
vector ret;
char* p = strtok((char*)s.c_str(), sep);
if(!p) return ret;
while(1) {
ret.push_back(string(p));
p = strtok(NULL, sep);
if(!p) break;
}
return ret;
}
vector split(const string& inStr, const string& delim) {
vector ret;
string::size_type delimLen = delim.length();
string remainder = inStr;
string::size_type remainingLen = remainder.length();
while (remainingLen > 0) {
// find start posn of sep in inStr
string::size_type delimStart = remainder.find(delim);
string tok = remainder.substr(0, delimStart);
ret.push_back(tok);
if (delimStart == string::npos)
break;
// next start is past delimiter
remainder = remainder.substr(delimStart + delimLen, string::npos);
remainingLen = remainder.length();
}
return ret;
}
// bool blankLine(const char* line) {
// unsigned len = strlen(line)+1;
// char tmpBuf[len];
// strcpy(tmpBuf, line);
// int index = strlen(line)-1;
// while((index >= 0)&&(tmpBuf[index] == '\r' || tmpBuf[index] == '\n')) index--;
// tmpBuf[index + 1] = '\0';
// if(tmpBuf[0] == '\0') return true;
// else return false;
// }
char* rmReturn(char* buffer) {
int index = strlen(buffer) - 1;
while(index>= 0 &&(buffer[index] == '\r' || buffer[index] == '\n')) index--;
buffer[index + 1] = '\0';
return buffer;
}
bool isCommentLine(string line) {
/*
* ignore the comment line.
*/
size_t i = 0;
while(i < line.length()) {
if(line[i] == ' ' || line[i] == '\t'){
i++;
} else {
break;
}
}
// there are still at least two characters remaining.
if(i + 1 < line.length()){
if(line[i] == '/' && line[i+1] == '/'){
// comment line.
return true;
}
}
return false;
}
// dectects the keyboard hit.
int kbhit() {
// chagne mode
int fd = STDIN_FILENO;
struct termios t;
if (tcgetattr(fd, &t) < 0) {
perror("tcgetattr");
return -1;
}
t.c_lflag &= ~ICANON;
if (tcsetattr(fd, TCSANOW, &t) < 0) {
perror("tcsetattr");
return -1;
}
setbuf(stdin, NULL);
// detect keybd hit.
fd_set rfds;
struct timeval tv;
int retval;
// Watch stdin (fd 0) to see when it has input.
FD_ZERO(&rfds);
FD_SET(0, &rfds);
// Wait up to five seconds.
tv.tv_sec = 0;
tv.tv_usec = 10;
retval = select(1, &rfds, NULL, NULL, &tv);
return retval;
}
//! convers the characters in the string to the lower cases.
string& tolower(string& s) {
size_t i;
for(i = 0; i < s.length(); ++i){
s[i] = tolower((int)s[i]);
}
return s;
}
//! replaces all non-alphanumerics with their ASCII codes, surrounded by underscores
string makeAlphaNum(string& inString) {
string ret;
for(size_t index = 0; index < inString.length(); ++index){
unsigned char theChar = inString[index];
if(isalnum(theChar) || theChar == '_' || theChar == ':')
ret += theChar;
else
ret += "_" + boost::lexical_cast