--[[ 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) local functionsToDecorate = functionsToDecorate or { 'updateOutput', 'backward' } for _, name in pairs(functionsToDecorate) do model.accTime = {} local functionTable = model -- We decorate the function where it is defined in the class -- hierarchy, so we have to go up the metatables until we find -- it with rawget while functionTable and not rawget(functionTable, name) do functionTable = getmetatable(functionTable) end local nameOrig = name .. '__orig' if functionTable[name] and not functionTable[nameOrig] then print('Profiler decoring ' .. functionTable.__typename .. '.' .. name) functionTable[nameOrig] = functionTable[name] functionTable[name] = function(self, ...) local startTime = sys.clock() local result = { self[nameOrig](self, unpack({...})) } local endTime = sys.clock() self.accTime[name] = (self.accTime[name] or 0) + endTime - startTime return unpack(result) end end end if torch.isTypeOf(model, nn.Container) then for _, m in ipairs(model.modules) do profiler.decor(m, functionsToDecorate) end end end function profiler.print(model, nbSamples, indent) local indent = indent or '' print(string.format('%s* %s', indent, model.__typename)) if nbSamples then for l, t in pairs(model.accTime) do print(string.format('%s %s %.02fs (%.01fmus/sample)', indent, l, t, 1e6 * t / nbSamples)) end else for l, t in pairs(model.accTime) do print(string.format('%s %s %.02fs', indent, l, t)) end end if torch.isTypeOf(model, nn.Container) then for _, m in ipairs(model.modules) do profiler.print(m, nbSamples, indent .. ' ') end end end return profiler