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n8n-openai-adapter/lib/elixir/unicode/tokenizer.ex
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Elixir

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: 2021 The Elixir Team
# SPDX-FileCopyrightText: 2012 Plataformatec
defmodule String.Tokenizer do
@moduledoc false
## Custom normalization definitions
#
# These codepoints will be normalized from => to, and their
# scriptset will be the union of both. If one of the two
# codepoints is Script='Common|Inherited', this means both
# codepoints can be used anywhere without unsafe script mixing;
# similarly, they are exempted from the Restricted list.
#
start_normalizations = %{
# NFKC-based automatic normalizations
# U+00B5 => U+03BC
?µ => ?μ
}
normalizations = start_normalizations
##
## First let's load all characters that we will allow in identifiers
##
range_to_codepoints = fn range ->
case :binary.split(String.trim(range), "..") do
[a] -> [String.to_integer(a, 16)]
[a, b] -> Enum.to_list(String.to_integer(a, 16)..String.to_integer(b, 16))
end
end
{letter_uptitlecase, start, continue, dir_rtls, dir_neutrals, _} =
Path.join(__DIR__, "UnicodeData.txt")
|> File.read!()
|> String.split(["\r\n", "\n"], trim: true)
|> Enum.reduce({[], [], [], [], [], nil}, fn line, acc ->
{letter_uptitlecase, start, continue, rtls, neutrals, first} = acc
# https://www.unicode.org/reports/tr44/tr44-32.html#UnicodeData.txt
[codepoint, line] = :binary.split(line, ";")
[name, line] = :binary.split(line, ";")
[category, line] = :binary.split(line, ";")
[_canonical_combining, line] = :binary.split(line, ";")
[bidi, _] = :binary.split(line, ";")
{codepoints, first} =
case name do
"<" <> _ when is_integer(first) ->
last = String.to_integer(codepoint, 16)
{Enum.to_list(last..first//-1), nil}
"<" <> _ ->
first = String.to_integer(codepoint, 16)
{[first], first + 1}
_ ->
{[String.to_integer(codepoint, 16)], nil}
end
{rtls, neutrals} =
cond do
bidi in ~w(R AL)s -> {codepoints ++ rtls, neutrals}
bidi in ~w(WS ON CS EN ES ET NSM)s -> {rtls, codepoints ++ neutrals}
true -> {rtls, neutrals}
end
cond do
category in ~w(Lu Lt) ->
{codepoints ++ letter_uptitlecase, start, continue, rtls, neutrals, first}
category in ~w(Ll Lm Lo Nl) ->
{letter_uptitlecase, codepoints ++ start, continue, rtls, neutrals, first}
category in ~w(Mn Mc Nd Pc) ->
{letter_uptitlecase, start, codepoints ++ continue, rtls, neutrals, first}
true ->
{letter_uptitlecase, start, continue, rtls, neutrals, first}
end
end)
# Each character is classified accordingly
{start, continue, patterns} =
Path.join(__DIR__, "PropList.txt")
|> File.read!()
|> String.split(["\r\n", "\n"], trim: true)
|> Enum.reduce({start, continue, []}, fn line, acc ->
[range | category] = :binary.split(line, ";")
pos =
case category do
[" Other_ID_Start" <> _] -> 0
[" Other_ID_Continue" <> _] -> 1
[" Pattern_White_Space" <> _] -> 2
[" Pattern_Syntax" <> _] -> 2
_ -> -1
end
if pos >= 0 do
put_elem(acc, pos, range_to_codepoints.(range) ++ elem(acc, pos))
else
acc
end
end)
# Also restrict characters for security purposes according to UTS 39
restricted =
Path.join(__DIR__, "IdentifierType.txt")
|> File.read!()
|> String.split(["\r\n", "\n"], trim: true)
|> Enum.flat_map(fn line ->
with [range, type_with_comments] <- :binary.split(line, ";"),
[types, _comments] <- :binary.split(type_with_comments, "#"),
types = String.split(types, " ", trim: true),
false <- "Inclusion" in types or "Recommended" in types do
range_to_codepoints.(range)
else
_ -> []
end
end)
id_upper = (letter_uptitlecase -- patterns) -- restricted
id_start = (start -- patterns) -- restricted
id_continue = (continue -- patterns) -- restricted
unicode_upper = Enum.filter(id_upper, &(&1 > 127))
unicode_start = Enum.filter(id_start, &(&1 > 127))
unicode_continue = Enum.filter(id_continue, &(&1 > 127))
unicode_all = Map.from_keys(unicode_upper ++ unicode_start ++ unicode_continue, [])
IO.puts(:stderr, "[Unicode] Tokenizing #{map_size(unicode_all)} non-ascii codepoints")
