--[[ Copyright (c) 2018, Vsevolod Stakhov Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. ]]-- -- This module contains 'selectors' implementation: code to extract data -- from Rspamd tasks and compose those together -- -- Read more at https://rspamd.com/doc/configuration/selectors.html --[[[ -- @module lua_selectors -- This module contains 'selectors' implementation: code to extract data -- from Rspamd tasks and compose those together. -- Typical selector looks like this: header(User).lower.substring(1, 2):ip --]] local exports = {} local logger = require 'rspamd_logger' local fun = require 'fun' local lua_util = require "lua_util" local ts = require("tableshape").types local M = "selectors" local E = {} local extractors = { ['id'] = { ['get_value'] = function(_, args) if args[1] then return args[1], 'string' end return '','string' end, ['description'] = [[Return value from function's argument or an empty string, For example, `id('Something')` returns a string 'Something']], ['args_schema'] = {ts.string:is_optional()} }, -- Get source IP address ['ip'] = { ['get_value'] = function(task) local ip = task:get_ip() if ip and ip:is_valid() then return ip,'userdata' end return nil end, ['description'] = [[Get source IP address]], }, -- Get MIME from ['from'] = { ['get_value'] = function(task, args) local from = task:get_from(args[1] or 0) if ((from or E)[1] or E).addr then return from[1],'table' end return nil end, ['description'] = [[Get MIME or SMTP from (e.g. `from('smtp')` or `from('mime')`, uses any type by default)]], }, ['rcpts'] = { ['get_value'] = function(task, args) local rcpts = task:get_recipients(args[1] or 0) if ((rcpts or E)[1] or E).addr then return rcpts,'table_list' end return nil end, ['description'] = [[Get MIME or SMTP rcpts (e.g. `rcpts('smtp')` or `rcpts('mime')`, uses any type by default)]], }, -- Get country (ASN module must be executed first) ['country'] = { ['get_value'] = function(task) local country = task:get_mempool():get_variable('country') if not country then return nil else return country,'string' end end, ['description'] = [[Get country (ASN module must be executed first)]], }, -- Get ASN number ['asn'] = { ['type'] = 'string', ['get_value'] = function(task) local asn = task:get_mempool():get_variable('asn') if not asn then return nil else return asn,'string' end end, ['description'] = [[Get AS number (ASN module must be executed first)]], }, -- Get authenticated username ['user'] = { ['get_value'] = function(task) local auser = task:get_user() if not auser then return nil else return auser,'string' end end, ['description'] = 'Get authenticated user name', }, -- Get principal recipient ['to'] = { ['get_value'] = function(task) return task:get_principal_recipient(),'string' end, ['description'] = 'Get principal recipient', }, -- Get content digest ['digest'] = { ['get_value'] = function(task) return task:get_digest(),'string' end, ['description'] = 'Get content digest', }, -- Get list of all attachments digests ['attachments'] = { ['get_value'] = function(task, args) local s local parts = task:get_parts() or E local digests = {} if #args > 0 then local rspamd_cryptobox = require "rspamd_cryptobox_hash" local encoding = args[1] or 'hex' local ht = args[2] or 'blake2' for _,p in ipairs(parts) do if p:get_filename() then local h = rspamd_cryptobox.create_specific(ht, p:get_content('raw_parsed')) if encoding == 'hex' then s = h:hex() elseif encoding == 'base32' then s = h:base32() elseif encoding == 'base64' then s = h:base64() end table.insert(digests, s) end end else for _,p in ipairs(parts) do if p:get_filename() then table.insert(digests, p:get_digest()) end end end if #digests > 0 then return digests,'string_list' end return nil end, ['description'] = [[Get list of all attachments digests. The first optional argument is encoding (`hex`, `base32`, `base64`), the second optional argument is optional hash type (`blake2`, `sha256`, `sha1`, `sha512`, `md5`)]], ['args_schema'] = {ts.one_of{'hex', 'base32', 'base64'}:is_optional(), ts.one_of{'blake2', 'sha256', 'sha1', 'sha512', 'md5'}:is_optional()} }, -- Get all attachments files ['files'] = { ['get_value'] = function(task) local parts = task:get_parts() or E local files = {} for _,p