X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=profiler.lua;h=77461b3005cb7e33cca49fc3d03cc578f4030cde;hb=7c5787015c28b2c551bbd1016512fcb8baf5d3e8;hp=49eaed426dfbddd8c0e2950ecccdb8b990e8160e;hpb=faf424f71ac259f3a7e676113cfe4892084b1c93;p=profiler-torch.git diff --git a/profiler.lua b/profiler.lua old mode 100755 new mode 100644 index 49eaed4..77461b3 --- a/profiler.lua +++ b/profiler.lua @@ -1,11 +1,53 @@ +--[[ + + Written by Francois Fleuret (francois@fleuret.org) + + This is free and unencumbered software released into the public + domain. + + Anyone is free to copy, modify, publish, use, compile, sell, or + distribute this software, either in source code form or as a + compiled binary, for any purpose, commercial or non-commercial, and + by any means. + + In jurisdictions that recognize copyright laws, the author or + authors of this software dedicate any and all copyright interest in + the software to the public domain. We make this dedication for the + benefit of the public at large and to the detriment of our heirs + and successors. We intend this dedication to be an overt act of + relinquishment in perpetuity of all present and future rights to + this software under copyright law. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, + EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF + MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND + NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY + CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF + CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION + WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + + For more information, please refer to + +]]-- + 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 +56,34 @@ function profiler.decor(model, functionsToDecorate) } for _, name in pairs(functionsToDecorate) do - model.timings = 0 + model.accTime = {} + + local nameOrig = name .. '__orig' - local functionTable = model + -- We decorate the class and not the object, otherwise we cannot + -- save models anymore. - if not rawget(functionTable, name) then - functionTable = getmetatable(model) + if rawget(model, name) then + error('We decorate the classes, not the objects, and there is a `' + .. name + .. '\' function in ' + .. tostring(model)) 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 toDecorate = model + + while not rawget(toDecorate, name) do + toDecorate = getmetatable(toDecorate) + end + + 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 +92,68 @@ 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.timing(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 = ' ' + else + hint = '*' + end + hint = hint .. profiler.colors('red') end + print(profiler.timing(indent .. hint .. ' ' .. model.__typename, + localTotal, nbSamples, totalTime)) + + for l, t in pairs(model.accTime) do + print(profiler.timing(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