##
## Compute scriptsets for all characters above
##
# 3 text files from UAX24 (Scripts):
#
# 1. Scripts.txt codepoint => primary script (by full name)
# 2. ScriptExtensions.txt codepoint => N scripts, (by short names)
# 3. PropertyValueAliases.txt short names <=> long names mapping
# First we'll build a lookup of short <=> long names, starting with
# names that we will make part of the highly restricted set later.
script_aliases =
Path.join(__DIR__, "PropertyValueAliases.txt")
|> File.read!()
|> String.split(["\r\n", "\n"], trim: true)
|> Enum.flat_map(fn line ->
case String.split(line, [";", " "], trim: true) do
["sc", short, long | _] -> [{short, long}]
_ -> []
end
end)
|> Map.new()
# Now we will compute all used scriptsets as well as
# a mapping from codepoint to scriptsets.
codepoints_to_scriptset = fn file, aliases ->
Path.join(__DIR__, file)
|> File.read!()
|> String.split(["\r\n", "\n"], trim: true)
|> Enum.flat_map(fn line ->
with [range, scripts_with_comments] <- :binary.split(line, ";"),
[scripts, _comments] <- :binary.split(scripts_with_comments, "#"),
scripts =
scripts |> String.split(" ", trim: true) |> Enum.map(&Map.get(aliases, &1, &1)) do
for codepoint <- range_to_codepoints.(range),
Map.has_key?(unicode_all, codepoint) and
"Common" not in scripts and "Inherited" not in scripts,
do: {codepoint, scripts}
else
_ -> []
end
end)
end
scripts = codepoints_to_scriptset.("Scripts.txt", %{})
script_extensions = codepoints_to_scriptset.("ScriptExtensions.txt", script_aliases)
all_codepoints_to_scriptset = scripts ++ script_extensions
all_scriptsets =
all_codepoints_to_scriptset
|> Enum.flat_map(&elem(&1, 1))
|> Enum.uniq()
|> then(&(["Han with Bopomofo", "Japanese", "Korean"] ++ &1))
# We will represent scriptsets using a bitmap. So let's define
# a separate module for said operations. We will also sort the
# scriptsets and make Latin the first one for convenience.
defmodule ScriptSet do
@moduledoc false
def from_index(idx), do: :erlang.bsl(1, idx)
def lattices(size), do: {0, trunc(:math.pow(2, size)) - 1}
def union(left, right), do: :erlang.bor(left, right)
def to_indexes(set) do
for {?1, index} <- set |> Integer.to_charlist(2) |> Enum.reverse() |> Enum.with_index() do
index
end
end
end
sorted_scriptsets = ["Latin" | all_scriptsets |> List.delete("Latin") |> Enum.sort()]
scriptset_masks =
sorted_scriptsets
|> Enum.with_index(fn scriptset, index ->
{scriptset, ScriptSet.from_index(index)}
end)
|> Map.new()
# Some scriptsets must be augmented according to the rules below
augmentation_rules = %{
"Han" => ["Han with Bopomofo", "Japanese", "Korean"],
"Hiragana" => ["Japanese"],
"Katakana" => ["Japanese"],
"Hangul" => ["Korean"],
"Bopomofo" => ["Han with Bopomofo"]
}
scriptset_masks =
for {key, additions} <- augmentation_rules, reduce: scriptset_masks do
acc ->
Map.update!(acc, key, fn value ->
additions
|> Enum.map(&Map.fetch!(acc, &1))
|> Enum.reduce(value, &ScriptSet.union/2)
end)
end
{bottom, top} = ScriptSet.lattices(map_size(scriptset_masks))
IO.puts(:stderr, "[Unicode] Tokenizing #{map_size(scriptset_masks)} scriptsets")
codepoints_to_mask =
for {codepoint, scriptsets} <- all_codepoints_to_scriptset, into: %{} do
{codepoint,
scriptsets
|> Enum.map(&Map.fetch!(scriptset_masks, &1))
|> Enum.reduce(bottom, &ScriptSet.union/2)}
end
# Add our custom normalizations
codepoints_to_mask =
for {from, to} <- normalizations, reduce: codepoints_to_mask do
acc ->
ss = ScriptSet.union(Map.get(acc, from, top), Map.get(acc, to, top))
Map.put(acc, to, ss)
end
##
## Define functions and module attributes to access characters and their scriptsets
##
# bottom of bitmap == all bits are 0, no scripts in the scriptset
@bottom bottom
@latin 1
# top of bitmap (all bits are 1) is ALL in UTS39 ('Common', 'Inherited');
# a scriptset that will intersect with other all non-empty scriptsets
@top top
@indexed_scriptsets sorted_scriptsets |> Enum.with_index(&{&2, &1}) |> Map.new()
# ScriptSet helpers. Inline instead of dispatching to ScriptSet for performance
@compile {:inline, ss_latin: 1, ss_intersect: 2}
defp ss_latin(ss), do: :erlang.band(ss, @latin)
defp ss_intersect(left, right), do: :erlang.band(left, right)