in ipairs(parts) do local fname = p:get_filename() if fname then table.insert(files, fname) end end if #files > 0 then return files,'string_list' end return nil end, ['description'] = 'Get all attachments files', }, -- Get languages for text parts ['languages'] = { ['get_value'] = function(task) local text_parts = task:get_text_parts() or E local languages = {} for _,p in ipairs(text_parts) do local lang = p:get_language() if lang then table.insert(languages, lang) end end if #languages > 0 then return languages,'string_list' end return nil end, ['description'] = 'Get languages for text parts', }, -- Get helo value ['helo'] = { ['get_value'] = function(task) return task:get_helo(),'string' end, ['description'] = 'Get helo value', }, -- Get header with the name that is expected as an argument. Returns list of -- headers with this name ['header'] = { ['get_value'] = function(task, args) local strong = false if args[2] then if args[2]:match('strong') then strong = true end if args[2]:match('full') then return task:get_header_full(args[1], strong),'table_list' end return task:get_header(args[1], strong),'string' else return task:get_header(args[1]),'string' end end, ['description'] = [[Get header with the name that is expected as an argument. The optional second argument accepts list of flags: - `full`: returns all headers with this name with all data (like task:get_header_full()) - `strong`: use case sensitive match when matching header's name]], ['args_schema'] = {ts.string, (ts.pattern("strong") + ts.pattern("full")):is_optional()} }, -- Get list of received headers (returns list of tables) ['received'] = { ['get_value'] = function(task, args) local rh = task:get_received_headers() if args[1] and rh then return fun.map(function(r) return r[args[1]] end, rh), 'string_list' end return rh,'table_list' end, ['description'] = [[Get list of received headers. If no arguments specified, returns list of tables. Otherwise, selects a specific element, e.g. `by_hostname`]], }, -- Get all urls ['urls'] = { ['get_value'] = function(task, args) local urls = task:get_urls() if args[1] and urls then return fun.map(function(r) return r[args[1]](r) end, urls), 'string_list' end return urls,'userdata_list' end, ['description'] = [[Get list of all urls. If no arguments specified, returns list of url objects. Otherwise, calls a specific method, e.g. `get_tld`]], }, -- Get all emails ['emails'] = { ['get_value'] = function(task, args) local urls = task:get_emails() if args[1] and urls then return fun.map(function(r) return r[args[1]](r) end, urls), 'string_list' end return urls,'userdata_list' end, ['description'] = [[Get list of all emails. If no arguments specified, returns list of url objects. Otherwise, calls a specific method, e.g. `get_user`]], }, -- Get specific pool var. The first argument must be variable name, -- the second argument is optional and defines the type (string by default) ['pool_var'] = { ['get_value'] = function(task, args) local type = args[2] or 'string' return task:get_mempool():get_variable(args[1], type),(type) end, ['description'] = [[Get specific pool var. The first argument must be variable name, the second argument is optional and defines the type (string by default)]], ['args_schema'] = {ts.string, ts.string:is_optional()} }, -- Get specific HTTP request header. The first argument must be header name. ['request_header'] = { ['get_value'] = function(task, args) local hdr = task:get_request_header(args[1]) if hdr then return tostring(hdr),'string' end return nil end, ['description'] = [[Get specific HTTP request header. The first argument must be header name.]], ['args_schema'] = {ts.string} }, -- Get task date, optionally formatted ['time'] = { ['get_value'] = function(task, args) local what = args[1] or 'message' local dt = task:get_date{format = what, gmt = true} if dt then if args[2] then -- Should be in format !xxx, as dt is in GMT return os.date(args[2], dt),'string' end return tostring(dt),'string' end return nil end, ['description'] = [[Get task timestamp. The first argument is type: - `connect`: connection timestamp (default) - `message`: timestamp as defined by `Date` header The second argument is optional time format, see [os.date](http://pgl.yoyo.org/luai/i/os.date) description]], ['args_schema'] = {ts.one_of{'connect', 'message'}:is_optional(), ts.string:is_optional()} } } local function pure_type(ltype) return ltype:match('^(.