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							- require 'pl'
 
- local cjson = require 'cjson'
 
- local function pairwise_from_entries(y_dir, x_dirs)
 
-    local list = {}
 
-    local y_files = dir.getfiles(y_dir, "*")
 
-    for i, y_file in ipairs(y_files) do
 
-       local basename = path.basename(y_file)
 
-       local x_files = {}
 
-       for i = 1, #x_dirs do
 
- 	 local x_file = path.join(x_dirs[i], basename)
 
- 	 if path.exists(x_file) then
 
- 	    table.insert(x_files, x_file)
 
- 	 end
 
-       end
 
-       if #x_files == 1 then
 
- 	 table.insert(list, {y =  y_file, x = x_files[1]})
 
-       elseif #x_files > 1 then
 
- 	 local r = torch.random(1, #x_files)
 
- 	 table.insert(list, {y =  y_file, x = x_files[r]})
 
-       end
 
-    end
 
-    return list
 
- end
 
- local function pairwise_from_list(y_dir, x_dirs, basename_file)
 
-    local list = {}
 
-    local basenames = utils.split(file.read(basename_file), "\n")
 
-    for i, basename in ipairs(basenames) do
 
-       local basename = path.basename(basename)
 
-       local y_file = path.join(y_dir, basename)
 
-       if path.exists(y_file) then
 
- 	 local x_files = {}
 
- 	 for i = 1, #x_dirs do
 
- 	    local x_file = path.join(x_dirs[i], basename)
 
- 	    if path.exists(x_file) then
 
- 	       table.insert(x_files, x_file)
 
- 	    end
 
- 	 end
 
- 	 if #x_files == 1 then
 
- 	    table.insert(list, {y =  y_file, x = x_files[1]})
 
- 	 elseif #x_files > 1 then
 
- 	    local r = torch.random(1, #x_files)
 
- 	    table.insert(list, {y =  y_file, x = x_files[r]})
 
- 	 end
 
-       end
 
-    end
 
-    return list
 
- end
 
- local function output(list, filters, rate)
 
-    local n = math.floor(#list * rate)
 
-    if #list > 0 and n == 0 then
 
-       n = 1
 
-    end
 
-    local perm = torch.randperm(#list)
 
-    if #filters == 0 then
 
-       filters = nil
 
-    end
 
-    for i = 1, n do
 
-       local v = list[perm[i]]
 
-       io.stdout:write('"' .. v.y:gsub('"', '""') .. '"' .. "," .. '"' .. cjson.encode({x = v.x, filters = filters}):gsub('"', '""') .. '"' .. "\n")
 
-    end
 
- end
 
- local function get_xdirs(opt)
 
-    local x_dirs = {}
 
-    for k,v in pairs(opt) do
 
-       local s, e = k:find("x_dir")
 
-       if s == 1 then
 
- 	 table.insert(x_dirs, v)
 
-       end
 
-    end
 
-    return x_dirs
 
- end
 
- local cmd = torch.CmdLine()
 
- cmd:text("waifu2x make_pairwise_list")
 
- cmd:option("-x_dir", "", 'Specify the directory for x(input)')
 
- cmd:option("-y_dir", "", 'Specify the directory for y(groundtruth). The filenames should be same as x_dir')
 
- cmd:option("-rate", 1, 'sampling rate')
 
- cmd:option("-file_list", "", 'Specify the basename list (optional)')
 
- cmd:option("-filters", "", 'Specify the downsampling filters')
 
- cmd:option("-x_dir1", "", 'x for random choice')
 
- cmd:option("-x_dir2", "", 'x for random choice')
 
- cmd:option("-x_dir3", "", 'x for random choice')
 
- cmd:option("-x_dir4", "", 'x for random choice')
 
- cmd:option("-x_dir5", "", 'x for random choice')
 
- cmd:option("-x_dir6", "", 'x for random choice')
 
- cmd:option("-x_dir7", "", 'x for random choice')
 
- cmd:option("-x_dir8", "", 'x for random choice')
 
- cmd:option("-x_dir9", "", 'x for random choice')
 
- torch.manualSeed(71)
 
- local opt = cmd:parse(arg)
 
- local x_dirs = get_xdirs(opt)
 
- if opt.y_dir:len() == 0 or #x_dirs == 0 then
 
-    cmd:help()
 
-    os.exit(1)
 
- end
 
- local list
 
- if opt.file_list:len() > 0 then
 
-    list = pairwise_from_list(opt.y_dir, x_dirs, opt.file_list)
 
- else
 
-    list = pairwise_from_entries(opt.y_dir, x_dirs)
 
- end
 
- output(list, utils.split(opt.filters, ","), opt.rate)
 
 
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