X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?p=profiler-torch.git;a=blobdiff_plain;f=profiler.lua;h=b363a60a3cb76b7af10ddde42b431be6566f15ca;hp=49eaed426dfbddd8c0e2950ecccdb8b990e8160e;hb=HEAD;hpb=faf424f71ac259f3a7e676113cfe4892084b1c93 diff --git a/profiler.lua b/profiler.lua old mode 100755 new mode 100644 index 49eaed4..b363a60 --- a/profiler.lua +++ b/profiler.lua @@ -1,11 +1,40 @@ +--[[ + + Copyright (c) 2016 Idiap Research Institute, http://www.idiap.ch/ + Written by Francois Fleuret + + This file is free software: you can redistribute it and/or modify + it under the terms of the GNU General Public License version 3 as + published by the Free Software Foundation. + + It is distributed in the hope that it will be useful, but WITHOUT + ANY WARRANTY; without even the implied warranty of MERCHANTABILITY + or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public + License for more details. + + You should have received a copy of the GNU General Public License + along with this file. If not, see . + +]]-- + require 'torch' require 'nn' require 'sys' profiler = {} -function profiler.decor(model, functionsToDecorate) +profiler.color = true + +profiler.colors = function(name) + if profiler.color then + return sys.COLORS[name] + else + return '' + end +end + +function profiler.decorate(model, functionsToDecorate) local functionsToDecorate = functionsToDecorate or { @@ -14,23 +43,34 @@ function profiler.decor(model, functionsToDecorate) } for _, name in pairs(functionsToDecorate) do - model.timings = 0 + model.accTime = {} + + -- We decorate the class and not the object, otherwise we cannot + -- save models anymore. + + if rawget(model, name) then + error('We decorate the classes, not the objects, and there is a `' + .. name + .. '\' function in ' + .. tostring(model)) + end - local functionTable = model + local toDecorate = getmetatable(model) - if not rawget(functionTable, name) then - functionTable = getmetatable(model) + while not rawget(toDecorate, name) do + toDecorate = getmetatable(toDecorate) end - if functionTable[name] and not (functionTable.orig and functionTable.orig[name]) then - print('Profiler decoring ' .. functionTable.__typename .. '.' .. name) - functionTable.orig = functionTable.orig or {} - functionTable.orig[name] = functionTable[name] - functionTable[name] = function(self, ...) + local nameOrig = name .. '__orig' + + if not toDecorate[nameOrig] then + -- print('Decorating ' .. toDecorate.__typename .. '.' .. name) + toDecorate[nameOrig] = toDecorate[name] + toDecorate[name] = function(self, ...) local startTime = sys.clock() - local result = { self.orig[name](self, unpack({...})) } + local result = { self[nameOrig](self, unpack({...})) } local endTime = sys.clock() - self.timings = self.timings + endTime - startTime + self.accTime[name] = (self.accTime[name] or 0) + endTime - startTime return unpack(result) end end @@ -39,24 +79,68 @@ function profiler.decor(model, functionsToDecorate) if torch.isTypeOf(model, nn.Container) then for _, m in ipairs(model.modules) do - profiler.decor(m, functionsToDecorate) + profiler.decorate(m, functionsToDecorate) end end end -function profiler.print(model, nbSamples) - print('----------------------------------------------------------------------') - print(model) +function profiler.timingString(l, t, nbSamples, totalTime) + local s + + s = string.format('%s %.02fs %s[%.02f%%]', + l, t, + profiler.colors('blue'), + 100 * t / totalTime + ) + if nbSamples then - print(string.format('acc_time %.02fs (%.1ems/sample)', model.timings, 1000 * model.timings / nbSamples)) + s = s .. string.format(profiler.colors('green') .. ' (%.01fmus/sample)', + 1e6 * t / nbSamples) + end + + s = s .. profiler.colors('black') + + return s +end + +function profiler.print(model, nbSamples, totalTime, indent) + local indent = indent or '' + local hint + + if not model.accTime then + error('The model does not seem decorated for profiling.') + end + + local localTotal = 0 + for _, t in pairs(model.accTime) do + localTotal = localTotal + t + end + + totalTime = totalTime or localTotal + + if torch.isTypeOf(model, nn.Container) then + hint = ' ' else - print(string.format('acc_time %.02fs', model.timings)) + if profiler.color then + hint = ' ' .. profiler.colors('red') + else + hint = '* ' + end end + print(profiler.timingString(indent .. hint .. model.__typename, + localTotal, nbSamples, totalTime)) + + for l, t in pairs(model.accTime) do + print(profiler.timingString(indent .. ' :' .. l, t, nbSamples, totalTime)) + end + + print() + if torch.isTypeOf(model, nn.Container) then for _, m in ipairs(model.modules) do - profiler.print(m, nbSamples) + profiler.print(m, nbSamples, totalTime, indent .. ' ') end end end