*)_list$') end local transform_function = { -- Returns the lowercased string ['lower'] = { ['types'] = { ['string'] = true, }, ['map_type'] = 'string', ['process'] = function(inp, _) return inp:lower(),'string' end, ['description'] = 'Returns the lowercased string', }, -- Returns the first element ['first'] = { ['types'] = { ['list'] = true, }, ['process'] = function(inp, t) return fun.head(inp),pure_type(t) end, ['description'] = 'Returns the first element', }, -- Returns the last element ['last'] = { ['types'] = { ['list'] = true, }, ['process'] = function(inp, t) return fun.nth(#inp, inp),pure_type(t) end, ['description'] = 'Returns the last element', }, -- Returns the nth element ['nth'] = { ['types'] = { ['list'] = true, }, ['process'] = function(inp, t, args) return fun.nth(args[1] or 1, inp),pure_type(t) end, ['description'] = 'Returns the nth element', ['args_schema'] = {ts.number + ts.string / tonumber} }, ['take_n'] = { ['types'] = { ['list'] = true, }, ['process'] = function(inp, t, args) return fun.take_n(args[1] or 1, inp),t end, ['description'] = 'Returns the n first elements', ['args_schema'] = {ts.number + ts.string / tonumber} }, ['drop_n'] = { ['types'] = { ['list'] = true, }, ['process'] = function(inp, t, args) return fun.drop_n(args[1] or 1, inp),t end, ['description'] = 'Returns list without the first n elements', ['args_schema'] = {ts.number + ts.string / tonumber} }, -- Joins strings into a single string using separator in the argument ['join'] = { ['types'] = { ['string_list'] = true }, ['process'] = function(inp, _, args) return table.concat(fun.totable(inp), args[1] or ''), 'string' end, ['description'] = 'Joins strings into a single string using separator in the argument', ['args_schema'] = {ts.string:is_optional()} }, -- Create a digest from string or a list of strings ['digest'] = { ['types'] = { ['string'] = true }, ['map_type'] = 'hash', ['process'] = function(inp, _, args) local hash = require 'rspamd_cryptobox_hash' local encoding = args[1] or 'hex' local ht = args[2] or 'blake2' local h = hash:create_specific(ht):update(inp) local s if encoding == 'hex' then s = h:hex() elseif encoding == 'base32' then s = h:base32() elseif encoding == 'base64' then s = h:base64() end return s,'string' end, ['description'] = [[Create a digest from a string. The first argument is encoding (`hex`, `base32`, `base64`), the second argument is optional hash type (`blake2`, `sha256`, `sha1`, `sha512`, `md5`)]], ['args_schema'] = {ts.one_of{'hex', 'base32', 'base64'}:is_optional(), ts.one_of{'blake2', 'sha256', 'sha1', 'sha512', 'md5'}:is_optional()} }, -- Extracts substring ['substring'] = { ['types'] = { ['string'] = true }, ['map_type'] = 'string', ['process'] = function(inp, _, args) local start_pos = args[1] or 1 local end_pos = args[2] or -1 return inp:sub(start_pos, end_pos), 'string' end, ['description'] = 'Extracts substring; the first argument is start, the second is the last (like in Lua)', ['args_schema'] = {(ts.number + ts.string / tonumber):is_optional(), (ts.number + ts.string / tonumber):is_optional()} }, -- Regexp matching ['regexp'] = { ['types'] = { ['string'] = true }, ['map_type'] = 'string', ['process'] = function(inp, _, args) local rspamd_regexp = require "rspamd_regexp" local re = rspamd_regexp.create_cached(args[1]) if not re then logger.errx('invalid regexp: %s', args[1]) return nil end local res = re:search(inp, false, true) if res then if #res == 1 then return res[1],'string' end return res,'string_list' end return nil end, ['description'] = 'Regexp matching', ['args_schema'] = {ts.string} }, -- Drops input value and return values from function's arguments or an empty string ['id'] = { ['types'] = { ['string'] = true, ['list'] = true, }, ['map_type'] = 'string', ['process'] = function(_, _, args) if args[1] and args[2] then return fun.map(tostring, args),'string_list' elseif args[1] then return args[1],'string' end return '','string' end, ['description'] = 'Drops input value and return values from function\'s arguments or an empty