# Ascii helpers
@compile {:inline, ascii_upper?: 1, ascii_lower?: 1, ascii_continue?: 1}
defp ascii_upper?(entry), do: entry >= ?A and entry <= ?Z
defp ascii_lower?(entry), do: entry >= ?a and entry <= ?z
defp ascii_continue?(entry), do: entry >= ?0 and entry <= ?9
# Unicode helpers
# We use ranges whenever possible to reduce bytecode size.
unicode_upper = Enum.map(unicode_upper, &{&1, Map.get(codepoints_to_mask, &1, top)})
unicode_start = Enum.map(unicode_start, &{&1, Map.get(codepoints_to_mask, &1, top)})
unicode_continue = Enum.map(unicode_continue, &{&1, Map.get(codepoints_to_mask, &1, top)})
rangify = fn [{head, scriptset} | tail] ->
{first, last, scriptset, acc} =
Enum.reduce(tail, {head, head, scriptset, []}, fn
{number, scriptset}, {first, last, scriptset, acc} when number == first - 1 ->
{number, last, scriptset, acc}
{number, scriptset}, {first, last, range_scriptset, acc} ->
{number, number, scriptset, [{first, last, range_scriptset} | acc]}
end)
[{first, last, scriptset} | acc]
end
for {first, last, scriptset} <- rangify.(unicode_upper) do
if first == last do
defp unicode_upper(unquote(first)), do: unquote(scriptset)
else
defp unicode_upper(entry) when entry in unquote(first)..unquote(last),
do: unquote(scriptset)
end
end
defp unicode_upper(_), do: @bottom
for {first, last, scriptset} <- rangify.(unicode_start) do
if first == last do
defp unicode_start(unquote(first)), do: unquote(scriptset)
else
defp unicode_start(entry) when entry in unquote(first)..unquote(last),
do: unquote(scriptset)
end
end
defp unicode_start(_), do: @bottom
for {first, last, scriptset} <- rangify.(unicode_continue) do
if first == last do
defp unicode_continue(unquote(first)), do: unquote(scriptset)
else
defp unicode_continue(entry) when entry in unquote(first)..unquote(last),
do: unquote(scriptset)
end
end
defp unicode_continue(_), do: @bottom
# subset of direction-changing/neutral characters valid in idents
id_all = id_upper ++ id_start ++ id_continue
dir_rtls = for c <- dir_rtls, c in id_all, do: {c, :rtl}
dir_neutrals = for c <- dir_neutrals, c not in 48..57, c in id_all, do: {c, :neutral}
dir_ranges = rangify.(dir_rtls) ++ rangify.(dir_neutrals)
# direction of a codepoint. (rtl, neutral, weak, ltr fallback)
# weaks are pulled towards previous directional spans,
# but the only weaks allowed in idents are numbers 0..9
def dir(i) when i in 48..57, do: :weak_number
for {first, last, direction} <- dir_ranges do
if first == last do
def dir(unquote(first)), do: unquote(direction)
else
def dir(i) when i in unquote(first)..unquote(last), do: unquote(direction)
end
end
def dir(i) when is_integer(i), do: :ltr
# Hard-coded normalizations. Also split by upper, start, continue.
for {from, to} <- start_normalizations do
mask = Map.fetch!(codepoints_to_mask, to)
