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#
# PageRank Hiki plugin ver 0.1.9
#
# author: ichiyama ryoichi <ir@bellbind.net>
# site: http://kumiki.c.u-tokyo.ac.jp/~ichiyama/cgi-bin/hiki/PageRankPlugin.html
# date: 2004/02/20
#
# [@options configuration]
# @options["pagerank.algorithm"]: "google-original" or "eigenvalue"
# PageRank algorithm choice: default "google-original"
# google-original: PR(A) = (1-d) + d(PR(t1)/C(t1) + ... + PR(tn)/C(tn))
# eigenvalue: PR(A) = 1 + PR(t1)/C(t1) + ... + PR(tn)/C(tn)
#
# @options["pagerank.dvalue"]: Float value
# d value in google-original: default 0.85
#
# @options["pagerank.tablealign"]: "center" or "left" or "right"
# PageRank table alignment in PageRank page: default "left"
#
# @options["pagerank.rankformat"]: sprintf format string
# PageRank table: default "%2.6f"
#
# @options["pagerank.pagetitle"]: string
# PageRank page title: default "PageRank: #{@conf.site_name}"
#
# @options["pagerank.showfrom"]: true or false
# show "linked from" column if true: default true
#
# @options["pagerank.maxpages"]: Integer
# Max pages in tables. if nil, show all pages: default nil
#
# @options["pagerank.showtime"]: true or false
# show computing time if true: default false
#
class PageRank
end
def PageRank.version
'0.1.9'
end
def PageRank.menu_label
'PageRank'
end
def PageRank.default_options( conf )
{
"pagerank.algorithm" => "google-original",
"pagerank.dvalue" => 0.85,
"pagerank.tablealign" => "left",
"pagerank.rankformat" => "%2.6f",
"pagerank.pagetitle" => "PageRank: #{conf.site_name}",
"pagerank.showfrom" => true,
"pagerank.maxpages" => nil,
"pagerank.showtime" => false,
}
end
# Mathematical Algorithms
module PageRankAlgorithms
# solve simultaneous equations
# by gaussian elimination
def solve(matrix, value)
m = mcopy(matrix)
v = value.dup
size = v.size
vorder = (0...size).to_a
convertdim(m, vorder)
frontsolve(m, v)
backsolve(m, v)
sortorder(v, vorder)
v
end
# copy matrix
def mcopy(matrix)
m = []
matrix.each do |row|
m << row.dup
end
m
end
# exchange columns as the any diagonal values are none-zero
def convertdim(m, vorder)
size = vorder.size
size.times do |i|
if m[i][i] == 0.0
size.times do |j|
next if i == j
if m[i][j] != 0.0 and m[j][i] != 0.0
swapv(vorder, i, j)
swapmc(m, i, j)
end
end
end
end
end
# create upper half triangle
def frontsolve(m, v)
size = v.size
size.times do |i|
(i + 1).upto(size - 1) do |j|
next if m[j][i] == 0.0
pole = m[j][i] / m[i][i]
size.times do |k|
m[j][k] -= m[i][k] * pole
end
v[j] -= v[i] * pole
end
end
end
# generate result
def backsolve(m, v)
size = v.size
(size-1).downto(0) do |i|
next if m[i][i] == 0.0
v[i] /= m[i][i]
size.times do |j|
break if i == j
v[j] -= m[j][i] * v[i]
end
end
v
end
# sort as original order
def sortorder(value, order)
size = order.size
(size - 1).downto(0) do |i|
i.times do |j|
if order[i] < order[j]
swapv(order, i, j)
swapv(value, i, j)
end
end
end
value
end
# swap values in vector v
def swapv(v, i, j)
t = v[i]
v[i] = v[j]
v[j] = t
v
end
# swap matrix column
def swapmc(m, i, j)
m.each do |row|
swapv(row, i, j)
end
m
end
# summary of each values in vector v
def vsum(v)
value = 0.0
v.each do |c|
value += c
end
value
end
# vector div by b
def vdiv(v, b)
r = []
v.each do|c|
r << c/b
end
r
end
# solve PageRank in link matrix
# see http://www.kusastro.kyoto-u.ac.jp/~baba/wais/pagerank.html
def pagerank(linkmatrix)
lm = mcopy(linkmatrix)
setdiag(lm, 0)
weightingrow(lm)
transpose(lm)
size = lm.size
setdiag(lm, -1.0)
v = [-1.0] * size
frontsolve(lm, v)
backsolve(lm, v)
r = vdiv(v, vsum(v))
r
end
# set diagonal line values as v
def setdiag(m, v)
m.size.times do |i|
m[i][i] = v
end
m
end
# matrix of weighted values in each rows
def weightingrow(linkmatrix)
size = linkmatrix.size
size.times do |i|
row = linkmatrix[i]
weight = vsum(row)
next if weight == 0
size.times do |j|
c = row[j]
row[j] = if c == 0 then 0.0 else c.to_f / weight end
end
end
end
# transpose matrix
def transpose(m)
size = m.size
size.times do |i|
(i + 1).upto(size - 1) do |j|
t = m[i][j]
m[i][j] = m[j][i]
m[j][i] = t
end
end
m
end
# solve the original PageRank in link matrix
# see http://www.sem-research.jp/sem/seo/20031022000321.html
def pagerank0(linkmatrix, d=0.85)
lm = mcopy(linkmatrix)
setdiag(lm, 0)
weightingrow(lm)
transpose(lm)
diagvalue = -1.0 / d
setdiag(lm, diagvalue)
size = lm.size
v = [-(1.0 - d) / d] * size
frontsolve(lm, v)
backsolve(lm, v)
v
end
# print matrix
def pm(matrix)
puts "<pre>"
matrix.each do |row|
p row
end
puts "</pre>"
end
end
# PageRank core functions
class PageRank
include PageRankAlgorithms
# get page link matrix
def get_link_matrix(page_names, db)