string', ['args_schema'] = (ts.string + ts.array_of(ts.string)):is_optional() }, ['equal'] = { ['types'] = { ['string'] = true, }, ['map_type'] = 'string', ['process'] = function(inp, _, args) if inp == args[1] then return inp,'string' end return nil end, ['description'] = [[Boolean function equal. Returns either nil or its argument if input is equal to argument]], ['args_schema'] = {ts.string} }, -- Boolean function in, returns either nil or its input if input is in args list ['in'] = { ['types'] = { ['string'] = true, }, ['map_type'] = 'string', ['process'] = function(inp, t, args) for _,a in ipairs(args) do if a == inp then return inp,t end end return nil end, ['description'] = [[Boolean function in. Returns either nil or its input if input is in args list]], ['args_schema'] = ts.array_of(ts.string) }, ['not_in'] = { ['types'] = { ['string'] = true, }, ['map_type'] = 'string', ['process'] = function(inp, t, args) for _,a in ipairs(args) do if a == inp then return nil end end return inp,t end, ['description'] = [[Boolean function not in. Returns either nil or its input if input is not in args list]], ['args_schema'] = ts.array_of(ts.string) }, ['inverse'] = { ['types'] = { ['string'] = true, }, ['map_type'] = 'string', ['process'] = function(inp, _, args) if inp then return nil else return (args[1] or 'true'),'string' end end, ['description'] = [[Inverses input. Empty string comes the first argument or 'true', non-empty string comes nil]], ['args_schema'] = {ts.string:is_optional()} }, ['ipmask'] = { ['types'] = { ['string'] = true, }, ['map_type'] = 'string', ['process'] = function(inp, _, args) local rspamd_ip = require "rspamd_ip" -- Non optimal: convert string to an IP address local ip = rspamd_ip.from_string(inp) if not ip or not ip:is_valid() then lua_util.debugm(M, "cannot convert %s to IP", inp) return nil end if ip:get_version() == 4 then local mask = tonumber(args[1]) return ip:apply_mask(mask):to_string(),'string' else -- IPv6 takes the second argument or the first one... local mask_str = args[2] or args[1] local mask = tonumber(mask_str) return ip:apply_mask(mask):to_string(),'string' end end, ['description'] = 'Applies mask to IP address.' .. ' The first argument is the mask for IPv4 addresses, the second is the mask for IPv6 addresses.', ['args_schema'] = {(ts.number + ts.string / tonumber), (ts.number + ts.string / tonumber):is_optional()} }, } transform_function.match = transform_function.regexp local function process_selector(task, sel) local function allowed_type(t) if t == 'string' or t == 'text' or t == 'string_list' or t == 'text_list' then return true end return false end local function list_type(t) return pure_type(t) end local function implicit_tostring(t, ud_or_table) if t == 'table' then -- Table (very special) if ud_or_table.value then return ud_or_table.value,'string' elseif ud_or_table.addr then return ud_or_table.addr,'string' end return logger.slog("%s", ud_or_table),'string' else return tostring(ud_or_table),'string' end end local input,etype = sel.selector.get_value(task, sel.selector.args) if not input then lua_util.debugm(M, task, 'no value extracted for %s', sel.selector.name) return nil end lua_util.debugm(M, task, 'extracted %s, type %s', sel.selector.name, etype) local pipe = sel.processor_pipe or E if etype:match('^userdata') or etype:match('^table') then -- Apply userdata conversion first local first_elt = pipe[1] if first_elt and first_elt.method then -- Explicit conversion local meth = first_elt if meth.types[etype] then lua_util.debugm(M, task, 'apply method `%s` to %s', meth.name, etype) input,etype = meth.process(input, etype) else local pt = pure_type(etype) if meth.types[pt] then lua_util.debugm(M, task, 'map method `%s` to list of %s', meth.name, pt) input = fun.map(function(list_elt) local ret, _ = meth.process(list_elt, pt) return ret end, input) etype = 'string_list' end end -- Remove method from the pipeline pipe = fun.drop_n(1, pipe) else -- Implicit conversion local pt = pure_type(etype) if not pt then lua_util.debugm(M, task, 'apply implicit conversion %s->string', etype) input = implicit_tostring(etype, input) etype = 'string' else lua_util.debugm(M, task, 'apply implicit map %s->string', pt) input = fun.map(function(list_elt) local