local ffi = require 'ffi' require './lib/portable' require 'image' require 'snappy' local settings = require './lib/settings' local image_loader = require './lib/image_loader' local MAX_SIZE = 1440 local function count_lines(file) local fp = io.open(file, "r") local count = 0 for line in fp:lines() do count = count + 1 end fp:close() return count end local function crop_if_large(src, max_size) if max_size > 0 and (src:size(2) > max_size or src:size(3) > max_size) then local sx = torch.random(0, src:size(3) - math.min(max_size, src:size(3))) local sy = torch.random(0, src:size(2) - math.min(max_size, src:size(2))) return image.crop(src, sx, sy, math.min(sx + max_size, src:size(3)), math.min(sy + max_size, src:size(2))) else return src end end local function crop_4x(x) local w = x:size(3) % 4 local h = x:size(2) % 4 return image.crop(x, 0, 0, x:size(3) - w, x:size(2) - h) end local function load_images(list) local MARGIN = 32 local count = count_lines(list) local fp = io.open(list, "r") local x = {} local c = 0 for line in fp:lines() do local im, alpha = image_loader.load_byte(line) im = crop_if_large(im, settings.max_size) im = crop_4x(im) if alpha then io.stderr:write(string.format("%s: skip: reason: alpha channel.", line)) else local scale = 1.0 if settings.random_half then scale = 2.0 end if im then if im:size(2) > (settings.crop_size * scale + MARGIN) and im:size(3) > (settings.crop_size * scale + MARGIN) then table.insert(x, {im:size(), torch.ByteStorage():string(snappy.compress(im:storage():string()))}) else io.stderr:write(string.format("%s: skip: reason: too small (%d > size).\n", line, settings.crop_size * scale + MARGIN)) end else io.stderr:write(string.format("%s: skip: reason: load error.\n", line)) end end c = c + 1 xlua.progress(c, count) if c % 10 == 0 then collectgarbage() end end return x end torch.manualSeed(settings.seed) print(settings) local x = load_images(settings.image_list) torch.save(settings.images, x)