Created
May 4, 2017 03:22
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def f2(n, o2, e) | |
while (n.odd?) | |
n = (n * 3 + 1) / 2 | |
break if (o2) | |
end | |
while (n.even?) do | |
n /= 2 if (n.even?) | |
break if (e) | |
end | |
return n | |
end | |
def adv(x) | |
n1 = n = x['n'] | |
x['t'].times { n = f2(n, x['o2'], x['e']) } | |
return d(n.to_s(2)) | |
end | |
def coef(x, y) | |
x1 = x2 = y1 = y2 = xy = 0.0 | |
n = x.size | |
n.times \ | |
{ | |
|i| | |
x1 += x[i] | |
y1 += y[i] | |
xy += x[i] * y[i] | |
x2 += x[i] ** 2 | |
y2 += y[i] ** 2 | |
} | |
d = n * x2 - x1 ** 2 | |
b = (y1 * x2 - x1 * xy) / d | |
m = (n * xy - x1 * y1) / d | |
b = 1 if (b.nan?) | |
m = 1 if (m.nan?) | |
return b, m | |
end | |
def sum(l) | |
t = 0.0 | |
l.each { |x| t += x } | |
return t | |
end | |
def av(l) | |
return nil if (l.empty?) | |
return sum(l) / l.size | |
end | |
def corr(l, y1, yp) | |
xav = av(l.map { |x| x[y1] }) | |
yav = av(l.map { |x| x[yp] }) | |
tx = ty = txy = e = 0.0 | |
l.each \ | |
{ | |
|z| | |
x = z[y1] | |
y = z[yp] | |
txy += (x - xav) * (y - yav) | |
tx += (x - xav) ** 2 | |
ty += (y - yav) ** 2 | |
e += (x - y) ** 2 | |
} | |
r = txy / (Math.sqrt(tx) * Math.sqrt(ty)) | |
e /= l.size | |
return r | |
end | |
def dense(x) | |
w, d, o = x.values_at('w', 'd', 'o') | |
w2 = w - (o ? 2 : 1) | |
a = (0...w2).to_a | |
s = '0' * w2 | |
(1..(d * w - (o ? 2 : 1))).map { a.delete_at(rand(a.size)) }.each { |x| s[x, 1] = '1' } | |
return ('1' + s + (o ? '1' : '')).to_i(2) | |
end | |
def d(s) | |
c = s.split('').select { |x| x == '1' }.size | |
d = c.to_f / s.length | |
return d | |
end | |
def test(o, o2, e) | |
w = 100 | |
c = 250 | |
t = 20 | |
l = [] | |
(c + 1).times \ | |
{ | |
|i| | |
d = i.to_f / c | |
n = dense({'d' => d, 'w' => w, 'o' => o}) | |
d2 = adv({'n' => n, 'o2' => o2, 'e' => e, 't' => t}) | |
l << {'d' => d, 'd2' => d2} | |
} | |
return l | |
end | |
def out(fn, a) | |
return if (a.nil?) | |
f = File.open(fn, 'a') | |
f.puts(a.keys.join("\t")) if (f.size == 0) | |
f.puts(a.values.join("\t")) | |
f.close | |
end | |
def score(p) | |
l = test(*p) | |
b, m = coef(l.map { |x| x['d'] }, l.map { |x| x['d2']}) | |
l.each { |x| x['y'] = m * x['d'] + b } | |
File.open(fn = 'out.txt', 'w').close | |
l.map { |x| out(fn, x) } | |
r = corr(l, 'd2', 'y') | |
p([p, r]) | |
end | |
tf = [false, true] | |
z= (0...8).map { |x| (1..3).map { |y| tf[x.to_s(2)[-y, 1].to_i] } } | |
z.each { |x| score(x) } | |
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