ret = implicit_tostring(pt, list_elt) return ret end, input) etype = 'string_list' end end end -- Now we fold elements using left fold local function fold_function(acc, x) if acc == nil or acc[1] == nil then lua_util.debugm(M, task, 'do not apply %s, accumulator is nil', x.name) return nil end local value = acc[1] local t = acc[2] if not x.types[t] then local pt = pure_type(t) if pt and x.types['list'] then -- Generic list processor lua_util.debugm(M, task, 'apply list function `%s` to %s', x.name, t) return {x.process(value, t, x.args)} elseif pt and x.map_type and x.types[pt] then local map_type = x.map_type .. '_list' lua_util.debugm(M, task, 'map `%s` to list of %s resulting %s', x.name, pt, map_type) return {fun.map(function(list_elt) if not list_elt then return nil end local ret, _ = x.process(list_elt, pt, x.args) return ret end, value), map_type} end logger.errx(task, 'cannot apply transform %s for type %s', x.name, t) return nil end lua_util.debugm(M, task, 'apply %s to %s', x.name, t) return {x.process(value, t, x.args)} end local res = fun.foldl(fold_function, {input, etype}, pipe) if not res or not res[1] then return nil end -- Pipeline failed if not allowed_type(res[2]) then -- Search for implicit conversion local pt = pure_type(res[2]) if pt then lua_util.debugm(M, task, 'apply implicit map %s->string_list', pt) res[1] = fun.map(function(e) return implicit_tostring(pt, e) end, res[1]) res[2] = 'string_list' else res[1] = implicit_tostring(res[2], res[1]) res[2] = 'string' end end if list_type(res[2]) then -- Convert to table as it might have a functional form res[1] = fun.totable(res[1]) end lua_util.debugm(M, task, 'final selector type: %s, value: %s', res[2], res[1]) return res[1] end local function make_grammar() local l = require "lpeg" local spc = l.S(" \t\n")^0 local atom = l.C((l.R("az") + l.R("AZ") + l.R("09") + l.S("_-"))^1) local singlequoted_string = l.P "'" * l.C(((1 - l.S "'\r\n\f\\") + (l.P'\\' * 1))^0) * "'" local doublequoted_string = l.P '"' * l.C(((1 - l.S'"\r\n\f\\') + (l.P'\\' * 1))^0) * '"' local argument = atom + singlequoted_string + doublequoted_string local dot = l.P(".") local semicolon = l.P(":") local obrace = "(" * spc local ebrace = spc * ")" local comma = spc * "," * spc local sel_separator = spc * l.S";*" * spc return l.P{ "LIST"; LIST = l.Ct(l.V("EXPR")) * (sel_separator * l.Ct(l.V("EXPR")))^0, EXPR = l.V("FUNCTION") * (semicolon * l.V("METHOD"))^-1 * (dot * l.V("PROCESSOR"))^0, PROCESSOR = l.Ct(atom * spc * (obrace * l.V("ARG_LIST") * ebrace)^0), FUNCTION = l.Ct(atom * spc * (obrace * l.V("ARG_LIST") * ebrace)^0), METHOD = l.Ct(atom / function(e) return '__' .. e end * spc * (obrace * l.V("ARG_LIST") * ebrace)^0), ARG_LIST = l.Ct((argument * comma^0)^0) } end local parser = make_grammar() --[[[ -- @function lua_selectors.parse_selector(cfg, str) --]] exports.parse_selector = function(cfg, str) local parsed = {parser:match(str)} local output = {} if not parsed or not parsed[1] then return nil end local function check_args(name, schema, args) if schema then if getmetatable(schema) then -- Schema covers all arguments local res,err = schema:transform(args) if not res then logger.errx(rspamd_config, 'invalid arguments for %s: %s', name, err) return false else for i,elt in ipairs(res) do args[i] = elt end end else for i,selt in ipairs(schema) do local res,err = selt:transform(args[i]) if err then logger.errx(rspamd_config, 'invalid arguments for %s: %s', name, err) return false else args[i] = res end end end end return true end -- Output AST format is the following: -- table of individual selectors -- each selector: list of functions -- each function: function name + optional list of arguments for _,sel in ipairs(parsed) do local res = { selector = {}, processor_pipe = {}, } local selector_tbl = sel[1] if not selector_tbl then logger.errx(cfg, 'no selector represented') return nil end if not extractors[selector_tbl[1]] then logger.errx(cfg, 'selector %s is unknown', selector_tbl[1]) return nil end res.selector = lua_util.shallowcopy(extractors[selector_tbl[1]]) res.selector.name = selector_tbl[1] res.selector.args = selector_tbl[2] or E if not check_args(res.selector.name, res.selector.args_schema, res.selector.args) then return nil end lua_util.debugm(M, cfg, 'processed selector %s, args: %s', res.selector.name, res.selector.args) local pipeline_error = false -- Now process processors pipe fun.each(function(proc_tbl) local proc_name = proc_tbl[1] if proc_name:match('^__') then -- Special case - method local method_name = proc_name:match('^__(.