size = page_names.size
lm = []
size.times do |i|
lm << [0] * size
end
size.times do |i|
page_name = page_names[i]
ref_names = db.get_references(page_name)
size.times do |j|
lm[j][i] = 1 if ref_names.include?(page_names[j])
end
end
lm
end
# calc pageranks
def get_pagerank(page_names, db, options)
linkmatrix = get_link_matrix(page_names, db)
if options["pagerank.algorithm"] == "eigenvalue"
pagerank = pagerank(linkmatrix)
else
d = options["pagerank.dvalue"]
pagerank = pagerank0(linkmatrix, d)
end
pagerank
end
# sort page names and pageranks by descending order
def sort(page_names, pagerank)
size = page_names.size
(size - 1).downto(0) do |i|
i.times do |j|
if pagerank[i] > pagerank[j]
swap(page_names, i, j)
swap(pagerank, i, j)
end
end
end
end
# swap array values
def swap(a, i, j)
t = a[i]
a[i] = a[j]
a[j] = t
a
end
# pagerank test
def test_pagerank_eigen()
lm = [[0, 1, 1, 1, 1, 0, 1],
[1, 0, 0, 0, 0, 0, 0],
[1, 1, 0, 0, 0, 0, 0],
[0, 1, 1, 0, 1, 0, 0],
[1, 0, 1, 1, 0, 1, 0],
[1, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 0, 1, 0, 0]]
pr = pagerank(lm)
pr
end
end
# show pagerank page: called by hiki menu
def pagerank_page
header = Hash::new
header['Last-Modified'] = CGI::rfc1123_date(Time.now)
header['type'] = 'text/html'
header['charset'] = @conf.charset
header['Content-Language'] = @conf.lang
header['Pragma'] = 'no-cache'
header['Cache-Control'] = 'no-cache'
print @cgi.header(header)
options = PageRank.default_options( @conf )
options.update(@options)
stylesheet = @conf.theme_url + "/" + @conf.theme + "/" + @conf.theme + ".css"
align = options["pagerank.tablealign"]
title = options["pagerank.pagetitle"]
sources = %{
<!DOCTYPE html
PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN"
"http://www.w3.org/TR/html4/loose.dtd">
<html lang="ja">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=EUC-JP" />
<meta http-equiv="Content-Language" content="ja" />
<title id=title>#{title.escapeHTML}</title>
<link rel="stylesheet" type="text/css" href="#{stylesheet.escapeHTML}" />
</head>
<body>
<h1>#{title.escapeHTML}</h1>
<div align="#{align}">
#{pagerank()}
</div>
<hr />
<div class="footer">
Generated by <a href="http://kumiki.c.u-tokyo.ac.jp/~ichiyama/cgi-bin/hiki/PageRankPlugin.html">pagerank.rb</a> #{PageRank.version}
</div>
</body>
</html>
}
puts sources
nil
end
# print pagerank table
def pagerank(pagerank_options = @options)
options = PageRank.default_options( @conf )
options.update(pagerank_options)
pr = PageRank.new
page_names = @db.pages
start = Time.now
pagerank = pr.get_pagerank(page_names, @db, options)
calcsec = Time.now - start
pr.sort(page_names, pagerank)
get_rank_table(page_names, pagerank, calcsec, options)
end
# generate HTML table
def get_rank_table(page_names, pagerank, calcsec, options)
size = page_names.size
no = []
showfrom = options["pagerank.showfrom"]
rankformat = options["pagerank.rankformat"]
maxpages = options["pagerank.maxpages"]
showtime = options["pagerank.showtime"]
source = %{<table border="1">}
source += if showfrom
%{<tr><th>No.</th><th>Page</th><th>Rank</th><th>Linked from</th></tr>}
else
%{<tr><th>No.</th><th>Page</th><th>Rank</th></tr>}
end
size.times do |i|
break if i == maxpages
no[i] = i + 1
no[i] = no[i - 1] if i > 0 and pagerank[i] == pagerank[i - 1]
page = page_names[i]
page = hiki_anchor(page.escape, page_name(page))
rank = sprintf(rankformat, pagerank[i])
if showfrom
linked_names = @db.get_references(page_names[i]).collect do |linked_name|
hiki_anchor(linked_name.escape, page_name(linked_name))
end
linked = linked_names.join(", ")
source += %{<tr><td style="text-align: right">#{no[i].to_s}</td><td>#{page}</td><td style="text-align: right">#{rank}</td><td>#{linked}</td></tr>}
else
source += %{<tr><td style="text-align: right">#{no[i].to_s}</td><td>#{page}</td><td style="text-align: right">#{rank}</td></tr>}
end
end
source += %{</table>}
source += %{<div>Top #{no.size} of #{size} pages</div>} if no.size < size
source += %{<div>computing time: #{calcsec.to_s} sec.</div>} if showtime
source
end
# append hiki menu
add_body_enter_proc(Proc.new do
add_plugin_command('pagerank_page', PageRank.menu_label, {})
end)
# history
# 0.1.9: add options "pagerank.showtime", refine code
# 0.1.8: add options "pagerank.showfrom" and "pagerank.maxpages"
# 0.1.7: use page_name() builtin function as table view
# 0.1.6: optimization 0 value in frontsolve
# 0.1.5: add "Linked from" list
# 0.1.4: self links are ignored
# 0.1.3: fix array creation miss
# 0.1.2: use options
# 0.1.1: fix link matrix generate method
# 0.1: newly create plugin
export_plugin_methods(:pagerank_page)
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