Created
December 12, 2015 20:46
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Performance comparison between tensor type string lookup and metatable-function selector...
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x = torch.DoubleTensor() | |
y = torch.FloatTensor() | |
function testfunc(a,b) | |
return a + b | |
end | |
f = {} | |
f[x:type()] = {} | |
f[y:type()] = {} | |
f[x:type()].funcA = testfunc; | |
f[y:type()].funcA = testfunc; | |
m1 = getmetatable(x) | |
m2 = getmetatable(y) | |
m1.xx = {} | |
m2.xx = {} | |
m1.xx.funcA = testfunc; | |
m2.xx.funcA = testfunc; | |
function benchmark_typelookup(n,t,fn) | |
for i=1,n do | |
f[t:type()][fn](i,i) | |
end | |
end | |
function benchmark_metatable(n,t,fn) | |
for i=1,n do | |
t.xx[fn](i,i) | |
end | |
end | |
t = torch.tic() | |
benchmark_typelookup(5000000, x, 'funcA') | |
benchmark_typelookup(5000000, y, 'funcA') | |
timeA = torch.toc(t) | |
t = torch.tic() | |
benchmark_metatable(5000000, x, 'funcA') | |
benchmark_metatable(5000000, y, 'funcA') | |
timeB = torch.toc(t) | |
print('typelookup: ' ..timeA) | |
print('metatable: '..timeB) | |
--[[ | |
on my machine: | |
typelookup: 2.3007190227509 | |
metatable: 1.5103120803833 | |
]] |
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