*)$') local processor = { name = method_name, method = true, args = proc_tbl[2] or E, types = { userdata = true, table = true, }, map_type = 'string', process = function(inp, t, args) if t == 'userdata' then return inp[method_name](inp, args),'string' else -- Table return inp[method_name],'string' end end, } lua_util.debugm(M, cfg, 'attached method %s to selector %s, args: %s', proc_name, res.selector.name, processor.args) table.insert(res.processor_pipe, processor) else if not transform_function[proc_name] then logger.errx(cfg, 'processor %s is unknown', proc_name) pipeline_error = true return nil end local processor = lua_util.shallowcopy(transform_function[proc_name]) processor.name = proc_name processor.args = proc_tbl[2] or E if not check_args(processor.name, processor.args_schema, processor.args) then pipeline_error = true return nil end lua_util.debugm(M, cfg, 'attached processor %s to selector %s, args: %s', proc_name, res.selector.name, processor.args) table.insert(res.processor_pipe, processor) end end, fun.tail(sel)) if pipeline_error then logger.errx(cfg, 'unknown or invalid processor used, exiting') return nil end table.insert(output, res) end return output end --[[[ -- @function lua_selectors.register_extractor(cfg, name, selector) --]] exports.register_extractor = function(cfg, name, selector) if selector.get_value then if extractors[name] then logger.warnx(cfg, 'redefining selector %s', name) end extractors[name] = selector return true end logger.errx(cfg, 'bad selector %s', name) return false end --[[[ -- @function lua_selectors.register_transform(cfg, name, transform) --]] exports.register_transform = function(cfg, name, transform) if transform.process and transform.types then if transform_function[name] then logger.warnx(cfg, 'redefining transform function %s', name) end transform_function[name] = transform return true end logger.errx(cfg, 'bad transform function %s', name) return false end --[[[ -- @function lua_selectors.process_selectors(task, selectors_pipe) --]] exports.process_selectors = function(task, selectors_pipe) local ret = {} for _,sel in ipairs(selectors_pipe) do local r = process_selector(task, sel) -- If any element is nil, then the whole selector is nil if not r then return nil end table.insert(ret, r) end return ret end --[[[ -- @function lua_selectors.combine_selectors(task, selectors, delimiter) --]] exports.combine_selectors = function(_, selectors, delimiter) if not delimiter then delimiter = '' end if not selectors then return nil end local all_strings = fun.all(function(s) return type(s) == 'string' end, selectors) if all_strings then return table.concat(selectors, delimiter) else -- We need to do a spill on each table selector -- e.g. s:tbl:s -> s:telt1:s + s:telt2:s ... local tbl = {} local res = {} for i,s in ipairs(selectors) do if type(s) == 'string' then rawset(tbl, i, fun.duplicate(s)) elseif type(s) == 'userdata' then rawset(tbl, i, fun.duplicate(tostring(s))) else rawset(tbl, i, s) end end fun.each(function(...) table.insert(res, table.concat({...}, delimiter)) end, fun.zip(lua_util.unpack(tbl))) return res end end --[[[ -- @function lua_selectors.create_closure(cfg, selector_str, delimiter='') --]] exports.create_selector_closure = function(cfg, selector_str, delimiter) local selector = exports.parse_selector(cfg, selector_str) if not selector then return nil end return function(task) local res = exports.process_selectors(task, selector) if res then return exports.combine_selectors(nil, res, delimiter) end return nil end end local function display_selectors(tbl) return fun.tomap(fun.map(function(k,v) return k, fun.tomap(fun.filter(function(kk, vv) return type(vv) ~= 'function' end, v)) end, tbl)) end exports.list_extractors = function() return display_selectors(extractors) end exports.list_transforms = function() return display_selectors(transform_function) end return exports