defp normalize_start(unquote(from)), do: {unquote(to), unquote(mask)}
end
defp normalize_start(_codepoint), do: @bottom
##
## Now we are ready to tokenize!
##
def tokenize([head | tail]) do
cond do
ascii_upper?(head) ->
validate(continue(tail, [head], 1, true, @latin, []), :alias)
ascii_lower?(head) ->
validate(continue(tail, [head], 1, true, @latin, []), :identifier)
head == ?_ ->
validate(continue(tail, [head], 1, true, @top, []), :identifier)
true ->
case unicode_upper(head) do
@bottom ->
case unicode_start(head) do
@bottom ->
case normalize_start(head) do
@bottom ->
{:error, :empty}
{head, scriptset} ->
validate(continue(tail, [head], 1, false, scriptset, [:nfkc]), :identifier)
end
scriptset ->
validate(continue(tail, [head], 1, false, scriptset, []), :identifier)
end
scriptset ->
validate(continue(tail, [head], 1, false, scriptset, []), :atom)
end
end
end
def tokenize([]) do
{:error, :empty}
end
defp continue([?! | tail], acc, length, ascii_letters?, scriptset, special) do
{[?! | acc], tail, length + 1, ascii_letters?, scriptset, [:punctuation | special]}
end
defp continue([?? | tail], acc, length, ascii_letters?, scriptset, special) do
{[?? | acc], tail, length + 1, ascii_letters?, scriptset, [:punctuation | special]}
end
defp continue([?@ | tail], acc, length, ascii_letters?, scriptset, special) do
special = [:at | List.delete(special, :at)]
continue(tail, [?@ | acc], length + 1, ascii_letters?, scriptset, special)
end
defp continue([head | tail] = list, acc, length, ascii_letters?, scriptset, special) do
cond do
ascii_lower?(head) or ascii_upper?(head) ->
continue(tail, [head | acc], length + 1, ascii_letters?, ss_latin(scriptset), special)
head == ?_ or ascii_continue?(head) ->
continue(tail, [head | acc], length + 1, ascii_letters?, scriptset, special)
# Pattern is used for performance and to not mark ascii tokens as unicode
# ' \\\t\n\r!"#$%&\'()*+,-./:;<=>?@[]^`{|}~'
head <= 127 ->
{acc, list, length, ascii_letters?, scriptset, special}
true ->
with @bottom <- unicode_start(head),
@bottom <- unicode_upper(head),
@bottom <- unicode_continue(head) do
case normalize_start(head) do
@bottom ->
{:error, {:unexpected_token, :lists.reverse([head | acc])}}
{head, ss} ->
ss = ss_intersect(scriptset, ss)
special = [:nfkc | List.delete(special, :nfkc)]
continue(tail, [head | acc], length + 1, false, ss, special)
end
else
ss ->
ss = ss_intersect(scriptset, ss)
continue(tail, [head | acc], length + 1, false, ss, special)
end
end
end
defp continue([], acc, length, ascii_letters?, scriptset, special) do
{acc, [], length, ascii_letters?, scriptset, special}
end
defp validate({:error, _} = error, _kind) do
error
end
defp validate({acc, rest, length, true, _scriptset, special}, kind) do
{kind, :lists.reverse(acc), rest, length, true, special}
end
defp validate({original_acc, rest, length, false, scriptset, special}, kind) do
original_acc = :lists.reverse(original_acc)
acc = :unicode.characters_to_nfc_list(original_acc)
special =
if original_acc == acc do
special
else
[:nfkc | List.delete(special, :nfkc)]
end
if scriptset != @bottom or chunks_single?(acc) do
{kind, acc, rest, length, false, special}
else
breakdown =
for codepoint <- acc do
scriptsets =
case codepoint_to_scriptset(codepoint) do
@top ->
""
scriptset ->
scriptset
|> ScriptSet.to_indexes()
|> Enum.map(&Map.fetch!(@indexed_scriptsets, &1))
|> then(&(" {" <> Enum.join(&1, ",") <> "}"))
end
hex = :io_lib.format(~c"~4.16.0B", [codepoint])
" \\u#{hex} #{[codepoint]}#{scriptsets}\n"
end
prefix = ~c"invalid mixed-script identifier found: "
suffix = ~c"""
Mixed-script identifiers are not supported for security reasons. \
'#{acc}' is made of the following scripts:\n
#{breakdown}
Characters in identifiers from different scripts must be separated \
by underscore (_).
"""
{:error, {:mixed_script, acc, {prefix, suffix}}}
end
end
# Support script mixing via chunked identifiers (UTS 55-5's strong recommends).
# Each chunk in an ident like foo_bar_baz should pass checks.
defp chunks_single?(acc),
do: chunks_single?(acc, @top)
defp chunks_single?([?_ | rest], acc),
do: acc != @bottom and chunks_single?(rest, @top)
defp chunks_single?([head | rest], acc),
do: chunks_single?(rest, ss_intersect(codepoint_to_scriptset(head), acc))
defp chunks_single?([], acc),
do: acc != @bottom
defp codepoint_to_scriptset(head) do
cond do
ascii_lower?(head) or ascii_upper?(head) ->
@latin
head == ?_ or ascii_continue?(head) ->
@top
true ->
with @bottom <- unicode_start(head),
@bottom <- unicode_upper(head),
@bottom <- unicode_continue(head),
do: @top
end
end
end